{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Vignettes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://atlas.gs.washington.edu/fly-atac/docs/" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Attaching package: ‘dplyr’\n", "\n", "The following objects are masked from ‘package:data.table’:\n", "\n", " between, first, last\n", "\n", "The following objects are masked from ‘package:stats’:\n", "\n", " filter, lag\n", "\n", "The following objects are masked from ‘package:base’:\n", "\n", " intersect, setdiff, setequal, union\n", "\n", "Loading required package: MASS\n", "\n", "Attaching package: ‘MASS’\n", "\n", "The following object is masked from ‘package:dplyr’:\n", "\n", " select\n", "\n", "Loading required package: ggplot2\n", "\n", "Attaching package: ‘cowplot’\n", "\n", "The following object is masked from ‘package:ggplot2’:\n", "\n", " ggsave\n", "\n", "Loading required package: magrittr\n", "\n", "Attaching package: ‘ggpubr’\n", "\n", "The following object is masked from ‘package:cowplot’:\n", "\n", " get_legend\n", "\n", "\n", "Attaching package: ‘gplots’\n", "\n", "The following object is masked from ‘package:stats’:\n", "\n", " lowess\n", "\n" ] } ], "source": [ "library(data.table)\n", "library(dplyr)\n", "library(Matrix)\n", "library(BuenColors)\n", "library(stringr)\n", "library(cowplot)\n", "library(RColorBrewer)\n", "library(ggpubr)\n", "library(irlba)\n", "library(umap)\n", "library(gplots)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocess" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### make windows \n", "`bedtools makewindows -g ../input/hg19/hg19.chrom.sizes -w 5000 > hg19.windows.5kb.bed`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Count reads" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`bsub < count_reads_windows.sh` " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "5335" ], "text/latex": [ "5335" ], "text/markdown": [ "5335" ], "text/plain": [ "[1] 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "path = './count_reads_windows_output/'\n", "files <- list.files(path,pattern = \"\\\\.txt$\")\n", "length(files)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#assuming tab separated values with a header \n", "datalist = lapply(files, function(x)fread(paste0(path,x))$V4) \n", "#assuming the same header/columns for all files\n", "datafr = do.call(\"cbind\", datalist) " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 627478
    2. \n", "\t
  2. 5335
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 627478\n", "\\item 5335\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 627478\n", "2. 5335\n", "\n", "\n" ], "text/plain": [ "[1] 627478 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(datafr)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df_regions = read.csv(\"./hg19.windows.5kb.bed\",\n", " sep = '\\t',header=FALSE,stringsAsFactors=FALSE)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 627478
    2. \n", "\t
  2. 3
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 627478\n", "\\item 3\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 627478\n", "2. 3\n", "\n", "\n" ], "text/plain": [ "[1] 627478 3" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A data.frame: 6 × 3
V1V2V3
<chr><int><int>
chr1 0 5000
chr1 500010000
chr11000015000
chr11500020000
chr12000025000
chr12500030000
\n" ], "text/latex": [ "A data.frame: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " V1 & V2 & V3\\\\\n", " & & \\\\\n", "\\hline\n", "\t chr1 & 0 & 5000\\\\\n", "\t chr1 & 5000 & 10000\\\\\n", "\t chr1 & 10000 & 15000\\\\\n", "\t chr1 & 15000 & 20000\\\\\n", "\t chr1 & 20000 & 25000\\\\\n", "\t chr1 & 25000 & 30000\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 6 × 3\n", "\n", "| V1 <chr> | V2 <int> | V3 <int> |\n", "|---|---|---|\n", "| chr1 | 0 | 5000 |\n", "| chr1 | 5000 | 10000 |\n", "| chr1 | 10000 | 15000 |\n", "| chr1 | 15000 | 20000 |\n", "| chr1 | 20000 | 25000 |\n", "| chr1 | 25000 | 30000 |\n", "\n" ], "text/plain": [ " V1 V2 V3 \n", "1 chr1 0 5000\n", "2 chr1 5000 10000\n", "3 chr1 10000 15000\n", "4 chr1 15000 20000\n", "5 chr1 20000 25000\n", "6 chr1 25000 30000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(df_regions)\n", "head(df_regions)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "winnames = paste(df_regions$V1,df_regions$V2,df_regions$V3,sep = \"_\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'chr1_0_5000'
    2. \n", "\t
  2. 'chr1_5000_10000'
    3. \n", "\t
  3. 'chr1_10000_15000'
    4. \n", "\t
  4. 'chr1_15000_20000'
    5. \n", "\t
  5. 'chr1_20000_25000'
    6. \n", "\t
  6. 'chr1_25000_30000'
    7. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'chr1\\_0\\_5000'\n", "\\item 'chr1\\_5000\\_10000'\n", "\\item 'chr1\\_10000\\_15000'\n", "\\item 'chr1\\_15000\\_20000'\n", "\\item 'chr1\\_20000\\_25000'\n", "\\item 'chr1\\_25000\\_30000'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'chr1_0_5000'\n", "2. 'chr1_5000_10000'\n", "3. 'chr1_10000_15000'\n", "4. 'chr1_15000_20000'\n", "5. 'chr1_20000_25000'\n", "6. 'chr1_25000_30000'\n", "\n", "\n" ], "text/plain": [ "[1] \"chr1_0_5000\" \"chr1_5000_10000\" \"chr1_10000_15000\" \"chr1_15000_20000\"\n", "[5] \"chr1_20000_25000\" \"chr1_25000_30000\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(winnames)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'AAACGAAAGCGCAATG-1'
    2. \n", "\t
  2. 'AAACGAAAGGGTATCG-1'
    3. \n", "\t
  3. 'AAACGAAAGTAACATG-1'
    4. \n", "\t
  4. 'AAACGAAAGTTACACC-1'
    5. \n", "\t
  5. 'AAACGAACAGAGATGC-1'
    6. \n", "\t
  6. 'AAACGAACATGCTATG-1'
    7. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'AAACGAAAGCGCAATG-1'\n", "\\item 'AAACGAAAGGGTATCG-1'\n", "\\item 'AAACGAAAGTAACATG-1'\n", "\\item 'AAACGAAAGTTACACC-1'\n", "\\item 'AAACGAACAGAGATGC-1'\n", "\\item 'AAACGAACATGCTATG-1'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'AAACGAAAGCGCAATG-1'\n", "2. 'AAACGAAAGGGTATCG-1'\n", "3. 'AAACGAAAGTAACATG-1'\n", "4. 'AAACGAAAGTTACACC-1'\n", "5. 'AAACGAACAGAGATGC-1'\n", "6. 'AAACGAACATGCTATG-1'\n", "\n", "\n" ], "text/plain": [ "[1] \"AAACGAAAGCGCAATG-1\" \"AAACGAAAGGGTATCG-1\" \"AAACGAAAGTAACATG-1\"\n", "[4] \"AAACGAAAGTTACACC-1\" \"AAACGAACAGAGATGC-1\" \"AAACGAACATGCTATG-1\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(sapply(strsplit(files,'\\\\.'),'[', 2))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "colnames(datafr) = sapply(strsplit(files,'\\\\.'),'[', 2)\n", "rownames(datafr) = winnames" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 627478
    2. \n", "\t
  2. 5335
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 627478\n", "\\item 5335\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 627478\n", "2. 5335\n", "\n", "\n" ], "text/plain": [ "[1] 627478 5335" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A matrix: 6 × 5335 of type int
AAACGAAAGCGCAATG-1AAACGAAAGGGTATCG-1AAACGAAAGTAACATG-1AAACGAAAGTTACACC-1AAACGAACAGAGATGC-1AAACGAACATGCTATG-1AAACGAAGTGCATCAT-1AAACGAAGTGGACGAT-1AAACGAAGTGGCCTCA-1AAACGAATCAGTGTAC-1⋯TTTGGTTGTCAGAAAT-1TTTGGTTGTTGTATCG-1TTTGGTTTCAGTGGTT-1TTTGTGTAGGAAACTT-1TTTGTGTCAAGCCTTA-1TTTGTGTCACTCAAGT-1TTTGTGTCACTGGGCT-1TTTGTGTGTACGCAAG-1TTTGTGTGTCTGCGCA-1TTTGTGTTCAACTTGG-1
chr1_0_5000000 0000000⋯000 000 0000
chr1_5000_10000000 0000000⋯000 000 0000
chr1_10000_1500040810002400⋯462 40016660
chr1_15000_20000000 0000000⋯000 000 2000
chr1_20000_25000000 0202000⋯020 000 0000
chr1_25000_30000026 4002202⋯0341022 4000
\n" ], "text/latex": [ "A matrix: 6 × 5335 of type int\n", "\\begin{tabular}{r|llllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll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" & AAACGAAAGCGCAATG-1 & AAACGAAAGGGTATCG-1 & AAACGAAAGTAACATG-1 & AAACGAAAGTTACACC-1 & AAACGAACAGAGATGC-1 & AAACGAACATGCTATG-1 & AAACGAAGTGCATCAT-1 & AAACGAAGTGGACGAT-1 & AAACGAAGTGGCCTCA-1 & AAACGAATCAGTGTAC-1 & AAACGAATCCCACTTG-1 & AAACGAATCGAACACT-1 & AAACGAATCGACTATG-1 & AAACGAATCGCAAGCC-1 & AAACGAATCGTCTTAT-1 & AAACTCGAGACTCGGA-1 & AAACTCGAGGGTCCCT-1 & AAACTCGCAATGATGA-1 & AAACTCGCACACACAT-1 & AAACTCGCACCGTCTT-1 & AAACTCGGTACAAATG-1 & AAACTCGGTAGCGAGT-1 & AAACTCGGTCAGTGCC-1 & AAACTGCAGAGCAGCT-1 & AAACTGCAGCCATGGA-1 & AAACTGCAGCTGCTCG-1 & AAACTGCAGGTCGGTA-1 & AAACTGCAGTTACCAC-1 & AAACTGCCACTCAGCG-1 & AAACTGCCACTCGTGG-1 & AAACTGCGTATCAGCT-1 & AAACTGCGTCAAGACG-1 & AAACTGCGTCGAGGAT-1 & AAACTGCGTGAGCTAG-1 & AAACTGCGTTACTACG-1 & AAACTGCTCCGATTGA-1 & AAACTGCTCCGCGATG-1 & AAACTGCTCGAGCGCT-1 & AAAGATGAGAGGCCTA-1 & AAAGATGAGTGTAATG-1 & AAAGATGCAATTGCCA-1 & AAAGATGTCACAAGCT-1 & AAAGATGTCCATAACG-1 & AAAGGATAGGTAGGCT-1 & AAAGGATAGTCAACTC-1 & AAAGGATAGTGTCACT-1 & AAAGGATGTAAGTGCG-1 & AAAGGATGTACCTATG-1 & AAAGGATGTCAATACC-1 & AAAGGATGTCTGGGAA-1 & AAAGGATGTGCTAGTT-1 & AAAGGATGTGGACAGT-1 & AAAGGATGTTACGCTA-1 & AAAGGATGTTACGGAG-1 & AAAGGATGTTTAGACC-1 & AAAGGATTCCGCCTAT-1 & AAAGGATTCTGTGTCC-1 & AAAGGGCAGCTACGCC-1 & AAAGGGCCAACAAACA-1 & AAAGGGCCAACTAGAA-1 & AAAGGGCCACAAACGG-1 & AAAGGGCCATCACAAC-1 & AAAGGGCGTGAGTAAT-1 & AAAGGGCTCACTAGGT-1 & AAAGGGCTCTATAGGC-1 & AAATGAGAGAAATTCG-1 & AAATGAGAGAGGAATG-1 & AAATGAGAGATCGATA-1 & AAATGAGAGTATAGTG-1 & AAATGAGCAAGGGTAC-1 & AAATGAGCAGATGGCA-1 & AAATGAGCATCACAGT-1 & AAATGAGCATGGCCCA-1 & AAATGAGCATGGTAAA-1 & AAATGAGGTAAAGCTA-1 & AAATGAGTCGAGTTAC-1 & AAATGAGTCTTCGTTA-1 & AAATGCCAGGCTTAAA-1 & AAATGCCAGGTCTTGT-1 & AAATGCCAGTACGCGA-1 & AAATGCCCACAAACAA-1 & AAATGCCCACTCCCAT-1 & AAATGCCCATCGCTAA-1 & AAATGCCGTACGAGAC-1 & AAATGCCGTCACAGGA-1 & AAATGCCGTCTGGATT-1 & AAATGCCTCACTAGGT-1 & AACAAAGAGACCCATT-1 & AACAAAGAGACTAGGC-1 & AACAAAGAGGTACATA-1 & AACAAAGAGTGTCGGA-1 & AACAAAGCAGCAACCC-1 & AACAAAGCAGCTGATT-1 & AACAAAGCATCGAGTT-1 & AACAAAGGTCCAAGTT-1 & AACAAAGGTTTCCACC-1 & AACAAAGTCATTCATC-1 & AACAAAGTCGACGGAA-1 & AACAAAGTCTAAACGC-1 & AACAAAGTCTTGTGCC-1 & AACAGTCAGATGTTCC-1 & AACAGTCAGGATCCTT-1 & AACAGTCAGGGAAGCG-1 & AACAGTCAGGTAAGCC-1 & AACAGTCAGTCCTTCC-1 & AACAGTCAGTCGAAAT-1 & AACAGTCCAAGGACCA-1 & AACAGTCCATGGGACA-1 & AACAGTCGTACGTAAA-1 & AACAGTCGTCACAGGA-1 & AACAGTCGTCAGGTGA-1 & AACAGTCTCAGCCGAC-1 & AACAGTCTCAGGAAGC-1 & AACAGTCTCTCGACCT-1 & AACATCGAGACCGCAA-1 & AACATCGAGGGCTTCC-1 & AACATCGCAATGCACT-1 & AACATCGCAGAGTCGA-1 & AACATCGCAGGATAGC-1 & AACATCGCAGTCAGAG-1 & AACATCGGTTGGCTAT-1 & AACATCGGTTTCAGCA-1 & AACATCGTCACGTGTA-1 & AACATCGTCATGTTCT-1 & AACATCGTCGCTTCAC-1 & AACCAACAGAACGACC-1 & AACCAACAGAGCCACA-1 & AACCAACAGTACCCAT-1 & AACCAACAGTTTGGAA-1 & AACCAACCAAAGCTGG-1 & AACCAACCAAGGAGTC-1 & AACCAACCAGTGCGTC-1 & AACCAACCATGGGACA-1 & AACCAACGTTATAGAG-1 & AACCAACTCGATCTTT-1 & AACCAACTCGCTATTT-1 & AACCAACTCTTGTGCC-1 & AACCGATAGAGTGGAA-1 & AACCGATAGCAGAAAG-1 & AACCGATAGCGTTGCC-1 & AACCGATAGTTACCAC-1 & AACCGATCAACATAAG-1 & AACCGATCAATTGGCT-1 & AACCGATCATAGACGG-1 & AACCGATCATGGCCCA-1 & AACCGATCATGGCCTG-1 & AACCGATGTAAGCCTT-1 & AACCGATGTACAAGCG-1 & AACCGATGTAGAACGC-1 & AACCGATGTCAGCAAG-1 & AACCGATGTCGATAGG-1 & AACCGATGTCTGAGCC-1 & AACCGATTCACTAGCA-1 & AACCGATTCCATAACG-1 & AACCGATTCGCGTTCT-1 & AACCTGAAGAGCAGCT-1 & AACCTGAAGGATCCTT-1 & AACCTGAAGTGCTCGC-1 & AACCTGACAATTGGCT-1 & AACCTGACATAGACGG-1 & AACCTGATCGCACAAT-1 & AACCTGATCTCTTCCT-1 & AACCTTTAGAATACTG-1 & AACCTTTAGCCTCGCA-1 & AACCTTTAGTCTCGAT-1 & AACCTTTAGTCTGTGT-1 & AACCTTTCAAGGCGTA-1 & AACCTTTCAAGTAATG-1 & AACCTTTCAATCAGGG-1 & AACCTTTCAATGGCTT-1 & AACCTTTCACGATTAC-1 & AACCTTTCAGGACTGA-1 & AACCTTTCATAGATAG-1 & AACCTTTGTACGTAGG-1 & AACGAGGAGATCACCT-1 & AACGAGGAGGGTCCCT-1 & AACGAGGAGGTTGACG-1 & AACGAGGAGTCTGGGA-1 & AACGAGGCATCGTACA-1 & AACGAGGGTAATGCAA-1 & AACGAGGGTCGCTAGC-1 & AACGAGGTCCTCATTA-1 & AACGGGAAGAGGTCCA-1 & AACGGGAAGTGGTGTG-1 & AACGGGACACAGGAAC-1 & AACGGGACACGCTAAT-1 & AACGGGACAGGACCTC-1 & AACGGGACAGTTACAC-1 & AACGGGACATCGACCG-1 & AACGGGACATCGGCCA-1 & AACGGGACATGCTATG-1 & AACGGGACATGGGAAC-1 & AACGGGACATTTGGCA-1 & AACGGGAGTACCCATA-1 & AACGGGAGTCCAACCG-1 & AACGGGAGTGTCCTTC-1 & AACGGGATCAAACCCA-1 & AACGGGATCCCACTAC-1 & AACGGGATCGGTCAGC-1 & AACGGGATCGTCGCAG-1 & AACGTACAGACCAATA-1 & AACGTACAGAGAAGCA-1 & AACGTACAGATCTCAC-1 & AACGTACAGTTAGAGT-1 & AACGTACAGTTATGAG-1 & AACGTACGTCATCAAC-1 & AACGTACGTGTTTCTT-1 & AACGTACGTTGGCGAA-1 & AACGTACTCGCGTGAC-1 & AACGTACTCGCTAGTA-1 & AACGTACTCGTCCCAT-1 & AACGTACTCTGGCTAA-1 & AACTGGTAGATATGAC-1 & AACTGGTAGCACGTAG-1 & AACTGGTAGCCGCAAA-1 & AACTGGTAGCTCCGGT-1 & AACTGGTAGTAGCAAT-1 & AACTGGTCACTGTCAA-1 & AACTGGTCAGGTGGTA-1 & AACTGGTGTATCGCGC-1 & AACTGGTGTCAACTAC-1 & AACTGGTGTCAACTGT-1 & AACTGGTGTCATAGAA-1 & AACTGGTGTCATGAGG-1 & AACTGGTGTCGCTACG-1 & AACTGGTGTGAGCTAG-1 & AACTGGTTCCGATTGA-1 & AACTGTGAGGTAAGCC-1 & AACTGTGAGTCCCGCA-1 & AACTGTGAGTCGTATC-1 & AACTGTGCAAGTGGCA-1 & AACTGTGCATCGTGAT-1 & AACTGTGGTAACGGAC-1 & AACTGTGGTACGACCC-1 & AACTGTGGTACGTATC-1 & AACTGTGGTAGGGTTG-1 & AACTGTGGTCGATAGG-1 & AACTGTGGTCTCGGGT-1 & AACTGTGGTGGATTTC-1 & AACTGTGTCCTCCATG-1 & AACTTGGCAAATGTCC-1 & AACTTGGCAAGCCCTG-1 & AACTTGGCAAGGATGC-1 & AACTTGGCAAGTTCGT-1 & AACTTGGCAATGCACT-1 & AACTTGGCAATTCGTG-1 & AACTTGGCACAGTTAC-1 & AACTTGGCACCTACCT-1 & AACTTGGCATCGTACA-1 & AACTTGGGTACCAAGG-1 & AACTTGGGTCGGCTGT-1 & AACTTGGGTTATAGAG-1 & AACTTGGTCCTAGAGT-1 & AAGATAGAGCTCGTTA-1 & AAGATAGAGGTACACG-1 & AAGATAGAGTTTGGAA-1 & AAGATAGCAAGGAAGA-1 & AAGATAGCAGAACGAC-1 & AAGATAGCATTACTCT-1 & AAGATAGGTACGGTTT-1 & AAGATAGGTCCCGTGA-1 & AAGATAGGTCTCTAAG-1 & AAGATAGGTGACCAGA-1 & AAGATAGGTGGTAAGC-1 & AAGATAGTCAGTGTAC-1 & AAGATAGTCGACTCGG-1 & AAGATAGTCTCTGCAC-1 & AAGGAGCAGCTACGCC-1 & AAGGAGCAGGAGTACC-1 & AAGGAGCAGGATGTAT-1 & AAGGAGCCACAGAAGC-1 & AAGGAGCCATGCGTTA-1 & AAGGAGCGTAAACGTA-1 & AAGGAGCGTATCTAGC-1 & AAGGAGCTCAGAACGG-1 & AAGGTTCAGCACACCC-1 & AAGGTTCAGTGCAACG-1 & AAGGTTCCAACGAGGT-1 & AAGGTTCCAATCATCG-1 & AAGGTTCCAGTCAGAG-1 & AAGGTTCCATTACTTC-1 & AAGGTTCGTGCGTAGA-1 & AAGGTTCTCAGTGTGT-1 & AAGGTTCTCCATCGAA-1 & AAGGTTCTCCTTCGAC-1 & AATACGCAGCAACTGG-1 & AATACGCAGCAGGACT-1 & AATACGCCAACGGGTA-1 & AATACGCCAACTCGAT-1 & AATACGCCACTCGCAG-1 & AATACGCCAGAGATGC-1 & AATACGCCATACCCGG-1 & AATACGCCATAGCAGG-1 & AATACGCCATCTGCAA-1 & AATACGCGTCTGGATT-1 & AATACGCTCGTAGCGC-1 & AATACGCTCTTCTCTC-1 & AATGCCAAGAAGAGTG-1 & AATGCCAAGACCGCAA-1 & AATGCCAAGTCTCTAG-1 & AATGCCACAAACCTAC-1 & AATGCCACAACTCGAT-1 & AATGCCACAAGAGATT-1 & AATGCCACAATGGCAG-1 & AATGCCACACAACGGA-1 & AATGCCACACGGCCAT-1 & AATGCCACAGGCATCC-1 & AATGCCACATACCCGG-1 & AATGCCAGTAGTTTGC-1 & AATGCCATCGCGCTGA-1 & AATGCCATCGGTCGAC-1 & AATGGAACAGGCTACC-1 & AATGGAACAGTGCGAA-1 & AATGGAACATCCCAAA-1 & AATGGAAGTCAAACAA-1 & AATGGAAGTCGAGGTA-1 & AATGGAAGTCGCTAGC-1 & AATGGAAGTCTCTGGG-1 & AATGGAATCGTCGCAG-1 & AATGGAATCTATCTAC-1 & AATGGAATCTGTTGCC-1 & AATGGCTAGGATATCA-1 & AATGGCTAGTCCCTCT-1 & AATGGCTAGTCGCCTG-1 & AATGGCTCACGCCGAT-1 & AATGGCTCAGGCAGAT-1 & AATGGCTCATTTGGCA-1 & AATGGCTGTATACGCT-1 & AATGGCTGTTTAGACC-1 & AATGGCTTCCATAGGT-1 & AATGGCTTCCTGAAAC-1 & AATGGCTTCTCTATTG-1 & AATGTCGAGAGGCAGG-1 & AATGTCGCAAGGGAGG-1 & AATGTCGCACAGCTTA-1 & AATGTCGCACTGTTAG-1 & AATGTCGCATCAACTG-1 & AATGTCGCATGCGCTG-1 & AATGTCGGTAGGTGAC-1 & AATGTCGGTATCTAGC-1 & AATGTCGGTGCCGGTT-1 & AATGTCGGTTAACCGT-1 & AATGTCGGTTAAGGGC-1 & AATGTCGGTTGTGACT-1 & AATGTCGTCAGAACGG-1 & AATGTCGTCAGTGTGT-1 & AATGTCGTCGCGTTCT-1 & AATGTCGTCGCTAGTA-1 & ACAAACCAGCATTGGG-1 & ACAAACCAGGCGATTG-1 & ACAAACCAGGTCGTTT-1 & ACAAACCCAAGCCTTA-1 & ACAAACCCAGTTACAC-1 & ACAAACCCATCCCAAA-1 & ACAAACCGTCGTCGCA-1 & ACAAAGAAGAACGCCA-1 & ACAAAGAAGCAGTAGC-1 & ACAAAGAAGCATTCCA-1 & ACAAAGACAAGCCTTA-1 & ACAAAGACAAGGAGGG-1 & ACAAAGACACCGAATT-1 & ACAAAGACACTCCACT-1 & ACAAAGACAGCTGATT-1 & ACAAAGACAGTTAAAG-1 & ACAAAGAGTCTGCGCA-1 & ACAAAGAGTGGACTGA-1 & ACAAGCTAGACTAATG-1 & ACAAGCTAGATCTAAG-1 & ACAAGCTCAAGGAGTC-1 & ACAAGCTCAATGCCAT-1 & ACAAGCTGTAACGGAC-1 & ACAAGCTGTACGCAAG-1 & ACAAGCTGTCAACAGG-1 & ACAAGCTGTGGAAGCT-1 & ACAAGCTGTTCAGTAC-1 & ACAAGCTGTTGCCTGG-1 & ACAAGCTTCCTGAAAC-1 & ACAAGCTTCTATACCT-1 & ACAAGCTTCTGATCTT-1 & ACAATCGAGAATCAGT-1 & ACAATCGAGACTAGGC-1 & ACAATCGAGGCGTCCT-1 & ACAATCGAGTTATGAG-1 & ACAATCGCAATTCAGC-1 & ACAATCGCACCCTTTG-1 & ACAATCGCAGAGCCAA-1 & ACAATCGCAGTGCGTC-1 & ACAATCGTCCTTCGAC-1 & ACAGAAAAGAATACTG-1 & ACAGAAAAGATATGTG-1 & ACAGAAACAGTAACCT-1 & ACAGAAAGTACAAATG-1 & ACAGAAATCCATGACA-1 & ACAGAAATCCGGACTG-1 & ACAGAAATCGGACGAA-1 & ACAGACTAGAGGAAGT-1 & ACAGACTAGCACGTAG-1 & ACAGACTCATCGTGAT-1 & ACAGACTGTGCAGACA-1 & ACAGACTGTGCTTCCT-1 & ACAGACTGTTTCTCTA-1 & ACAGACTTCACCACAA-1 & ACAGACTTCACCCGGA-1 & ACAGCGCAGAGGCAGG-1 & ACAGCGCAGCCATCAT-1 & ACAGCGCAGCCCATGC-1 & ACAGCGCAGGCCTCTG-1 & ACAGCGCAGTACTCTG-1 & ACAGCGCCACTCAAGT-1 & ACAGCGCCATTGTTCT-1 & ACAGCGCGTAATGCCT-1 & ACAGCGCGTCAGACGA-1 & ACAGCGCGTCGAGGAT-1 & ACAGCGCGTCTGGGAA-1 & ACAGCGCGTGAGGTCA-1 & ACAGCGCGTGGAAGCT-1 & ACAGCGCGTGTCGTCG-1 & ACAGCGCGTTTAGAAG-1 & ACAGGCCCAGATTGTC-1 & ACAGGCCCAGTAGTCT-1 & ACAGGCCGTTACCACA-1 & ACAGGCCTCAAACCAC-1 & ACAGGCCTCAAGGCAG-1 & ACAGGCCTCTCGACCT-1 & ACAGGCCTCTGGGCGT-1 & ACATGCAAGAGAATTC-1 & ACATGCAAGCCGCTGT-1 & ACATGCAAGGCCAGTA-1 & ACATGCAAGTTGAATG-1 & ACATGCACAAGCAATA-1 & ACATGCACAAGGCGTA-1 & ACATGCAGTCAGAAAT-1 & ACATGCAGTCATAGAA-1 & ACATGCATCCTCATTA-1 & ACATGCATCGGATAAA-1 & ACATGCATCGGCATAT-1 & ACATGCATCTTGTGCC-1 & ACATGGTAGATGTTCC-1 & ACATGGTAGCAGGAGG-1 & ACATGGTCAAATGTCC-1 & ACATGGTCATTACTTC-1 & ACATGGTGTAGACGCA-1 & ACATGGTGTATATGGA-1 & ACATGGTGTCCGTAGC-1 & ACATGGTGTCGCTAGC-1 & ACATGGTGTGCACATT-1 & ACATGGTTCAAACCCA-1 & ACATGGTTCGCTACCT-1 & ACATGGTTCTCCTTAA-1 & ACCAAACAGAGAGGTA-1 & ACCAAACAGTTACCAC-1 & ACCAAACCAAATTCCG-1 & ACCAAACCAACGGACA-1 & ACCAAACCAGCAAACG-1 & ACCAAACGTCCGTAGC-1 & ACCAAACGTGCGTAGA-1 & ACCAAACGTTGTATCG-1 & ACCAAACTCGTAGCGC-1 & ACCATCCAGCGGACAT-1 & ACCATCCAGGGCTCTC-1 & ACCATCCAGGTCGTTT-1 & ACCATCCCAACGGACA-1 & ACCATCCCAACTCCCT-1 & ACCATCCCAATGACTC-1 & ACCATCCCATTCTTTG-1 & ACCATCCGTATCATGC-1 & ACCATCCGTGTGTGTT-1 & ACCATCCTCGGGACAA-1 & ACCCAAAAGAAATACC-1 & ACCCAAAAGACCAATA-1 & ACCCAAAAGCGCAATG-1 & ACCCAAAAGTAATCAG-1 & ACCCAAACACACGGTC-1 & ACCCAAACATCTCTCG-1 & ACCCAAACATTGTTCT-1 & ACCCAAAGTCGCTAGC-1 & ACCCAAAGTGAGTTGG-1 & ACCCAAATCCTCATTA-1 & ACCCAAATCCTTACGC-1 & ACCCAAATCGTCAACA-1 & ACCGAATAGAGAGGTA-1 & ACCGAATAGTATGGGC-1 & ACCGAATCAACGGGTA-1 & ACCGAATGTCTGAGCC-1 & ACCGAATGTGAGCTAG-1 & ACCGAATGTTCAGAAA-1 & ACCGAATTCCGTTAGA-1 & ACCGAATTCCTTACGC-1 & ACCGCAGAGAGCGAAA-1 & ACCGCAGAGCAGAGCT-1 & ACCGCAGAGGAAACTT-1 & ACCGCAGAGGGTCCCT-1 & ACCGCAGAGGTACACG-1 & ACCGCAGCACGGTGTC-1 & ACCGCAGCAGGCACAA-1 & ACCGCAGGTGCGTAGA-1 & ACCGCAGGTGGCCTCA-1 & ACCGCAGGTTCTACGA-1 & ACCGCAGTCTGTAGAC-1 & ACCGGGTAGCGTCTGC-1 & ACCGGGTCATGCCTTC-1 & ACCGGGTGTAACCGAG-1 & ACCGGGTGTGCAGACA-1 & ACCGGGTTCAGTGTGT-1 & ACCTGCTAGACAACGC-1 & ACCTGCTAGCAACGGT-1 & ACCTGCTAGGCCTAAG-1 & ACCTGCTAGGGTAGTC-1 & ACCTGCTAGGGTCCCT-1 & ACCTGCTAGGTTAGTA-1 & ACCTGCTCAAACCTAC-1 & ACCTGCTCACCACGAC-1 & ACCTGCTCATCCTCGT-1 & ACCTGCTTCAATCGTG-1 & ACCTGCTTCCCGTAGG-1 & ACCTGCTTCGAGCGCT-1 & ACCTGCTTCGCGATGC-1 & ACCTGCTTCGTCTAGA-1 & ACCTGCTTCTTCGTTA-1 & ACCTGCTTCTTTCGAT-1 & ACGGATTAGAGAGTAG-1 & ACGGATTAGATGGGTC-1 & ACGGATTGTTCCCGGA-1 & ACGGATTTCGCGCTGA-1 & ACGGATTTCGGTCGAC-1 & ACGTGGCAGAGGAACA-1 & ACGTGGCAGCTAGTTC-1 & ACGTGGCAGGTCGGTA-1 & ACGTGGCAGTAGGAAG-1 & ACGTGGCCAAAGAAGG-1 & ACGTGGCCACGATTAC-1 & ACGTGGCCAGGGTACA-1 & ACGTGGCCATCGTACA-1 & ACGTGGCCATTACTCT-1 & ACGTGGCCATTACTTC-1 & ACGTGGCGTATTCGCA-1 & ACGTGGCGTCAGAGTG-1 & ACGTGGCGTCTGTTGA-1 & ACGTGGCGTTGGCTAT-1 & ACGTGGCTCCAGGTAT-1 & ACGTGGCTCCAGTACA-1 & ACGTTAGCAATGGTAA-1 & ACGTTAGCAGTAACCT-1 & ACGTTAGGTAGAGAGA-1 & ACGTTAGGTGCACTTA-1 & ACGTTAGTCCTGGGAC-1 & ACGTTAGTCGAGGTCC-1 & ACGTTAGTCTATTGTC-1 & ACTAACGAGACCGCAA-1 & ACTAACGAGCTACGCC-1 & ACTAACGAGCTGCCAC-1 & ACTAACGAGGCTAAAT-1 & ACTAACGAGGGTTCTT-1 & ACTAACGCAAGCTTTG-1 & ACTAACGCAGATGGCA-1 & ACTAACGCAGCAACGA-1 & ACTAACGCAGCACATT-1 & ACTAACGCAGCGTCGT-1 & ACTAACGGTCCTCAGG-1 & ACTAACGGTTATGCAC-1 & ACTAACGGTTGGAGGT-1 & ACTAACGGTTTAGAAG-1 & ACTAACGTCAGCCGGT-1 & ACTACCCAGCTAGCAG-1 & ACTACCCAGGCTGGAT-1 & ACTACCCAGGTTCTCA-1 & ACTACCCCATCCCGGA-1 & ACTACCCGTCGAGGTA-1 & ACTACCCGTCGCTAGC-1 & ACTACCCGTCTCTGGG-1 & ACTACCCGTGAGCTAG-1 & ACTACCCGTTCTTAGG-1 & ACTACCCTCCAGGTAT-1 & ACTACCCTCCCGGGTA-1 & ACTACGAAGAAAGCAG-1 & ACTACGAAGAGCACTG-1 & ACTACGAAGCATACCT-1 & ACTACGAAGCCGCAAA-1 & ACTACGAAGGCAGTAC-1 & ACTACGAAGTCAGCCC-1 & ACTACGACAAACGTTC-1 & ACTACGACAATGACTC-1 & ACTACGACACGAACGA-1 & ACTACGACAGCTGATT-1 & ACTACGACATGGGAAC-1 & ACTACGAGTTGCTTGA-1 & ACTAGGTAGCGAGCTA-1 & ACTAGGTAGGAGAACA-1 & ACTAGGTAGTCAGCCC-1 & ACTAGGTAGTCCAGAG-1 & ACTAGGTCACCAAGGA-1 & ACTAGGTGTCAGCAAG-1 & ACTAGGTTCACAGGGA-1 & ACTAGGTTCGTTCCGT-1 & ACTATTCAGAGGTGGG-1 & ACTATTCCACGTGAAG-1 & ACTATTCCAGTGCGTC-1 & ACTATTCGTACGCCCA-1 & ACTATTCGTACGGTTT-1 & ACTATTCGTCCAACCG-1 & ACTATTCGTCCCGTGA-1 & ACTATTCGTCTCTAAG-1 & ACTATTCGTGACCAGA-1 & ACTATTCGTGCGACCT-1 & ACTATTCGTGGTAAGC-1 & ACTATTCGTTACGAAA-1 & ACTCGGGAGAGGCGGA-1 & ACTCGGGAGATGCGCA-1 & ACTCGGGAGCCATGGA-1 & ACTCGGGAGCGTTGCC-1 & ACTCGGGCACAGCTTA-1 & ACTCGGGCAGACTAAA-1 & ACTCGGGCAGTAGTTC-1 & ACTCGGGCATGGTAAA-1 & ACTCGGGGTGATAACA-1 & ACTCGGGTCACTCGTC-1 & ACTCGGGTCATTGCCC-1 & ACTCGGGTCCAATCCC-1 & ACTCGGGTCGTGCTTC-1 & ACTGCAAAGAGCGAAA-1 & ACTGCAAAGTCACACT-1 & ACTGCAACAAACCCTA-1 & ACTGCAACACGGTGTC-1 & ACTGCAACAGGCACAA-1 & ACTGCAACAGGCATCC-1 & ACTGCAACATCAGCTA-1 & ACTGCAAGTCAATACC-1 & ACTGCAAGTCCGTAGC-1 & ACTGCAAGTCTGGGAA-1 & ACTGCAAGTGCATTGT-1 & ACTGCAAGTGCTTACA-1 & ACTGCAAGTGTTGGTT-1 & ACTGCAAGTTTGGATC-1 & ACTGCAATCGTGGGTC-1 & ACTGCGGCAATGCACT-1 & ACTGCGGGTCATAAGA-1 & ACTGCGGGTTATGCAC-1 & ACTGCGGTCCCGATTC-1 & ACTGTCCAGGACTTTC-1 & ACTGTCCAGTAACACA-1 & ACTGTCCAGTAACTCC-1 & ACTGTCCCAAGGTCGA-1 & ACTGTCCCAGCGTAGA-1 & ACTGTCCCAGGCAAGT-1 & ACTGTCCCATGTATCG-1 & ACTGTCCGTGATGTGG-1 & ACTGTCCGTTGTCGGC-1 & ACTGTCCTCATTCTTG-1 & ACTGTCCTCCACGGCA-1 & ACTGTCCTCGTGGGTC-1 & ACTGTCCTCTACCCGT-1 & ACTTCCGAGAAACGCC-1 & ACTTCCGAGAGGTGGG-1 & ACTTCCGAGTACCCAT-1 & ACTTCCGCAAGGCGTA-1 & ACTTCCGGTACTATGC-1 & ACTTCCGGTTCCCGGA-1 & ACTTCCGTCAATTGGC-1 & ACTTCCGTCCCAGTAA-1 & ACTTCCGTCTGTAGAC-1 & ACTTTCAAGAGCTACG-1 & ACTTTCAAGATGTTGA-1 & ACTTTCAAGGCAAGCT-1 & ACTTTCACAAATGTCC-1 & ACTTTCACACACACAT-1 & ACTTTCACACACGGTC-1 & ACTTTCACATAAAGTG-1 & ACTTTCAGTACGAGAC-1 & ACTTTCAGTCATCAAC-1 & ACTTTCAGTCCTTATT-1 & ACTTTCAGTTTAAGCC-1 & ACTTTCATCTTAATCC-1 & AGACAAAAGGAATGGA-1 & AGACAAAAGTGAAGGA-1 & AGACAAAAGTTCAAGA-1 & AGACAAACAAATGTCC-1 & AGACAAACAAGGATGC-1 & AGACAAACACCTACCT-1 & AGACAAACATGCTATG-1 & AGACAAAGTAAGGTCG-1 & AGACAAAGTGGCGCTT-1 & AGACAAAGTGGTGGTA-1 & AGACAAATCAGAATGA-1 & AGACAAATCCGCTCTA-1 & AGACAAATCTCCCTTT-1 & AGACAAATCTCGGCGA-1 & AGATAGAAGTAGCAAT-1 & AGATAGACAACATAAG-1 & AGATAGACAATGACTC-1 & AGATAGAGTATCTCAG-1 & AGATAGAGTGTGAGGT-1 & AGATAGAGTTACACTG-1 & AGATTCGAGGACTTTC-1 & AGATTCGAGGAGTACC-1 & AGATTCGCAACGTCCG-1 & AGATTCGGTCCCGTGA-1 & AGATTCGGTGAATACA-1 & AGATTCGGTTCACGTA-1 & AGATTCGGTTTCGATG-1 & AGATTCGTCGAGGCTC-1 & AGATTCGTCGCGTGAC-1 & AGCCAGCAGACACTTC-1 & AGCCAGCAGCCATCAT-1 & AGCCAGCAGGCACTAG-1 & AGCCAGCAGGGCGAAG-1 & AGCCAGCAGTCGTACT-1 & AGCCAGCCAGGCACAA-1 & AGCCAGCGTCAACGGA-1 & AGCCAGCGTCAGCAAG-1 & AGCCAGCGTCCAAGAG-1 & AGCCAGCTCAATTCCT-1 & AGCCCGAAGAAAGGGT-1 & AGCCCGAAGTAATGTG-1 & AGCCCGAAGTATGGGC-1 & AGCCCGAAGTCGAAAT-1 & AGCCCGACACTAGGAG-1 & AGCCCGAGTATTCGAC-1 & AGCCCGAGTCTGGTCG-1 & AGCCCGATCCAGAGAG-1 & AGCCCGATCTGAACGT-1 & AGCCGCAAGTCCGGAA-1 & AGCCGCAAGTGTGTAA-1 & AGCCGCAAGTTGTCCA-1 & AGCCGCACAGCGTACC-1 & AGCCGCACATCGCTAA-1 & AGCCGCAGTCTGCGCA-1 & AGCCGCAGTGAGGGTT-1 & AGCCTCTAGCGTGTTT-1 & AGCCTCTAGGCAAGCT-1 & AGCCTCTAGTATAGTG-1 & AGCCTCTAGTGAAACT-1 & AGCCTCTCACACACCG-1 & AGCCTCTCAGCGCGTT-1 & AGCCTGGAGAACAGGA-1 & AGCCTGGAGAGGAACA-1 & AGCCTGGAGAGGTACC-1 & AGCCTGGAGGCTTAAA-1 & AGCCTGGCACGTACAT-1 & AGCCTGGCAGAATGCG-1 & AGCCTGGGTAAACGTA-1 & AGCCTGGTCACTCGTC-1 & AGCCTGGTCTACTGCC-1 & AGCCTTCAGATCGCCC-1 & AGCCTTCAGCCATGGA-1 & AGCCTTCAGGTGTTGG-1 & AGCCTTCAGTATACCC-1 & AGCCTTCCAACTACTG-1 & AGCCTTCCATCGGCTG-1 & AGCCTTCGTTTCTACT-1 & AGCCTTCTCGCTATAG-1 & AGCCTTCTCGTGGAAG-1 & AGCCTTCTCTATCTAC-1 & AGCGATTAGACCCTAT-1 & AGCGATTAGAGGTGGG-1 & AGCGATTAGGGCTTCC-1 & AGCGATTAGTTGAATG-1 & AGCGATTCAACCTCCT-1 & AGCGATTCAAGCCTTA-1 & AGCGATTCACATATCG-1 & AGCGATTCACGTTAGT-1 & AGCGATTCAGACCTGC-1 & AGCGATTGTACGAGAC-1 & AGCGATTGTTCCTATT-1 & AGCGATTGTTGGAGGT-1 & AGCGATTTCCAAGTCA-1 & AGCGATTTCCATCATT-1 & AGCGATTTCGCAAGCC-1 & AGCGATTTCGCTACCT-1 & AGCGTATAGATCGAGC-1 & AGCGTATAGCAGAATT-1 & AGCGTATAGGAGACTC-1 & AGCGTATAGTGATCTC-1 & AGCGTATCAAACGTTC-1 & AGCGTATCACGCTGTG-1 & AGCGTATCAGGTCTGC-1 & AGCGTATGTCGCTAGC-1 & AGCGTATGTCTGTTGA-1 & AGCGTATGTGGCCTTG-1 & AGCGTATGTTCCAGTA-1 & AGCGTATTCTATCTAC-1 & AGCGTGCAGAGGAAGT-1 & AGCGTGCAGGAGACTC-1 & AGCGTGCAGTCACACT-1 & AGCGTGCCAATTCAGC-1 & AGCGTGCCAGGTCCTG-1 & AGCGTGCCAGTAAGCG-1 & AGCGTGCGTCGTAGTT-1 & AGCGTGCGTCTCGGGT-1 & AGCGTGCGTTAGCTCA-1 & AGCGTGCTCCCTAAAG-1 & AGCGTGCTCGATGCAT-1 & AGCGTGCTCGGTTGTA-1 & AGCTATGAGACGCCAA-1 & AGCTATGAGAGTTCGG-1 & AGCTATGAGCTTCAAC-1 & AGCTATGGTCGAGAAC-1 & AGCTATGGTGATAAGT-1 & AGCTATGTCCAACAAC-1 & AGCTATGTCCATATCT-1 & AGCTATGTCCCACTTG-1 & AGCTATGTCTGGCTAA-1 & AGCTATGTCTTCATAC-1 & AGCTGATAGCGAGAAA-1 & AGCTGATAGCGGACAT-1 & AGCTGATAGCTAACAA-1 & AGCTGATAGGAACCGT-1 & AGCTGATAGGAAGACA-1 & AGCTGATAGGCCTAAG-1 & AGCTGATCACATATCG-1 & AGCTGATCAGACCTGC-1 & AGCTGATCAGCCACGT-1 & AGCTGATGTATCATGC-1 & AGCTGATGTGTCGTGC-1 & AGCTGATTCAGAGTGG-1 & AGCTGATTCGAACCGC-1 & AGCTGATTCTTTGCAT-1 & AGCTGGCAGATATGTG-1 & AGCTGGCAGATCGATA-1 & AGCTGGCCACAAACGG-1 & AGCTGGCCAGTATCTG-1 & AGCTGGCCATCGACCG-1 & AGCTGGCCATTACACG-1 & AGCTGGCCATTGTTCT-1 & AGCTGGCGTACGCCCA-1 & AGCTGGCGTTCCGGCA-1 & AGCTGGCTCAGATACC-1 & AGCTGGCTCCAGGCCA-1 & AGCTGTAAGATCTAAG-1 & AGCTGTAAGATGCGAC-1 & AGCTGTAAGGCGCTTC-1 & AGCTGTAAGTTACCAC-1 & AGCTGTACACTGGGCT-1 & AGCTGTACATACAACC-1 & AGCTGTACATCGGCTG-1 & AGCTGTAGTACGCAAG-1 & AGCTGTAGTCAACAGG-1 & AGCTGTAGTTGCCTGG-1 & AGCTGTAGTTTGATCG-1 & AGCTGTATCATGTTCT-1 & AGGACGAAGACCGCAA-1 & AGGACGACATAGATAG-1 & AGGACGAGTCACAGTT-1 & AGGACGATCAAGGCAG-1 & AGGACGATCATCGCAA-1 & AGGACGATCCAAGAGG-1 & AGGACGATCGGTCTAA-1 & AGGACGATCTATATCC-1 & AGGACGATCTGGCACG-1 & AGGCCCAAGGCTGGAT-1 & AGGCCCAAGGCTTTAC-1 & AGGCCCAAGTCGAGCA-1 & AGGCCCAAGTCTGCTA-1 & AGGCCCAGTGGCGCTT-1 & AGGCCCAGTTACTACG-1 & AGGCCCATCAATTGGC-1 & AGGCCCATCCACACCT-1 & AGGCCTGAGCAACGGT-1 & AGGCCTGAGCCTATAC-1 & AGGCCTGCACGTTACA-1 & AGGCCTGCAGATTAAG-1 & AGGCCTGCAGGCAAGT-1 & AGGCCTGCATCCCAAA-1 & AGGCCTGGTCAGGTGA-1 & AGGCCTGGTCTGGATT-1 & AGGCCTGGTCTGGGCT-1 & AGGCCTGGTTCAGTAC-1 & AGGCCTGTCACCGCGA-1 & AGGCCTGTCTCGGCGA-1 & AGGCCTGTCTGATCCC-1 & AGGCCTGTCTTACTCA-1 & AGGCGAAAGCACGTAG-1 & AGGCGAAAGCAGAGCT-1 & AGGCGAAAGCTAGTTC-1 & AGGCGAAAGGGTGTTG-1 & AGGCGAAAGTAGTCGG-1 & AGGCGAAAGTCCCTCT-1 & AGGCGAACAAGGCTTT-1 & AGGCGAACAGGTCTGC-1 & AGGCGAACATCATAGC-1 & AGGCGAAGTACCGGCT-1 & AGGCGAAGTGAGTCGA-1 & AGGCGAATCAGCCGGT-1 & AGGCGAATCGGGAAAC-1 & AGGCGAATCGGTACTA-1 & AGGCGTCAGGTGATGC-1 & AGGCGTCCAGTGCGAA-1 & AGGCGTCGTCAACTAC-1 & AGGCGTCGTTCATTTC-1 & AGGCGTCTCACAACAC-1 & AGGCGTCTCCAATAGC-1 & AGGCGTCTCCCTAAAG-1 & AGGCGTCTCGAGGTCC-1 & AGGCGTCTCTATCTTG-1 & AGTCAACAGAACGACC-1 & AGTCAACAGCGAATAT-1 & AGTCAACAGGGTAATT-1 & AGTCAACAGTCACACT-1 & AGTCAACAGTTAGCGG-1 & AGTCAACCAAACGTTC-1 & AGTCAACCAAGTTGCT-1 & AGTCAACCAATCACTG-1 & AGTCAACCACAGGTAG-1 & AGTCAACCACTCGGAC-1 & AGTCAACTCCCAGCGA-1 & AGTCAACTCTCCTTAA-1 & AGTCAACTCTGTTGCC-1 & AGTCAACTCTTCTTCC-1 & AGTCCGGAGAGTGGAA-1 & AGTCCGGAGATCGAGC-1 & AGTCCGGAGCGTTGCC-1 & AGTCCGGAGGCCAGTA-1 & AGTCCGGAGTTCCCGG-1 & AGTCCGGCAAATAGTG-1 & AGTCCGGCAAGGGTAC-1 & AGTCCGGCAATAGCGG-1 & AGTCCGGCAATGACTC-1 & AGTCCGGCAATGATGA-1 & AGTCCGGCACGATATC-1 & AGTCCGGCACTCAGCG-1 & AGTCCGGCATGATCGT-1 & AGTCCGGCATTCGTCC-1 & AGTCCGGCATTCTTTG-1 & AGTCCGGGTAAGTCTC-1 & AGTCCGGGTCTGCACG-1 & AGTCCGGGTGCACCCA-1 & AGTCCGGGTGCTAGTT-1 & AGTCCGGGTTCGGGAA-1 & AGTCCGGTCGGTTCCT-1 & AGTGCCGCATGATTGC-1 & AGTGCCGCATTGTGAC-1 & AGTGCCGGTCATAGCT-1 & AGTGCCGGTCCCGTGA-1 & AGTGCCGGTGAATGGC-1 & AGTGCCGGTGCTTTGA-1 & AGTGCCGGTTACGGAG-1 & AGTGCCGGTTATGCAC-1 & AGTGCCGTCACTCCCA-1 & AGTGCCGTCGGCATAT-1 & AGTGCCGTCTATATCC-1 & AGTGCGCAGATGGCAC-1 & AGTGCGCAGCGCAATG-1 & AGTGCGCCAGGAGCAT-1 & AGTGCGCCAGTTGCAT-1 & AGTGCGCGTAGCGTTT-1 & AGTGCGCGTCTGATTG-1 & AGTGCGCGTGCAAGAC-1 & AGTGCGCGTGGAAAGA-1 & AGTGCGCGTGGACAGT-1 & AGTGCGCGTGTCCAGC-1 & AGTGCGCGTTCTTATC-1 & AGTGCGCTCCAACCTC-1 & AGTGCGCTCGGCATAT-1 & AGTGTACAGAAGCCTG-1 & AGTGTACAGCCGCTGT-1 & AGTGTACAGTTCTCCC-1 & AGTGTACCATTTGTTC-1 & AGTGTACGTAATGCCT-1 & AGTGTACGTCCCTTTG-1 & AGTGTACGTGAGGTCA-1 & AGTGTACGTGGTTCTA-1 & AGTGTACGTGTCCTTC-1 & AGTGTACTCATGCTTT-1 & AGTGTACTCGGTCTAA-1 & AGTGTACTCGTGATAC-1 & AGTTACGAGAGAGTAG-1 & AGTTACGAGGGACGTT-1 & AGTTACGAGTAGTGTA-1 & AGTTACGAGTTGCCGC-1 & AGTTACGCACGTTGTA-1 & AGTTACGGTACCGGCT-1 & AGTTACGTCAAACCAC-1 & AGTTTGGAGCAATGTA-1 & AGTTTGGCATGATTGC-1 & AGTTTGGGTGCTTGAT-1 & AGTTTGGGTGGCCTCA-1 & AGTTTGGGTTCAGAAA-1 & AGTTTGGGTTGCTTGA-1 & AGTTTGGGTTTGTCTT-1 & AGTTTGGTCATGAACC-1 & AGTTTGGTCCATGTTT-1 & AGTTTGGTCCCTACGT-1 & AGTTTGGTCCTTCGAC-1 & AGTTTGGTCTATAGGC-1 & AGTTTGGTCTGGAAGG-1 & AGTTTGGTCTTGTCAT-1 & ATAGGCTAGGAGGCGA-1 & ATAGGCTAGGCAATTA-1 & ATAGGCTAGGTTTCTG-1 & ATAGGCTAGTACGCGA-1 & ATAGGCTCAAACCGAG-1 & ATAGGCTCAAGCCAGA-1 & ATAGGCTCAATGAAAC-1 & ATAGGCTCAGGACTGA-1 & ATAGGCTGTAAGCCTT-1 & ATAGGCTGTCAACAGG-1 & ATAGGCTGTGATAAGT-1 & ATAGGCTGTTCTTAGG-1 & ATAGGCTTCCGGCGAT-1 & ATAGGCTTCGAACACT-1 & ATAGGCTTCTGAACGT-1 & ATAGGCTTCTGCCGAG-1 & ATAGTCGAGAATACTG-1 & ATAGTCGAGTATGGGC-1 & ATAGTCGCAGGCTACC-1 & ATAGTCGCAGTGCGTC-1 & ATAGTCGCATCCGTGG-1 & ATAGTCGCATCGGCCA-1 & ATAGTCGGTCATAGAA-1 & ATAGTCGTCCTCCTGA-1 & ATATTCCAGATGGGAA-1 & ATATTCCAGCTAGTTC-1 & ATATTCCCAAATGTCC-1 & ATATTCCCAAGGATGC-1 & ATATTCCCACCTACCT-1 & ATATTCCCACGTTGTA-1 & ATATTCCCACTAGCCG-1 & ATATTCCGTACGAGAC-1 & ATATTCCGTATGCTAC-1 & ATATTCCGTCTCAAAC-1 & ATCCAGAAGACCCATT-1 & ATCCAGAAGGTACACG-1 & ATCCAGACAATGTGTC-1 & ATCCAGACACATTCTT-1 & ATCCAGACACCTATTT-1 & ATCCAGACAGGATGTG-1 & ATCCAGACATGCGCTG-1 & ATCCAGACATGGTAAA-1 & ATCCAGACATTGCGAT-1 & ATCCAGAGTAACATAG-1 & ATCCAGAGTACCCATA-1 & ATCCAGAGTGGCGCTT-1 & ATCCAGAGTGGGTAGT-1 & ATCCAGAGTTAGGAGC-1 & ATCCAGAGTTTGATCG-1 & ATCCAGATCCAACAAC-1 & ATCCAGATCCAGGGAA-1 & ATCCAGATCGGTCAGC-1 & ATCCCTGAGACGCCAA-1 & ATCCCTGAGGCAGTAC-1 & ATCCCTGAGTAATCAG-1 & ATCCCTGCAAGCAACG-1 & ATCCCTGCACAGCCAC-1 & ATCCCTGCATAGCCGC-1 & ATCCCTGCATTACTTC-1 & ATCCCTGGTAAAGGCC-1 & ATCCCTGGTCCAGACC-1 & ATCCCTGGTGCAAAGC-1 & ATCCCTGTCCAACAAC-1 & ATCCTCGAGTAGCAAT-1 & ATCCTCGAGTCCGGAA-1 & ATCCTCGCAAATGTCC-1 & ATCCTCGCAATGGTCT-1 & ATCCTCGCATTCTTTG-1 & ATCCTCGGTACAAATG-1 & ATCCTCGGTCTTAGCA-1 & ATCCTCGGTTTCGTTT-1 & ATCCTCGTCCATGACA-1 & ATCCTCGTCCGGGCAT-1 & ATCCTCGTCGCGTGAC-1 & ATCCTCGTCTTATCAC-1 & ATCCTGCAGATGCGCA-1 & ATCCTGCAGGAGGCGA-1 & ATCCTGCAGGCCTCGT-1 & ATCCTGCGTACGGATG-1 & ATCCTGCGTTAGAGAT-1 & ATCCTGCGTTTGCGAT-1 & ATCCTGCTCAAGGCAG-1 & ATCCTGCTCCGGAAAG-1 & ATCGAGTAGATGCGCA-1 & ATCGAGTAGCTATCGT-1 & ATCGAGTCAAGTAATG-1 & ATCGAGTCACTCAAGT-1 & ATCGAGTCAGCTATAC-1 & ATCGAGTGTATATGGA-1 & ATCGAGTTCAACACGT-1 & ATCGAGTTCGTGCTGG-1 & ATCGAGTTCGTTGTTT-1 & ATGCATGAGGAGACTC-1 & ATGCATGAGGATTGAT-1 & ATGCATGAGGTTTCTG-1 & ATGCATGAGTCCGATT-1 & ATGCATGCAACGGGTA-1 & ATGCATGCAATTCGTG-1 & ATGCATGCAATTCTCT-1 & ATGCATGCAGCGTACC-1 & ATGCATGGTGATCAGG-1 & ATGCATGGTGGTACTT-1 & ATGCATGGTTGAATAG-1 & ATGCATGTCAGGTTTG-1 & ATGCATGTCCTTTGAT-1 & ATGGATCAGAGCGGTT-1 & ATGGATCAGATGCGCA-1 & ATGGATCAGGAATGGA-1 & ATGGATCAGGACTAGC-1 & ATGGATCCACGTTACA-1 & ATGGATCCAGATTAAG-1 & ATGGATCCAGGCAAGT-1 & ATGGATCGTACGACCC-1 & ATGGATCGTACGCCCA-1 & ATGGATCGTCGATAGG-1 & ATGGATCGTGCTTCCT-1 & ATGGATCTCGTGATAC-1 & ATGTACGAGAACTAAC-1 & ATGTACGAGACACAAT-1 & ATGTACGAGGAAGACA-1 & ATGTACGAGGCACCTC-1 & ATGTACGAGTATGCTC-1 & ATGTACGAGTTGCCGC-1 & ATGTACGCAATAGCGG-1 & ATGTACGCACAGATGG-1 & ATGTACGCATAGATAG-1 & ATGTACGGTGTGAGGT-1 & ATGTACGGTTTGATCG-1 & ATGTACGTCCGTGCGA-1 & ATGTACGTCTTCTTCC-1 & ATGTCGAAGAACTCCT-1 & ATGTCGAAGAGAGGTA-1 & ATGTCGAAGAGGTCCA-1 & ATGTCGAAGTAACACA-1 & ATGTCGAAGTCAACTC-1 & ATGTCGAAGTCCGTGC-1 & ATGTCGACATGCCCTT-1 & ATGTCGACATGCTATG-1 & ATGTCGAGTCAGTGCC-1 & ATGTCGATCACGTGTA-1 & ATGTCGATCGATCGCG-1 & ATGTCGATCGCATAAC-1 & ATGTCGATCGCGTTCT-1 & ATGTCGATCTGGCTAA-1 & ATGTCTTAGAGCAGCT-1 & ATGTCTTAGCGGACAT-1 & ATGTCTTAGCTATCGT-1 & ATGTCTTAGGATCCTT-1 & ATGTCTTAGGGTCCCT-1 & ATGTCTTAGGTTGACG-1 & ATGTCTTCACAGTTAC-1 & ATGTCTTGTCATTGCA-1 & ATGTCTTGTGAATGTA-1 & ATGTCTTTCAGCCGGT-1 & ATGTCTTTCCATAACG-1 & ATGTCTTTCGTATAGC-1 & ATGTCTTTCTTTATCG-1 & ATGTTTCAGCACACCC-1 & ATGTTTCCAAAGGCCA-1 & ATGTTTCCAATGAAAC-1 & ATGTTTCCACCTATTT-1 & ATGTTTCCAGGTGTGA-1 & ATGTTTCGTCCAAGAG-1 & ATGTTTCTCGTCCCTA-1 & ATTACCTCAAATGCTC-1 & ATTACCTCATTGTGAC-1 & ATTACCTGTGACCAGA-1 & ATTACCTGTGAGTAAT-1 & ATTACCTTCACTGATG-1 & ATTACCTTCATCGCAA-1 & ATTACCTTCATTCTCA-1 & ATTACCTTCCGGAAAG-1 & ATTACCTTCGGCATAT-1 & ATTACCTTCTACATCT-1 & ATTACTCAGCAAGGTC-1 & ATTACTCAGGATGCCA-1 & ATTACTCAGGTTAACA-1 & ATTACTCAGTCACGCC-1 & ATTACTCGTAACGGCA-1 & ATTACTCGTAGACACG-1 & ATTACTCGTAGTCTGT-1 & ATTACTCGTATGGGTG-1 & ATTACTCGTCAGTGTT-1 & ATTACTCGTTTCTACT-1 & ATTACTCTCCAGTTAG-1 & ATTACTCTCGATGCAT-1 & ATTCGTTAGAGGAATG-1 & ATTCGTTAGATCTCAC-1 & ATTCGTTGTATGGATA-1 & ATTCGTTGTCTAAGAA-1 & ATTCGTTGTTTCCTAT-1 & ATTCGTTTCCACCTAC-1 & ATTCGTTTCCTCTCTT-1 & ATTGTCTCAATGAAAC-1 & ATTGTCTCATTCCCGT-1 & ATTGTCTGTCAGGTGA-1 & ATTGTCTGTTAACTCG-1 & ATTGTCTGTTCTGATG-1 & ATTGTCTGTTGGGAAC-1 & ATTGTCTGTTTGGATC-1 & ATTGTCTTCGACTGGC-1 & ATTGTCTTCTGTCGGG-1 & ATTGTGGAGACGAAAG-1 & ATTGTGGAGCGCCTAC-1 & ATTGTGGAGGCAGTGT-1 & ATTGTGGCAGGCACAA-1 & ATTGTGGCATGGTAAA-1 & ATTGTGGGTCCAAGTT-1 & ATTGTGGGTCGTAGTT-1 & ATTGTGGGTCTGGTCG-1 & ATTGTGGTCGGTTAGT-1 & ATTGTGGTCGTCGCAG-1 & ATTTGTCAGAAGCCGT-1 & ATTTGTCCAATGCCAT-1 & ATTTGTCCACAACGGA-1 & ATTTGTCCATATACGC-1 & ATTTGTCGTAGGTAAT-1 & ATTTGTCGTATTCTTC-1 & ATTTGTCGTGTAGGAC-1 & ATTTGTCTCTAGCAGT-1 & ATTTGTCTCTGGACAT-1 & CAAAGCTAGTCCGATT-1 & CAAAGCTAGTCGATAA-1 & CAAAGCTCAATTCTCT-1 & CAAAGCTCACACACCG-1 & CAAAGCTCACACGGTC-1 & CAAAGCTCACGGCCAT-1 & CAAAGCTGTAGGGTCA-1 & CAAAGCTGTCTGATTG-1 & CAACCAAAGGTTGTTC-1 & CAACCAACAGCTATAC-1 & CAACCAACATGTCCCT-1 & CAACCAAGTCGATTAC-1 & CAACCAAGTTCAGAAA-1 & CAACCAATCACTAGCA-1 & CAACCAATCACTGATG-1 & CAACCAATCAGAACGG-1 & CAACCAATCAGTACAC-1 & CAACCAATCCAACCTC-1 & CAACCAATCCATAACG-1 & CAACCAATCCTATCAT-1 & CAACCAATCGGCATAT-1 & CAACCAATCGTATAGC-1 & CAACCAATCTCTGCAC-1 & CAACCAATCTCTGTTA-1 & CAACCAATCTGATCCC-1 & CAACGGCAGAGAGGTA-1 & CAACGGCAGGACCGAT-1 & CAACGGCAGGGAGATA-1 & CAACGGCAGTGAACCG-1 & CAACGGCAGTTGCGCC-1 & CAACGGCCATATTGGC-1 & CAACGGCGTCTGGGAA-1 & CAACGGCGTTTCCGGG-1 & CAACGGCTCCTGTAGA-1 & CAACGGCTCGCTACCT-1 & CAACGGCTCGGTTCCT-1 & CAACGTAAGAAATACC-1 & CAACGTACACCACGAC-1 & CAACGTAGTCACCGCA-1 & CAACGTAGTCGTCGCA-1 & CAACGTAGTGGTACTT-1 & CAACGTATCTACCCGT-1 & CAACGTATCTTAACGG-1 & CAAGAAAAGAGAATTC-1 & CAAGAAAAGTAGGAAG-1 & CAAGAAAAGTGTCCCG-1 & CAAGAAACATTCTTTG-1 & CAAGAAAGTTACGCTA-1 & CAAGAAAGTTACGGAG-1 & CAAGAAATCCAATAGC-1 & CAAGCTAAGTGCCCTG-1 & CAAGCTACAAATAGTG-1 & CAAGCTACAACATAAG-1 & CAAGCTACAACTCGAT-1 & CAAGCTACACGATTAC-1 & CAAGCTACAGCTATAC-1 & CAAGCTACAGGACTGA-1 & CAAGCTACAGGGCTTC-1 & CAAGCTAGTAGTGATA-1 & CAAGCTAGTGCATTCA-1 & CAAGCTAGTTACTACG-1 & CAAGCTATCGCGATGC-1 & CAAGCTATCTTCCGTG-1 & CAAGGCCAGACAACGC-1 & CAAGGCCAGCAACTGG-1 & CAAGGCCAGTTAGCAA-1 & CAAGGCCAGTTGCGCC-1 & CAAGGCCCAGGTGTGA-1 & CAAGGCCCATTCCCGT-1 & CAAGGCCCATTGTGAC-1 & CAAGGCCGTTCCTATT-1 & CAAGGCCTCATTCATC-1 & CAAGGCCTCGCATACA-1 & CAAGGCCTCTCGGCGA-1 & CAATCCCAGTCCGATT-1 & CAATCCCGTCGCTAGC-1 & CAATCCCGTTCCCAAA-1 & CAATCCCTCCAGAATC-1 & CAATCCCTCTCAGATG-1 & CAATCCCTCTTCACTA-1 & CACAACAAGAATAGTC-1 & CACAACAAGGAGACTC-1 & CACAACACAGTGGTCC-1 & CACAACAGTAAACCCT-1 & CACAACAGTTTGAAGA-1 & CACAACATCGACTCGG-1 & CACAACATCTGAGTAC-1 & CACAACATCTGGTACA-1 & CACAGATAGAGGTCCA-1 & CACAGATAGGCTTTAC-1 & CACAGATAGGTGAACC-1 & CACAGATAGTCGAGCA-1 & CACAGATAGTGAGCAC-1 & CACAGATGTCCTCAGG-1 & CACAGATGTTCATTTC-1 & CACAGATTCCATATCT-1 & CACAGATTCTCTTCCT-1 & CACAGATTCTCTTCTC-1 & CACATGAAGGCCTAAG-1 & CACATGAAGTGTAATG-1 & CACATGACAAACCTAC-1 & CACATGACACCACGAC-1 & CACATGAGTAACACTC-1 & CACATGAGTACGTAGG-1 & CACATGAGTAGTGATA-1 & CACATGATCCTGGAAT-1 & CACATGATCGCGGCAT-1 & CACATGATCTGATCCC-1 & CACCACTAGAGGCGGA-1 & CACCACTAGGATGCCA-1 & CACCACTAGTCGCCTG-1 & CACCACTCATCTGCAA-1 & CACCACTCATTTGGTG-1 & CACCACTGTCCGTAGC-1 & CACCACTGTCTGGGAA-1 & CACCTGTAGGCAGATC-1 & CACCTGTCAATACTGC-1 & CACCTGTCAGAAGTGC-1 & CACCTGTCAGATAAGT-1 & CACCTGTGTATCCCTC-1 & CACCTGTGTGCAAGAC-1 & CACCTGTGTGTCCTTC-1 & CACCTGTGTTCCCAAA-1 & CACCTGTTCCTCCTGA-1 & CACCTGTTCGATTACG-1 & CACCTTGAGATGTTGA-1 & CACCTTGAGGAAACTT-1 & CACCTTGAGTATACCC-1 & CACCTTGCACACATGT-1 & CACCTTGCACTCCTCA-1 & CACCTTGGTCCGTGCA-1 & CACCTTGGTCCTTCAC-1 & CACCTTGGTTCAGTTG-1 & CACCTTGTCCAAACCA-1 & CACCTTGTCTTGTCGC-1 & CACGTTCAGATCCGAG-1 & CACGTTCCAATGGCTT-1 & CACGTTCCAGGAGCAT-1 & CACGTTCCATGTATCG-1 & CACGTTCGTAGCCATT-1 & CACGTTCGTCTGAGCC-1 & CACGTTCGTTCCTATT-1 & CACGTTCTCCGGACTG-1 & CACGTTCTCGTATAGC-1 & CACTAAGAGGAGTAGA-1 & CACTAAGAGTTACCAC-1 & CACTAAGCACGGTTAT-1 & CACTAAGCATAGACGG-1 & CACTAAGGTAGTCCAT-1 & CACTAAGGTCGCGCTA-1 & CACTAAGGTGCTGGCT-1 & CACTAAGGTGGAGTGT-1 & CACTAAGGTTCTGAGT-1 & CACTAAGTCAGTACAC-1 & CACTAAGTCTCTCAAT-1 & CACTAAGTCTCTGTTA-1 & CACTGAAAGATCTAAG-1 & CACTGAAAGGTAGGAA-1 & CACTGAAAGTCAGCCC-1 & CACTGAACACACATTG-1 & CACTGAACAGCACATT-1 & CACTGAACAGGCAAGT-1 & CACTGAACATAGCAGG-1 & CACTGAACATAGGCGA-1 & CACTGAAGTCTGGTCG-1 & CACTGAAGTTCCATCC-1 & CACTGAAGTTGGGAAC-1 & CACTGAAGTTTCGTTT-1 & CACTGAATCAGAGTGG-1 & CACTGAATCCGGGCAT-1 & CAGCCTTAGAAATACC-1 & CAGCCTTAGAGTCCGA-1 & CAGCCTTAGGGTAGTC-1 & CAGCCTTCACACATTG-1 & CAGCCTTCAGTTACAC-1 & CAGCCTTCATCGACCG-1 & CAGCCTTCATGGCCGT-1 & CAGCCTTGTAAGTGCG-1 & CAGCCTTGTACGACCC-1 & CAGCCTTGTACTAGAA-1 & CAGCCTTGTCGATAGG-1 & CAGCCTTGTGCTGTGC-1 & CAGCTAAAGAGCGAAA-1 & CAGCTAAAGGCCAATG-1 & CAGCTAAAGGTAGGAA-1 & CAGCTAACAAGGAGGG-1 & CAGCTAACAAGTTCGT-1 & CAGCTAACACTAAACC-1 & CAGCTAAGTATCTGCA-1 & CAGCTAATCAAGAGAT-1 & CAGCTAATCACTAGGT-1 & CAGCTAATCAGGCGCT-1 & CAGCTAATCAGTGGTT-1 & CAGCTAATCCCGTAGG-1 & CAGCTAATCGTCTAGA-1 & CAGCTAATCGTGGTAT-1 & CAGCTGGAGATATGTG-1 & CAGCTGGAGCAGAGCT-1 & CAGCTGGAGGGCTTCC-1 & CAGCTGGCAAGCGGTA-1 & CAGCTGGGTCAACTGT-1 & CAGCTGGGTCCAAGAG-1 & CAGCTGGGTGCGCTCA-1 & CAGCTGGGTTGTGAGG-1 & CAGCTGGTCCTAGAGT-1 & CAGCTGGTCGGATCGC-1 & CAGCTGGTCGTTCTAT-1 & CAGGATTAGATTCCGT-1 & CAGGATTAGCGTTGCC-1 & CAGGATTAGGAAGACA-1 & CAGGATTAGGTGAACC-1 & CAGGATTCAAGATGCG-1 & CAGGATTCAAGGTCGA-1 & CAGGATTCACCATTCC-1 & CAGGATTCACCTGTGG-1 & CAGGATTCAGAACTTC-1 & CAGGATTCAGGCATCC-1 & CAGGATTCAGGTGTGA-1 & CAGGATTGTAGACACG-1 & CAGGATTGTCCGGTAC-1 & CAGGATTGTCCTTATT-1 & CAGGATTTCCAGAGAG-1 & CAGGGCTAGAGCCTGA-1 & CAGGGCTAGCGCAATG-1 & CAGGGCTAGGGCGAAG-1 & CAGGGCTAGTTACCAC-1 & CAGGGCTCATCAACTG-1 & CAGGGCTGTACAACGG-1 & CAGGGCTGTAGTACAA-1 & CAGGGCTTCACTACCC-1 & CAGGGCTTCCAGGCCA-1 & CAGGGCTTCTTTCGAT-1 & CAGTATGCAATGCACT-1 & CAGTATGCACACATTG-1 & CAGTATGCACAGCCAC-1 & CAGTATGCACCGTTGG-1 & CAGTATGCACCTACCT-1 & CAGTATGCAGAATGCG-1 & CAGTATGCAGGCATCC-1 & CAGTATGCAGTAGTCT-1 & CAGTATGCATCACAAC-1 & CAGTATGGTGCTTGAT-1 & CAGTGCGAGAAATTCG-1 & CAGTGCGAGTGAGCAC-1 & CAGTGCGCACATGATC-1 & CAGTGCGGTTAAGTCC-1 & CAGTGCGTCCTATCCG-1 & CAGTGCGTCGCTACCT-1 & CAGTGTAAGTTCAAGA-1 & CAGTGTACAACACGGA-1 & CAGTGTACAATTCTCT-1 & CAGTGTAGTGGTCGAA-1 & CAGTGTAGTTGCAGAG-1 & CAGTGTAGTTGTCGGC-1 & CAGTGTATCCCAATAG-1 & CATAACGAGTCAACTC-1 & CATAACGCAAGCGTCC-1 & CATAACGCAATGTAAG-1 & CATAACGCACTCGTGG-1 & CATAACGCATGCACTA-1 & CATAACGGTCGAGAAC-1 & CATAACGTCAATGCAC-1 & CATAACGTCACCACAA-1 & CATAACGTCCACGAGC-1 & CATAACGTCGAGCGCT-1 & CATGCCTAGTTAGAGT-1 & CATGCCTCACATATCG-1 & CATGCCTCACGCTAAT-1 & CATGCCTCATTTGTTC-1 & CATGCCTGTAGAGAGA-1 & CATGCCTTCAGAACGG-1 & CATGCCTTCGTTGTAG-1 & CATGCCTTCTTACGGA-1 & CATGTTTAGCGAGAAA-1 & CATGTTTCAACATAAG-1 & CATGTTTCAACGGGTA-1 & CATGTTTCAACTACTG-1 & CATGTTTGTAGCATGG-1 & CATGTTTGTATTGTCG-1 & CATGTTTGTGCGTCCA-1 & CATGTTTTCACGGGTC-1 & CATGTTTTCCAACGCG-1 & CATGTTTTCCGCGATG-1 & CATGTTTTCGATGAAA-1 & CATGTTTTCTTAACGG-1 & CATTCATAGAAGCCTG-1 & CATTCATAGAATACTG-1 & CATTCATAGGGAAGCG-1 & CATTCATAGGTGTCGA-1 & CATTCATCAGGAGCAT-1 & CATTCATGTACGCAAG-1 & CATTCATGTCCATTGA-1 & CATTCATGTCCCTAAA-1 & CATTCATTCATTGCCC-1 & CATTCATTCTATCCTA-1 & CATTCCGAGATGCGAC-1 & CATTCCGAGCGAGCTA-1 & CATTCCGAGGCGATTG-1 & CATTCCGAGGTTGTTC-1 & CATTCCGCACGTTAGT-1 & CATTCCGCACTGTAAC-1 & CATTCCGCAGTAGTTC-1 & CATTCCGCATCCCTTG-1 & CATTCCGGTATGAAGT-1 & CATTCCGGTCACCGCA-1 & CATTCCGGTTTCTTAC-1 & CATTCCGTCGGTTAGT-1 & CATTGGAAGAGGCAGG-1 & CATTGGAAGAGTGGTC-1 & CATTGGAAGATATGAC-1 & CATTGGAAGCACGTAG-1 & CATTGGAAGGGTGTTG-1 & CATTGGAAGTAGTCGG-1 & CATTGGAAGTCCCTCT-1 & CATTGGACAAGCGTCC-1 & CATTGGACAGACTAAA-1 & CATTGGACAGGCAAGT-1 & CATTGGATCCTAAAGC-1 & CATTGGATCGCATAAC-1 & CCAATGAAGATTAGAC-1 & CCAATGAAGGGCTCTC-1 & CCAATGAAGTACGACG-1 & CCAATGAAGTCATACC-1 & CCAATGAAGTTCGTTG-1 & CCAATGACAACGCAAG-1 & CCAATGACACCGAATT-1 & CCAATGACACGTTAGT-1 & CCAATGACAGTAACCT-1 & CCAATGAGTACGGATG-1 & CCAATGAGTAGTTTGC-1 & CCAATGAGTCGCTAGC-1 & CCAATGAGTGAGTAAT-1 & CCAATGAGTGGCGCTT-1 & CCAATGAGTGTGACCC-1 & CCAATGAGTGTGTGTT-1 & CCAATGAGTTACACTG-1 & CCAATGAGTTCAGAAA-1 & CCAATGATCACAAGCT-1 & CCACAGGAGGAGTCTG-1 & CCACAGGCAAGCAACG-1 & CCACAGGCACGTTAGT-1 & CCACAGGCATACTGCA-1 & CCACAGGGTCTCGGGT-1 & CCACAGGGTGTCGGTC-1 & CCACAGGTCATCGCAA-1 & CCACAGGTCCTATCCG-1 & CCACAGGTCCTCCAGT-1 & CCACAGGTCGCGGCAT-1 & CCACAGGTCGCTATTT-1 & CCACAGGTCGCTTACC-1 & CCACAGGTCGGTCGAC-1 & CCACAGGTCGGTGATT-1 & CCACGTTAGTGAGCAC-1 & CCACGTTCAAACCGAG-1 & CCACGTTCATAGCCGC-1 & CCACGTTCATGGTTTG-1 & CCACGTTGTTACCCAA-1 & CCACGTTGTTAGTAGA-1 & CCACGTTTCAGATACC-1 & CCACGTTTCTATACCT-1 & CCACGTTTCTTGTCGC-1 & CCAGAATAGAAGGGCG-1 & CCAGAATAGACCATAA-1 & CCAGAATGTAGATGAT-1 & CCAGAATGTAGTCCAT-1 & CCAGAATGTGAAACAT-1 & CCAGAATGTTCTGAGT-1 & CCAGAATTCACATTCT-1 & CCAGAATTCAGGTCTA-1 & CCAGAATTCCTTACGC-1 & CCAGATAAGAAATCTG-1 & CCAGATAAGCAACGGT-1 & CCAGATAAGCTGCCAC-1 & CCAGATAAGGAACCGT-1 & CCAGATAAGGTAAGCC-1 & CCAGATAAGGTGAACC-1 & CCAGATAAGTTGACAA-1 & CCAGATACAATACTGC-1 & CCAGATACATGATTGC-1 & CCAGATAGTCTGGTCG-1 & CCAGATAGTTAACCAC-1 & CCAGATATCGCGCCAA-1 & CCATACCAGCGCATTT-1 & CCATACCAGCTGATTC-1 & CCATACCAGGTTCGTT-1 & CCATACCCAACTAGAA-1 & CCATACCTCTACTGCC-1 & CCATACCTCTATTGTC-1 & CCCACATAGAAAGGGT-1 & CCCACATAGAATAGTC-1 & CCCACATGTATTCACG-1 & CCCACATTCACCGCGA-1 & CCCACATTCGGAAAGC-1 & CCCACATTCGGGAAAC-1 & CCCACATTCTGTAGAC-1 & CCCAGAGAGTCATCTG-1 & CCCAGAGCAAATAGTG-1 & CCCAGAGCAGTTAAAG-1 & CCCAGAGGTGGCGCTT-1 & CCCAGAGGTTAGGCTT-1 & CCCAGAGTCAGCCGGT-1 & CCCAGAGTCGAGTGTT-1 & CCCAGAGTCGTTCTAT-1 & CCCAGAGTCTTTATCG-1 & CCCGTTAAGGCAGTAC-1 & CCCGTTAAGGGTCTGA-1 & CCCGTTACAAGACACG-1 & CCCGTTACAATAGTGA-1 & CCCGTTACACAAACAA-1 & CCCGTTAGTAAAGGCC-1 & CCCGTTAGTATTCTCT-1 & CCCGTTATCGTGGAAG-1 & CCCGTTATCTGCGTCT-1 & CCCTAACAGTGCCCTG-1 & CCCTAACCAACTCCCT-1 & CCCTAACCACAGGTAG-1 & CCCTAACGTAGTACAA-1 & CCCTAACTCAGTACAC-1 & CCCTAACTCATGTTCT-1 & CCCTAACTCATTCTCA-1 & CCCTAACTCCCAATGA-1 & CCCTAACTCGCATACA-1 & CCCTAACTCGTTCTAT-1 & CCCTAACTCTATCTAC-1 & CCCTAACTCTTTATCG-1 & CCCTAGTAGAAGAGTG-1 & CCCTAGTAGCGTCAAG-1 & CCCTAGTAGTCATCTG-1 & CCCTAGTCACGTACAT-1 & CCCTAGTCATAGCCAT-1 & CCCTAGTCATGGCCTG-1 & CCCTAGTGTAGCGTTT-1 & CCCTAGTGTGTACGCC-1 & CCCTAGTGTTTCGTTT-1 & CCCTAGTTCACGTCAA-1 & CCCTAGTTCCATAACG-1 & CCCTAGTTCCTCAAGA-1 & CCCTCTCAGCGCCTAC-1 & CCCTCTCAGGGCATTG-1 & CCCTCTCAGGGCGAAG-1 & CCCTCTCAGGGTAATT-1 & CCCTCTCAGTACTCTG-1 & CCCTCTCAGTCACACT-1 & CCCTCTCAGTCTGTGT-1 & CCCTCTCCAACATAAG-1 & CCCTCTCCAAGCAATA-1 & CCCTCTCCATGGCCCA-1 & CCCTCTCCATTGAACC-1 & CCCTCTCCATTGTTCT-1 & CCCTCTCGTCAGCAAG-1 & CCCTCTCGTTCGGGAA-1 & CCCTCTCGTTGGTAAA-1 & CCCTCTCTCAAGAGGC-1 & CCCTCTCTCATCGCAA-1 & CCCTCTCTCCTTACGC-1 & CCCTGATAGCGTCTGC-1 & CCCTGATAGTGCTCGC-1 & CCCTGATCAAAGCATA-1 & CCCTGATCATCCATAG-1 & CCCTGATGTTTCTACT-1 & CCCTGATGTTTGTCTT-1 & CCCTGATTCCGTTTCG-1 & CCCTGATTCGTTGTTT-1 & CCCTGATTCTATCCTA-1 & CCGAAGCAGCGCCTAC-1 & CCGAAGCAGGGAAATG-1 & CCGAAGCCAAACTACC-1 & CCGAAGCCACAGCCAC-1 & CCGAAGCCATTACCTT-1 & CCGAAGCGTAACGTAA-1 & CCGAAGCGTCGTCGCA-1 & CCGAAGCGTTAGGAAT-1 & CCGAAGCTCAGCCGGT-1 & CCGAAGCTCTCCTTAA-1 & CCGAAGCTCTGATCCC-1 & CCGCATTAGAAACGCC-1 & CCGCATTAGGCCTCTG-1 & CCGCATTAGGCGTCCT-1 & CCGCATTAGTCTGCTA-1 & CCGCATTGTATCACAC-1 & CCGCATTTCCAAGTCA-1 & CCGCATTTCTTCATAC-1 & CCGTACTAGAGCTACG-1 & CCGTACTAGAGGTCCA-1 & CCGTACTCAAGGAGGG-1 & CCGTACTCACTCCCAT-1 & CCGTACTCATCGTACA-1 & CCGTACTGTACGGATG-1 & CCGTACTGTACTATGC-1 & CCGTACTGTGAATACA-1 & CCGTACTGTGGTAAGC-1 & CCGTACTGTTAGTAGA-1 & CCGTACTGTTTGCGAT-1 & CCGTACTTCCATGACA-1 & CCGTACTTCCGCGATG-1 & CCGTACTTCGATGTGT-1 & CCGTACTTCTCGCGGA-1 & CCGTACTTCTGGCCAG-1 & CCGTACTTCTTACCTA-1 & CCGTAGGAGAGCAGCT-1 & CCGTAGGAGAGGTGGG-1 & CCGTAGGAGGACTAGC-1 & CCGTAGGAGGCGTCCT-1 & CCGTAGGCACCTACCT-1 & CCGTAGGCACTTACAG-1 & CCGTAGGCAGATTAAG-1 & CCGTAGGCAGGCAAGT-1 & CCGTAGGGTGTCCCAG-1 & CCGTAGGTCACGGGTC-1 & CCGTAGGTCAGCGGTC-1 & CCGTGAGAGACCATAA-1 & CCGTGAGAGTAACACA-1 & CCGTGAGAGTTAGCGG-1 & CCGTGAGAGTTGCGCC-1 & CCGTGAGCAAAGCTGG-1 & CCGTGAGCAATCCATG-1 & CCGTGAGCACAACGGA-1 & CCGTGAGCATACCCGG-1 & CCGTGAGGTCACTCTC-1 & CCGTGAGGTCCCGAGT-1 & CCGTGAGGTGATGTGG-1 & CCGTGAGGTGTAGGAC-1 & CCGTGAGGTTCCATCC-1 & CCGTGAGGTTTGTAGC-1 & CCGTGAGTCACTGATG-1 & CCGTGAGTCAGAACGG-1 & CCGTGAGTCCAACCTC-1 & CCGTGAGTCCATAACG-1 & CCGTGAGTCCCGTAGG-1 & CCGTGAGTCCTATCAT-1 & CCGTGAGTCGACGGAA-1 & CCGTGAGTCGAGAACG-1 & CCGTGAGTCGGCATAT-1 & CCGTGAGTCTCTGCAC-1 & CCGTGAGTCTGAGTAC-1 & CCGTGAGTCTTCACTA-1 & CCTAAAGCAAGGACCA-1 & CCTAAAGCAAGTCTCA-1 & CCTAAAGCACAGAAGC-1 & CCTAAAGGTCCGTGCA-1 & CCTAAAGGTTACCCAA-1 & CCTAAAGGTTCAGTTG-1 & CCTAAAGGTTCTCGAA-1 & CCTAAAGTCAGGAAGC-1 & CCTATTACAAGCGAAC-1 & CCTATTACAATGATGA-1 & CCTATTACAGTGCGTC-1 & CCTATTAGTAAGTGCG-1 & CCTATTAGTACGACCC-1 & CCTATTAGTACGTATC-1 & CCTATTAGTATTGTGC-1 & CCTATTAGTCGATAGG-1 & CCTATTATCAAGAGAT-1 & CCTATTATCGCTACCT-1 & CCTCCCTAGACGAAAG-1 & CCTCCCTAGCCGCTGT-1 & CCTCCCTAGCCTCGCA-1 & CCTCCCTAGGGAGATA-1 & CCTCCCTCAATCAGGG-1 & CCTCCCTCAATGACTC-1 & CCTCCCTCAATTCTCT-1 & CCTCCCTCACGTACAT-1 & CCTCCCTCAGTATCTG-1 & CCTCCCTCATTACCTT-1 & CCTCCCTGTAACGGCA-1 & CCTCCCTGTCAATCCA-1 & CCTCCCTGTTAGCTCA-1 & CCTCCCTGTTCTACCC-1 & CCTCCCTTCAATTGGC-1 & CCTCCCTTCATCGCAA-1 & CCTCCCTTCGCTTACC-1 & CCTGCTAAGACTAGCG-1 & CCTGCTAAGTCCAGAG-1 & CCTGCTAAGTCGCCTG-1 & CCTGCTAAGTGAATAC-1 & CCTGCTACAAGCGGTA-1 & CCTGCTACAATGGCAG-1 & CCTGCTACATTAGCAC-1 & CCTGCTAGTACTATGC-1 & CCTGCTAGTATTGTGC-1 & CCTGCTAGTGGCGCTT-1 & CCTGCTATCACGATTG-1 & CCTGCTATCAGCACGC-1 & CCTGCTATCAGTGTGT-1 & CCTGCTATCGTGGTAT-1 & CCTGGGAAGGAAACTT-1 & CCTGGGAAGGTTCTCA-1 & CCTGGGACAGAATGCG-1 & CCTGGGACAGGATGTG-1 & CCTGGGACAGGTAGCA-1 & CCTGGGAGTAAACCCT-1 & CCTGGGAGTATTGTGC-1 & CCTGGGAGTCACATTG-1 & CCTGGGAGTCTGGTTA-1 & CCTGGGAGTTCTACCC-1 & CCTGGGATCGACCCGA-1 & CCTTAATAGACCGCAA-1 & CCTTAATAGGTCTTTG-1 & CCTTAATAGTGATTAG-1 & CCTTAATCAACTACTG-1 & CCTTAATCATGTCCCT-1 & CCTTAATTCTTCAGAG-1 & CCTTGCAAGACGCCCT-1 & CCTTGCAAGAGGCCTA-1 & CCTTGCAAGGCAGTGT-1 & CCTTGCACAATGCACT-1 & CCTTGCACACACACCG-1 & CCTTGCACACCGAATT-1 & CCTTGCACATTTGTTC-1 & CCTTGCAGTAGCAGGT-1 & CCTTGCAGTCCCGTGA-1 & CCTTGCATCAGGATCT-1 & CCTTGCATCGTCGCAG-1 & CCTTGGTAGACCCATT-1 & CCTTGGTAGTAACATG-1 & CCTTGGTAGTTTGGAA-1 & CCTTGGTCACTGTCGG-1 & CCTTGGTCAGCGTCGT-1 & CCTTGGTGTGCACCCA-1 & CCTTGGTGTTTGTGAC-1 & CCTTGGTTCCATTGTT-1 & CCTTGGTTCCCTACGT-1 & CGAGTTAAGACAACGC-1 & CGAGTTAAGACCGCAA-1 & CGAGTTAAGACTAATG-1 & CGAGTTAAGAGAAGCA-1 & CGAGTTAAGTGAGCTG-1 & CGAGTTACAATCACTG-1 & CGAGTTACATAGACGG-1 & CGAGTTACATCGACGC-1 & CGAGTTAGTAGAAGCC-1 & CGAGTTAGTCCGTGCA-1 & CGAGTTAGTGATGTGG-1 & CGAGTTAGTGGCGCTT-1 & CGAGTTAGTTCAGTTG-1 & CGATGATAGTACCTCA-1 & CGATGATAGTCTGGGA-1 & CGATGATCAAACCTAC-1 & CGATGATCAAGCCAGA-1 & CGATGATCAGTAACGG-1 & CGATGATCATTCGTCC-1 & CGATGATCATTCTCGC-1 & CGATGATCATTGATGC-1 & CGATGATGTAGCGGTA-1 & CGATGATGTCATAGAA-1 & CGATGATGTGGACCAA-1 & CGATGATGTTTCGACA-1 & CGATGATTCATGCTTT-1 & CGATGATTCCTCCCAA-1 & CGCAATAAGACACGGT-1 & CGCAATAAGCGCATTT-1 & CGCAATAAGGCAAGCT-1 & CGCAATAAGTATCTGC-1 & CGCAATACAGACTAAA-1 & CGCAATACAGCAAACG-1 & CGCAATACAGGTAGCA-1 & CGCAATAGTACGCCCA-1 & CGCAATAGTAGACACG-1 & CGCAATAGTCAGTGTT-1 & CGCAATAGTCTAACCA-1 & CGCAATAGTTGTATCG-1 & CGCAATATCGTGCTTC-1 & CGCAATATCTCATCCG-1 & CGCAATATCTGGTACA-1 & CGCACAGAGGGAAGCG-1 & CGCACAGAGTCGACCC-1 & CGCACAGCAAGCCTTA-1 & CGCACAGCACGTTACA-1 & CGCACAGCACTTACAG-1 & CGCACAGGTCCAGACC-1 & CGCACAGGTGCGCATC-1 & CGCACAGGTTCTACCC-1 & CGCACAGTCACTCGTC-1 & CGCACAGTCCACGCTT-1 & CGCACAGTCCGGACTG-1 & CGCAGGTAGGAGTCTG-1 & CGCAGGTAGTTAGAGT-1 & CGCAGGTCACAGATGG-1 & CGCAGGTCACTCGGAC-1 & CGCAGGTCATGATCGT-1 & CGCAGGTGTCGCTAGC-1 & CGCAGGTGTTCTACCC-1 & CGCAGGTGTTTGTGAC-1 & CGCAGGTTCAGCGGTC-1 & CGCAGGTTCCTCCCAA-1 & CGCAGGTTCTCCTTGG-1 & CGCGCAAAGACACGGT-1 & CGCGCAAAGACAGTGC-1 & CGCGCAAAGAGACTCG-1 & CGCGCAACATCATGTG-1 & CGCGCAACATGCACTA-1 & CGCGCAAGTAGAAAGG-1 & CGCGCAAGTCAGCAAG-1 & CGCGCAAGTCGCTAGC-1 & CGCGCAAGTGCGTAGA-1 & CGCGCAAGTTCTTTCA-1 & CGCGCAATCCATCATT-1 & CGCGCAATCGAACCGC-1 & CGCGCAATCGCTTGAA-1 & CGCGCAATCTCGTAGA-1 & CGCTAGGAGAAATACC-1 & CGCTAGGAGAACAGGA-1 & CGCTAGGAGAGAACCC-1 & CGCTAGGAGCCGCAAA-1 & CGCTAGGAGCGATACG-1 & CGCTAGGAGGGCGAAG-1 & CGCTAGGAGTTCAAGA-1 & CGCTAGGCATCCCTCA-1 & CGCTAGGCATTAGCAC-1 & CGCTAGGGTAACCGAG-1 & CGCTAGGGTCTGATTG-1 & CGCTAGGGTTTAGACC-1 & CGCTAGGTCCTCTCTT-1 & CGCTAGGTCCTTACGC-1 & CGCTAGGTCTTTATCG-1 & CGCTATCAGGATGTCG-1 & CGCTATCCAAAGCTTC-1 & CGCTATCCACCTGAAT-1 & CGCTATCGTAATGCCT-1 & CGCTATCGTCAGACGA-1 & CGCTATCGTCGAGGAT-1 & CGCTATCGTGAGGTCA-1 & CGCTATCGTGCACTTA-1 & CGCTATCGTGGTTCTA-1 & CGCTATCGTTGGAGGT-1 & CGCTATCGTTTAGAAG-1 & CGCTATCTCAGATACC-1 & CGCTATCTCGCTTCAC-1 & CGCTATCTCGTGATAC-1 & CGCTATCTCTGGCCAG-1 & CGCTATCTCTTCTTCC-1 & CGCTGGAAGAACGTTA-1 & CGCTGGAAGGTTAGTA-1 & CGCTGGAAGTCAGCCC-1 & CGCTGGAAGTCTGTGT-1 & CGCTGGACATGGCCCA-1 & CGCTGGAGTTCTTTGT-1 & CGCTGGAGTTGCAGAG-1 & CGCTGGATCTTGGCCT-1 & CGGACCAAGAGATTAC-1 & CGGACCAAGCCGCTGT-1 & CGGACCAAGGGTCCCT-1 & CGGACCAAGTCGCCTG-1 & CGGACCACAACGAGGT-1 & CGGACCACAATGCACT-1 & CGGACCACAATGTAAG-1 & CGGACCACACAGATGG-1 & CGGACCACACCTATTT-1 & CGGACCACACTCAAGT-1 & CGGACCACAGGTGTGA-1 & CGGACCACATTCACCC-1 & CGGACCACATTCACGA-1 & CGGACCACATTCCCGT-1 & CGGACCACATTGTGAC-1 & CGGACCAGTATTCGCA-1 & CGGACCAGTGCAGACA-1 & CGGACCAGTGGACTGA-1 & CGGACCAGTTCACGTA-1 & CGGACCATCAGGAATA-1 & CGGACTGAGTACTCTG-1 & CGGACTGAGTGAATAC-1 & CGGACTGCAACTCAAC-1 & CGGACTGCACCCATCT-1 & CGGACTGCATCGTGAT-1 & CGGACTGCATTACACG-1 & CGGACTGGTCCCGTGA-1 & CGGACTGTCAGGCGCT-1 & CGGTGCAAGGACCGAT-1 & CGGTGCAAGTGAATAC-1 & CGGTGCACAAGCCCTG-1 & CGGTGCACAATGGTAA-1 & CGGTGCACACATCATG-1 & CGGTGCACAGACCTGC-1 & CGGTGCACAGGATAGC-1 & CGGTGCACATGCACTA-1 & CGGTGCAGTATGTTCG-1 & CGGTGCATCAAAGTAG-1 & CGGTGCATCAGGATCT-1 & CGGTGCATCAGTGTAC-1 & CGGTGCATCCGGGCAT-1 & CGGTGCATCGAACACT-1 & CGGTGCATCGAAGCCC-1 & CGGTGCATCGGATAGG-1 & CGGTGCATCTAGCTGA-1 & CGGTGCATCTCATATC-1 & CGGTGCATCTGGCTAA-1 & CGTAAACAGAGTGGAA-1 & CGTAAACAGCGGACTA-1 & CGTAAACAGTGTTCCA-1 & CGTAAACAGTTACCAC-1 & CGTAAACAGTTCCCGG-1 & CGTAAACAGTTCTCCC-1 & CGTAAACCAAACCGAG-1 & CGTAAACCAACTGCGC-1 & CGTAAACGTACAAGCG-1 & CGTAAACGTCGTCGCA-1 & CGTAAACGTGAAACAT-1 & CGTAAACTCTCATCCG-1 & CGTAAACTCTGGCGCA-1 & CGTACAAAGAATCAAC-1 & CGTACAAAGAGACTCG-1 & CGTACAAAGCAATGTA-1 & CGTACAAAGGGTAGTC-1 & CGTACAAAGTAGCAAT-1 & CGTACAAAGTAGTTCC-1 & CGTACAACAAACAGTA-1 & CGTACAACAAATGTCC-1 & CGTACAACAAATTCCG-1 & CGTACAACAAGGATGC-1 & CGTACAACAAGTTCGT-1 & CGTACAACACAGGAAC-1 & CGTACAACACCTACCT-1 & CGTACAACACGACGAA-1 & CGTACAACAGTAGTCT-1 & CGTACAACATCATAGC-1 & CGTACAAGTAACGGAC-1 & CGTACAATCTGTGTCC-1 & CGTACAATCTTCGTTA-1 & CGTGGCAAGACTTCCA-1 & CGTGGCAAGCGGACTA-1 & CGTGGCAAGGAGACTC-1 & CGTGGCACAACGTCCG-1 & CGTGGCACACGTTACA-1 & CGTGGCAGTAAACCCT-1 & CGTGGCAGTGACAAGC-1 & CGTGGCAGTTACTTTC-1 & CGTGGCATCATTCTCA-1 & CGTGGCATCTTACTCA-1 & CGTTCCAAGAGCAGCT-1 & CGTTCCAAGCGGACAT-1 & CGTTCCAAGGATCCTT-1 & CGTTCCAAGTAACACA-1 & CGTTCCACAAGTAACA-1 & CGTTCCACAGAGATGC-1 & CGTTCCACAGGACTGA-1 & CGTTCCAGTAACCCAT-1 & CGTTCCAGTAACTCCA-1 & CGTTCCAGTCACCGCA-1 & CGTTCCATCCCACTTG-1 & CGTTCCATCCTGACCT-1 & CGTTCCATCGGGAAAC-1 & CGTTCCATCTTGCGCT-1 & CTAACTTAGCAGAAAG-1 & CTAACTTCAACCTCCT-1 & CTAACTTCAAGACTTC-1 & CTAACTTCATACAACC-1 & CTAACTTCATCTCTCG-1 & CTAACTTCATTAACGC-1 & CTAACTTTCCCACTTG-1 & CTAACTTTCTGAGTAC-1 & CTACAGAAGACCAATA-1 & CTACAGAAGAGTCCGA-1 & CTACAGAAGCAGGAGG-1 & CTACAGAAGGCTTCGC-1 & CTACAGACAAGAGATT-1 & CTACAGACACGTACAT-1 & CTACAGACAGGTTATC-1 & CTACAGAGTAACTCCA-1 & CTACAGAGTAAGTCTC-1 & CTACAGAGTAGGTCTT-1 & CTACAGAGTTAGGCTT-1 & CTACAGATCGAGGTCC-1 & CTACAGATCGATCGCG-1 & CTACTTAAGCAGAGCT-1 & CTACTTAAGTCGTATC-1 & CTACTTACATGTGAGG-1 & CTACTTAGTCAGTGCC-1 & CTACTTAGTCCTATTT-1 & CTACTTAGTTTGCCAA-1 & CTACTTATCTGGCACG-1 & CTAGCGGAGCCATTCA-1 & CTAGCGGAGTCATACC-1 & CTAGCGGAGTCTCCAA-1 & CTAGCGGAGTGCTGAG-1 & CTAGCGGCAAGCAGGT-1 & CTAGCGGCAATGCATC-1 & CTAGCGGCACCTGGTG-1 & CTAGCGGCACTGGGCT-1 & CTAGCGGCAGGATAGC-1 & CTAGCGGGTGGAGTGT-1 & CTAGCGGGTTGCAGAG-1 & CTAGCGGTCGACTCGG-1 & CTAGCGGTCTCCTTGG-1 & CTAGGATAGCTTTCCC-1 & CTAGGATAGGGACGTT-1 & CTAGGATAGGGTATCG-1 & CTAGGATGTCTCAAAC-1 & CTAGGATTCAGTCTTT-1 & CTAGGATTCCATAGGT-1 & CTAGGATTCCATTGAG-1 & CTAGGATTCTCCAACC-1 & CTAGGATTCTTAACGG-1 & CTAGGATTCTTCCACG-1 & CTAGGGCAGAGGTCCA-1 & CTAGGGCAGGCAGATC-1 & CTAGGGCAGTACAGTA-1 & CTAGGGCCAATTGGCT-1 & CTAGGGCCAGGCATTT-1 & CTAGGGCCATAGACGG-1 & CTAGGGCCATTCCCGT-1 & CTAGGGCGTGAAACAT-1 & CTAGGGCGTGATTCCA-1 & CTAGGGCGTGTTGTTG-1 & CTCAACCCAAGCAACG-1 & CTCAACCCAGCACATT-1 & CTCAACCCATACTGCA-1 & CTCAACCGTCCGGTAC-1 & CTCAACCGTGATAACA-1 & CTCAACCGTGCTTGAT-1 & CTCAACCTCAGGAAGC-1 & CTCAACCTCGCAAACT-1 & CTCAACCTCTGCGTCT-1 & CTCACCAAGAACCATA-1 & CTCACCAAGCCTATAC-1 & CTCACCAAGTGCACAG-1 & CTCACCACACGCTAAT-1 & CTCACCACACTTGCGG-1 & CTCACCACAGTCAGAG-1 & CTCACCATCAGCCGGT-1 & CTCACCATCATGTTCT-1 & CTCACCATCCCAATGA-1 & CTCACCATCGCATACA-1 & CTCACCATCGGGACAA-1 & CTCACCATCTACTGCC-1 & CTCACCATCTTTGCAT-1 & CTCAGAACAGAACAGC-1 & CTCAGAACATCAACTG-1 & CTCAGAAGTAGCGGTA-1 & CTCAGAAGTTGCAGAG-1 & CTCAGAATCCAACGCG-1 & CTCAGCTAGTCGTACT-1 & CTCAGCTAGTTCAAGA-1 & CTCAGCTCACGTGAAG-1 & CTCAGCTCAGATACAA-1 & CTCAGCTCATCGGCTG-1 & CTCAGCTCATGGCCTG-1 & CTCAGCTGTATTGTGC-1 & CTCAGCTGTGCTTCCT-1 & CTCAGCTTCCAACCTC-1 & CTCAGCTTCCTTTGAT-1 & CTCAGCTTCGCTAGTA-1 & CTCAGCTTCGGGAATG-1 & CTCATGCAGAAGGGCG-1 & CTCATGCAGCAGTAGC-1 & CTCATGCAGGCGATTG-1 & CTCATGCCAGCAACGA-1 & CTCATGCCAGGATAGC-1 & CTCATGCCAGGATGTG-1 & CTCATGCCATTGAACC-1 & CTCATGCGTCAGCTTA-1 & CTCATGCGTTGGGAAC-1 & CTCATGCGTTTCGTTT-1 & CTCATGCTCGAGAAGC-1 & CTCATGCTCGTCCCAT-1 & CTCCCAACACCGAAAG-1 & CTCCCAACACCTGAAT-1 & CTCCCAACATAGGCGA-1 & CTCCCAACATCGCTAA-1 & CTCCCAACATTAGCCA-1 & CTCCCAAGTCTGAGCC-1 & CTCCCAAGTGATAGAT-1 & CTCCCAATCAAATGGA-1 & CTCCCAATCACGATTG-1 & CTCCCAATCAGGAATA-1 & CTCCCAATCCGTACGG-1 & CTCCCAATCTTAGTGG-1 & CTCGCTAAGCTGAGGT-1 & CTCGCTACATCAGAAA-1 & CTCGCTAGTCAAACAA-1 & CTCGCTAGTGGAAAGA-1 & CTCGCTAGTTGGGAAC-1 & CTCGCTATCAGTCAAC-1 & CTCGCTATCATCGCCT-1 & CTCGCTATCCCACTTG-1 & CTCTACGAGAAGACTT-1 & CTCTACGAGTCTTAGC-1 & CTCTACGAGTGAAACT-1 & CTCTACGCAATGCACT-1 & CTCTACGCAGTAACTC-1 & CTCTACGGTTACGGAG-1 & CTCTACGGTTCCCTTG-1 & CTCTACGGTTCTGAGT-1 & CTCTACGGTTGTGACT-1 & CTCTACGTCGGTTAGT-1 & CTCTACGTCTGGACAT-1 & CTCTAGCAGAGCCACA-1 & CTCTAGCAGAGGTCCA-1 & CTCTAGCAGGCAGATC-1 & CTCTAGCAGGTTAGTA-1 & CTCTAGCCACTGATTG-1 & CTCTAGCGTAACCATC-1 & CTCTAGCGTCGCGCTA-1 & CTCTAGCGTGACAAGC-1 & CTCTAGCTCAAGGCAG-1 & CTCTAGCTCCCAGCGA-1 & CTCTAGCTCTATATCC-1 & CTCTCAGCAACCTCTC-1 & CTCTCAGCACATATCG-1 & CTCTCAGCACGCTAAT-1 & CTCTCAGCAGTTGCAT-1 & CTCTCAGGTCATAGAA-1 & CTCTCAGGTGGATTCT-1 & CTCTCAGTCAGGTCTA-1 & CTCTCAGTCCCTACCA-1 & CTCTCAGTCCGGGCAT-1 & CTCTCAGTCGCCTTAC-1 & CTCTCAGTCGTTGTAG-1 & CTCTCAGTCTGAACGT-1 & CTCTCGAAGACTAGCG-1 & CTCTCGAAGGGTAATT-1 & CTCTCGAAGTCCGGAA-1 & CTCTCGACAACTTGGT-1 & CTCTCGACAAGTGGCA-1 & CTCTCGACACTCAGCG-1 & CTCTCGACAGCGCGTT-1 & CTCTCGACATAGGCGA-1 & CTCTCGAGTTTAGAAG-1 & CTGAATGAGCAGAATT-1 & CTGAATGAGGTCGGTA-1 & CTGAATGAGTCTCTAG-1 & CTGAATGCAGTAAGCG-1 & CTGAATGGTAGTGATA-1 & CTGAATGGTGCTTTGA-1 & CTGAATGGTGTGCTTA-1 & CTGAATGGTTTAAGGA-1 & CTGAATGTCTTCATAC-1 & CTGCGTTAGAAGAGTG-1 & CTGCGTTCATTAACGC-1 & CTGCGTTGTAACTGAA-1 & CTGCGTTGTATTTGCG-1 & CTGCGTTGTCAACTGT-1 & CTGCGTTGTCATAGCT-1 & CTGCGTTGTCCTCAGG-1 & CTGCGTTGTCTGATTG-1 & CTGCGTTGTGAATACA-1 & CTGCGTTGTGATAACA-1 & CTGCGTTGTTATGCAC-1 & CTGCGTTGTTCCCAAA-1 & CTGCGTTTCCTAAGTG-1 & CTGCGTTTCCTCCCAA-1 & CTGCTCAAGATTACGA-1 & CTGCTCACAACGCACC-1 & CTGCTCACAACGGACA-1 & CTGCTCACAAGCGACA-1 & CTGCTCACAGGTAACG-1 & CTGCTCACATGGCCGT-1 & CTGCTCACATTCACCC-1 & CTGCTCAGTCCAACCG-1 & CTGCTCAGTGCGCTCA-1 & CTGCTCAGTTACCACA-1 & CTGCTCATCACGGGTC-1 & CTGCTCATCACTCCCA-1 & CTGCTCATCCAGCACG-1 & CTGCTCATCCGGGCAT-1 & CTGCTCATCGAGGTCC-1 & CTGCTCATCTATCTCA-1 & CTGCTCATCTGTCGGG-1 & CTGGCAGAGGAAGACA-1 & CTGGCAGAGTACCTCA-1 & CTGGCAGAGTGATAAC-1 & CTGGCAGCACTCGTGG-1 & CTGGCAGCAGCAATGG-1 & CTGGCAGCATCAACTG-1 & CTGGCAGGTAATGCAA-1 & CTGGCAGGTCAGAAGC-1 & CTGGCAGGTCGAGGAT-1 & CTGGCAGGTCGCTAGC-1 & CTGGCAGGTTGCTTGA-1 & CTGGCAGGTTGGACGA-1 & CTGGCAGTCGACTATG-1 & CTGGCAGTCTGTCGGG-1 & CTGGCAGTCTTGTCAT-1 & CTGGGACAGAGCGGTT-1 & CTGGGACAGTTCGTTG-1 & CTGGGACCACATGATC-1 & CTGGGACGTATGTCCA-1 & CTGGGACGTCAAACAA-1 & CTGGGACGTCAAGACG-1 & CTGGGACTCCTGACCT-1 & CTGTATTAGAAATACC-1 & CTGTATTAGAGTGGAA-1 & CTGTATTAGATGTTCC-1 & CTGTATTAGGCACCTC-1 & CTGTATTAGGTGTTGG-1 & CTGTATTAGTTACCAC-1 & CTGTATTCAAATAGTG-1 & CTGTATTCAAGGGTAC-1 & CTGTATTCAATAGCGG-1 & CTGTATTCACGATATC-1 & CTGTATTCACTCAGCG-1 & CTGTATTCATTCTTTG-1 & CTGTATTGTCGGCTGT-1 & CTGTATTGTGCTTCCT-1 & CTGTATTTCATTCTTG-1 & CTGTATTTCCCAGCGA-1 & CTGTATTTCTCCTTGG-1 & CTGTATTTCTGTGTCC-1 & CTGTATTTCTTCCAGC-1 & CTGTTCGAGAATCAAC-1 & CTGTTCGAGAGCTGTG-1 & CTGTTCGAGTACAGAT-1 & CTGTTCGAGTAGTTCC-1 & CTGTTCGCAAACAGTA-1 & CTGTTCGCAAACGTTC-1 & CTGTTCGCAAATTCCG-1 & CTGTTCGCAAGTTCGT-1 & CTGTTCGCAATGACTC-1 & CTGTTCGCACAGGAAC-1 & CTGTTCGCACGTTACA-1 & CTGTTCGCAGGGTACA-1 & CTGTTCGCAGTAGTCT-1 & CTGTTCGCATATACGC-1 & CTGTTCGCATCATAGC-1 & CTGTTCGGTACGCAAG-1 & CTGTTCGGTAGACGCA-1 & CTGTTCGGTCGCTAGC-1 & CTGTTCGGTTAGGAAT-1 & CTGTTCGTCAATTCCT-1 & CTGTTCGTCGCTAGTA-1 & CTTAATCAGTTCAACC-1 & CTTAATCCAAGGAAGA-1 & CTTAATCGTTTGCATG-1 & CTTAATCTCGCCACTT-1 & CTTCCAGAGAATAGTC-1 & CTTCCAGCAATAGCGG-1 & CTTCCAGGTCATAGAA-1 & CTTCCAGTCAGGGTTT-1 & CTTCCAGTCAGTGGTT-1 & CTTCCAGTCGGATGTT-1 & CTTCCAGTCGGGAAAC-1 & CTTCTAAAGAGTCCGA-1 & CTTCTAAAGTAGGTCG-1 & CTTCTAACACCTTGTC-1 & CTTCTAACAGTGCGTC-1 & CTTCTAAGTTGCTTGA-1 & CTTCTAATCAAGAGAT-1 & CTTCTAATCCTGACCT-1 & CTTGAAGAGAATAGTC-1 & CTTGAAGAGCCATTCA-1 & CTTGAAGCAAGCGGTA-1 & CTTGAAGCACATCATG-1 & CTTGAAGCACCCTTTG-1 & CTTGAAGCAGGTGTGA-1 & CTTGAAGCAGTAACCT-1 & CTTGAAGCATGTGAGG-1 & CTTGAAGCATTCCCGT-1 & CTTGAAGCATTGTGAC-1 & CTTGAAGGTGCTGGCT-1 & CTTGAAGGTTGTCGGC-1 & CTTGCCAAGATCTCAC-1 & CTTGCCAAGTCGGGAT-1 & CTTGCCACAAACGTTC-1 & CTTGCCACACACACCG-1 & CTTGCCACACGTGAAG-1 & CTTGCCACAGCGTGAA-1 & CTTGCCACATTCTTTG-1 & CTTGCCAGTGACCAGA-1 & CTTGCCATCACCCGGA-1 & CTTGCCATCAGCCGAC-1 & CTTGCCATCGTTTGAG-1 & CTTGCTGAGACTAGCG-1 & CTTGCTGAGCAGGACT-1 & CTTGCTGCAACTGCGC-1 & CTTGCTGCAAGGGTAC-1 & CTTGCTGCACCTATTT-1 & CTTGCTGCAGAGTCGA-1 & CTTGCTGCAGGCATCC-1 & CTTGCTGCATGGGACA-1 & CTTGCTGGTCATGAGG-1 & CTTGCTGGTTCCTGTC-1 & CTTGTCGAGACGAAAG-1 & CTTGTCGAGAGGCGGA-1 & CTTGTCGAGCCATTCA-1 & CTTGTCGCAAAGCTGG-1 & CTTGTCGCAATCCATG-1 & CTTGTCGCAGTAACTC-1 & CTTGTCGGTCGTAGTT-1 & CTTGTCGGTTACACTG-1 & CTTGTCGGTTCTCGAA-1 & CTTGTCGGTTTCTTAC-1 & CTTGTCGTCACACGTA-1 & CTTGTCGTCCCACTAC-1 & CTTGTCGTCCGTCAAA-1 & CTTGTCGTCGGGATCC-1 & CTTGTCGTCTCTGAGA-1 & CTTGTCGTCTGACATG-1 & CTTTGCGAGCTGCCAC-1 & CTTTGCGAGGCGCTTC-1 & CTTTGCGAGGGTCTGA-1 & CTTTGCGAGTAGGTCG-1 & CTTTGCGAGTCGAAAT-1 & CTTTGCGAGTTAGCAA-1 & CTTTGCGAGTTCCCGG-1 & CTTTGCGCAGCACATT-1 & CTTTGCGGTAAACCCT-1 & CTTTGCGGTATTGTCG-1 & CTTTGCGGTGAATGTA-1 & CTTTGCGTCAGCACTA-1 & GAAACAACAATTGGCT-1 & GAAACAACACGTGAAG-1 & GAAACAACAGCTTACA-1 & GAAACAACATCCCTCA-1 & GAAACAAGTAAGCCGA-1 & GAAACAAGTAAGCCTT-1 & GAAACAAGTTGGCTAT-1 & GAAACAATCCCACTTG-1 & GAAACAATCGATCTTT-1 & GAAACAATCGGATGTT-1 & GAAACAATCTTACGGA-1 & GAAACAATCTTCTCTC-1 & GAAAGTAAGAGAATTC-1 & GAAAGTAAGCAGAGCT-1 & GAAAGTAAGCGCGTTC-1 & GAAAGTAAGCTTCAAC-1 & GAAAGTAAGGCAAGCT-1 & GAAAGTAAGTCGTGAG-1 & GAAAGTACAAACCCTA-1 & GAAAGTACACCGTTGG-1 & GAAAGTACATCACAGT-1 & GAAAGTATCGTGTGCG-1 & GAAATGACATCCTCGT-1 & GAAATGAGTAGCGTTT-1 & GAAATGAGTGTACGCC-1 & GAAATGATCGAGGCTC-1 & GAAATGATCGAGGTAG-1 & GAAATGATCGCACAAT-1 & GAACCGCAGTCGAGCA-1 & GAACCGCAGTGATATG-1 & GAACCGCCACATTCTT-1 & GAACCGCCATCGCTAA-1 & GAACCGCCATCGGCCA-1 & GAACCGCCATGCGCTG-1 & GAACCGCCATTCACCC-1 & GAACCGCGTCCGTGCA-1 & GAACCGCGTCGGCTGT-1 & GAACCGCGTTTGCCAA-1 & GAACCGCTCACATCCC-1 & GAACCGCTCAGCACGC-1 & GAACCGCTCGAGTTAC-1 & GAACCTAAGAGAGGTA-1 & GAACCTAAGAGTCCGA-1 & GAACCTAAGGTTCTCA-1 & GAACCTACATACAACC-1 & GAACCTACATCGCCTT-1 & GAACCTAGTATCGCGC-1 & GAACCTAGTCCGAGCT-1 & GAACCTAGTCCGTCGA-1 & GAACCTAGTTGAATAG-1 & GAACCTATCATCGCAA-1 & GAACCTATCCACGCTT-1 & GAACCTATCCGGCTGA-1 & GAACCTATCGACTATG-1 & GAACCTATCGATAGCT-1 & GAACCTATCGCGCTGA-1 & GAACCTATCTGTAGAC-1 & GAACGTTAGGTACACG-1 & GAACGTTAGTGAGCAC-1 & GAACGTTCATGTGAGG-1 & GAACGTTTCCAGCACG-1 & GAACGTTTCGAGGCTC-1 & GAACTTGAGAAACGCC-1 & GAACTTGAGATGTTGA-1 & GAACTTGAGGGTCCCT-1 & GAACTTGCACGCGACT-1 & GAACTTGCATAGCAGG-1 & GAACTTGGTTTAGACC-1 & GAACTTGTCGATCGCG-1 & GAAGAGCAGCAACTGG-1 & GAAGAGCCAAATGTCC-1 & GAAGAGCCAAGACACG-1 & GAAGAGCCAAGTCCTA-1 & GAAGAGCCAGAGATGC-1 & GAAGAGCCATGGCCCA-1 & GAAGAGCGTGCACCCA-1 & GAAGAGCGTTCCCTTG-1 & GAAGTCTAGATTCCGT-1 & GAAGTCTCAACGCACC-1 & GAAGTCTCAAGGAAGA-1 & GAAGTCTCACCGAAAG-1 & GAAGTCTCACTCCACT-1 & GAAGTCTGTATCATGC-1 & GAAGTCTGTCGGCTGT-1 & GAAGTCTGTGCAACAG-1 & GAAGTCTGTGGTGGTA-1 & GAAGTCTGTTTAGGAA-1 & GAAGTCTTCACATCCC-1 & GAAGTCTTCTTCACTA-1 & GAAGTGGAGACTAGGC-1 & GAAGTGGAGGAGTCTG-1 & GAAGTGGAGTTAGCGG-1 & GAAGTGGCAAGGGAGG-1 & GAAGTGGCAAGTAACA-1 & GAAGTGGCAATTCAGC-1 & GAAGTGGCATAGCCAT-1 & GAAGTGGCATGGGTGA-1 & GAAGTGGGTAACCGAG-1 & GAATCTGAGGTTACAA-1 & GAATCTGCAAACCCTA-1 & GAATCTGCAGTAACCT-1 & GAATCTGCATCCATAG-1 & GAATCTGTCATAGGTC-1 & GACCAATAGAGTCCGA-1 & GACCAATAGGGTCTGA-1 & GACCAATAGTGCTAGG-1 & GACCAATCACTCCACT-1 & GACCAATCAGTAGGCA-1 & GACCAATGTCCGTAGC-1 & GACCAATTCCCGTAGG-1 & GACCAATTCGTTTGAG-1 & GACCCAGAGAACTAAC-1 & GACCCAGAGATATGTG-1 & GACCCAGAGGCAGTAC-1 & GACCCAGCACAGCTTA-1 & GACCCAGGTAGCTGTT-1 & GACCCAGGTCAGTGTT-1 & GACCCAGGTCATTGGT-1 & GACCCAGGTGATGTGG-1 & GACCCAGTCCGGCGAT-1 & GACCCAGTCTCATATC-1 & GACCCAGTCTTGTCAT-1 & GACCGACAGTGAAACT-1 & GACCGACCACTTGCGG-1 & GACCGACTCAGGAATA-1 & GACCGACTCCGATGCG-1 & GACCTTCCAGTTGCAT-1 & GACCTTCGTAGCGTTT-1 & GACCTTCGTGTACGCC-1 & GACCTTCTCAATTCCT-1 & GACCTTCTCCATACGA-1 & GACTAACAGCAACGGT-1 & GACTAACCAGAACTTC-1 & GACTAACCATCGACCG-1 & GACTAACGTATTCACG-1 & GACTAACGTTCAGTAC-1 & GACTAACTCAATGCAC-1 & GACTAACTCCAATCCC-1 & GACTAGTAGAGGTGGG-1 & GACTAGTCAAACCTAC-1 & GACTAGTCAACGTCGC-1 & GACTAGTCAACTTGGT-1 & GACTAGTCACGATATC-1 & GACTAGTCACTCCTCA-1 & GACTAGTCACTTGCGG-1 & GACTAGTCAGCGTCGT-1 & GACTAGTCAGGCATTT-1 & GACTAGTCATTATGGC-1 & GACTAGTGTATCATGC-1 & GACTAGTGTCCGGTAC-1 & GACTAGTGTCTGTGTA-1 & GACTAGTGTGTCCTTC-1 & GACTAGTGTGTCGTGC-1 & GACTAGTGTTGGGAAC-1 & GACTAGTTCGAGGCTC-1 & GACTAGTTCTACATCT-1 & GACTAGTTCTCTGTTA-1 & GAGAACGAGAACGCCA-1 & GAGAACGAGACACTTC-1 & GAGAACGAGACCTATC-1 & GAGAACGAGTCTCCAA-1 & GAGAACGAGTGATCTC-1 & GAGAACGAGTTATGAG-1 & GAGAACGCACGCTCAG-1 & GAGAACGCAGCGTCGT-1 & GAGAACGGTAGTAACA-1 & GAGAACGGTATTCTCT-1 & GAGAACGGTGCCCAGT-1 & GAGAACGGTGCGTCCA-1 & GAGACTTAGAGCAGCT-1 & GAGACTTAGGATCCTT-1 & GAGACTTAGGTTGTGG-1 & GAGACTTCAGCCGAAA-1 & GAGACTTCAGTAACCT-1 & GAGACTTCATTACCTT-1 & GAGACTTGTTCCGCGA-1 & GAGACTTGTTTCGACA-1 & GAGACTTGTTTCGATG-1 & GAGACTTTCAAGGCAG-1 & GAGACTTTCGTTCTAT-1 & GAGACTTTCTATATCC-1 & GAGACTTTCTCATATC-1 & GAGATTCAGACTAGGC-1 & GAGATTCAGCATGATA-1 & GAGATTCAGGATTGAT-1 & GAGATTCAGGCTCCTG-1 & GAGATTCAGTACAGTA-1 & GAGATTCAGTGTAATG-1 & GAGATTCCAAACAGTA-1 & GAGATTCCAACTGCGC-1 & GAGATTCCACTGAAGG-1 & GAGATTCGTACCGGCT-1 & GAGATTCGTACGACCC-1 & GAGATTCGTCAGGCTC-1 & GAGATTCGTCGATAGG-1 & GAGATTCGTCTAAAGA-1 & GAGATTCGTGTGAGGT-1 & GAGATTCTCCATTGAG-1 & GAGATTCTCCTCCAGT-1 & GAGATTCTCTCTGACC-1 & GAGATTCTCTTCAGAG-1 & GAGCATTAGTTCCAGT-1 & GAGCATTCAAGTAATG-1 & GAGCATTCACACATTG-1 & GAGCATTCAGGCAGAT-1 & GAGCATTGTAACACTC-1 & GAGCATTGTCAGAAGC-1 & GAGCATTTCTTGTACT-1 & GAGCGCTAGAGGAACA-1 & GAGCGCTAGATGAGGA-1 & GAGCGCTAGCCATGGA-1 & GAGCGCTAGCGGACTA-1 & GAGCGCTCAACAACTC-1 & GAGCGCTCACTCCTCA-1 & GAGCGCTCACTGATTG-1 & GAGCGCTCATGGGACA-1 & GAGCGCTGTACGGATG-1 & GAGCGCTGTAGATGAT-1 & GAGCGCTGTATCACAC-1 & GAGCGCTGTCCGCTTT-1 & GAGCGCTGTCTGAGCC-1 & GAGCGCTGTGCCCGAT-1 & GAGCGCTGTGGTAGAC-1 & GAGCGCTTCCTAAAGC-1 & GAGCGCTTCGACTTAG-1 & GAGGATGAGTGAAGGA-1 & GAGGATGGTAAAGCTA-1 & GAGGATGGTACGCAAG-1 & GAGGATGGTCAAGACG-1 & GAGGATGGTCCACCAG-1 & GAGGATGGTGTCCCAG-1 & GAGGATGGTTTCCACC-1 & GAGGATGTCCAGGCCA-1 & GAGGATGTCCGCTATC-1 & GAGGATGTCTGGCGCA-1 & GAGGCTCAGAAATCTG-1 & GAGGCTCAGAACGTCG-1 & GAGGCTCAGCTAGTTC-1 & GAGGCTCAGCTATCCA-1 & GAGGCTCAGTTATGAG-1 & GAGGCTCCAGAACTTC-1 & GAGGCTCGTCGCTAGC-1 & GAGGCTCGTGGCCTCA-1 & GAGGCTCGTGTGACCC-1 & GAGGCTCGTGTGTGTT-1 & GAGGCTCTCACTCGTC-1 & GAGGCTCTCAGGATCT-1 & GAGGCTCTCAGTTGAC-1 & GAGGTCCAGAGCTCCC-1 & GAGGTCCGTTCTTTGT-1 & GAGGTCCTCCAACAAC-1 & GAGGTCCTCCACCTAC-1 & GAGGTCCTCGCTACCT-1 & GAGGTCCTCTGGGCGT-1 & GAGTGAGAGCTACGTT-1 & GAGTGAGAGCTGATTC-1 & GAGTGAGAGGGAAATG-1 & GAGTGAGAGTCGTGAG-1 & GAGTGAGCATGGGACA-1 & GAGTGAGGTATCATGC-1 & GAGTGAGGTATGTCCA-1 & GAGTGAGGTCACAGTT-1 & GAGTGAGGTTGTGAGG-1 & GAGTGAGTCCATACGA-1 & GAGTGAGTCGGTCTCT-1 & GAGTGAGTCTGACTTT-1 & GAGTGAGTCTGGTACA-1 & GATCATGAGAAGGGCG-1 & GATCATGAGTGGGACT-1 & GATCATGCAATTGGCT-1 & GATCATGCACCATTCC-1 & GATCATGCACGTTACA-1 & GATCATGCACTCGGAC-1 & GATCATGCAGGCATCC-1 & GATCATGCATGTAGAA-1 & GATCATGGTAAAGGCC-1 & GATCATGGTAATGTGA-1 & GATCATGGTACGGTTT-1 & GATCATGGTAGTCCAT-1 & GATCATGGTATCAGCT-1 & GATCATGGTCTGAGCC-1 & GATCATGGTCTGTCCT-1 & GATCATGGTGGCATAG-1 & GATCATGGTTACGGAG-1 & GATCATGGTTCTCGAA-1 & GATCATGGTTCTGAAC-1 & GATCATGTCAGGAATA-1 & GATCATGTCTCCTTGG-1 & GATCATGTCTGTCGGG-1 & GATCGTAAGATGGGAA-1 & GATCGTAAGCCTGTAT-1 & GATCGTAAGCGCGTTC-1 & GATCGTAAGTGAGCTG-1 & GATCGTACAACTAGAA-1 & GATCGTACATAGAATG-1 & GATCGTACATCCCGGA-1 & GATCGTAGTCAGTGCC-1 & GATCGTAGTCCTCAGG-1 & GATGATCAGCGTTAGG-1 & GATGATCAGGATTAAC-1 & GATGATCCAACTCCCT-1 & GATGATCCAATGCATC-1 & GATGATCCACAATAAG-1 & GATGATCCACCTGGTG-1 & GATGATCCACGACGAA-1 & GATGATCCACGTTACA-1 & GATGATCCACTGGGCT-1 & GATGATCCATATACGC-1 & GATGATCCATTACACG-1 & GATGATCCATTCACCC-1 & GATGATCCATTTAGGC-1 & GATGATCGTACGCAAG-1 & GATGATCGTAGTTTGC-1 & GATGATCGTCAGAGTG-1 & GATGATCGTCGCGCTA-1 & GATGATCGTTTGCCAA-1 & GATGATCGTTTGCCCT-1 & GATGATCTCAGAATGA-1 & GATGATCTCGCTTCAC-1 & GATGATCTCGTTGTAG-1 & GATGATCTCTATACCT-1 & GATGATCTCTGGCCAG-1 & GATGATCTCTTCTTCC-1 & GATGGCCAGCGAGAAA-1 & GATGGCCAGCTGGAGT-1 & GATGGCCAGTATACCC-1 & GATGGCCAGTCTAGAA-1 & GATGGCCGTAGCAGCA-1 & GATGGCCGTCAGCAAG-1 & GATGGCCGTCCGTCGA-1 & GATTAGCAGCTAGTTC-1 & GATTAGCCAAGAAACT-1 & GATTAGCCACTGGGCT-1 & GATTAGCCAGCGCGTT-1 & GATTAGCGTCGCTAGC-1 & GATTAGCGTTCCCGGA-1 & GATTAGCGTTCTACGA-1 & GATTAGCTCCGAATTG-1 & GATTAGCTCCGAGAGA-1 & GATTAGCTCGCATACA-1 & GATTGACAGCAACTGG-1 & GATTGACAGTTAGCAA-1 & GATTGACAGTTGCGCC-1 & GATTGACCAAAGAGAG-1 & GATTGACCAATGATGA-1 & GATTGACCAGGATAGC-1 & GATTGACCAGTTACAC-1 & GATTGACGTAACAATG-1 & GATTGACGTCAGCAAG-1 & GATTGACGTCGCTACG-1 & GATTGACGTGCAAGAC-1 & GATTGACTCCATCTAT-1 & GATTGACTCGAGAAGC-1 & GCAAAGGAGAATCAAC-1 & GCAAAGGAGAGAGTTT-1 & GCAAAGGAGCTGATTC-1 & GCAAAGGCAACGAGGT-1 & GCAAAGGCAACTCGTA-1 & GCAAAGGCAGCAACGA-1 & GCAAAGGCATATACGC-1 & GCAAAGGCATGTCCCT-1 & GCAAAGGCATTCTTTG-1 & GCAAAGGTCAAATGGA-1 & GCAAAGGTCCAGTTAG-1 & GCAAAGGTCGTGGGTC-1 & GCAAAGGTCTATGAGC-1 & GCAAAGGTCTCTATTG-1 & GCAAAGGTCTGTTGCC-1 & GCAACCGAGCTATCCA-1 & GCAACCGCAAGAAACT-1 & GCAACCGCAAGCTTTG-1 & GCAACCGCAGCCGAAA-1 & GCAACCGGTAAACGGC-1 & GCAACCGGTTAGCTCA-1 & GCAACCGGTTCCCAAA-1 & GCAACCGGTTGAATAG-1 & GCAACCGTCGATTACG-1 & GCAACCGTCGCTCTAC-1 & GCAACCGTCTGAGTCA-1 & GCACCTTAGAACTAAC-1 & GCACCTTAGAGAATTC-1 & GCACCTTAGGCTGGAT-1 & GCACCTTAGTCCCTCT-1 & GCACCTTCAACTTGGT-1 & GCACCTTGTAACGTAA-1 & GCACCTTGTAATGCCT-1 & GCACCTTGTCAGACGA-1 & GCACCTTGTCGAGGAT-1 & GCACCTTGTGAGGTCA-1 & GCACCTTTCCAACGCG-1 & GCACCTTTCGAACCGC-1 & GCACCTTTCGACTCGG-1 & GCACCTTTCGAGAAGC-1 & GCACGCAAGCTGAGGT-1 & GCACGCACACAGTTAC-1 & GCACGCACACGACGAA-1 & GCACGCACAGTAAGCG-1 & GCACGCACAGTATACC-1 & GCACGCACATCCGTGG-1 & GCACGCAGTCATAGAA-1 & GCACGCAGTTTAGGAA-1 & GCACGCAGTTTCTACT-1 & GCACGCATCGGAGTTT-1 & GCACGCATCTATTGTC-1 & GCACGGTAGATGGGTC-1 & GCACGGTAGTGAGCTG-1 & GCACGGTCAAATGTCC-1 & GCACGGTCAACACGGA-1 & GCACGGTCACCAAGGA-1 & GCACGGTCACCCATCT-1 & GCACGGTCAGAACAGC-1 & GCACGGTGTCGCGCTA-1 & GCACGGTGTCTGCACG-1 & GCACGGTGTGAATCAA-1 & GCACGGTGTGCGCATC-1 & GCACGGTGTTTCTTAC-1 & GCACGGTGTTTGATCG-1 & GCACGGTTCCAACAAC-1 & GCACGGTTCCGAGAGA-1 & GCACGGTTCGAGTGTT-1 & GCACGGTTCTGTGTGA-1 & GCACGGTTCTTGTACT-1 & GCAGATTAGGATTGAT-1 & GCAGATTAGGTACATA-1 & GCAGATTCACTCGTGG-1 & GCAGATTGTACGCAAG-1 & GCAGATTGTCAACAGG-1 & GCAGATTGTGCATCAT-1 & GCAGATTGTTGCCTGG-1 & GCAGATTTCCTTTGAT-1 & GCAGATTTCGATGTAC-1 & GCAGATTTCTCTGACC-1 & GCAGCCAAGAATAGTC-1 & GCAGCCAAGCAACGGT-1 & GCAGCCAAGGCCTAAG-1 & GCAGCCAAGGGTCCCT-1 & GCAGCCAAGGTTAGTA-1 & GCAGCCACAAGGAACC-1 & GCAGCCACAATGCCAT-1 & GCAGCCAGTCGAGGAT-1 & GCAGCCATCAGAACGG-1 & GCAGCTGAGACAGTGC-1 & GCAGCTGAGATGTTGA-1 & GCAGCTGAGATTCCGT-1 & GCAGCTGAGCAGTAGC-1 & GCAGCTGAGCTGAATA-1 & GCAGCTGAGTATACGA-1 & GCAGCTGCAAACAGTA-1 & GCAGCTGCAAATGCTC-1 & GCAGCTGCACCTACCT-1 & GCAGCTGCATCAACTG-1 & GCAGCTGCATTCACGA-1 & GCAGCTGGTCAAGACG-1 & GCAGCTGGTCGCTAGC-1 & GCAGCTGGTGCAAGAC-1 & GCAGCTGGTGGCCTTG-1 & GCAGCTGTCCCGAAGC-1 & GCAGCTGTCTCCACTG-1 & GCAGCTGTCTCGCGTT-1 & GCATGATAGATGAGGA-1 & GCATGATAGCCAGAAC-1 & GCATGATAGTATACCC-1 & GCATGATCAACGACAG-1 & GCATGATCAATGAAAC-1 & GCATGATGTAGGGTTG-1 & GCATGATGTGATGCGA-1 & GCATGATGTTGGCTAT-1 & GCATTCCAGGAGTAGA-1 & GCATTCCAGTAGTTCC-1 & GCATTCCAGTTAGAGT-1 & GCATTCCCAGCACATT-1 & GCATTCCGTACGGTTT-1 & GCATTCCGTATCTCAG-1 & GCATTCCGTCGACTGC-1 & GCATTCCGTCTAAAGA-1 & GCATTCCGTGAATGTA-1 & GCATTCCGTGCATCAT-1 & GCATTCCGTGTTTCTT-1 & GCATTCCTCAAGGCCC-1 & GCATTCCTCAGGAAGC-1 & GCATTCCTCGCTATAG-1 & GCATTCCTCTGATCCC-1 & GCATTGAAGCATGTGG-1 & GCATTGAAGCGTTGCC-1 & GCATTGAAGGTGAACC-1 & GCATTGACACATCATG-1 & GCATTGACATCAGAAA-1 & GCATTGACATTCTTTG-1 & GCATTGAGTCAGAGTG-1 & GCATTGAGTGCTTCCT-1 & GCATTGATCGATCTTT-1 & GCATTGATCTGAGTCA-1 & GCCAGACCAAATGCTC-1 & GCCAGACCATGGTTTG-1 & GCCAGACGTAATGCCT-1 & GCCAGACGTAGACACG-1 & GCCAGACGTCAGTGTT-1 & GCCAGACGTCTAACCA-1 & GCCAGACGTGAGGTCA-1 & GCCAGACGTGGACCAA-1 & GCCAGACTCTTCCGTG-1 & GCCAGCACAAAGCTTC-1 & GCCAGCACACCCATCT-1 & GCCAGCACACTCGGAC-1 & GCCAGCACAGGCAGAT-1 & GCCAGCACATTTCTTG-1 & GCCAGCATCAATTGGC-1 & GCCAGCATCAGTTGAC-1 & GCCAGCATCCTCCCAA-1 & GCCATAAAGATGGGTC-1 & GCCATAAAGATTGACA-1 & GCCATAAAGTCAGGAC-1 & GCCATAAAGTGAATAC-1 & GCCATAACAAGGAGGG-1 & GCCATAATCTAGCAGT-1 & GCCCAGAAGACCTATC-1 & GCCCAGAAGTATGGGC-1 & GCCCAGACAATGTGTC-1 & GCCCAGACACGCTAAT-1 & GCCCAGACATCGACCG-1 & GCCCAGACATCGGCCA-1 & GCCCAGACATTTGGCA-1 & GCCCAGAGTACAAGCG-1 & GCCCAGAGTACCGGCT-1 & GCCCAGAGTCCAGACC-1 & GCCCAGAGTGTCCAGC-1 & GCCCAGAGTTTCCGGG-1 & GCCCAGATCACTGGTA-1 & GCCCAGATCCGAATTG-1 & GCCCGAAAGAAATACC-1 & GCCCGAAAGTCATACC-1 & GCCCGAAAGTCCGGAA-1 & GCCCGAAAGTTACCAC-1 & GCCCGAACACACATTG-1 & GCCCGAACAGTTACAC-1 & GCCCGAACATCGACCG-1 & GCCCGAACATGGCCGT-1 & GCCCGAACATTCGTCC-1 & GCCCGAAGTGTGTGCC-1 & GCCCGAAGTTGGAGGT-1 & GCCCGAATCCACGAGC-1 & GCCCGAATCGCAAACT-1 & GCCCGAATCGGACGAA-1 & GCCTACTAGATCGATA-1 & GCCTACTAGATTCCGT-1 & GCCTACTAGCGTAGCA-1 & GCCTACTAGCTACGCC-1 & GCCTACTCAAAGGAAG-1 & GCCTACTCAAGGAAGA-1 & GCCTACTCAGAGTCGA-1 & GCCTACTCAGGTGTCC-1 & GCCTACTGTGGACTGA-1 & GCCTACTGTTAGCTCA-1 & GCCTACTTCCATTGAG-1 & GCCTACTTCCGCTCTA-1 & GCCTAGGAGACACTTC-1 & GCCTAGGAGCAACGGT-1 & GCCTAGGAGCGAGAAA-1 & GCCTAGGAGGAATGGA-1 & GCCTAGGAGTAACACA-1 & GCCTAGGCAGTGCTCG-1 & GCCTAGGGTACGGATG-1 & GCCTAGGGTCCGCTTT-1 & GCCTAGGGTCGAGGAT-1 & GCGAGAAAGATGGGAA-1 & GCGAGAAAGCGTGTTT-1 & GCGAGAACAACTACTG-1 & GCGAGAACACCCATCT-1 & GCGAGAAGTAACGGTG-1 & GCGAGAAGTCCAGACC-1 & GCGAGAAGTCGGCTGT-1 & GCGAGAAGTGCATCAT-1 & GCGAGAAGTGCTTGAT-1 & GCGAGAATCACACGTA-1 & GCGAGTCAGTCCGATT-1 & GCGAGTCCACCTGTGG-1 & GCGAGTCCATGATTGC-1 & GCGAGTCGTACCAAGG-1 & GCGAGTCGTATGGTTC-1 & GCGAGTCGTCCCTTTG-1 & GCGAGTCGTCCTATTT-1 & GCGAGTCTCGATAGCT-1 & GCGATCGAGGCAAGGG-1 & GCGATCGAGTTCAAGA-1 & GCGATCGCACACACAT-1 & GCGATCGCAGCGTACC-1 & GCGATCGGTCTGTTGA-1 & GCGATCGTCACCCTTG-1 & GCGATCGTCATGAACC-1 & GCGATCGTCCTGACCT-1 & GCGATCGTCTCTATCA-1 & GCGATTACACCGAAAG-1 & GCGATTAGTAACCGAG-1 & GCGATTAGTAGCTGTT-1 & GCGATTAGTCTGAGCC-1 & GCGATTAGTGGATTCT-1 & GCGATTATCGAGTGTT-1 & GCGATTATCGCAAGCC-1 & GCGATTATCGGCATAT-1 & GCGCATGAGCGTTGCC-1 & GCGCATGCAAGTAACA-1 & GCGCATGCATGCGACC-1 & GCGCATGTCCGTCAAA-1 & GCGCATGTCGATGTAC-1 & GCGCATGTCTCTCAAT-1 & GCGCATGTCTGATCCC-1 & GCGCATGTCTTACTCA-1 & GCGCCAAAGAGCTACG-1 & GCGCCAAAGGATCCTT-1 & GCGCCAAAGGCACTAG-1 & GCGCCAAAGTTGTCCA-1 & GCGCCAACAGCGCGTT-1 & GCGCCAACATAAAGTG-1 & GCGCCAACATTCGTCC-1 & GCGCCAAGTATGGATA-1 & GCGCCAAGTCCGTAGC-1 & GCGCCAAGTCTGATTG-1 & GCGCCAAGTCTGGTCG-1 & GCGCCAATCAGGTCTA-1 & GCGCCAATCCGCTATC-1 & GCGCCAATCCGGGCAT-1 & GCGCCAATCGCTAGTA-1 & GCGCCAATCTCTATCA-1 & GCGCCAATCTGAACGT-1 & GCGCCAATCTGGCGCA-1 & GCGGAAAAGACGTCAG-1 & GCGGAAACACAGATGG-1 & GCGGAAACAGACCTGC-1 & GCGGAAACAGTGGTCC-1 & GCGGAAACATAGAATG-1 & GCGGAAAGTATCACAC-1 & GCGGAAATCGCCCTTA-1 & GCGGAAATCTCAGATG-1 & GCGGGTTAGATTGACA-1 & GCGGGTTAGCACACCC-1 & GCGGGTTAGGTAGGAA-1 & GCGGGTTAGTCTCGAT-1 & GCGGGTTAGTGAACCG-1 & GCGGGTTCAACGACAG-1 & GCGGGTTCAAGGACCA-1 & GCGGGTTCACACGGTC-1 & GCGGGTTCACCATTCC-1 & GCGGGTTCACTCAGCG-1 & GCGGGTTCAGGATAGC-1 & GCGGGTTGTAGAGAGA-1 & GCGGGTTGTCAAACAA-1 & GCGGGTTGTCAGGCTC-1 & GCGGGTTTCACTGGTA-1 & GCGGGTTTCAGTACAC-1 & GCGGGTTTCTCTTCTC-1 & GCGGGTTTCTTCGTTA-1 & GCGGTGTCATAGACGG-1 & GCGGTGTCATCGGCCA-1 & GCGGTGTGTGCACATT-1 & GCGGTGTGTTGCAGAG-1 & GCGGTGTTCGACTGGC-1 & GCGTAGCAGATCGCCC-1 & GCGTAGCAGTGCAACG-1 & GCGTAGCCACAAACAA-1 & GCGTAGCCACACACCG-1 & GCGTAGCCACTTGCGG-1 & GCGTAGCGTACCTATG-1 & GCGTAGCGTCGCTAGC-1 & GCGTAGCGTGTGACCC-1 & GCGTAGCTCACGATTG-1 & GCGTAGCTCACGTGTA-1 & GCGTAGCTCGCTACCT-1 & GCGTAGCTCTACTTTG-1 & GCGTTGGAGAGCTGTG-1 & GCGTTGGAGATGGGTC-1 & GCGTTGGCAAGCGTCC-1 & GCGTTGGGTAGATTAG-1 & GCGTTGGGTCACTCTC-1 & GCGTTGGGTGGTACTT-1 & GCGTTGGGTGTAGGAC-1 & GCGTTGGGTTTGTAGC-1 & GCTCACTAGAGTGGAA-1 & GCTCACTAGGTCTTGT-1 & GCTCACTAGTCAACTC-1 & GCTCACTAGTCTTAGC-1 & GCTCACTAGTTACCAC-1 & GCTCACTAGTTAGCAA-1 & GCTCACTCAAATTCCG-1 & GCTCACTCAAGCAGGT-1 & GCTCACTCAGGGTACA-1 & GCTCACTCATCTCACC-1 & GCTCACTGTAGTATCC-1 & GCTCACTGTTGTATCG-1 & GCTCACTTCCACTAGA-1 & GCTCACTTCGTCCCTA-1 & GCTCACTTCTCCAACC-1 & GCTCAGGAGAGGTCCA-1 & GCTCAGGAGATTCCGT-1 & GCTCAGGAGCAGAGCT-1 & GCTCAGGAGGTAGGAA-1 & GCTCAGGCAAACAGTA-1 & GCTCAGGCAAGGGAGG-1 & GCTCAGGCACGTTGTA-1 & GCTCAGGGTAACTCCA-1 & GCTCAGGGTGTCCCAG-1 & GCTCAGGGTTACGAAA-1 & GCTCAGGTCAATTCCT-1 & GCTCAGGTCAGTCTTT-1 & GCTCAGGTCGCGTGAC-1 & GCTCAGGTCTATCTCA-1 & GCTCCTAAGAATAGTC-1 & GCTCCTAAGACAGTGC-1 & GCTCCTAAGCGCATTT-1 & GCTCCTAAGGTACATA-1 & GCTCCTACAACAAACA-1 & GCTCCTACAAGGAACC-1 & GCTCCTACAGAGTCGA-1 & GCTCCTACAGTCAGAG-1 & GCTCCTACATTTGGTG-1 & GCTCCTAGTAACGGAC-1 & GCTCCTAGTACTTCGA-1 & GCTCCTAGTATCTCAG-1 & GCTCCTAGTGGCCTCA-1 & GCTCCTAGTTTGCGAT-1 & GCTCCTATCCAGAATC-1 & GCTCGAGAGCTGAATA-1 & GCTCGAGAGTTGCGCC-1 & GCTCGAGCAATGTGTC-1 & GCTCGAGCAGTCCTGG-1 & GCTCGAGCATCGCTAA-1 & GCTCGAGCATTGAACC-1 & GCTCGAGTCATTGCCC-1 & GCTCGAGTCGCGTTCT-1 & GCTCGAGTCGTATAGC-1 & GCTCGAGTCTTGTGCC-1 & GCTGAGCAGCACGTAG-1 & GCTGAGCAGGATTAAC-1 & GCTGAGCAGGTTAGTA-1 & GCTGAGCAGTCTGCTA-1 & GCTGAGCGTAGACACG-1 & GCTGAGCGTATTCACG-1 & GCTGAGCGTCAGTGTT-1 & GCTGAGCGTCTAACCA-1 & GCTGAGCGTCTGTGTA-1 & GCTGAGCGTTCCATCC-1 & GCTGAGCTCAGTGGTT-1 & GCTGCGAAGATCCGAG-1 & GCTGCGAAGCGTCTGC-1 & GCTGCGAAGTATCTGC-1 & GCTGCGAAGTTTGGAA-1 & GCTGCGACACGATATC-1 & GCTGCGACACTGTCGG-1 & GCTGCGAGTAACGTAA-1 & GCTGCGAGTATCTGCA-1 & GCTGCGAGTCAGAGTG-1 & GCTGCGAGTGCGTTTA-1 & GCTGTTCAGACCGCAA-1 & GCTGTTCCAACTCCCT-1 & GCTGTTCCAAGATGCG-1 & GCTGTTCCAATGCATC-1 & GCTGTTCCACAATAAG-1 & GCTGTTCCACGACGAA-1 & GCTGTTCCACGCGCAT-1 & GCTGTTCCACGTTACA-1 & GCTGTTCCATACTGCA-1 & GCTGTTCCATATACGC-1 & GCTGTTCCATTACACG-1 & GCTGTTCCATTCACCC-1 & GCTGTTCCATTTAGGC-1 & GCTGTTCGTGGACGAT-1 & GCTGTTCTCCTTACGC-1 & GCTTAAGAGAGGAATG-1 & GCTTAAGAGATCTAAG-1 & GCTTAAGAGATGTTCC-1 & GCTTAAGAGGGCGAAG-1 & GCTTAAGAGGGTGTTG-1 & GCTTAAGCAACATAAG-1 & GCTTAAGCAATGTAAG-1 & GCTTAAGCACGCGATC-1 & GCTTAAGCACGCTCAG-1 & GCTTAAGCATCATCGA-1 & GCTTAAGTCAGCCGGT-1 & GCTTAAGTCCGTCAAA-1 & GCTTAAGTCTTGGCCT-1 & GCTTGCTAGGTCGGTA-1 & GCTTGCTAGTAACATG-1 & GCTTGCTAGTGAGCAC-1 & GCTTGCTCAAGGACCA-1 & GCTTGCTGTCATAGAA-1 & GCTTGCTTCAGTTGAC-1 & GCTTGCTTCCCAGCAG-1 & GCTTGCTTCTCCCTTT-1 & GCTTGCTTCTGATCCC-1 & GCTTTCGAGCGCATTT-1 & GCTTTCGAGGACCGAT-1 & GCTTTCGAGGGACGTT-1 & GCTTTCGAGTCTTAGC-1 & GCTTTCGAGTTGCGCC-1 & GCTTTCGCAACGGACA-1 & GCTTTCGGTAGCTGTT-1 & GCTTTCGGTGAGGTCA-1 & GCTTTCGTCAGAGTGG-1 & GGAACCCCAAACTACC-1 & GGAACCCGTACCTATG-1 & GGAACCCGTCTCTGCT-1 & GGAACCCGTCTCTGGG-1 & GGAACCCGTTTGAAGA-1 & GGAACCCTCACGTGTA-1 & GGAACCCTCAGTAGTC-1 & GGAACCCTCCTTGACC-1 & GGAACCCTCTATCTAC-1 & GGAACTTAGAGTGGAA-1 & GGAACTTAGCGTTGCC-1 & GGAACTTAGTCATACC-1 & GGAACTTAGTGCCCTG-1 & GGAACTTAGTTACCAC-1 & GGAACTTAGTTATGAG-1 & GGAACTTCAAATAGTG-1 & GGAACTTCAAGGGTAC-1 & GGAACTTCAATAGCGG-1 & GGAACTTCAATGATGA-1 & GGAACTTCACGATATC-1 & GGAACTTCACTCAGCG-1 & GGAACTTCATTCTTTG-1 & GGAACTTGTGTGCGTC-1 & GGAATCTAGCTACGTT-1 & GGAATCTAGGGTGTTG-1 & GGAATCTAGGTACACG-1 & GGAATCTAGGTTAGTA-1 & GGAATCTAGTAGTCGG-1 & GGAATCTAGTCAACTC-1 & GGAATCTAGTCCCTCT-1 & GGAATCTAGTGTCGCC-1 & GGAATCTCAAGGAGGG-1 & GGAATCTCAAGGGTAC-1 & GGAATCTCAGGTAGGT-1 & GGAATCTGTCGATAGG-1 & GGAATCTTCGATGCAT-1 & GGAATCTTCGCGTTCT-1 & GGAATCTTCGTGGTAT-1 & GGAATCTTCTCGTGAA-1 & GGACACCAGACAACGC-1 & GGACACCAGGCTGGAT-1 & GGACACCCATATTGGC-1 & GGACACCCATGGCCTG-1 & GGACACCCATGGTATC-1 & GGACACCGTCCATTGA-1 & GGACACCGTTGAAGCG-1 & GGACACCTCAAGGCAG-1 & GGACACCTCAGTGTAC-1 & GGACACCTCCAGAGAG-1 & GGACACCTCCTCCTGA-1 & GGAGAACAGGCAAGGG-1 & GGAGAACCAAGGCTTT-1 & GGAGAACCACCAAGGA-1 & GGAGAACCAGCACATT-1 & GGAGAACCAGCAGGTA-1 & GGAGAACCATCAGAAA-1 & GGAGAACCATCATCGA-1 & GGAGAACGTCCAGACC-1 & GGAGAACGTTATGCAC-1 & GGAGAACTCACATTCT-1 & GGAGAACTCCATACGA-1 & GGAGAACTCGTCGCAG-1 & GGAGAACTCTTAGTGG-1 & GGAGGATAGAGTGGTC-1 & GGAGGATAGCTTTCCC-1 & GGAGGATAGGTTCGTT-1 & GGAGGATCACAAACAA-1 & GGAGGATCACAATAAG-1 & GGAGGATCAGTAGTTC-1 & GGAGGATCATATACGC-1 & GGAGGATGTTACTACG-1 & GGAGGATTCTATACCT-1 & GGAGGATTCTTGGCCT-1 & GGAGTAGAGAGCCTGA-1 & GGAGTAGAGAGGTACC-1 & GGAGTAGCACGATTAC-1 & GGAGTAGCAGTAAGCG-1 & GGAGTAGGTAGCTGTT-1 & GGAGTAGGTGCTAGTT-1 & GGAGTAGGTGGACTGA-1 & GGAGTAGTCTGGTACA-1 & GGATAGGAGACCGCAA-1 & GGATAGGAGGCAGTGT-1 & GGATAGGAGTCGACCC-1 & GGATAGGCACGCTGTG-1 & GGATAGGCATGTATCG-1 & GGATAGGTCAGTTGAC-1 & GGATAGGTCTGCCGAG-1 & GGATAGGTCTGTTTAC-1 & GGATGAGAGACTAGCG-1 & GGATGAGCAAAGCATA-1 & GGATGAGCACTCCACT-1 & GGATGAGCACTCGGAC-1 & GGATGAGCACTGGGCT-1 & GGATGAGCAGACCTGC-1 & GGATGAGCAGGCAGAT-1 & GGATGAGCAGTGGTCC-1 & GGATGAGCATTACTCT-1 & GGATGAGGTCCAACCG-1 & GGATGAGGTGATAGAT-1 & GGATGAGGTGGACTGA-1 & GGATGAGTCAGGTCTA-1 & GGATGAGTCGCCACTT-1 & GGCACGTAGAATACTG-1 & GGCACGTAGGCGCTTC-1 & GGCACGTAGTAGGTCG-1 & GGCACGTAGTATGGGC-1 & GGCACGTAGTCAACTC-1 & GGCACGTCACCACAGC-1 & GGCACGTCATGCACTA-1 & GGCACGTCATTGATGC-1 & GGCACGTTCGACTTAG-1 & GGCACGTTCGATAGTC-1 & GGCACGTTCGATTACG-1 & GGCACGTTCTTTGCAT-1 & GGCATTAAGAACGTTA-1 & GGCATTAAGCAAGGTC-1 & GGCATTAAGCATTGGG-1 & GGCATTAAGCGTAGCA-1 & GGCATTAAGTAGGTCG-1 & GGCATTACAAGGCGTA-1 & GGCATTACACACACCG-1 & GGCATTACACTCAAGT-1 & GGCATTACATCATGTG-1 & GGCATTAGTAGACGCA-1 & GGCATTAGTCGCGCTA-1 & GGCATTAGTCTGAGCC-1 & GGCATTAGTGCGCATC-1 & GGCATTAGTTATCGAC-1 & GGCATTAGTTTCTCTA-1 & GGCATTATCAAACCAC-1 & GGCATTATCAGCCGGT-1 & GGCATTATCCTTTGAT-1 & GGCGAAAAGAGTTCGG-1 & GGCGAAAAGTGCACAG-1 & GGCGAAAAGTTAGCGG-1 & GGCGAAAAGTTTGGAA-1 & GGCGAAACAAGACTTC-1 & GGCGAAACAATGGTCT-1 & GGCGAAACACGTTGTA-1 & GGCGAAACACTAAACC-1 & GGCGAAACAGCCGAAA-1 & GGCGAAAGTTTGCCCT-1 & GGCGAAATCGATGCAT-1 & GGCGAAATCGTGAACT-1 & GGCGAAATCTGGACAT-1 & GGCGTTGAGCAGAGCT-1 & GGCGTTGAGCTGAAAT-1 & GGCGTTGAGTAACACA-1 & GGCGTTGAGTGCACAG-1 & GGCGTTGCAGTGCGTC-1 & GGCGTTGGTGAGAGTC-1 & GGCGTTGTCCGTCAAA-1 & GGCGTTGTCGTATAGC-1 & GGGAACAAGAACGCCA-1 & GGGAACAAGCAACTGG-1 & GGGAACACAATCCATG-1 & GGGAACAGTGTCCAGC-1 & GGGAACAGTTCTTATC-1 & GGGACCTAGATTGACA-1 & GGGACCTAGGATATCA-1 & GGGACCTAGTCTGGGA-1 & GGGACCTCACACATGT-1 & GGGACCTCATCGCTAA-1 & GGGACCTGTAAGGTCG-1 & GGGACCTGTTTAGAAG-1 & GGGACCTTCGTCGCAG-1 & GGGCCATAGACACTTC-1 & GGGCCATCAATAGCGG-1 & GGGCCATGTAGCAGCA-1 & GGGCCATGTATACGCT-1 & GGGCCATGTTAGGAAT-1 & GGGCCATTCTCTGTTA-1 & GGGCCATTCTGAGTAC-1 & GGGTCTGAGAGGAATG-1 & GGGTCTGAGTTCAAGA-1 & GGGTCTGAGTTGACAA-1 & GGGTCTGCACGTTACA-1 & GGGTCTGCACTCGTGG-1 & GGGTCTGCACTGCTCT-1 & GGGTCTGCAGATACAA-1 & GGGTCTGGTACGCCCA-1 & GGGTCTGGTATGGGTG-1 & GGGTCTGGTTCCGGCA-1 & GGGTCTGGTTGTGACT-1 & GGGTCTGGTTTAAGCC-1 & GGGTCTGTCGCGCTGA-1 & GGGTGTCAGACGAAAG-1 & GGGTGTCAGACTTCCA-1 & GGGTGTCCAGCAAACG-1 & GGGTGTCCATAGGCGA-1 & GGGTGTCCATGACTGT-1 & GGGTGTCCATGCACTA-1 & GGGTGTCCATGGGAAC-1 & GGGTGTCGTACCCATA-1 & GGGTGTCGTTTCTCTA-1 & GGGTGTCTCCAGGTCG-1 & GGGTGTCTCCCGGGTA-1 & GGGTGTCTCTTACGGA-1 & GGGTTATAGGGAGATA-1 & GGGTTATAGGGTCTGA-1 & GGGTTATCAGATGGCA-1 & GGGTTATGTCAGACGA-1 & GGGTTATGTGTTGTTG-1 & GGGTTATTCGCCTTAC-1 & GGTACCGAGAAAGCAG-1 & GGTACCGAGGCAGTAC-1 & GGTACCGAGTCAGCCC-1 & GGTACCGCAGAGTCGA-1 & GGTACCGCAGTCAGAG-1 & GGTACCGGTAGTATCC-1 & GGTACCGGTCAAACAA-1 & GGTACCGGTTAGCTCA-1 & GGTACCGGTTATCGAC-1 & GGTACCGTCTGTTTAC-1 & GGTAGGAAGAGGAATG-1 & GGTAGGAAGTAGTGTA-1 & GGTAGGAAGTGAGCTG-1 & GGTAGGACAGGCTACC-1 & GGTAGGATCACGATTG-1 & GGTAGGATCCCAATAG-1 & GGTCATAAGAGCGAAA-1 & GGTCATAAGCCCATGC-1 & GGTCATAAGGCACTAG-1 & GGTCATAAGTACGCGA-1 & GGTCATAAGTGTCGCC-1 & GGTCATACAAACCTAC-1 & GGTCATACACCGTCTT-1 & GGTCATACACCTGAAT-1 & GGTCATAGTCGTAATC-1 & GGTCATATCAATGCAC-1 & GGTCATATCCTCTCTT-1 & GGTCATATCGCAAACT-1 & GGTGAAGAGAACGTCG-1 & GGTGAAGCAAACGACG-1 & GGTGAAGCAAGTCTCA-1 & GGTGAAGCACGCTCAG-1 & GGTGAAGCATCGACCG-1 & GGTGAAGCATTACACG-1 & GGTGAAGGTCAAACAA-1 & GGTGAAGGTCAGCAAG-1 & GGTGAAGGTGCTTGAT-1 & GGTGAAGTCCCGTAGG-1 & GGTGAAGTCGATCTTT-1 & GGTGCTGAGCTATCGT-1 & GGTGCTGAGTACGCGA-1 & GGTGCTGAGTCTGTGT-1 & GGTGCTGAGTGAGTGC-1 & GGTGCTGAGTGTCGCC-1 & GGTGCTGCAAACCCTA-1 & GGTGCTGCAAGTAACA-1 & GGTGCTGCACTCGGAC-1 & GGTGCTGCAGTAACGG-1 & GGTGCTGCATAAAGTG-1 & GGTGCTGGTCCAAGAG-1 & GGTGCTGGTGCCCGAT-1 & GGTGCTGGTGCGTCCA-1 & GGTGCTGGTGTCCTTC-1 & GGTGCTGGTTCATTTC-1 & GGTGCTGGTTCCATCC-1 & GGTGCTGTCAAATGGA-1 & GGTGCTGTCAGAGTGG-1 & GGTGCTGTCGACTGGC-1 & GGTGCTGTCGGGAAAC-1 & GGTGCTGTCGGTTAGT-1 & GGTGCTGTCTTAACGG-1 & GGTGTCGAGAGAGTTT-1 & GGTGTCGAGCTCGGCT-1 & GGTGTCGAGGATATCA-1 & GGTGTCGAGGTAGGAA-1 & GGTGTCGCACCTACCT-1 & GGTGTCGGTACGCAAG-1 & GGTGTCGGTCAACAGG-1 & GGTGTCGGTTGCCTGG-1 & GGTGTCGGTTGGCTTA-1 & GGTGTCGTCACTAGGT-1 & GGTGTCGTCGGTTCCT-1 & GGTTGCGAGAACAGGA-1 & GGTTGCGAGTTCCCGG-1 & GGTTGCGCAACTGCGC-1 & GGTTGCGCATGTGGGA-1 & GGTTGCGGTCAACTAC-1 & GGTTGCGGTGATAACA-1 & GGTTGCGTCAATTGGC-1 & GGTTGCGTCCACGAGC-1 & GGTTGCGTCCTCCAGT-1 & GGTTGCGTCTGAGTCA-1 & GTAATCGAGCGTAGCA-1 & GTAATCGAGGCAGTGT-1 & GTAATCGAGTCCCTCT-1 & GTAATCGCAAACCCTA-1 & GTAATCGCAATGGCAG-1 & GTAATCGCACAGCTTA-1 & GTAATCGCACATTCTT-1 & GTAATCGGTAGCGTTT-1 & GTAATCGGTGCTGTCG-1 & GTAATCGGTTATGCAC-1 & GTAATCGGTTCAGAAA-1 & GTAATCGTCAAACCCA-1 & GTAATCGTCTGTGTCC-1 & GTAATCGTCTTTCGAT-1 & GTACTTTAGCCTGTAT-1 & GTACTTTAGGCACTAG-1 & GTACTTTCAACGTCCG-1 & GTACTTTCACATCATG-1 & GTACTTTCAGTGGTCC-1 & GTACTTTGTACCGGCT-1 & GTACTTTTCAGCCGGT-1 & GTACTTTTCCCGGGTA-1 & GTACTTTTCTCGCGGA-1 & GTAGACTAGAGGTCCA-1 & GTAGACTAGTCAGGAC-1 & GTAGACTAGTCCGGAA-1 & GTAGACTAGTGGGACT-1 & GTAGACTCAATGATGA-1 & GTAGACTCATTGTTCT-1 & GTAGACTGTAGGTAAT-1 & GTAGACTGTCATTGGT-1 & GTAGACTGTCCTTATT-1 & GTAGACTGTTATGCAC-1 & GTAGACTGTTCTCGAA-1 & GTAGACTTCCAATAGC-1 & GTAGACTTCCATCGAA-1 & GTAGGAGAGAGGCAGG-1 & GTAGGAGAGCCATCAT-1 & GTAGGAGCAAGAAACT-1 & GTAGGAGGTAATGCAA-1 & GTAGGAGGTGCGCTCA-1 & GTAGGAGTCACTAGGT-1 & GTAGGAGTCCTGAAAC-1 & GTAGGAGTCGATGCAT-1 & GTAGGAGTCTCAGATG-1 & GTAGTACAGCTACGTT-1 & GTAGTACAGTCATACC-1 & GTAGTACCAAGTCTCA-1 & GTAGTACCACGGTGTC-1 & GTAGTACCATGCGACC-1 & GTAGTACCATTTAGGC-1 & GTAGTACTCGATATGC-1 & GTAGTACTCGTTGTAG-1 & GTCACAAAGACGCCCT-1 & GTCACAAAGATCGCCC-1 & GTCACAAAGCCTGGTC-1 & GTCACAAAGTCAACTC-1 & GTCACAAAGTCGTACT-1 & GTCACAACACAAACAA-1 & GTCACAACACTGGGCT-1 & GTCACAACATCGACGC-1 & GTCACAACATGGATGG-1 & GTCACAAGTATTGTGC-1 & GTCACAATCATACTTC-1 & GTCACAATCGGGCTCA-1 & GTCACAATCGTGGTAT-1 & GTCACCTAGTCAACTC-1 & GTCACCTCAAGCAGGT-1 & GTCACCTGTATGCTAC-1 & GTCACCTGTATGGTTC-1 & GTCACCTGTATTGTGC-1 & GTCACCTGTCTCTGGG-1 & GTCACCTGTTAACCAC-1 & GTCACGGAGACCTATC-1 & GTCACGGAGCTCGGCT-1 & GTCACGGCAGCAATGG-1 & GTCACGGCATGTGGGA-1 & GTCACGGGTAATGCCT-1 & GTCACGGGTGAGGTCA-1 & GTCACGGTCTGTTTAC-1 & GTCACTCAGACCCTAT-1 & GTCACTCAGAGGTGGG-1 & GTCACTCAGCTCCATA-1 & GTCACTCAGGAGGCGA-1 & GTCACTCAGGATTGAT-1 & GTCACTCAGGGCTTCC-1 & GTCACTCAGGGTAATT-1 & GTCACTCAGTCATACC-1 & GTCACTCCAAGCTTTG-1 & GTCACTCGTTCCTATT-1 & GTCACTCGTTGCTTGA-1 & GTCACTCTCAATGCAC-1 & GTCACTCTCACCCTTG-1 & GTCACTCTCAGGATCT-1 & GTCACTCTCAGGCGCT-1 & GTCACTCTCCAACAAC-1 & GTCACTCTCCCGTAGG-1 & GTCACTCTCCTTACGC-1 & GTCACTCTCGATAGGG-1 & GTCACTCTCGGGAAAC-1 & GTCCATCAGTCGCCTG-1 & GTCCATCAGTTCGCGC-1 & GTCCATCCACAAACGG-1 & GTCCATCCATTACTTC-1 & GTCCATCCATTGTTCT-1 & GTCCATCCATTTGGTG-1 & GTCCATCGTATTCGCA-1 & GTCCATCGTCCTATTT-1 & GTCCATCGTTCAGTAC-1 & GTCCATCGTTGGTAAA-1 & GTCCATCTCACTGATG-1 & GTCCATCTCAGAACGG-1 & GTCCATCTCAGTACAC-1 & GTCCATCTCCACGCTT-1 & GTCCATCTCCATAACG-1 & GTCCATCTCTCTGCAC-1 & GTCCATCTCTCTGTTA-1 & GTCCATCTCTGATCCC-1 & GTCGTAAAGAAGACTT-1 & GTCGTAAAGAGCGAAA-1 & GTCGTAAAGGCTTTAC-1 & GTCGTAACAACAAACA-1 & GTCGTAACACAGTTAC-1 & GTCGTAACACCCTTTG-1 & GTCGTAAGTAGGTAAT-1 & GTCGTAATCACATCCC-1 & GTCTACCAGAGCAGCT-1 & GTCTACCAGGATCCTT-1 & GTCTACCAGTTAGCAA-1 & GTCTACCCAACGAGGT-1 & GTCTACCCAATGTAAG-1 & GTCTACCCACTCAAGT-1 & GTCTACCGTCTGGTCG-1 & GTCTACCGTGTGCTTA-1 & GTCTACCGTTTAGACC-1 & GTCTACCTCCCGTAGG-1 & GTCTACCTCGAGAACG-1 & GTCTACCTCTGAGTAC-1 & GTCTACCTCTTCACTA-1 & GTGACATAGGTAAGCC-1 & GTGACATCAAGGAGGG-1 & GTGACATCACAGCTTA-1 & GTGACATCACGTACAT-1 & GTGACATCACGTTACA-1 & GTGACATCAGAAGTGC-1 & GTGACATCAGATTAAG-1 & GTGACATCAGCAACAG-1 & GTGACATCAGGCAAGT-1 & GTGACATCATCATGTG-1 & GTGACATCATGCGCTG-1 & GTGACATGTGAGGTCA-1 & GTGACATGTTTAGAAG-1 & GTGACATTCTTAACGG-1 & GTGATCAAGGACCGAT-1 & GTGATCACAAGCAACG-1 & GTGATCACAGTATACC-1 & GTGATCAGTTCCAATG-1 & GTGATCATCAGTTGAC-1 & GTGATCATCCAGGTAT-1 & GTGATCATCCGTGCAG-1 & GTGCACGAGAGGAACA-1 & GTGCACGAGGCAAGCT-1 & GTGCACGCAAGTCCTA-1 & GTGCACGCAATCAGGG-1 & GTGCACGCACCGTCTT-1 & GTGCACGCAGTAGGCA-1 & GTGCACGCAGTGCGTC-1 & GTGCACGCATCGACCG-1 & GTGCACGGTAAACGGC-1 & GTGCACGGTACGTAAA-1 & GTGCACGGTACTAGAA-1 & GTGCACGGTATCAGCT-1 & GTGCACGGTGTTGTTG-1 & GTGCACGGTTCCTGTC-1 & GTGCACGGTTTGAAGA-1 & GTGCACGTCGCCAGAC-1 & GTGCCAGAGCGCGTTC-1 & GTGCCAGAGGTAGGAA-1 & GTGCCAGCATTCACGA-1 & GTGCCAGGTCAGAAAT-1 & GTGCCAGGTTCAGTAC-1 & GTGCCAGTCCCATAGA-1 & GTGCCAGTCGGTTCCT-1 & GTGCTGGAGAATATCG-1 & GTGCTGGAGAGGTCCA-1 & GTGCTGGAGCATGATA-1 & GTGCTGGAGTTCTCCC-1 & GTGCTGGCAAACGTTC-1 & GTGCTGGCAACGCAAG-1 & GTGCTGGCAGTAACGG-1 & GTGCTGGCATCCCTTG-1 & GTGCTGGGTAGTCCAT-1 & GTGCTGGGTGGACGAT-1 & GTGCTGGGTTCTGAGT-1 & GTGCTGGTCACGTGTA-1 & GTGCTGGTCACTAGGT-1 & GTGCTGGTCGCGGCAT-1 & GTGCTGGTCTTCATAC-1 & GTGGATTAGAGCCACA-1 & GTGGATTCACGATTAC-1 & GTGGATTCATAGCCGC-1 & GTGGATTCATTCACCC-1 & GTGGATTGTAACGGAC-1 & GTGGATTGTAGTATCC-1 & GTGGATTGTTAGGAGC-1 & GTGGATTTCAGGAATA-1 & GTGGATTTCCTAGAGT-1 & GTGGATTTCTAGCAAC-1 & GTGGATTTCTCCTTGG-1 & GTGGATTTCTGTCGGG-1 & GTGGCGTAGAACTCCT-1 & GTGGCGTCAGATAAGT-1 & GTGGCGTCAGCGTGAA-1 & GTGGCGTGTATATGGA-1 & GTGGCGTGTCGATTAC-1 & GTGGCGTGTGCAAGCA-1 & GTGGCGTTCAAAGTAG-1 & GTGGCGTTCCAAACCA-1 & GTGTCAAGTAACTCCA-1 & GTGTCAAGTGCAACAG-1 & GTGTCAAGTGCTAGTT-1 & GTGTCAAGTGGACTGA-1 & GTGTCAATCCACTAGA-1 & GTGTCAATCCCACTAC-1 & GTGTCAATCGGTCGAC-1 & GTGTCAATCGTCAACA-1 & GTGTCAATCTCCAACC-1 & GTGTCAATCTCTTCTC-1 & GTGTCCTAGTCGAGCA-1 & GTGTCCTCAAACCCTA-1 & GTGTCCTCAAGCGTCC-1 & GTGTCCTCACACATGT-1 & GTGTCCTCACATATCG-1 & GTGTCCTCAGTGGTCC-1 & GTGTCCTGTCAACGGA-1 & GTGTCCTGTTACCCAA-1 & GTGTCCTTCAATGCAC-1 & GTGTCCTTCCATCGAA-1 & GTGTCCTTCCCAGCAG-1 & GTGTGATAGATCGATA-1 & GTGTGATAGGGTCCCT-1 & GTGTGATCAAGTAACA-1 & GTGTGATGTAAACGTA-1 & GTGTGATGTAGCGGTA-1 & GTGTGATGTATTCTTC-1 & GTGTGATGTCCCTAAA-1 & GTGTGATGTTTGTACG-1 & GTGTGATTCCCAGCAG-1 & GTGTGATTCGATGTAC-1 & GTTACGAAGACCAATA-1 & GTTACGAAGAGATTAC-1 & GTTACGAAGATGCGAC-1 & GTTACGAAGCAGAAAG-1 & GTTACGAAGCTAGCAG-1 & GTTACGAAGTGAACCG-1 & GTTACGAAGTTACACC-1 & GTTACGACACATGATC-1 & GTTACGACAGGTAGCA-1 & GTTACGACATTGAACC-1 & GTTACGATCAAAGTAG-1 & GTTACGATCAAGAGGC-1 & GTTACGATCTCTGCGT-1 & GTTACTTAGCATGATA-1 & GTTACTTAGTACAGTA-1 & GTTACTTCACGAACGA-1 & GTTACTTCAGCAACAG-1 & GTTACTTCATGGTTTG-1 & GTTACTTGTAGCGTTT-1 & GTTACTTGTGTACGCC-1 & GTTACTTTCATCGCCT-1 & GTTACTTTCCAGAATC-1 & GTTACTTTCCTCCAGT-1 & GTTATGGAGGAGGCGA-1 & GTTATGGAGGTAAGCC-1 & GTTATGGCACCTATTT-1 & GTTATGGCATTCACCC-1 & GTTATGGGTCTGGGAA-1 & GTTATGGTCAACGTGT-1 & GTTATGGTCATACTTC-1 & GTTATGGTCGCACCGA-1 & GTTATTCAGTCTCGAT-1 & GTTATTCCACCACCAG-1 & GTTATTCCAGTGCTCG-1 & GTTATTCGTCGTCGCA-1 & GTTATTCTCAGGAATA-1 & GTTATTCTCCAGTTAG-1 & GTTATTCTCGGTACTA-1 & GTTATTCTCTTAATCC-1 & GTTCAAGAGATGGCAC-1 & GTTCAAGAGCCATTCA-1 & GTTCAAGAGCTTTCCC-1 & GTTCAAGAGGGAGATA-1 & GTTCAAGCAAATAGTG-1 & GTTCAAGCAAGCCAGA-1 & GTTCAAGCACAGGAAC-1 & GTTCAAGGTGCACCCA-1 & GTTCAAGGTTCTTTGT-1 & GTTCAAGTCCAAGAGG-1 & GTTCAAGTCCCACTTG-1 & GTTCAAGTCGAGGTCC-1 & GTTCAAGTCGCTATTT-1 & GTTGGGCAGCGTCAAG-1 & GTTGGGCAGTCCCTCT-1 & GTTGGGCCAAGGCTTT-1 & GTTGGGCCACGCGACT-1 & GTTGGGCGTAACTCCA-1 & GTTGGTAAGCAAGGTC-1 & GTTGGTAAGCATTGGG-1 & GTTGGTACAAAGAAGG-1 & GTTGGTACACAGCCAC-1 & GTTGGTACACATCATG-1 & GTTGGTAGTACTATGC-1 & GTTGGTAGTCGCTAGC-1 & GTTGGTAGTCTAAGAA-1 & GTTGGTAGTCTGAGCC-1 & GTTGGTAGTGCTAGTT-1 & GTTGGTAGTGGCCTTG-1 & GTTGGTAGTGGTAGAC-1 & TAAACCGAGCCTATAC-1 & TAAACCGAGCTGATTC-1 & TAAACCGAGGTTCTCA-1 & TAAACCGAGTCGTGAG-1 & TAAACCGAGTTACACC-1 & TAAACCGCAAAGCTTC-1 & TAAACCGCACCTGAAT-1 & TAAACCGCACGGTGTC-1 & TAAACCGGTAACTCCA-1 & TAAACCGGTACCCATA-1 & TAAACCGTCAGCCGAC-1 & TAAACCGTCCAGGCCA-1 & TAAACCGTCGTGTGCG-1 & TAAACCGTCGTTGTAG-1 & TAAACCGTCTCTATCA-1 & TAACAGCAGCATGATA-1 & TAACAGCAGTCCGATT-1 & TAACAGCCAACGGGTA-1 & TAACAGCCACGCCGAT-1 & TAACAGCCACTCGGAC-1 & TAACAGCGTAATGTAG-1 & TAACAGCGTGCATTCA-1 & TAACAGCGTGGATTCT-1 & TAACAGCTCATGCTTT-1 & TAACAGCTCGGTCAGC-1 & TAACGGTAGCCTATAC-1 & TAACGGTAGCGAATAT-1 & TAACGGTAGGAAACTT-1 & TAACGGTAGTCTTAGC-1 & TAACGGTCACAAACGG-1 & TAACGGTCAGCAACGA-1 & TAACGGTCATTGTTCT-1 & TAACGGTGTACGCAAG-1 & TAACGGTGTCATAAGA-1 & TAACGGTTCACTGATG-1 & TAACGGTTCAGAACGG-1 & TAACGGTTCAGTACAC-1 & TAACGGTTCCATAACG-1 & TAACGGTTCCTATCAT-1 & TAACGGTTCTCTGCAC-1 & TAACGGTTCTCTGTTA-1 & TAACGGTTCTGATCCC-1 & TAACTTCAGAACTCCT-1 & TAACTTCAGTAACACA-1 & TAACTTCAGTTCAAGA-1 & TAACTTCCATCCGTAA-1 & TAACTTCGTAACGGCA-1 & TAACTTCGTCCCGTGA-1 & TAACTTCGTTTCGATG-1 & TAACTTCTCGTGCTGG-1 & TAAGCCAAGCAACGGT-1 & TAAGCCAAGCTCGGCT-1 & TAAGCCACAAGGAACC-1 & TAAGCCACAGTATACC-1 & TAAGCCACATCAACTG-1 & TAAGCCACATGATCGT-1 & TAAGCCAGTAGCGAGT-1 & TAAGCCATCAAGTTGC-1 & TAAGCCATCAGATACC-1 & TAAGCCATCGCTAGTA-1 & TAAGCCATCGTCGCAG-1 & TAAGCCATCTACATCT-1 & TAAGCCATCTTCCAGC-1 & TAAGTGCAGACTAATG-1 & TAAGTGCAGAGCAGCT-1 & TAAGTGCAGTATGGGC-1 & TAAGTGCGTAGTAACA-1 & TAAGTGCGTGAATGTA-1 & TAAGTGCGTGGAAGCT-1 & TAAGTGCTCATCGCAA-1 & TAAGTGCTCTATAGGC-1 & TAAGTGCTCTCATCCG-1 & TAAGTGCTCTTGGCCT-1 & TAATCGGAGAGTGGAA-1 & TAATCGGAGCGTTGCC-1 & TAATCGGAGGAAGACA-1 & TAATCGGAGGTGAACC-1 & TAATCGGAGTTACCAC-1 & TAATCGGCAAGGGAGG-1 & TAATCGGCACGCGTTG-1 & TAATCGGCAGGTGGTA-1 & TAATCGGCAGGTGTCC-1 & TAATCGGGTTCTCGAA-1 & TAATCGGTCATCGCTC-1 & TAATCGGTCCGAATTG-1 & TAATCGGTCGATGTGT-1 & TAATCGGTCTGAAAGA-1 & TAATTCCAGAGACTCG-1 & TAATTCCAGAGATTAC-1 & TAATTCCAGAGTTTGA-1 & TAATTCCAGCATACCT-1 & TAATTCCAGCGAATAT-1 & TAATTCCAGCGAGAAA-1 & TAATTCCAGGATTGCG-1 & TAATTCCAGTCCGATT-1 & TAATTCCCACAGCTTA-1 & TAATTCCCACTGAAGG-1 & TAATTCCCAGTTGCAT-1 & TAATTCCCATAGCCAT-1 & TAATTCCGTACCCATA-1 & TAATTCCGTTAACTCG-1 & TAATTCCGTTCTGATG-1 & TAATTCCGTTGGGAAC-1 & TAATTCCTCAGTACAC-1 & TAATTCCTCTCTCAAT-1 & TACAGCAAGGGATCCA-1 & TACAGCACAACAACTC-1 & TACAGCACAGAACGAC-1 & TACAGCAGTAACATAG-1 & TACAGCAGTGATGTGG-1 & TACAGCAGTTTGACCA-1 & TACAGCATCAAGAGGC-1 & TACAGCATCGGTGATT-1 & TACAGCATCTATACCT-1 & TACATGGAGACCTATC-1 & TACATGGAGAGCGAAA-1 & TACATGGAGATGCGAC-1 & TACATGGAGGTACATA-1 & TACATGGCAACGGGTA-1 & TACATGGCAACGTCGC-1 & TACATGGCAGAACTTC-1 & TACATGGCAGTAGTCT-1 & TACATGGCATCGCCTT-1 & TACATGGTCAGTCAAC-1 & TACATGGTCATCGCCT-1 & TACATTCAGACGCCAA-1 & TACATTCAGATGTTGA-1 & TACATTCCACGTTGTA-1 & TACATTCCATCCCTCA-1 & TACATTCGTCTCGGGT-1 & TACATTCGTGTGAGGT-1 & TACATTCGTTCGGGAA-1 & TACATTCTCAGGGTTT-1 & TACATTCTCGCGGCAT-1 & TACATTCTCTATCCTA-1 & TACATTCTCTATCTCA-1 & TACATTCTCTGGCCAG-1 & TACCCTGAGGATTGCG-1 & TACCCTGAGTACCACT-1 & TACCCTGCAAGCGGTA-1 & TACCCTGCAGCTTACA-1 & TACCCTGGTACCCATA-1 & TACCCTGGTATATGGA-1 & TACCCTGGTCAATACC-1 & TACCCTGGTCCGTAGC-1 & TACCCTGGTGCATTGT-1 & TACCCTGGTGTTGGTT-1 & TACCTATAGCATGTGG-1 & TACCTATAGCGTAGCA-1 & TACCTATAGTTGCGCC-1 & TACCTATCAATCACTG-1 & TACCTATGTAATGTGA-1 & TACCTATGTACGGTTT-1 & TACCTATGTATCAGCT-1 & TACCTATGTCTGAGCC-1 & TACCTATGTGCTTCCT-1 & TACCTATGTGGCATAG-1 & TACCTATGTTCTGAAC-1 & TACCTATTCAGTGTGT-1 & TACCTATTCATGAACC-1 & TACCTATTCGACGGAA-1 & TACCTATTCTGAACGT-1 & TACCTATTCTTCCAGC-1 & TACCTCGAGAGCTGTG-1 & TACCTCGAGGCCTCTG-1 & TACCTCGAGTAATGTG-1 & TACCTCGCAAACAGTA-1 & TACCTCGCAAATTCCG-1 & TACCTCGCAAGGATGC-1 & TACCTCGCAAGTTCGT-1 & TACCTCGCACAGGAAC-1 & TACCTCGCACGACGAA-1 & TACCTCGCAGTAGTCT-1 & TACCTCGCATCATAGC-1 & TACCTCGGTCAGAAAT-1 & TACCTCGGTCTCTGGG-1 & TACCTCGTCAAGTTGC-1 & TACCTCGTCAATTCCT-1 & TACCTCGTCCAAGAGG-1 & TACCTCGTCCCAGTAA-1 & TACCTCGTCCTGAAAC-1 & TACCTCGTCGGCTATA-1 & TACGCAAAGACTTGAA-1 & TACGCAAAGCTAACAA-1 & TACGCAAAGCTTCAAC-1 & TACGCAAAGTGCTAGG-1 & TACGCAACAACAACTC-1 & TACGCAACAACTCGAT-1 & TACGCAACACATTGCA-1 & TACGCAACACTCGCAG-1 & TACGCAACAGGCAAGT-1 & TACGCAACATACCCGG-1 & TACGCAACATCAGAAA-1 & TACGCAAGTAGACACG-1 & TACGCAAGTCAGTGTT-1 & TACGCAAGTCTCAAAC-1 & TACGCAAGTGGTGGTA-1 & TACGCAATCTGTCGTC-1 & TACGCCTCAAAGCTTC-1 & TACGCCTCACCTGAAT-1 & TACGCCTGTACGCCCA-1 & TACGCCTGTATGTCCA-1 & TACGCCTGTATTTGCG-1 & TACGCCTGTCGCTAGC-1 & TACGCCTGTGGCCTTG-1 & TACGCCTGTTCCGGCA-1 & TACGCCTTCAGGAAGC-1 & TACGCCTTCAGTCAAC-1 & TACGCCTTCATCGCCT-1 & TACGCCTTCGAGGTCC-1 & TACGCCTTCGCTCTAC-1 & TACGCCTTCGTTACAG-1 & TACGCCTTCTATATCC-1 & TACGCCTTCTCTTAAC-1 & TACGGATAGGATATCA-1 & TACGGATAGGATTAAC-1 & TACGGATAGGTTCGAG-1 & TACGGATAGTAACTCC-1 & TACGGATAGTAATGTG-1 & TACGGATAGTAGTCGG-1 & TACGGATAGTGCAACG-1 & TACGGATCAACGGGTA-1 & TACGGATCAACTCCCT-1 & TACGGATCACATTCTT-1 & TACGGATCACTCAAGT-1 & TACGGATCAGAGTCGA-1 & TACGGATCAGGCAAGT-1 & TACGGATCAGTCAGAG-1 & TACGGATTCCAGAATC-1 & TACTAGGAGTAGGTCG-1 & TACTAGGCAACATAAG-1 & TACTAGGCATTACACG-1 & TACTAGGCATTCGTCC-1 & TACTAGGGTAAAGCTA-1 & TACTAGGGTCCGCTTT-1 & TACTAGGTCCGGGCAT-1 & TACTCGCAGAACTAAC-1 & TACTCGCAGGCTTTAC-1 & TACTCGCAGGTGATGC-1 & TACTCGCAGTCCCTCT-1 & TACTCGCCACAAACGG-1 & TACTCGCCAGTATCTG-1 & TACTCGCCATTACACG-1 & TACTCGCCATTGTTCT-1 & TACTCGCGTGTGAGGT-1 & TACTCGCTCACTGATG-1 & TACTCGCTCCATAACG-1 & TACTGCCAGACGAAAG-1 & TACTGCCAGATCTCAC-1 & TACTGCCAGCCCATGC-1 & TACTGCCCAATGGTAA-1 & TACTGCCCAGATACAA-1 & TACTGCCCATCGCCTT-1 & TACTGCCGTACGTAGG-1 & TACTGCCGTATGTTCG-1 & TACTGCCGTCAAACAA-1 & TACTGCCGTCAATCCA-1 & TACTGCCGTCTCTGCT-1 & TACTGCCGTGATGCTT-1 & TACTGCCGTTAGGCTT-1 & TACTGCCTCCCGTAGG-1 & TACTGCCTCGGAGTTT-1 & TACTGCCTCGTCTAGA-1 & TAGACTGAGAGTTCGG-1 & TAGACTGAGCGTTGCC-1 & TAGACTGAGGCTAAAT-1 & TAGACTGAGTAACACA-1 & TAGACTGCACCTTGTC-1 & TAGACTGCACGTTGTA-1 & TAGACTGCATCATGTG-1 & TAGACTGCATCCTGGG-1 & TAGACTGGTAGGTAAT-1 & TAGACTGGTCAAATCC-1 & TAGACTGGTGTGAGGT-1 & TAGACTGTCGAACACT-1 & TAGCACAAGAAAGGGT-1 & TAGCACAAGAGCCACA-1 & TAGCACACAAGTGGCA-1 & TAGCACACACAGTAGG-1 & TAGCACACATTCACCC-1 & TAGCACAGTAGACACG-1 & TAGCACAGTAGTCTGT-1 & TAGCACAGTCAGTGTT-1 & TAGCACAGTCGTCGCA-1 & TAGCACAGTCTGTGTA-1 & TAGCACAGTTCTTTCA-1 & TAGCACATCAAGGCAG-1 & TAGCACATCCTCCATG-1 & TAGCACATCGACCCGA-1 & TAGCATGAGCTAACAA-1 & TAGCATGAGGGAAATG-1 & TAGCATGCACACATTG-1 & TAGCATGCAGGCATTT-1 & TAGCATGCATGTCCCT-1 & TAGCATGGTATGGTTC-1 & TAGCATGGTGTTGTTG-1 & TAGCATGTCACTAGCA-1 & TAGCATGTCGATAGTC-1 & TAGCCCTAGACACTTC-1 & TAGCCCTAGGTTAACA-1 & TAGCCCTCACATATCG-1 & TAGCCCTCAGTAGTTC-1 & TAGCCCTGTATGGGTG-1 & TAGCCCTTCGGTACTA-1 & TAGCCCTTCTCGGCGA-1 & TAGCCGGAGTAGTGTA-1 & TAGCCGGAGTCACGCC-1 & TAGCCGGAGTGTCGCC-1 & TAGCCGGCAAGTTCGT-1 & TAGCCGGGTAAACGGC-1 & TAGCCGGGTAGACACG-1 & TAGCCGGGTAGTCTGT-1 & TAGCCGGGTCAGTGTT-1 & TAGCCGGTCACAAGCT-1 & TAGCCGGTCCATATCT-1 & TAGCCGGTCCGGAAAG-1 & TAGCCGGTCGCGATGC-1 & TAGCCGGTCTGGGCGT-1 & TAGCGGCAGACTTGAA-1 & TAGCGGCCATGGTAAA-1 & TAGCGGCGTGCGCTCA-1 & TAGCGGCGTTGTGAGG-1 & TAGCGGCTCATCGCCT-1 & TAGCGGCTCCAACAAC-1 & TAGCGGCTCCATATCT-1 & TAGCTTTAGGGTAGTC-1 & TAGCTTTAGTCAGCCC-1 & TAGCTTTCAAAGAGAG-1 & TAGCTTTCAAGCACTT-1 & TAGCTTTGTAGGGTCA-1 & TAGCTTTGTGTCTACA-1 & TAGCTTTGTTAGAGAT-1 & TAGCTTTGTTTAGACC-1 & TAGCTTTTCGCATACA-1 & TAGCTTTTCTCCTTGG-1 & TAGGAGGAGTGTCGGA-1 & TAGGAGGCACTAGCCG-1 & TAGGAGGTCTAAACGC-1 & TAGGTCAAGAAATACC-1 & TAGGTCAAGAACGTCG-1 & TAGGTCAAGAATCAGT-1 & TAGGTCAAGAGCTCCC-1 & TAGGTCAAGGGAAATG-1 & TAGGTCAAGTACGACG-1 & TAGGTCAAGTAGTGTA-1 & TAGGTCAAGTCTTAGC-1 & TAGGTCAGTCACAGGA-1 & TAGGTCAGTCCGGTAC-1 & TAGGTCAGTGAGCTAG-1 & TAGGTCATCACTGATG-1 & TAGGTCATCACTGGTA-1 & TAGGTCATCATCGCTC-1 & TAGGTCATCCGTTTCG-1 & TAGGTCATCGATGTGT-1 & TAGGTGTAGAACGTCG-1 & TAGGTGTCAAGAGATT-1 & TAGGTGTCATCACAGT-1 & TAGGTGTGTTGTATCG-1 & TAGGTGTGTTTCCACC-1 & TAGGTGTGTTTGCCCT-1 & TAGGTGTTCCGAATTG-1 & TAGTCCCAGAGTCCGA-1 & TAGTCCCAGGTCTTGT-1 & TAGTCCCAGTATGGGC-1 & TAGTCCCCAGGACTGA-1 & TAGTCCCCAGGGTAAC-1 & TAGTCCCCATCCCTTG-1 & TAGTCCCTCAACACGT-1 & TAGTCCCTCATGAACC-1 & TAGTCCCTCCTCATTA-1 & TAGTCCCTCGATGTGT-1 & TAGTCCCTCGGTGATT-1 & TATCGAGAGCTGCCAC-1 & TATCGAGAGTAACTCC-1 & TATCGAGAGTCAACTC-1 & TATCGAGAGTTAGCAA-1 & TATCGAGAGTTGCCGC-1 & TATCGAGCACCTTGTC-1 & TATCGAGCAGTATCTG-1 & TATCGAGTCCATTGTT-1 & TATCGAGTCCCGCAAG-1 & TATCGAGTCGCGGCAT-1 & TATCGAGTCGTGGCGT-1 & TATCTGTAGACAGCTG-1 & TATCTGTAGCCTATAC-1 & TATCTGTCAAACGTTC-1 & TATCTGTCAGCAACCC-1 & TATCTGTGTGAATCGG-1 & TATCTGTGTGCAAAGC-1 & TATCTGTGTGCGTTTA-1 & TATCTGTTCCCACGGA-1 & TATCTGTTCCTATCAT-1 & TATCTGTTCTTGTCAT-1 & TATGTGGAGACCAATA-1 & TATGTGGCACTCAGCG-1 & TATGTGGCACTCGTGG-1 & TATGTGGCAGGCACAA-1 & TATGTGGGTGAATGGC-1 & TATGTGGTCAGAGTGG-1 & TATGTGGTCAGGAATA-1 & TATGTTCAGAGCGGTT-1 & TATGTTCAGTCAGCCC-1 & TATGTTCAGTGGTGTG-1 & TATGTTCCAATGTAAG-1 & TATGTTCCACAAACGG-1 & TATGTTCCATGCCTTC-1 & TATGTTCGTCTCGGGT-1 & TATGTTCGTGTTAGAA-1 & TATGTTCTCATAGGTC-1 & TATGTTCTCCGGCGAT-1 & TATGTTCTCCTAAAGC-1 & TATTGCTAGCACGTAG-1 & TATTGCTAGGGTGTTG-1 & TATTGCTAGTAGTCGG-1 & TATTGCTAGTCCCTCT-1 & TATTGCTCACGCCGAT-1 & TATTGCTCACGGCCAT-1 & TATTGCTCATTTGGCA-1 & TATTGCTGTCCTCAGG-1 & TATTGCTGTCGTCGCA-1 & TATTGCTGTGGACTGA-1 & TATTGCTTCACATCCC-1 & TCAAAGCAGACTTGAA-1 & TCAAAGCGTCACAGTT-1 & TCAAAGCGTCGAGGAT-1 & TCAAAGCGTTAGAGAT-1 & TCAAAGCTCAATTCCT-1 & TCAAAGCTCATTCATC-1 & TCAAAGCTCGCTATTT-1 & TCAAAGCTCGTGGAAG-1 & TCAAGACAGACAACGC-1 & TCAAGACAGGCCAGTA-1 & TCAAGACAGTCGATAA-1 & TCAAGACCAAATTCCG-1 & TCAAGACCAGGGCTTC-1 & TCAAGACCAGTAGTCT-1 & TCAAGACGTAGCGTTT-1 & TCAAGACGTAGTCCAT-1 & TCAAGACGTCAAATCC-1 & TCAAGACGTCTCTAAG-1 & TCAAGACGTGGAAGCT-1 & TCAAGACGTGTACGCC-1 & TCAAGACTCACCCTTG-1 & TCAAGACTCCCTACCA-1 & TCAAGACTCTGGCCAG-1 & TCAAGCAAGAATGCTA-1 & TCAAGCAAGATGAGGA-1 & TCAAGCAAGGGTTCCC-1 & TCAAGCAAGGTTAACA-1 & TCAAGCAAGTTCAAGA-1 & TCAAGCACAATAGCGG-1 & TCAAGCACACTCGGAC-1 & TCAAGCACAGACCTGC-1 & TCAAGCACAGCGTGAA-1 & TCAAGCAGTCACATTG-1 & TCAAGCAGTCGCGCTA-1 & TCAAGCATCCGGCGAT-1 & TCAAGGTAGCCTTTGA-1 & TCAAGGTCAGGGAGTT-1 & TCAAGGTCATCTCACC-1 & TCAAGGTGTACGCCCA-1 & TCAAGGTGTGATGTGG-1 & TCAAGGTGTGTGTGTT-1 & TCAAGGTGTTAGCTCA-1 & TCAAGGTGTTCCGGCA-1 & TCAAGGTTCAAAGTAG-1 & TCAAGGTTCACCACAA-1 & TCAAGGTTCCGTACGG-1 & TCAAGGTTCCTCCTGA-1 & TCAATTCAGAAATCTG-1 & TCAATTCAGATTACGA-1 & TCAATTCAGCAGAATT-1 & TCAATTCAGTATGCTC-1 & TCAATTCCAACGACAG-1 & TCAATTCCAATGCATC-1 & TCAATTCCACCTGGTG-1 & TCAATTCCACTGGGCT-1 & TCAATTCCATTTGTTC-1 & TCAATTCGTAGGGTCA-1 & TCAATTCGTCTGCACG-1 & TCAATTCGTTAGGCTT-1 & TCAATTCGTTGCTTGA-1 & TCAATTCTCACGGGTC-1 & TCAATTCTCAGAACGG-1 & TCAATTCTCCAGAATC-1 & TCAATTCTCTGGTACA-1 & TCAATTCTCTTCTCTC-1 & TCACAAGAGTGCTCGC-1 & TCACAAGCAAGCGTCC-1 & TCACAAGCATGGATGG-1 & TCACAAGCATTAGCCA-1 & TCACAAGGTACGACCC-1 & TCACAAGGTACGTATC-1 & TCACAAGGTCAAGACG-1 & TCACAAGGTCGATAGG-1 & TCACAAGGTGCGTTTA-1 & TCACAAGGTTTCTTAC-1 & TCACAAGTCACTTACT-1 & TCACAAGTCTTAAGCG-1 & TCACAGAAGACACTTC-1 & TCACAGAAGATGGGTC-1 & TCACAGACAACAAACA-1 & TCACAGACACAATAAG-1 & TCACAGACATTCACGA-1 & TCACAGAGTACTTGAC-1 & TCACAGAGTCAGAGTG-1 & TCACAGAGTGATGCGA-1 & TCACAGATCGACTTAG-1 & TCACAGATCTGGCCAG-1 & TCACAGATCTGTCGGG-1 & TCACCACAGACAACGC-1 & TCACCACAGACACTTC-1 & TCACCACAGGCTCAGA-1 & TCACCACAGTAATGTG-1 & TCACCACAGTTCAGGG-1 & TCACCACCAAATGTCC-1 & TCACCACCAACTCGTA-1 & TCACCACCAAGGATGC-1 & TCACCACCACCTACCT-1 & TCACCACCAGAACTTC-1 & TCACCACCAGGTCCTG-1 & TCACCACGTAAGTGCG-1 & TCACCACGTCCGAGCT-1 & TCACCACGTCCGTCGA-1 & TCACCACTCACGTGTA-1 & TCACCACTCCCACGGA-1 & TCACCACTCGGTCCGA-1 & TCACCACTCTGAAAGA-1 & TCACCACTCTTCGTTA-1 & TCACCTGAGTCGAAAT-1 & TCACCTGCAGTATCTG-1 & TCACCTGGTACTTCAG-1 & TCACCTGGTACTTCGA-1 & TCACCTGGTAGCCATT-1 & TCACCTGGTAGGGTTG-1 & TCACCTGGTCTCGGGT-1 & TCACCTGGTCTGAGCC-1 & TCACCTGGTGATGTGG-1 & TCACCTGGTTCTGATG-1 & TCACCTGGTTGAATAG-1 & TCACCTGTCCAGTTAG-1 & TCACCTGTCCATTGTT-1 & TCACCTGTCCCAGTAA-1 & TCACCTGTCGGTCAGC-1 & TCACTCGAGAAATACC-1 & TCACTCGAGTAACTCC-1 & TCACTCGAGTTCAAGA-1 & TCACTCGCATTAGCCA-1 & TCACTCGGTATCTGCA-1 & TCACTCGGTCATCAAC-1 & TCACTCGGTGTCTCGG-1 & TCACTCGGTTAACCGT-1 & TCACTCGGTTAAGGGC-1 & TCACTCGGTTCCCGGA-1 & TCACTCGTCCTTTGAT-1 & TCAGCTCAGAACGACC-1 & TCAGCTCAGCGAATAT-1 & TCAGCTCCAAGGTTCT-1 & TCAGCTCCATCATAGC-1 & TCAGCTCGTCACATTG-1 & TCAGCTCGTCGATTAC-1 & TCAGCTCGTCTGGGAA-1 & TCAGCTCTCCCTAAAG-1 & TCAGCTCTCGCGCCAA-1 & TCAGCTCTCGTTCCGT-1 & TCAGGGCAGATATGTG-1 & TCAGGGCAGATCTAAG-1 & TCAGGGCAGCGCGTTC-1 & TCAGGGCAGGGAAGCG-1 & TCAGGGCCACGTTGTA-1 & TCAGGGCGTTTGCCCT-1 & TCAGGGCTCAGCCGGT-1 & TCAGGGCTCCTTTGCG-1 & TCAGGTAAGACACAAT-1 & TCAGGTAAGAGAGTTT-1 & TCAGGTAAGAGCAGCT-1 & TCAGGTAAGATACCAA-1 & TCAGGTAAGGAGTACC-1 & TCAGGTAAGGATGTCG-1 & TCAGGTACAAGCAATA-1 & TCAGGTACACGACGAA-1 & TCAGGTACATGACTGT-1 & TCAGGTAGTTTGTCTT-1 & TCAGGTATCAGTGTAC-1 & TCAGGTATCCACTAGA-1 & TCAGGTATCCGTGCGA-1 & TCAGGTATCCTCCAGT-1 & TCAGGTATCGGGAATG-1 & TCAGGTATCTATCTCA-1 & TCAGTCCAGCAATAAC-1 & TCAGTCCCAAATTGAG-1 & TCAGTCCTCACATTCT-1 & TCAGTCCTCCTCCCAA-1 & TCAGTCCTCGGTACTA-1 & TCAGTTTAGAATACTG-1 & TCAGTTTAGATGTTGA-1 & TCAGTTTAGGACTAGC-1 & TCAGTTTAGGGCATTG-1 & TCAGTTTAGTATAGTG-1 & TCAGTTTAGTTCGACT-1 & TCAGTTTAGTTTGGAA-1 & TCAGTTTCAACTCGAT-1 & TCAGTTTCACGTTACA-1 & TCAGTTTCAGATTAAG-1 & TCAGTTTCAGGCAAGT-1 & TCAGTTTCATATAGAG-1 & TCAGTTTCATGCCCTT-1 & TCAGTTTGTCTGGGAA-1 & TCAGTTTTCATGAACC-1 & TCAGTTTTCCATGTTT-1 & TCAGTTTTCCCTACGT-1 & TCAGTTTTCCTTCGAC-1 & TCAGTTTTCTATAGGC-1 & TCAGTTTTCTGGAAGG-1 & TCCAGAAAGAAATACC-1 & TCCAGAAAGAGTGGAA-1 & TCCAGAAAGAGTGGTC-1 & TCCAGAAAGCGATACG-1 & TCCAGAAAGGCATGCA-1 & TCCAGAAAGGTCGGTA-1 & TCCAGAAAGTAGGTCG-1 & TCCAGAAAGTTACCAC-1 & TCCAGAACACCACGAC-1 & TCCAGAACAGGCAGAT-1 & TCCAGAACATTACTTC-1 & TCCAGAACATTGATGC-1 & TCCAGAAGTAAGTCTC-1 & TCCAGAAGTCTGGTTA-1 & TCCAGAAGTGTCTCGG-1 & TCCAGAAGTTCTTTCA-1 & TCCAGAATCGACTATG-1 & TCCAGAATCGACTGGC-1 & TCCAGAATCTGGGCGT-1 & TCCATCGAGAGTGGAA-1 & TCCATCGAGATAGGTT-1 & TCCATCGAGGTCACTT-1 & TCCATCGCAGAGATGC-1 & TCCATCGGTGGTTCTA-1 & TCCATCGGTTCCCTTG-1 & TCCATCGTCCCGAAGC-1 & TCCCACAAGAACAGGA-1 & TCCCACAAGAGTTTGA-1 & TCCCACACAATCCATG-1 & TCCCACACAGGCATCC-1 & TCCCACAGTCAGCAAG-1 & TCCCACAGTCAGCTTA-1 & TCCCACAGTGAATGTA-1 & TCCCACAGTGATAGAT-1 & TCCCACAGTGTGTGCC-1 & TCCCACATCCTATCCG-1 & TCCCACATCGAGGTAG-1 & TCCCACATCGCTTCAC-1 & TCCCACATCTGTTTAC-1 & TCCGACTAGTCGAAAT-1 & TCCGACTCACAGTAGG-1 & TCCGACTCAGCAACCC-1 & TCCGACTCAGCCGAAA-1 & TCCGACTCAGCGTCGT-1 & TCCGACTCATCTCTCG-1 & TCCGACTGTCCCGAGT-1 & TCCGACTGTGACAAGC-1 & TCCGACTGTGCGTGTC-1 & TCCGACTGTGTAGGAC-1 & TCCGACTGTTCCCTTG-1 & TCCGACTTCGAGCGCT-1 & TCCGACTTCGCATAAC-1 & TCGAGCGAGAGCACTG-1 & TCGAGCGAGAGCGAAA-1 & TCGAGCGAGCGGACTA-1 & TCGAGCGAGGCCAATG-1 & TCGAGCGAGGCTGGAT-1 & TCGAGCGCAAGAGCGT-1 & TCGAGCGCAATAGCGG-1 & TCGAGCGCAGTTGCAT-1 & TCGAGCGGTTACGGAG-1 & TCGAGCGGTTAGGAGC-1 & TCGAGCGTCCGTGCGA-1 & TCGAGCGTCGGTCTAA-1 & TCGATTTAGAATCAGT-1 & TCGATTTCAAACGTTC-1 & TCGATTTGTAACAATG-1 & TCGATTTGTGAATGTA-1 & TCGATTTGTGCGTCCA-1 & TCGATTTGTGGTCGAA-1 & TCGATTTTCCGAGGAA-1 & TCGCAGGAGCTAGTTC-1 & TCGCAGGGTGCCCTAG-1 & TCGCAGGGTTAGGAGC-1 & TCGCAGGGTTCAGTAC-1 & TCGCAGGTCCGTCAAA-1 & TCGCAGGTCGGTTAGT-1 & TCGCAGGTCGTAGCGC-1 & TCGCAGGTCGTTACAG-1 & TCGCCTAAGCTATCGT-1 & TCGCCTAAGGTAAGCC-1 & TCGCCTACAACACGGA-1 & TCGCCTACAACCTCTC-1 & TCGCCTACAATGGTCT-1 & TCGCCTACACCTGTGG-1 & TCGCCTACACGTTGTA-1 & TCGCCTACACTACACA-1 & TCGCCTAGTAAGTGCG-1 & TCGCCTAGTAGCTGTT-1 & TCGCCTAGTCACCCGA-1 & TCGCCTAGTGGACTGA-1 & TCGCCTAGTTGGCGAA-1 & TCGCCTATCCCACTTG-1 & TCGCCTATCCCAGCGA-1 & TCGCCTATCCGGGCAT-1 & TCGCCTATCGCTTACC-1 & TCGCCTATCGGTTCCT-1 & TCGGGACAGCTGGAGT-1 & TCGGGACAGTGATTAG-1 & TCGGGACCAAGAAACT-1 & TCGGGACCACCAAGGA-1 & TCGGGACCACTTTGGA-1 & TCGGGACGTGTCGTCG-1 & TCGGGACGTTCACGTA-1 & TCGGGACTCACCCGGA-1 & TCGGGACTCCAACGCG-1 & TCGTTCGAGAGCTGTG-1 & TCGTTCGAGTAGAAGG-1 & TCGTTCGAGTGATAAC-1 & TCGTTCGAGTGCCCTG-1 & TCGTTCGCACACATTG-1 & TCGTTCGCACGGTGTC-1 & TCGTTCGCACTCGGAC-1 & TCGTTCGCACTGGGCT-1 & TCGTTCGCAGACCTGC-1 & TCGTTCGGTAAGCCGA-1 & TCGTTCGGTTGAATAG-1 & TCGTTCGTCTCCTTAA-1 & TCTAGTTAGATAGGTT-1 & TCTAGTTCAATAGTGA-1 & TCTAGTTCATATTGGC-1 & TCTAGTTGTAGTAACA-1 & TCTAGTTGTATTCTGG-1 & TCTAGTTGTGGACTGA-1 & TCTATTGAGACGCCAA-1 & TCTATTGAGCCCATGC-1 & TCTATTGCAAATGTCC-1 & TCTATTGGTTGTGACT-1 & TCTATTGTCATAGGTC-1 & TCTATTGTCGCACCGA-1 & TCTCAGCAGAAAGCAG-1 & TCTCAGCAGCCGCAAA-1 & TCTCAGCAGGCCAATG-1 & TCTCAGCAGTCTCTAG-1 & TCTCAGCCAAGAAACT-1 & TCTCAGCCAAGTGGCA-1 & TCTCAGCCACGATATC-1 & TCTCAGCCACTGTAAC-1 & TCTCAGCGTAACCCAT-1 & TCTCAGCTCCTGTAGA-1 & TCTCAGCTCGAGGTCC-1 & TCTCAGCTCGCTAGTA-1 & TCTCAGCTCTCTATCA-1 & TCTCTGGCATCACAGT-1 & TCTCTGGGTAACGGTG-1 & TCTCTGGGTAGTAACA-1 & TCTCTGGGTCATCAAC-1 & TCTCTGGGTGGACTGA-1 & TCTCTGGGTTTAAGCC-1 & TCTCTGGTCAAACCAC-1 & TCTCTGGTCATTCATC-1 & TCTCTGGTCTCGACCT-1 & TGAATCGAGTGCCCTG-1 & TGAATCGCAATCACTG-1 & TGAATCGGTTTGGATC-1 & TGACAACAGAATATCG-1 & TGACAACAGAGATTAC-1 & TGACAACAGCGCATTT-1 & TGACAACAGGCAGTAC-1 & TGACAACCAATGACTC-1 & TGACAACCATCGGCCA-1 & TGACAACGTACTTCAG-1 & TGACAACGTCGAGGAT-1 & TGACAACGTCTGTTGA-1 & TGACAACGTGGCATAG-1 & TGACAACTCATCGCTC-1 & TGACAACTCCTCCATG-1 & TGACTCCCAAGTGGCA-1 & TGACTCCGTACTTCGA-1 & TGACTCCGTTACCACA-1 & TGACTCCTCAAACCCA-1 & TGACTCCTCACGGGTC-1 & TGACTCCTCAGGCGCT-1 & TGACTCCTCCTGTGGG-1 & TGACTCCTCGCTCGGA-1 & TGACTCCTCGGGCTCA-1 & TGAGCCGAGAAATTCG-1 & TGAGCCGAGCAGAGCT-1 & TGAGCCGAGTCACACT-1 & TGAGCCGAGTCCGTGC-1 & TGAGCCGAGTCGTGAG-1 & TGAGCCGCATCATAGC-1 & TGAGCCGGTAGTAACA-1 & TGAGCCGGTTAGGCTT-1 & TGAGCCGGTTGTGACT-1 & TGAGCCGTCATCGCAA-1 & TGAGCCGTCGCTTACC-1 & TGAGTCAAGCGAGCTA-1 & TGAGTCACAGTAGTTC-1 & TGAGTCAGTACTTGAC-1 & TGAGTCATCCATAGGT-1 & TGAGTCATCGTGTGCG-1 & TGATCAGAGACGACTG-1 & TGATCAGAGCTGAATA-1 & TGATCAGAGTACGCGA-1 & TGATCAGCACGCGTTG-1 & TGATCAGCACTAGCCG-1 & TGATCAGCATGGCCCA-1 & TGATCAGGTATTCACG-1 & TGATCAGGTCCGGTAC-1 & TGATCAGGTGCTAGTT-1 & TGATCAGGTTACTTTC-1 & TGATCAGTCTCCTTAA-1 & TGATGCAAGACGACTG-1 & TGATGCAAGAGATTAC-1 & TGATGCAAGCCCATTA-1 & TGATGCAAGTGAACCG-1 & TGATGCACACGTACAT-1 & TGATGCACACTACACA-1 & TGATGCAGTATTCTGG-1 & TGATGCAGTATTCTTC-1 & TGATGCAGTGATGCTT-1 & TGATGCATCGGTCTAA-1 & TGATTTCAGCCTTTGA-1 & TGATTTCCAACGTAGG-1 & TGATTTCCACCTGAAT-1 & TGATTTCTCATTGCCC-1 & TGATTTCTCGAGCGCT-1 & TGATTTCTCGGATGTT-1 & TGATTTCTCTGTTTAC-1 & TGCACCTAGACGAAAG-1 & TGCACCTAGAGGTCCA-1 & TGCACCTAGATCGCCC-1 & TGCACCTAGCTGATTC-1 & TGCACCTAGGCTTCGC-1 & TGCACCTAGGTACACG-1 & TGCACCTAGTCCCTCT-1 & TGCACCTCATAAAGTG-1 & TGCACCTTCCTGGAAT-1 & TGCACCTTCGGCTATA-1 & TGCACCTTCGGTCAGC-1 & TGCACCTTCGTCTTAT-1 & TGCATGAAGCTAGTTC-1 & TGCATGAAGGTACATA-1 & TGCATGAAGTAGCAAT-1 & TGCATGACAGCTATAC-1 & TGCATGAGTACTAGAA-1 & TGCATTTAGAAGCCGT-1 & TGCATTTAGCCAGAAC-1 & TGCATTTAGCCGCTGT-1 & TGCATTTAGGATTAAC-1 & TGCATTTAGGCAATTA-1 & TGCATTTAGTAGGTCG-1 & TGCATTTCACCGAATT-1 & TGCATTTCACTCAAGT-1 & TGCATTTGTAATGCAA-1 & TGCATTTGTATCTGCA-1 & TGCATTTGTCTCTGGG-1 & TGCATTTGTGCTGTGC-1 & TGCATTTTCCTCATTA-1 & TGCCTCAGTTCCCTTG-1 & TGCCTCATCCGGAAAG-1 & TGCCTGTAGCCTGGTC-1 & TGCCTGTAGTGGGACT-1 & TGCCTGTCAGGATAGC-1 & TGCCTGTCAGGTGTCC-1 & TGCCTGTGTAAGGTCG-1 & TGCCTGTGTCCTTATT-1 & TGCCTGTGTGCAAGCA-1 & TGCCTGTGTGGACCAA-1 & TGCCTGTGTTAGGAGC-1 & TGCCTGTTCCGCGATG-1 & TGCGTAAAGACCCTAT-1 & TGCGTAAAGAGGTGGG-1 & TGCGTAAAGGCGTCCT-1 & TGCGTAAAGGGAAATG-1 & TGCGTAAAGGGCTTCC-1 & TGCGTAAAGTCCCTCT-1 & TGCGTAAAGTTCCAGT-1 & TGCGTAACACTGTCAA-1 & TGCGTAACAGCAGGTA-1 & TGCGTAACAGTAACCT-1 & TGCGTAACAGTAGTTC-1 & TGCGTAAGTGCACCCA-1 & TGCGTAATCAGAATGA-1 & TGCGTAATCAGTCACA-1 & TGCGTAATCCATACCC-1 & TGCGTAATCGTTGTTT-1 & TGCGTAATCTTACCTA-1 & TGCTATTAGCGTTGCC-1 & TGCTATTCACAGATGG-1 & TGCTATTCATGCGACC-1 & TGCTATTCATGTGAGG-1 & TGCTATTGTACTAGAA-1 & TGCTATTGTATTCACG-1 & TGCTATTGTGAATGTA-1 & TGCTATTGTGTGAGGT-1 & TGCTATTGTTTCCGGG-1 & TGCTATTTCAGTCTTT-1 & TGCTCACAGCTAGTTC-1 & TGCTCACAGGGTGTTG-1 & TGCTCACAGTACCCAT-1 & TGCTCACAGTAGTCGG-1 & TGCTCACAGTCCCTCT-1 & TGCTCACGTACGACCC-1 & TGCTCACGTACGTATC-1 & TGCTCACGTCGATAGG-1 & TGCTCACGTGTGAGGT-1 & TGCTCACTCACGTCAA-1 & TGCTCACTCTAAACGC-1 & TGCTCGTAGAAGGGCG-1 & TGCTCGTAGCGTCTGC-1 & TGCTCGTAGGGCATTG-1 & TGCTCGTCAGTTGCAT-1 & TGCTCGTGTAAGTGCG-1 & TGCTCGTGTAGTGATA-1 & TGCTCGTGTATGCTAC-1 & TGCTCGTGTGCTAGTT-1 & TGCTCGTGTGGCATAG-1 & TGCTCGTGTTAGCTCA-1 & TGCTCGTGTTCTTTGT-1 & TGCTCGTGTTTGTGAC-1 & TGCTCGTTCGGTTAGT-1 & TGCTTCGAGAACCATA-1 & TGCTTCGCAACGCAAG-1 & TGCTTCGCAAGTAATG-1 & TGCTTCGCACTCAGCG-1 & TGCTTCGCAGGTGTCC-1 & TGCTTCGCATTACTTC-1 & TGCTTCGGTAGCGAGT-1 & TGCTTCGTCAATCGTG-1 & TGCTTCGTCACGTCAA-1 & TGCTTCGTCGACTATG-1 & TGCTTCGTCGGTGATT-1 & TGCTTCGTCTGCCGAG-1 & TGCTTTAAGCGCAATG-1 & TGCTTTAAGGTACTCT-1 & TGCTTTACACTGTCGG-1 & TGCTTTACAGCAGGTA-1 & TGCTTTACATGGTAAA-1 & TGCTTTAGTAGAGAGA-1 & TGCTTTAGTGTCCAGC-1 & TGCTTTATCAGAACGG-1 & TGCTTTATCATTCGGA-1 & TGCTTTATCGGTAGGA-1 & TGCTTTATCTAGTCGA-1 & TGCTTTATCTCCAACC-1 & TGCTTTATCTGAGTCA-1 & TGGAAGGAGAACGACC-1 & TGGAAGGAGGTAAGCC-1 & TGGAAGGAGTAACATG-1 & TGGAAGGAGTCGACCC-1 & TGGAAGGAGTCTCTAG-1 & TGGAAGGCAACTCCCT-1 & TGGAAGGCACAATAAG-1 & TGGAAGGCACGACGAA-1 & TGGAAGGCATTCACCC-1 & TGGAAGGCATTTAGGC-1 & TGGAAGGGTTTAGGAA-1 & TGGAAGGTCCGTGCGA-1 & TGGACATAGGAGGCGA-1 & TGGACATAGGCAGTAC-1 & TGGACATCACAAACGG-1 & TGGACATCATGGTATC-1 & TGGACATGTGCGCTCA-1 & TGGACATTCTATCTAC-1 & TGGCAATAGACTCGGA-1 & TGGCAATCACCTTGTC-1 & TGGCAATCAGAGAGAA-1 & TGGCAATGTGAGTAAT-1 & TGGCAATGTTCTCGAA-1 & TGGCAATGTTGAAGCG-1 & TGGCCTTCAAACGACG-1 & TGGCCTTCAGTTCGGC-1 & TGGCCTTGTAACCATC-1 & TGGCCTTGTATTGTCG-1 & TGGCCTTGTTAGGAGC-1 & TGGCGCAAGAACGTCG-1 & TGGCGCAAGAACTCCT-1 & TGGCGCAAGAATCAAC-1 & TGGCGCAAGAGTTTGA-1 & TGGCGCACAACTTGGT-1 & TGGCGCAGTACGACCC-1 & TGGCGCAGTATGGGTG-1 & TGGCGCAGTCAACTAC-1 & TGGCGCAGTCGATAGG-1 & TGGCGCAGTGATAACA-1 & TGGCGCATCAGTCAAC-1 & TGGCGCATCATCGCCT-1 & TGGGTGCAGACCAATA-1 & TGGGTGCAGTGGACGT-1 & TGGGTGCCAACTCCCT-1 & TGGGTGCCAAGTTCGT-1 & TGGGTGCCAGGTGGTA-1 & TGGGTGCGTAGCGGTA-1 & TGGGTGCTCAAAGTAG-1 & TGGGTGCTCGAACACT-1 & TGGGTGCTCGGATAGG-1 & TGGGTGCTCTGGCTAA-1 & TGGGTTACACCTGGTG-1 & TGGGTTACAGGCTACC-1 & TGGGTTACATGGGTGA-1 & TGGGTTAGTACGGATG-1 & TGGGTTAGTATTTGCG-1 & TGGGTTAGTCAACTGT-1 & TGGGTTAGTCCGCTTT-1 & TGGGTTAGTCTCTGCT-1 & TGGGTTATCGGAGTTT-1 & TGGGTTATCGGGAAAC-1 & TGGTCAACAATCCATG-1 & TGGTCAACAATGTGCT-1 & TGGTCAACAGGTGGTA-1 & TGGTCAACATGCACTA-1 & TGGTCAAGTCAACGGA-1 & TGGTCAAGTCACAGTT-1 & TGGTCAAGTCGCTAGC-1 & TGGTCAAGTTCCCAAA-1 & TGGTCAATCACATCCC-1 & TGGTCAATCACCGCGA-1 & TGGTCAATCAGTCAAC-1 & TGGTCAATCATCGCCT-1 & TGGTCAATCCGCTATC-1 & TGGTCAATCGGTTCCT-1 & TGGTCCTAGAGGTACC-1 & TGGTCCTAGTGCTGAG-1 & TGGTCCTCAAACGTTC-1 & TGGTCCTCAATTCAGC-1 & TGGTCCTCACAAGGGT-1 & TGGTCCTGTCGCTAGC-1 & TGGTCCTGTGTGACCC-1 & TGGTCCTGTGTGTGTT-1 & TGGTCCTTCCATCATT-1 & TGGTCCTTCGAACCGC-1 & TGGTCCTTCTCGTAGA-1 & TGTAAGCAGACACAAT-1 & TGTAAGCAGGTTACAA-1 & TGTAAGCCAAACCGAG-1 & TGTAAGCCAAAGAAGG-1 & TGTAAGCCACACTAGT-1 & TGTAAGCCACTCGGAC-1 & TGTAAGCGTAACGGTG-1 & TGTAAGCGTGGTGGTA-1 & TGTAAGCTCAGTCAAC-1 & TGTAAGCTCATCGCCT-1 & TGTAAGCTCCATCTAT-1 & TGTAAGCTCCTGTAGA-1 & TGTAAGCTCGCCTTAC-1 & TGTACAGAGAAGAGTG-1 & TGTACAGAGCATTGGG-1 & TGTACAGAGGCAATTA-1 & TGTACAGAGGTCTTTG-1 & TGTACAGCATTCTTTG-1 & TGTACAGGTCATAAGA-1 & TGTACAGGTTCATTTC-1 & TGTACAGTCAGTGTAC-1 & TGTACAGTCATAGGTC-1 & TGTACGAAGAGCGAAA-1 & TGTACGAAGGCTCCTG-1 & TGTACGAAGGTCTTGT-1 & TGTACGACAAGTAATG-1 & TGTACGACACGCGATC-1 & TGTACGAGTAAACGGC-1 & TGTACGAGTAACCGAG-1 & TGTACGAGTCTGGATT-1 & TGTACGAGTGCTGTCG-1 & TGTACGAGTTACTTTC-1 & TGTACGATCATGTTCT-1 & TGTAGCAAGAAGAGTG-1 & TGTAGCAAGACGCCAA-1 & TGTAGCAAGCGCAATG-1 & TGTAGCAAGGTCTTGT-1 & TGTAGCAAGGTTTCTG-1 & TGTAGCACACAACGGA-1 & TGTAGCACACGAACGA-1 & TGTAGCACATACCCGG-1 & TGTAGCACATTTGGCA-1 & TGTAGCACATTTGTTC-1 & TGTAGCAGTACTAGAA-1 & TGTAGCAGTCCAGACC-1 & TGTAGCAGTTCATTTC-1 & TGTAGCAGTTTAGACC-1 & TGTAGCAGTTTGTGAC-1 & TGTAGCATCGCACCGA-1 & TGTAGCATCGGTCGAC-1 & TGTAGCATCTCGGCGA-1 & TGTGACAAGAGGAACA-1 & TGTGACAAGCCTTTGA-1 & TGTGACAAGTAGAAGG-1 & TGTGACACAGCAAACG-1 & TGTGACACATCATAGC-1 & TGTGACACATCGGCTG-1 & TGTGACACATTGTTCT-1 & TGTGACAGTCACATTG-1 & TGTGACAGTCATGAGG-1 & TGTGACAGTGGACAGT-1 & TGTGACATCCAATCCC-1 & TGTGACATCGTGCTTC-1 & TGTGACATCTGCCGAG-1 & TGTGGCGAGGTGATGC-1 & TGTGGCGAGTACGACG-1 & TGTGGCGCAATTGTGC-1 & TGTGGCGCACCTACCT-1 & TGTGGCGGTAGGTGAC-1 & TGTGGCGGTCAGAGTG-1 & TGTGGCGGTGCACCCA-1 & TGTGGCGTCACTCGGG-1 & TGTGGCGTCTGAAAGA-1 & TGTGGCGTCTGTAGAC-1 & TGTGGCGTCTTCCGTG-1 & TGTGTCCAGGATGCCA-1 & TGTGTCCAGGTTCGAG-1 & TGTGTCCCACTGGGCT-1 & TGTGTCCCATCCTCGT-1 & TGTTAGGAGAATGCTA-1 & TGTTAGGAGCTGGAGT-1 & TGTTAGGAGGCAGATC-1 & TGTTAGGAGTCTGTGT-1 & TGTTAGGCACGATATC-1 & TGTTAGGGTAACCGAG-1 & TGTTAGGTCCATTGAG-1 & TGTTAGGTCGCAAACT-1 & TTAACGGAGACCAATA-1 & TTAACGGAGTACAGAT-1 & TTAACGGAGTGGTGTG-1 & TTAACGGCACAGGAAC-1 & TTAACGGCAGGACCTC-1 & TTAACGGCAGTTACAC-1 & TTAACGGCATGCTATG-1 & TTAACGGCATTTGGCA-1 & TTAACGGTCATCGCAA-1 & TTAACGGTCTCCAACC-1 & TTACCCGCAGGTAGGT-1 & TTACCCGGTTCAGTAC-1 & TTACCCGGTTCTTAGG-1 & TTACCCGGTTTAGGAA-1 & TTACCCGTCCACGAGC-1 & TTACCCGTCCGATGCG-1 & TTACCCGTCGCTGATA-1 & TTACCCGTCTCTATCA-1 & TTACCCGTCTCTTAAC-1 & TTACCCGTCTTCCGTG-1 & TTACCGCCAGGTCTGC-1 & TTACCGCGTGTCTACA-1 & TTACCGCTCCTATCAT-1 & TTACGGAAGACAACGC-1 & TTACGGAAGAGAGGTA-1 & TTACGGAAGAGGTCCA-1 & TTACGGAAGCACACCC-1 & TTACGGAAGGATTGAT-1 & TTACGGAAGTAACACA-1 & TTACGGACACAGTAGG-1 & TTACGGACACTGTTAG-1 & TTACGGACAGTGCGAA-1 & TTACGGACATCGCCTT-1 & TTACGGACATGGGTGA-1 & TTACGGACATTAGCAC-1 & TTACGGAGTCAATCCA-1 & TTACGGAGTCACTCTC-1 & TTACGGAGTGATGCTT-1 & TTACGGATCCACGCTT-1 & TTACGGATCGTCGCAG-1 & TTACGTTAGGCAGTGT-1 & TTACGTTAGTCGAAAT-1 & TTACGTTAGTGTCGCC-1 & TTACGTTCAATAGTGA-1 & TTACGTTGTCTGATTG-1 & TTACGTTGTGACGCAA-1 & TTACGTTGTTGGCGAA-1 & TTACGTTGTTTGCATG-1 & TTACGTTTCAGCCGGT-1 & TTACGTTTCATGTTCT-1 & TTACGTTTCGGGACAA-1 & TTACGTTTCTACTGCC-1 & TTACTCAAGATGCGCA-1 & TTACTCAAGCGAGCTA-1 & TTACTCAAGGTAGGAA-1 & TTACTCACAAGTAATG-1 & TTACTCACATCAGCTA-1 & TTACTCAGTACCAAGG-1 & TTACTCAGTCAAATCC-1 & TTACTCAGTCACCCGA-1 & TTACTCAGTTCAGTAC-1 & TTACTCAGTTCCTATT-1 & TTACTCATCTGTTGCC-1 & TTACTCATCTTCCGTG-1 & TTACTTGAGCTGCTCG-1 & TTACTTGAGGGACGTT-1 & TTACTTGCAAAGCTGG-1 & TTACTTGCACAGTTCA-1 & TTACTTGGTCTGGGCT-1 & TTACTTGGTTTCGATG-1 & TTACTTGGTTTGCCAA-1 & TTACTTGTCACCCGGA-1 & TTACTTGTCGCTCGGA-1 & TTACTTGTCTACATCT-1 & TTACTTGTCTAGTCGA-1 & TTAGCGAAGCATTCCA-1 & TTAGCGAAGCTGAATA-1 & TTAGCGAAGGCCTCTG-1 & TTAGCGAAGTGAAGGA-1 & TTAGCGAAGTGTCGGA-1 & TTAGCGACAAGATTAG-1 & TTAGCGACACAGTTAC-1 & TTAGCGAGTAAAGGCC-1 & TTAGCGAGTTCATTTC-1 & TTAGCGAGTTGGCTAT-1 & TTAGCGATCACTAGGT-1 & TTAGCGATCGGTGATT-1 & TTAGCGATCTTATCAC-1 & TTAGCTTAGGATTGAT-1 & TTAGCTTCAACGTCGC-1 & TTAGCTTCACATGATC-1 & TTAGCTTCAGCGCGTT-1 & TTAGCTTGTCAATCCA-1 & TTAGCTTGTGCTGTCG-1 & TTAGCTTTCATCATGG-1 & TTAGGTGAGGTCTTGT-1 & TTAGGTGCACAAGTGG-1 & TTAGGTGGTAATGCCT-1 & TTAGGTGGTCAGACGA-1 & TTAGGTGGTCCAGACC-1 & TTAGGTGGTCGAGGAT-1 & TTAGGTGGTGAGGTCA-1 & TTAGGTGGTTGGAGGT-1 & TTAGGTGGTTGTGAGG-1 & TTAGGTGGTTTAGAAG-1 & TTATGTCAGAATATCG-1 & TTATGTCAGGAGACTC-1 & TTATGTCAGGGTTCTT-1 & TTATGTCAGTCTGTGT-1 & TTATGTCAGTGAAGGA-1 & TTATGTCCAAAGGTCG-1 & TTATGTCCAATCACTG-1 & TTATGTCCAGATACAA-1 & TTATGTCCAGCGTACC-1 & TTATGTCGTTAGAGAT-1 & TTATGTCTCAATTGGC-1 & TTATGTCTCTTGGCCT-1 & TTCAACTAGGAGAACA-1 & TTCAACTCAAACCTAC-1 & TTCAACTCACCCTTAC-1 & TTCAACTGTGTTGTTG-1 & TTCAACTGTTGGGAAC-1 & TTCAACTGTTTGGATC-1 & TTCAACTTCCGTACGG-1 & TTCAACTTCTGTGTCC-1 & TTCATCAAGACGTCAG-1 & TTCATCAAGTGTCGGA-1 & TTCATCACAAACGTTC-1 & TTCATCACAATCATCG-1 & TTCATCACATATTGGC-1 & TTCATCACATCGTGAT-1 & TTCATCAGTCGAGGTA-1 & TTCATCAGTCGCTAGC-1 & TTCATCAGTCTCTGGG-1 & TTCATCAGTTCTCGAA-1 & TTCATCATCACCACAA-1 & TTCATCATCGCTGATA-1 & TTCATCATCTTGTCGC-1 & TTCATTGAGAGACTCG-1 & TTCATTGAGCAACGGT-1 & TTCATTGAGGATCCTT-1 & TTCATTGAGGATTTGA-1 & TTCATTGCAACTCCCT-1 & TTCATTGCACAATAAG-1 & TTCATTGCACGACGAA-1 & TTCATTGCAGGGTACA-1 & TTCATTGCATTCACCC-1 & TTCATTGCATTTAGGC-1 & TTCATTGGTATCTGCA-1 & TTCATTGGTCGAGGAT-1 & TTCATTGGTCTGGGAA-1 & TTCATTGGTTAGTAGA-1 & TTCATTGTCAATTCCT-1 & TTCATTGTCAGCCGAC-1 & TTCATTGTCCAGGCCA-1 & TTCATTGTCGAGGTCC-1 & TTCATTGTCGTTGTAG-1 & TTCATTGTCTCTATCA-1 & TTCGATTAGGCAAGGG-1 & TTCGATTCAAATGTCC-1 & TTCGATTCAAGGATGC-1 & TTCGATTCACCTACCT-1 & TTCGATTCATAGTCCA-1 & TTCGATTCATTGTGAC-1 & TTCGATTGTTCCAGTA-1 & TTCGATTTCCTTTGAT-1 & TTCGATTTCGCCAGAC-1 & TTCGATTTCGCTATAG-1 & TTCGCGTAGCATTCCA-1 & TTCGCGTAGCCTGTAT-1 & TTCGCGTCAAACTACC-1 & TTCGCGTCAGGCAAGT-1 & TTCGCGTGTCTCTAAG-1 & TTCGCGTGTGTACGCC-1 & TTCGCGTTCCATGTTT-1 & TTCGCGTTCGTTCTAT-1 & TTCGCGTTCTTATCAC-1 & TTCGGTCAGCACCATT-1 & TTCGGTCAGTCCTTCC-1 & TTCGGTCCACCACCAG-1 & TTCGGTCGTAGGGTCA-1 & TTCGGTCGTCCGTGCA-1 & TTCGGTCGTTACCCAA-1 & TTCGGTCGTTCTTTGT-1 & TTCGGTCTCAATTCCT-1 & TTCGGTCTCATTCGGA-1 & TTCGGTCTCTCTGCAC-1 & TTCGTTAAGGTCTTGT-1 & TTCGTTACATTGAACC-1 & TTCGTTAGTGCATTCA-1 & TTCGTTAGTTCCTATT-1 & TTCGTTATCGACGGAA-1 & TTCTAACAGAGGTCCA-1 & TTCTAACAGCAGTAGC-1 & TTCTAACAGGGCTCTC-1 & TTCTAACCAGATTAAG-1 & TTCTAACCATGTGGGA-1 & TTCTAACGTAAACCCT-1 & TTCTAACTCAGTACAC-1 & TTCTAACTCGATGCAT-1 & TTCTGTAAGAAATACC-1 & TTCTGTAAGCATTGGG-1 & TTCTGTAAGGATATCA-1 & TTCTGTAAGGTTGTGG-1 & TTCTGTAAGTCGATAA-1 & TTCTGTACAAACCCTA-1 & TTCTGTACACGGTTAT-1 & TTCTGTAGTATGGTTC-1 & TTCTGTAGTATGTTCG-1 & TTCTGTAGTCTGGGCT-1 & TTCTGTATCCAGAATC-1 & TTGACGAAGAATACTG-1 & TTGACGACAAGCGTCC-1 & TTGACGACACTGTTAG-1 & TTGACGACATTGCCTC-1 & TTGACGAGTGCTTACA-1 & TTGACGATCGAGGTAG-1 & TTGACGATCGGAGTTT-1 & TTGACGATCGGATAAA-1 & TTGAGCAAGACCAATA-1 & TTGAGCAAGATGGCAC-1 & TTGAGCACAACTCGAT-1 & TTGAGCACAAGGTCGA-1 & TTGAGCACACTGTCAA-1 & TTGAGCACAGCTGATT-1 & TTGAGCACATACCCGG-1 & TTGAGCAGTACTAGAA-1 & TTGAGCAGTCTGTCCT-1 & TTGAGTGAGAGGAACA-1 & TTGAGTGAGTGCTCGC-1 & TTGAGTGCAAGTAATG-1 & TTGAGTGTCGCGTGAC-1 & TTGCACCAGACGCCAA-1 & TTGCACCAGATCGCCC-1 & TTGCACCAGCCAGAAC-1 & TTGCACCAGGGCTCTC-1 & TTGCACCCAATGGTAA-1 & TTGCACCCACGCTAAT-1 & TTGCACCGTAGCAGCA-1 & TTGCACCGTAGGTCTT-1 & TTGCACCGTATTCGAC-1 & TTGCACCGTCGATAGG-1 & TTGCACCGTGCTGTGC-1 & TTGCACCTCAGGCGCT-1 & TTGCACCTCGTCGCAG-1 & TTGCAGAAGACGCCCT-1 & TTGCAGACACCTCGTT-1 & TTGCAGACACTTGCGG-1 & TTGCAGAGTAGATTAG-1 & TTGCAGATCCACGCTT-1 & TTGCAGATCGCTTACC-1 & TTGCAGATCGTGAGTT-1 & TTGCCCAAGGAAGGTA-1 & TTGCCCAAGGTCACTT-1 & TTGCCCAAGTAGCAAT-1 & TTGCCCACACAAACAA-1 & TTGCCCACATCCCGGA-1 & TTGCCCACATCTCTCG-1 & TTGCCCAGTCCGTAGC-1 & TTGCCCAGTGTCGTCG-1 & TTGCCCATCAGTGTGT-1 & TTGCCCATCGCGTTCT-1 & TTGCGAAAGGTCGTTT-1 & TTGCGAACAGCCGAAA-1 & TTGCGAACATGATTGC-1 & TTGCGAAGTAAACGGC-1 & TTGCGAAGTACTAGAA-1 & TTGCGAAGTGACAAGC-1 & TTGCGAATCCGCTCTA-1 & TTGCGGGAGATTACGA-1 & TTGCGGGAGCAGAATT-1 & TTGCGGGCAATGTGTC-1 & TTGCGGGCACAGTAGG-1 & TTGCGGGCAGAACTTC-1 & TTGCGGGCAGCAATGG-1 & TTGCGGGCATTTGGCA-1 & TTGCGGGGTTGGCTTA-1 & TTGCGGGGTTGTATCG-1 & TTGCGGGGTTTGACCA-1 & TTGCGGGTCACTGGTA-1 & TTGCGGGTCCGGCGAT-1 & TTGCTATAGCAACTGG-1 & TTGCTATCAACATAAG-1 & TTGCTATCACAGCCAC-1 & TTGCTATCAGATAAGT-1 & TTGCTATGTGCAAGCA-1 & TTGCTTAAGGGTGTTG-1 & TTGCTTAAGTACCACT-1 & TTGCTTACAAGACTAA-1 & TTGCTTAGTACCGGCT-1 & TTGCTTAGTTTCGATG-1 & TTGCTTATCAGTCTTT-1 & TTGGTCCAGCATGATA-1 & TTGGTCCAGGGTTCTT-1 & TTGGTCCAGTGCTAGG-1 & TTGGTCCCAAGAAACT-1 & TTGGTCCGTAAGCCGA-1 & TTGGTCCGTCCCGTGA-1 & TTGGTCCGTCCTCAGG-1 & TTGGTCCGTGTGTGTT-1 & TTGGTCCGTTAACCGT-1 & TTGGTCCGTTAAGGGC-1 & TTGGTCCTCCTAAAGC-1 & TTGGTCCTCGTTGTTT-1 & TTGGTCCTCTCGCGGA-1 & TTGTCTAAGACTCGGA-1 & TTGTCTAAGTCACACT-1 & TTGTCTACAAATAGTG-1 & TTGTCTAGTACGCAAG-1 & TTGTCTAGTCAACAGG-1 & TTGTCTAGTCCGTCGA-1 & TTGTCTAGTCGCTAGC-1 & TTGTCTAGTGTGACCC-1 & TTGTCTAGTTAGCTCA-1 & TTGTCTAGTTCATTTC-1 & TTGTCTAGTTGCCTGG-1 & TTGTCTATCCCGCAAG-1 & TTGTTCAAGAGTGGAA-1 & TTGTTCAAGATTCCGT-1 & TTGTTCAAGCGTTGCC-1 & TTGTTCAAGGAAGACA-1 & TTGTTCAAGGTCGGTA-1 & TTGTTCAAGGTGAACC-1 & TTGTTCAAGTTCGCGC-1 & TTGTTCAAGTTGTCCA-1 & TTGTTCACAGTAGTCT-1 & TTGTTCAGTAAGTGCG-1 & TTGTTCAGTACTTGAC-1 & TTGTTCAGTATTGTGC-1 & TTGTTCAGTGTCCAGC-1 & TTGTTCAGTTATAGAG-1 & TTGTTCAGTTCCAGTA-1 & TTGTTCATCTTCTCTC-1 & TTGTTGTAGAAGGGCG-1 & TTGTTGTAGATGTTGA-1 & TTGTTGTAGATTACGA-1 & TTGTTGTCAAGACTTC-1 & TTGTTGTCAAGGAACC-1 & TTGTTGTCACAATAAG-1 & TTGTTGTCACCATTCC-1 & TTGTTGTGTCTGGTTA-1 & TTGTTGTGTGAGGGTT-1 & TTGTTGTGTTAGAGAT-1 & TTGTTGTTCCCAGTAA-1 & TTGTTGTTCGACTATG-1 & TTGTTGTTCGAGGTAG-1 & TTTACGTAGATGCGCA-1 & TTTACGTAGTGCCCTG-1 & TTTACGTAGTGCTCGC-1 & TTTACGTCAGTAACCT-1 & TTTACGTTCCGTACGG-1 & TTTACGTTCTGACATG-1 & TTTGAGGAGACTCTTG-1 & TTTGAGGCAAACCGAG-1 & TTTGAGGCACAGGTAG-1 & TTTGAGGCACGTACAT-1 & TTTGAGGCAGCTGATT-1 & TTTGAGGTCTGATCTT-1 & TTTGCGCAGCTATCGT-1 & TTTGCGCAGGCAAGGG-1 & TTTGCGCAGGCGATTG-1 & TTTGCGCAGGGTTCTT-1 & TTTGCGCCAAACCCTA-1 & TTTGCGCCAAAGACGC-1 & TTTGCGCCAAGACTTC-1 & TTTGCGCCAAGTCTGT-1 & TTTGCGCCACAGTAGG-1 & TTTGCGCCACGAACGA-1 & TTTGCGCCACGTACAT-1 & TTTGCGCCAGAACAGC-1 & TTTGCGCCAGGGAGTT-1 & TTTGCGCCAGGGTACA-1 & TTTGCGCCAGTTCGGC-1 & TTTGCGCCATCGGCCA-1 & TTTGCGCGTACGGAGT-1 & TTTGCGCGTCAGTGCC-1 & TTTGCGCGTCTGGGAA-1 & TTTGCGCGTGCGTTTA-1 & TTTGCGCTCGCTAGTA-1 & TTTGCGCTCTATCTAC-1 & TTTGGCCAGGCTAAAT-1 & TTTGGCCCAATGATGA-1 & TTTGGCCGTAACACTC-1 & TTTGGCCGTGGACAGT-1 & TTTGGCCTCAGGCCGT-1 & TTTGGCCTCGCATACA-1 & TTTGGCCTCGTGGTAT-1 & TTTGGTTAGAAGGGCG-1 & TTTGGTTAGGGCATTG-1 & TTTGGTTAGTAACATG-1 & TTTGGTTCACGCCGAT-1 & TTTGGTTCATGGGAAC-1 & TTTGGTTCATGGTAAA-1 & TTTGGTTGTAGCAGGT-1 & TTTGGTTGTCAGAAAT-1 & TTTGGTTGTTGTATCG-1 & TTTGGTTTCAGTGGTT-1 & TTTGTGTAGGAAACTT-1 & TTTGTGTCAAGCCTTA-1 & TTTGTGTCACTCAAGT-1 & TTTGTGTCACTGGGCT-1 & TTTGTGTGTACGCAAG-1 & TTTGTGTGTCTGCGCA-1 & TTTGTGTTCAACTTGG-1\\\\\n", "\\hline\n", "\tchr1\\_0\\_5000 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 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0 & 0 & 4 & 6 & 0 & 4 & 0 & 4 & 0 & 4 & 0 & 2 & 0 & 4 & 4 & 2 & 0 & 0 & 4 & 0 & 0 & 0 & 12 & 0 & 0 & 0 & 4 & 0 & 0 & 2 & 0 & 0 & 2 & 2 & 0 & 0 & 4 & 10 & 2 & 4 & 0 & 0 & 4 & 0 & 0 & 0 & 2 & 0 & 0 & 0 & 0 & 2 & 0 & 0 & 0 & 0 & 0 & 0 & 2 & 0 & 4 & 2 & 0 & 0 & 2 & 0 & 0 & 0 & 1 & 0 & 0 & 8 & 4 & 4 & 0 & 0 & 0 & 4 & 0 & 4 & 4 & 6 & 0 & 0 & 0 & 8 & 0 & 4 & 0 & 0 & 6 & 8 & 8 & 0 & 4 & 0 & 0 & 2 & 6 & 0 & 0 & 2 & 0 & 2 & 2 & 6 & 0 & 6 & 0 & 0 & 0 & 0 & 0 & 4 & 0 & 0 & 2 & 4 & 0 & 2 & 2 & 0 & 1 & 4 & 4 & 0 & 2 & 0 & 2 & 2 & 0 & 0 & 2 & 2 & 0 & 0 & 0 & 2 & 2 & 0 & 0 & 2 & 4 & 2 & 0 & 6 & 4 & 0 & 2 & 0 & 2 & 2 & 2 & 4 & 4 & 0 & 4 & 2 & 0 & 2 & 0 & 6 & 2 & 0 & 0 & 0 & 0 & 0 & 2 & 0 & 0 & 2 & 0 & 2 & 0 & 2 & 0 & 0 & 2 & 4 & 4 & 0 & 2 & 2 & 0 & 2 & 0 & 6 & 4 & 0 & 0 & 2 & 0 & 0 & 0 & 0 & 2 & 0 & 2 & 2 & 2 & 0 & 4 & 0 & 0 & 0 & 6 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 2 & 0 & 0 & 0 & 0 & 6 & 2 & 0 & 0 & 0 & 2 & 0 & 2 & 0 & 4 & 0 & 6 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 2 & 4 & 0 & 0 & 2 & 0 & 0 & 0 & 2 & 0 & 0 & 2 & 0 & 0 & 0 & 0 & 0 & 2 & 0 & 0 & 2 & 0 & 6 & 4 & 2 & 4 & 0 & 2 & 0 & 6 & 0 & 2 & 2 & 2 & 0 & 5 & 0 & 0 & 0 & 4 & 0 & 0 & 2 & 0 & 0 & 0 & 0 & 2 & 0 & 2 & 0 & 2 & 0 & 2 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 4 & 2 & 2 & 4 & 0 & 0 & 0 & 5 & 4 & 0 & 0 & 2 & 0 & 0 & 2 & 2 & 0 & 2 & 0 & 3 & 4 & 10 & 2 & 2 & 4 & 0 & 0 & 0\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A matrix: 6 × 5335 of type int\n", "\n", "| | AAACGAAAGCGCAATG-1 | AAACGAAAGGGTATCG-1 | AAACGAAAGTAACATG-1 | AAACGAAAGTTACACC-1 | AAACGAACAGAGATGC-1 | AAACGAACATGCTATG-1 | AAACGAAGTGCATCAT-1 | AAACGAAGTGGACGAT-1 | AAACGAAGTGGCCTCA-1 | AAACGAATCAGTGTAC-1 | ⋯ | TTTGGTTGTCAGAAAT-1 | TTTGGTTGTTGTATCG-1 | TTTGGTTTCAGTGGTT-1 | TTTGTGTAGGAAACTT-1 | TTTGTGTCAAGCCTTA-1 | TTTGTGTCACTCAAGT-1 | TTTGTGTCACTGGGCT-1 | TTTGTGTGTACGCAAG-1 | TTTGTGTGTCTGCGCA-1 | TTTGTGTTCAACTTGG-1 |\n", "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", "| chr1_0_5000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ⋯ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n", "| chr1_5000_10000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ⋯ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n", "| chr1_10000_15000 | 4 | 0 | 8 | 10 | 0 | 0 | 2 | 4 | 0 | 0 | ⋯ | 4 | 6 | 2 | 4 | 0 | 0 | 16 | 6 | 6 | 0 |\n", "| chr1_15000_20000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ⋯ | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 |\n", "| chr1_20000_25000 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | ⋯ | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n", "| chr1_25000_30000 | 0 | 2 | 6 | 4 | 0 | 0 | 2 | 2 | 0 | 2 | ⋯ | 0 | 3 | 4 | 10 | 2 | 2 | 4 | 0 | 0 | 0 |\n", "\n" ], "text/plain": [ " AAACGAAAGCGCAATG-1 AAACGAAAGGGTATCG-1 AAACGAAAGTAACATG-1\n", "chr1_0_5000 0 0 0 \n", "chr1_5000_10000 0 0 0 \n", "chr1_10000_15000 4 0 8 \n", "chr1_15000_20000 0 0 0 \n", "chr1_20000_25000 0 0 0 \n", "chr1_25000_30000 0 2 6 \n", " AAACGAAAGTTACACC-1 AAACGAACAGAGATGC-1 AAACGAACATGCTATG-1\n", "chr1_0_5000 0 0 0 \n", "chr1_5000_10000 0 0 0 \n", "chr1_10000_15000 10 0 0 \n", "chr1_15000_20000 0 0 0 \n", "chr1_20000_25000 0 2 0 \n", "chr1_25000_30000 4 0 0 \n", " AAACGAAGTGCATCAT-1 AAACGAAGTGGACGAT-1 AAACGAAGTGGCCTCA-1\n", "chr1_0_5000 0 0 0 \n", "chr1_5000_10000 0 0 0 \n", "chr1_10000_15000 2 4 0 \n", "chr1_15000_20000 0 0 0 \n", "chr1_20000_25000 2 0 0 \n", "chr1_25000_30000 2 2 0 \n", " AAACGAATCAGTGTAC-1 ⋯ TTTGGTTGTCAGAAAT-1 TTTGGTTGTTGTATCG-1\n", "chr1_0_5000 0 ⋯ 0 0 \n", "chr1_5000_10000 0 ⋯ 0 0 \n", "chr1_10000_15000 0 ⋯ 4 6 \n", "chr1_15000_20000 0 ⋯ 0 0 \n", "chr1_20000_25000 0 ⋯ 0 2 \n", "chr1_25000_30000 2 ⋯ 0 3 \n", " TTTGGTTTCAGTGGTT-1 TTTGTGTAGGAAACTT-1 TTTGTGTCAAGCCTTA-1\n", "chr1_0_5000 0 0 0 \n", "chr1_5000_10000 0 0 0 \n", "chr1_10000_15000 2 4 0 \n", "chr1_15000_20000 0 0 0 \n", "chr1_20000_25000 0 0 0 \n", "chr1_25000_30000 4 10 2 \n", " TTTGTGTCACTCAAGT-1 TTTGTGTCACTGGGCT-1 TTTGTGTGTACGCAAG-1\n", "chr1_0_5000 0 0 0 \n", "chr1_5000_10000 0 0 0 \n", "chr1_10000_15000 0 16 6 \n", "chr1_15000_20000 0 2 0 \n", "chr1_20000_25000 0 0 0 \n", "chr1_25000_30000 2 4 0 \n", " TTTGTGTGTCTGCGCA-1 TTTGTGTTCAACTTGG-1\n", "chr1_0_5000 0 0 \n", "chr1_5000_10000 0 0 \n", "chr1_10000_15000 6 0 \n", "chr1_15000_20000 0 0 \n", "chr1_20000_25000 0 0 \n", "chr1_25000_30000 0 0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(datafr)\n", "head(datafr)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# saveRDS(datafr, file = './datafr.rds')\n", "# datafr = readRDS('./datafr.rds')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "elbow_plot <- function(mat,num_pcs=50,scale=FALSE,center=FALSE,title='',width=3,height=3){\n", " set.seed(2019) \n", " mat = data.matrix(mat)\n", " SVD = irlba(mat, num_pcs, num_pcs,scale=scale,center=center)\n", " options(repr.plot.width=width, repr.plot.height=height)\n", " df_plot = data.frame(PC=1:num_pcs, SD=SVD$d);\n", "# print(SVD$d[1:num_pcs])\n", " p <- ggplot(df_plot, aes(x = PC, y = SD)) +\n", " geom_point(col=\"#cd5c5c\",size = 1) + \n", " ggtitle(title)\n", " return(p)\n", "}\n", "\n", "run_umap <- function(fm_mat){\n", " umap_object = umap(t(fm_mat),random_state = 2019)\n", " df_umap = umap_object$layout\n", " return(df_umap)\n", "}\n", "\n", "\n", "plot_umap <- function(df_umap,labels,title='UMAP',colormap=colormap){\n", " set.seed(2019) \n", " df_umap = data.frame(cbind(df_umap,labels),stringsAsFactors = FALSE)\n", " colnames(df_umap) = c('umap1','umap2','celltype')\n", " df_umap$umap1 = as.numeric(df_umap$umap1)\n", " df_umap$umap2 = as.numeric(df_umap$umap2)\n", " options(repr.plot.width=4, repr.plot.height=4)\n", " p <- ggplot(shuf(df_umap), aes(x = umap1, y = umap2, color = celltype)) +\n", " geom_point(size = 1) + scale_color_manual(values = colormap,breaks=sort(unique(labels))) +\n", " ggtitle(title)\n", " return(p)\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Identify Clades" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "metadata <- read.table('../input/metadata.tsv',\n", " header = TRUE,\n", " stringsAsFactors=FALSE,quote=\"\",row.names=1)\n", "metadata$label = as.character(metadata$label)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "binary_mat = as.matrix((datafr > 0) + 0)\n", "binary_mat = Matrix(binary_mat, sparse = TRUE) " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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Tf79OkjV2wAUOmsKYGWsJQ3AFgI5ukHYIOsYx5oDSzlDQAWgnn6AdggazoDzSVC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"text/plain": [ "Plot with title “Number of Sites Each Cell Uses”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_cells_ncounted = rowSums(binary_mat)\n", "ncounts = binary_mat[which(num_cells_ncounted >= num_cells_ncounted[order(num_cells_ncounted,decreasing=T)[20000]]),]\n", "new_counts = colSums(ncounts)\n", "# ncounts = ncounts[,new_counts >= quantile(new_counts,probs=0.1)]\n", "ncounts = ncounts[rowSums(ncounts) > 0,]\n", "\n", "options(repr.plot.width=8, repr.plot.height=4)\n", "par(mfrow=c(1,2))\n", "hist(log10(num_cells_ncounted),main=\"No. of Cells Each Site is Observed In\",breaks=50)\n", "abline(v=log10(num_cells_ncounted[order(num_cells_ncounted,decreasing=T)[20000]]),lwd=2,col=\"indianred\")\n", "hist(log10(new_counts),main=\"Number of Sites Each Cell Uses\",breaks=50)\n", "# abline(v=log10(quantile(new_counts,probs=0.1)),lwd=2,col=\"indianred\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 20022
    2. \n", "\t
  2. 5335
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 20022\n", "\\item 5335\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 20022\n", "2. 5335\n", "\n", "\n" ], "text/plain": [ "[1] 20022 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(ncounts)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "nfreqs = t(t(ncounts) / Matrix::colSums(ncounts))\n", "idf = as(log(1 + ncol(ncounts) / Matrix::rowSums(ncounts)), \"sparseVector\")\n", "tf_idf_counts = as(Diagonal(x=as.vector(idf)), \"sparseMatrix\") %*% nfreqs" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 20022
    2. \n", "\t
  2. 5335
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 20022\n", "\\item 5335\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 20022\n", "2. 5335\n", "\n", "\n" ], "text/plain": [ "[1] 20022 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(tf_idf_counts)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "p_elbow <- elbow_plot(tf_idf_counts,num_pcs = 200, title = 'PCA')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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IdXkiRJEhFJRCQIks1GRAK5heMeDXwUCk6p5JRKXqXiVSpOo1Go1QofH16rVfr5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", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_elbow" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "set.seed(2019)\n", "num_pcs = 100\n", "SVD = irlba(tf_idf_counts, num_pcs, num_pcs)\n", "sk_diag = matrix(0, nrow=num_pcs, ncol=num_pcs)\n", "diag(sk_diag) = SVD$d\n", "\n", "##remove component 1 as suggested\n", "sk_diag[1,1] = 0\n", "\n", "SVDumap_vd = t(sk_diag %*% t(SVD$v))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 5335
    2. \n", "\t
  2. 100
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 5335\n", "\\item 100\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 5335\n", "2. 100\n", "\n", "\n" ], "text/plain": [ "[1] 5335 100" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(SVDumap_vd)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "LSI_out = t(t(sk_diag %*% t(SVD$v)) %*% t(SVD$u))\n", "LSI_out = t(scale(t(LSI_out)))\n", "LSI_out[LSI_out > 1.5] = 1.5\n", "LSI_out[LSI_out < -1.5] = -1.5" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 20022
    2. \n", "\t
  2. 5335
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 20022\n", "\\item 5335\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 20022\n", "2. 5335\n", "\n", "\n" ], "text/plain": [ "[1] 20022 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(LSI_out)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "#This step can take a minute too\n", "hclust_cells = hclust(proxy::dist(t(sk_diag %*% t(SVD$v)), method=\"cosine\"), method=\"ward.D2\")\n", "hclust_genes = hclust(proxy::dist(t(sk_diag %*% t(SVD$u)), method=\"cosine\"), method=\"ward.D2\")\n", "\n", "color_pal = colorRampPalette(brewer.pal(8, \"Set2\"))(length(unique(metadata$label)))\n", "hmcols = colorpanel(100, \"steelblue\", \"white\", \"tomato\")\n", "cells_tree_cut = cutree(hclust_cells, length(unique(metadata$label)))\n", "lsi_cells = cbind(colnames(ncounts),cells_tree_cut)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### heatmap " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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qVSxmdAWwZGA/nXqC0zakpFYAF9GegN365ZsnPel6kpd3hKZR3vD0IIgaMCtFQq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yfmrt/Dhp5P5itDPkc59jDCEQDik99h/uik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\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jt2uqds09KJTmQcdtujYSwsFnR6stQb\nl2K91PGdhY3RJMlL37GOdKpTF8a+a8kiT/PSX10UZ58GY9wWfT/o+11MYpgce1cwjvrdACnD\n5hbargBEEOLKedhC0JdKKXDOac4gDv2Z5zgAz+8T4SiJ6Rjkkhe56AYoGM1wrlZrQYjxJdgC\nexK2aIRhL8fQKiC45OUYnPsNOEe6tsAVCcfFJIbTCSwbV7Zcz2+Eui7HwvMb3tO5DQSha9l4\nZsM/uO4rCQBfOOmvrqHVeoFJeN3hoE3T1Fq/8pWvfF57393d/exnP3vtgF/7eu6nN4cAEwRq\nzsvKS51Itd73N0Z7hEs9dtPSiee2D68u0t7gUxfGR2/soZCnt3NVVUdGT/52vPT6r9+HbnD/\nz/3JIz/1re/+0y889LfvxU++K5rIt/7+46ks3/OGl7ty72rVmIQ4KP2k1JhgznOHFGqUQc/x\nG02xAgCuvqY3zpb/hNQG0GCZKTMlzczzG6p/kEiDvmORE+NVSDIaLdCN7YwAWIQdBu3+oZJV\nCzPWJUj60mxdzfebTbkGzHv1AgAUMlaGj/KqKcw1qq1Xdzgpt52d8Kq162c+hkOHr/Iq6cY9\nH4XEaEgEk8Zv+7bj1IViFmbAbaUrAlMCIIHvuZcrAGLlRUnOjVZgA1aj54dHH8E99xNcmg/P\nItrC0bsIxz3HaF/1ddWqQYVfQ0ihTVRS0EZTdoBbFXNpU0IZzoHwTb+FJLz2VST4OFLeIonw\n0cjQZZDNILk+zn1yaQ3U+MaaLQVjuJsNljrI0kgzIiimFQMw73pupNmseByXPi9mtF7wJLy+\n2pkzZwD4vk9+g89fe/rpp7/4xS+mafoV/yrSsSCYhGMjS/2Oizx3/fY17Ayr3zNwfiPcdwM9\n4bLUx25aQiGRa9htRv6BSh/oObbJPnBu5b7bw4hxIcsfuP9WpauXrYfff+5/+i2tPvBXZ2j9\ny5jRqKoT8YTW8rbdgIKJkUF0amfG557HIxKOoIX5/PcAmG7ORmEdQCG5xxUafgTVjpWuOFVa\nbTGfh1RVcyKq2TZ0oxFMGDiyzQXQPLFaccaRpYKgcoVs0H1Gq9E2AujKhdFwWISBRuAUgOPK\nlgloFBK2TZgTxSw+V7gmCATTdIPk523PPA9VVYOxhtczb5Zo86XVrQAAIABJREFUaMr9AQDi\nmLzz0uKbbwMmsRQdXWq3zLjjQqtmK89xUcjAE5jEgiz4eIU873kdnk1C31e6wvgKWAq3G2eF\nzxiASLNgfAXR1uOdQ8cZ51rJqsW1FJYYxdOG0WfzOFOcGZjhmkWtwBorgzlfhpiZroDSFbdt\n1Zimi1yWdL9o6EVXyztxVsCxhOc3tgaORRRtCiXCZGTCgJm6N2mWkptEkivbtImQRTWuXBac\nGcq0ZN5Y7s4RpaqqTw/j9X4DzwdYKgtxnVleXV93+xXbww8/TIqgf/AHf/C8dnThwoWvFp0B\nxJanJjLN68Co45LL7UzpWlhTbrRkmSldU2bErSW5nexM8n7PSaU6mp1T63dwy+BaHWkXstQC\ncHcv4dSJY4fvHXzoV/Hy+5HnD955F049cfzf/9SBX/ogtoY/UD35gfDOsNsW2xc3zd7FnZQb\nhis4MO061jgrtM581yLmNACg4MywzTqaTLqOlUgFKN9dSCelLAtgqnXtCh5niWs3JGNXFACU\nrlVVAQbPUlVVWteDfZ2LW7uYiUIA0FocPftXCELX83H2Ior8XNg+kl/G2dPihjVsDdHxXcbu\nM/mJ5wR5kfi5VLpSOgeg4gkAbhicFUrXHcETyfM4J4o5oGSh120ZYzGaSACyNITJkBdrWycF\n5yedG1kyCTyxNdbYGdsmU1UlzEb54bFLyY1LnXPbI9qYUroif1hc2Nh80cvUaA9ANMmFyRhr\n7UxyALHffvSLl44fWn5R319rJcduCkal4TsdceJTm2t3jXQr3dljrKV1raraTnY7wowm265t\n8mwvmuSBZwuTXxzt5KVmTB7oudGEcaMVVNIV5sbaS9ayVFXGo1v18vLhdDdVuuJ/9iHxkm9E\nluL0yZCmWwCMB90eLjwHv4elkM+44+4kRjcQ4wiWDaeDceR7PsYRz1KEfQ4EADq+G201tQjL\nxlKIcYRxhG4glBLkfhDviK+/R/zto2AMkxg3rJF9pbsycLXChRSOG44jLPfx+S14/ppWuJCG\nno89N3jqRLB+FGe1myWuLdB2kcRB20Ui+PkN3xJ+IbHchy38P/gtPPi9OPuMG/aR5y6ApRCd\n66jE8UKAhuu6rVbrO7/zO1/60pc+33298Y1v/GpMQj/ZBmPBgg/WcgXQW7hGXchNZXmg57jC\nJA5Y6Je+Y514LkKWNiJweY5uIHQJAMEybPH4ma31N7yFTKq2dqeDo8fxza/tqxhnT2NlcPdq\nOHBauLQ5WAmCTm/Gr+MYR/3VACCp9c5VdDaAIgtXfExidEWTHTsc3mKTFBdSLXWa0oSz8CV1\nEjTscFm1xO7IX+1fK5MkS42Vl8mWuTORy0f2x1lxxBOjWIQrg6GEu3oLkYmfujA+dmOveeMk\nRkth0W/Y5KCqS93s73U74DYsMcvx+WOXcPchw59OYQkwi/An6YtenOTqaMdElkJn4ap/9YKz\nFDqHJVi4EBqFu7ro8wpKw1kAAEvg0OHBbFhCvySuMzcS37U6Nh8sdVRVid0RTp04euwVYcfE\n+TO4854B6aMuOddWYJClg6UlTGI4Tr/nCqPGJO7d2AOVa6oi6PhxVvQ7DNFlf7mvYIS84Ktd\nAJvbEx5dxku+cbN27YWF8O5QzRg6SlfD3WxwzzqAUTwNVwZxVrjBfsxtX+j3hw43y5RJLEWH\nREqFyez9N1K1jUpPYnGFjMrmxRNo9fCpK/e+9D4qgMiWmcoy0Kl0u6SCAoAqb/yGNQWDtF7j\nrMhL3b/n1ZtZTaaF1DvbfyPVRsKXNIuShlz+2u+P/f3+DWtpWctSu8KMJvLA/8+H8L+rdr0H\n6Le+9a2/8Au/AODhhx/+xCc+8Xx393dJj849mbK04XlTeRcA0Gj7Epg/yTs2p414efvdQiZU\nT5BVS5Ashua47a5nHnnusdOj2wc9AANbA3iXddcbF0Px+w/hu9744b85G03kz/6TZSSxS6WG\nbAquGodTchYnsgkw8+3OoRWmKbRCu4MiB3Iw3tRA8pw7vNGEuzY0Aw3oTSu0zEb4nzAV4x20\nXe540IizgmTP5ohm2DYrS9fmUZK7wuz3HKUrTqhtKpdbAkx9eV+MXy0ZExJDq2eGo+OH9vF2\nB0Ajp8e4e/k5GQyat+DqTixIOY9xJHEQ7AdprZErAjWq24w2EPaR57bjcVTcaFSPhcmEyX3H\nwvgS+oPX/crHPvyWVwunM78kpStcs83A6bTElDFaCi3uuIRnoBKT1EyWGpaL5X5a1q4wRklT\nRB7uZLgpRCETWSayDFcXt3ZSUhfilrBntWMyik2lbsIrQLIhHZsDaJxctNK6EuY1OjCFzKtG\nZIOw4QTnaMYq2oomObnYiDznpDOllTCZBJrr9wR0U/1QVU3+WLbJ4Ag5jql+EmcF94RttvJS\nE1lRVi1h1EBr7gPpOxarNK9qYbLrqgCNFwL02tpar9dTSl28ePFr0N3b3va2X/qlX4rj+Cv8\nzZrFBQBZmpuOYqbIJe2V9RedNG/4vqElYLYUjAM9R1w+B8+XVUswLnQJ24biFN/vujm5O8Cj\nz0UvW1/eyFqhWZK6xdZP/86A56+pxMWd7IRsHTvQwTiSbpfbba4LLPeR52AcDgfQBDsKagC0\nwsqg0fkMlpsEn0I5laEJJUbbZYSxI68WSwAQjDUGTg6HVljux1lB6sMdW9MGUb/nAgj9NsWv\nRmCzIQE20vLK8VRVo9RAC5VGyxROo7FJtfJGF9Bu83EEx33dDRrMaCYSCsSOe6LuHXUsMAM2\nFNpzsY45ZRxUDaf/HTfOCqjCtw2aNeNg1bcsMN6sPADb1FpXkMla6NkmQ8Jx8EU/+W3BcCdd\n44xYMDZmtWwtBQAmoKF0lcL0Gee0k8ksKBV4Is4K2LbbMjdGk9AvAZANVTSRR+rd0cLKvbf1\n4XXirH2ka6RlTba8smrpirlA6LdRyJlAFet3JLFgAuTK8ThgNzvSXJel8hZdXcRZPZfCULDc\nbBeMwyEp8EqYJraGCJZly8z9/esrMYXvVDusqjs2hx822qEm8x0L0YgT/6WQumKh2kM3UDBS\nWZI4iaaSkWUpXQ2WOijkKNFBxwZjggEmSxdXxMyfUNSl0lX7hRr0ddV+/dd/PY5jxthrX/va\nr0F3n/nMZ75ydAYizQBEw3g9dNOyvriT5aUOPLvndba2EwCJLLlhHOgtyFJvbo4DT3CjhSCE\nbaMilfcGSrG5nQyS4QN6uFnfdc/wLxAcT6VwveKhb7ktleXmdjI40Lm4ORnupIy1jg56vCvS\niQShXFst4biz6jDRpktXiGgiG6/uSmvDshmLsyLw3FSW7kwBI80VNxjK2rbbeald4kaapjDZ\ncCf1HUtm0nesNCsoPZSZjLPCtTtcF7zMIRVnHIVM3Z67d0V0e2K6g1xiV/kH1zGOUrEgSyCX\nlGWTKB3FiKspZ9k4IvqOFSfTZX9RVbU4e1odvCWvmM0M1TK5Y6VZ8ZEnzh0bdONM2SbTWqe5\nAky7auVlgwUMPP/Us1eO3RTE8VSWmgjQPlU5Lm1uFp1+z0FTMShsk22M9rqOxbxOv9gG62C5\nH+fVvbf2H33q8mB9mZ99OuELcVaQOXdO9qyq4AZTSlF9nIoAALbG08CzE6mUZwPl5vaEPp3D\nq10UcriTHvm6/vBicmzQTWXp6ymYb6Nydy9huY9oBMuGBMHS3SDEeI+mebG3LTwf45SgdTwa\nkRRfozA1HPo3rOHsaQQhH0foDwiLjUIKz0cao+pAKww3xQ1rIh0fvbEnLp4B4BKdappgN/eD\nZeRTHkeNpRmJ5QKuVtAa5zd4f8AvPocbbkLLdMsMW0McOsyzCcYROA/9ALpAtEO+OW66A0sA\nHBcvohvwrsB11q73AD0ajQzDuPfee9fW1r4G3Z09e/bs2bNfkagS6BRaBd3OKCnDOlvnOWyG\ndAwzGHCFcdTsw+xespdXjy22UOxtYgEf+0+4537BuDI8Pk3Q7sBxB1/4BFYGP/tc5xi2P5Ac\nvHfPPF6eS43b4p20v3myf9MdHzk5eveffsF3rHf/i3t4NkESB7lEN4AXAMA4EpgBNoj3Md4L\nGtjZTFY0VYHWiBI3CImbx7XyGYdu6iHcEkilINA3Y32tkTLXEsi1zxniLVg23F4QLgCQlalN\n5tpatkxh2+5kZ8h9Nq1hL0aFDBaFX2ruLbqTXZfcERlHkUMBbRcGUMxgglJhmrodHyYgpZvG\nSME9/8PeHQ+Or3AAluBJDMZ9xo6sLm5sZ2vVGJYNrdF2MU1BpMRJDK2Vs/94cgba6wukBvMd\ni092G3dqf39fVw3GI89RSDjBgZ7rT3dRM7Q7ym4Pd7OBPf21R575gftvxfmN0dLB0Kygkv7K\nDDYTbQFotFaml+GE0BC1wjQNfRdddy6Fevd62K8TZJMPP7H34EsOHr95Gdnk2JL52Jnobmyd\nclZFtuc7FjrLo0uTwFskU5uOGzJmhE57M6v7i4ub20ngLV7cSruOz0rDdzp6v5PkSpfVaHMc\neMIPVmU81QsHbDC/f1BV9QbfR3mAz6zY8lVZdxZXbJNBV8rtbl5JRKdPWqaQGO2xtXC/3WJx\nWfPOcl5qdtMdiKcd20lypSsOLhLLDZUR+zcEFZNluZUze+lgPIw7grvBqtIVNFzT1Av7VFXb\npRaev7FbBJ6ZLhxABV+WF6L0lgPd5/9J/YfSrvcA7fv+9vb2m9/85ue7o9OnTz/00EN/Vw26\nG5CkQzpJZK8rnFK2zNTyA09EExksi2Gcy1L3lw5sXIo7wl5e7G6cHg0oxyGAWrtztdrL+WOn\nR75jvfnBO6DVY2equ+Xew6dj31nd+Juzb3jV4TgrfvcTp0O/HWfMX2lS4OF2wo1Wz+tSQup7\nXmN0bbfpxRxqxpmBQqLbky1T60rBdJ3GFXsuKccJFEz14hmQNi+1zHWwMlC6inYzgmr18wiW\njSwVALaG6a0v7e9eQi7RDcI6hnJhhjh7Ot1/k+u4hLpzHQ3GG817uyLdZ1GXmMEYyHqcijNr\nYQvWrLri+RT4+j2s8Sm85QbNzTgYly1TmEx1Lc6MXJY4+pI0V7KshVknSR54ixwVL3MBfPS5\n3eM3LyOvlGZgbjzaA5CaHb9io0mxVuwm0jgx0Q/ceeMonoY3rIWTOEbb93xZtbSuAEalf1m1\ndiayf3Cdlvy2w5Tb3ZlIFk8BkAVXXur+koAl1MUIWSpLwwdi1k7lBIN+R5kDnsNreH2BTsPQ\nbyo5Z55CHg66PUx218IAWequ+AC4LrB9EX7gGgq+3/dtZCn01O+4GEfwQpzf4EF4ZHWRahoY\nng26AQxgbxcALJs77vqSjfEOahtCwHH7pkIxAYQwgSS+6sAw3KRPDbYNARQTfynAOHI9P0AO\n1gpCr/EDmsbIEgDkBQx08Mk/Wfvm12IS+z0fAM5v3LLvv5lf6H8X7XoP0F/4whfqun7Vq171\n930hwEwNI/CEqEsAwqhFtAl2IHBsbG0tk3ZMNLpxqeemO5B6LVzAocO0ncUdD1pBs4Z4PRoC\noL0d8cYH3n3bm+9+w8t+888//cj/evhUb39TDQBIS4h6J5sM4i/MaTK+Y803/Um+J80Vt7nS\nFSkyC0dIwDbpjZWqas7QgJTnyOgZzINbQlW1bzI6IJFlw75bGaCQTRp77hnXbDUQ42jUGHFl\nKcY77sF1wIRWblWQajvhwcGMZumr66tuLEbdBCnIo/tm8xadijPO+JHVxUhXTTjPc9jNIAhi\ndmgVZ0VfQGkGYDSeht12XmpuaEKwDJa8hkDIGrL1xmhy/OZ9VKM4sVuP4uS+owd++2NPv+7e\ndQLDcKMFS2jy4WUGcgnO0DJ7hIN2XJAaeBb3e3Pwb0NjUY6jqnpjdBb2IB6nnd6Cb7buu3U/\nxpHveNJs51nh66nveAoWZ0bDNDl0GMNNLPcx3kllac/cALiBRoHaaey3ueM1Yn60lUow9kI2\nHmA07REHvcgxiRtfGHJ/d1ylKyU6c8w+nD7mlg62QLsTaaamdWio5uRFrmA0c3mpOdFkuj10\new0lir45L35ZnBV+IWXZEUaNbgBrts95fTTjv3zIP+rWbrfvvffe+vlv0+n0j/7oj771W7+V\n5Dj+8xZNpGyZUQ5ZalgiVgbyHP1BpBlZlDYCx+1FADj7jHK8QbmD9/7yUCJd2JeXGkkc5Rgl\n5ek77h/ddAeAN3zgh7fiafSuP37/m16p7PZ9t69iHHUdizPjN//8qTc/eEdoFAEJGBXSNVv9\nnjtwWsJkYccMHO4n28RckFThrUsKRqS1Jks9lCAhzebaskLrKprIKFOjeLqxnQ3jnP7FeQWl\nMYmFTDgq8mA9stzuq9h3LFzabMiBjofVm2hdr3SFboBJPIqn0hQ4elcDJiHWjNXIrXE0i5JG\nJ5rxufQogObId75ZOR7x8aQp0oqB8ZPndoJoM8qbw2TVgm5gZKksFQyCQwTJVlhn6/GGf/qz\nblUME72xWwwrsa4j12z5euo7FsZRMB4eXygxjvxisnbp1LEl89XTp/mZJ98w+qgwanh+pJkr\n93Bp0xWme+W82NsmIVZRSlGXyvGwNVS6agRdC4lJ7KY74eYXjljTwX/8ZX7qCfHcqTc/eAfy\nfP3SSfeLT+Bzn8Y4Ut19cVYIo/anuwD4+WdVVUcTGSW50lWsjCgYKF3FnSWaSxpoRMtssDRZ\nSjMHZ0Y0kWlZp4aldIWD67JlxsoYxvmw5FJ0Itiy1MpbTBf24Ya1qN2LJhLRVur2yNVbGDXy\nXOlKVi0aQARhDFMF+wEENnzHillbul2SaaWavtIVN1oKxqiywHiz24ymgI626/MKnp/KsqkI\nfUUlyH+87brOoB9++OHpdHr69Olf/MVf/Bp0R1L9X+2vc82a0ChkaXGjBdPe2M76PXdnIsFE\nNJENEdxgOHqXqup8ccX9jY/0GQdlWx2fuFh5qUOjAPBr//O//YE/+Hd4w1t++D/81bu+/dY3\nHzY+MlmOnxx+tzM6dtPSOz/8t8d/9FWurjjZU1kizgqfs0acV1e826OnSJhMa8C00qwAGpMO\nAHOZnvktqKpWVU3GAo17KW0tMgOGkZYWAJkp1+0Kox7GeX+5r2WJtotohEnMuz30B6qq+dYm\n9wNlt/lTJ8LbjqeaoywizbhqTJVcm6uWqXXlWnMR0UoxgxutvFRaV0mufKcDAvkqRQk+EY7j\nUqeyTPISVuOjyI2W1lVqOpANqFnlSpZ680px/OYBAIKmpIZlm7rRb3JuYFVLeP4onobdIGIu\nCQnlpfajEY7ehbvvw+mT+MSf4MHXjSorbLdgBU0hi4wNZ7aEvGqh0lhe5cyIYXK3F+3lvtOW\n3AqPHkch8do3oNuLlXH62SvHQwt33oOTj+PoXWBclXpga1m1hNYYR7jwnOgPhMMJ0u57PpgF\nwNdT4s0T85uqvYgjWLaa1a8CG4BGlsL0kU2F4wqZ2F6HwrcoJcyGTwitAofj/34/+gP3EEMQ\nNqsTnVKG7so9VAKF9Cn1jkYIQuEIkY7hBLT3KCvLtw1kqRQdYdRhuwXGUcQNlHPOobeE0lVQ\nXEHHxzS5rgwJcb0F6Kqqrq0CP/nkkwDKsvzoRz/6Nei9LMu/469Eog08EWlbkApBIdeWHFmh\n79uIRkG7g8ubbn8Ay8R4TxQ5Tj6O33/PYz/+OzcudXzHwoWNE+IGbhiMtR6+kDxy7t24JO5f\n+f73Z+pd/++/Ua/70yi8+YE//mkcOowjx1Qlf/l1d/t/+5enbriT8s3QKLnRki0zyQtiJaRS\nR5NsuduOktx3LJkVJOMwzgoAqVR5qXueTRwEAFrXtsnSvFS6BjCKs8ATxFHsOpYrTJ9XAFyS\nTMtlX0CWWlV1KhZcYZ7YY4McwaVncNMRrAxG8VRA8WPfmOQqFKYsjWC6jSBMZemjBLN4FkvR\ngVYUUhteMgWIMnP9mbsK8Nvf9CPfoau8rF1hDndSVdXLfvvVL74BQLSdkA8kuacDUFVN1faB\n0wr7DrTC1pA2El3G4lYnSvI4LQb7OuSXSK4igcPTshbbF/ny6uYdrxx84k+wfhSHDv/e//Lu\n7z7zVHjo8GhqheMhlvvu7iUwDsZgCZdWA+c34PkwXDDhT3cRbbltF3bgbw+xZ+PSJqItrN7k\nF/nxbjCqDoZnnkIS488+hA/+Nv+NP4Xni60holF8462pG/YtoXS1MYzX+8GpC7sHGrtC3is1\nfVKc0Sgxe3k1zoqAGdCK5zmR+2eexTkAKTo0W3OG1LBcgNAmxF7ZWHvFvbf2N7eTNcx82Rn3\ni0kqFjaVPei60hQgrHfYhyWGO6krvHg7Wfa73GiF0WXkgGWL3VG6sM8VQpYabrMBKOoSWinH\n45OYMw7Ply0zLo3QvL5KHNeXWJLv+2maKtXIvb/nPe/5wR/8wZ/8yZ98/pyurm3f8A3f8GVS\n/V8C57i02ZQFJ3Hq9lyz1XiaXFPGVY5HWGDykKac2q0KaYqmZEyEt7nz6dZww+iuLTn4lw/g\nVz4oTSHe+K14w1tw6oT63h96/MyVI6uLpOErZJKaTpKroGODsiTy256ZNDfiPgSLvvaqSEsI\naFDPc8IIYaXnhoR1OUz0st+m1JsmgEaph7J1XdByG7adlrW7d6VBSTsWbTASyJeoaJREU9ZM\nYDsyZOFGq+cJWojwmeIEpfOkcjmvs9sm24qnrs0p/Sd8MQASC4zzyrU5zybwfBKOmNuLNJ+L\nbdN2ImZOuDSG8PyZmRYfJWWY76LtKsfj2QS2vbmnGkFOZlBlGbMphG4n9NskMEQTCdmU0EDR\nLfdVjGD55IW9wLNlqTkzBouimT+6AbaG8ANgJlmVxF+i5TSOQHaRumg2lmHwfCpNIXZHjd/C\n1hAdv3k7aa7aNpSWphClbLZ86dvFOM6elgcOCaNuqCVaIc8j2L5jpbny9bT5PsyluM5vqP5B\nADybSNFplF7mXxg6+VxpSysAo6QMjUI5HtcFfQe6rsWM66gwe30F6CNHjmxvb29tbQG4cuXK\n8vLy3+/1fBne7lpvQMyMVhuVovMb6A+uhmzGm+dquU8LfJIxa7TYTTaKp6/7lY89cu7d+NG3\nb+570fe/55P/4V/d+33/xyfuObz/yOria3Y/82NXbvAd66fuO4hu0MTBa8XPZty8mUlVE2QJ\nLEFhcR4cyRC6MdKe8Yy/RP/IaDVG2vmUXKsbRbpCXmuVPXd0brgVWkWZoroB3dHcAW/mOgrM\n3Ezo9dzh++p4MgPA489eOX7zPupFzpiKm1eS9b5/rULbXE+uYT+f3yCPqwaNoBW0ipVBaOVn\nhvE93aLZzJzETRSeplju4/RJnN+Q/+QB8Se/h4+8H//6Z3HwRY3jItB4IBAT3RKpYbllBq9x\nlW3CXzS6Fv0Ss7ZtMiETXNqMV29pyhGM4+wzOPgi8ji/9tZoNTCXzRvuZjTvEpo76NjntpMb\nlzpzf9hQ7cmFJQCiLtOK0RqCpq6G+U1el0adljUlBFvxVBY68GyaS0K/TV+JJFcdmye5Cv02\nYeeVrmgqiiaS7MEaFJBWwzjvd1isjGgiSQmLtlhtk+1MZL/nylILo47zyo8vn659YbEDPeeF\nAP2PNkAfPXo0iqLhcAhga2srDMN9+/ZRvP4atB/7sR/b3d2dTCZ/+Id/SMP+ZXKjqSzpqZi7\n6hE7lhstAtsByMumBrozkX1TPT4qjt+8D7PgftW/9cLGu56uf/hmrdbv4NHlIff7vv3o6e17\nnvgDfM9DiEYf+GLy6mM3XNxJj6wuzgNZ896569VVM+ZqnunMf/9fedd08nnMbdzBdTUPHyAX\nc85i1cAhmuu5Nr3KUnDWwDNmiqxfdiVNVNUqLeu5aAkNI51tLst59cImu5Qkyqo1l/psTosK\nk1i6XVBtfa4OOruFjdHeGqlqaAWtZMskDEMqSzfdAaC6+x4/c+VnP/CZ97/plY3SJq0VZrMv\nZiqputGQM5tgxKvRtG42YynjzibK8dJc+Sih1aiyKJ0PbEDpSDPa6VV2m29dUMurlLDDElfd\nCWibYS4eQFTPaNTAM0hKae4e6fkgSn0+bbwoC0mLtgabQUCLLFWOx8dXrh4/27BtOKVEhCGb\nhW6v+Rypx60huj1MYtXdp6palLKhpBKHc0a7b26NRF+nKdouTOu6KkNfXzXoa9srXvEKAGma\nvuUtb3leO9Janzt3bnt7W0pZ1/WnP/3pr3iYkIlwXOgCluBakoo5mahS3JmviDkqhZaqanh+\nfuHyHDcmW2aTVRYSln3/sX14+i+xfgeC5Y//1XPf/fIXPXZ6ND78P3afunziue27bt73aw8/\n+cCdN1K269uGgvFl3waKa5xxjHfnZoN8JqbcHETLUmJRE4htHgIwM8DNcnf24JG9VlMyHkfK\n7YK+hYzHe9K3jTivbJNxKNo+auKm42Ic8a7gDDNl0Vk4KAripgvOUJRQ2iV95zwXnqD9qNMT\nrHvgs2BKYiM8S0ctJ5zuQSvhuGDs2rturpa2Q+syVYY/vy+7KUQ0I0bRqtRgfHM7sU2W8IUw\nu0Joioe+5TY6LeEXZ98JJQwgz5XdJmVOWiUAcO0K+dR3hDAZrYo4M+D55PLuV3sIlqNLE6rz\nDJOq33MJKShNkedKdZaRFYHnNyRv5xp3qJnatYLBnUbBqlkhOW4qS9u0yHySJqE0V77jwnFl\nqTmz0N2X0yxLYZRxKTocQLvTIHBKzQ2QLpJr8gYIT7qybbeZwOaaWR1ftkzRDQCkshQMsmUK\nr/n+NvOl4/q6AiBbpijidGGfa2ioa+wor4P2JY/k5ubmM8888/d1KV/jtrCwAMD3/SeeeOJ5\n7ejzn//8f02SnpqOyquLO1NgeuNSxzbZJ54cHrtpidakUZL3F52teLrst6NMAYjTAjsnD6++\nSNkWpaiyVKKUym5zSyAIf/jfPQrwR+w/xx0v+91PnL59EHz08xc++vkLj5x79z2/8ZH73/bI\nI/9sDasLmOz6jOP8iNOGFSVW7Q65XzdpC8kkUTo2TcHIl8d8AAAgAElEQVTY1WRqHKnuPp5N\nUMRNyXIye6EVIK6qRWuFs8+g7YJzAUApJLFoRyjy4dKarZVr85MX9o6uLuD05+XNt++UvO+x\nze1EFrojuG26AUGv9IzNSOLOFIO0hlaNqcelTQTL0ApRM4usRxsIj2Ecod1BEgPAVCEIRVag\n7SNLMY5AKpqTGE4HWQJbQCne7vBCYhL7AMI+toYjZ1+0E+elPragcf5ZHFwnKU7BOYLlQbkD\nJ9jMakxisT36pltf/G3v/LMHrC1ofXHpFj/Z5qOLDbJ7mqLt8gsbyCUOrgvyLvF8+hSELnHm\nNArpK4UiRzTCnff4zuLv/k3yz16+/8j7/o368X/LzzwJxmEsv/OTFx48fvBAz4mzYsDz2PKG\nO6ltMs7qOK992xjGtMcrXWEOt1MArjB9p/XpZ3bWwoXBUke2TNeso6yYK1UxlndsfurCbui3\n46xQug48O82VqmrbFGlWqqoM/fbmdjJY6myM9lxhkoZGmhWpLM9lhda171rcSG2TxVlr4LQ2\nd6cbo71lv32g5+5IfPapCw+sdzcmGOzrnBxmvlsv+20qc21uJ/2e6zvWxmhvfcWPs2Kn1Rld\nikO/vbTgXFe7hF8SoLvd7vNta/0PpwkhABw8ePD57sgwjIWFhXe9612GYTz00ENJknzFw9yL\nz4Ix3xbp4op78Vl4/n1ft4QzTwXdAM+MXKeDc1HfsvH5rQDAnfcEz34K4yjYGqq7XyVLzZjh\nMkMZFklkXD3v2dMnDtz5yLH40awIPPH+L7zz2275kQ/9ywfW737rRudAkFc+kadtgdEQwdHG\n1o8iSMcHYygkSLMJQCEbtNOc9EEFCsahdQPgpcPmBYoZ1xHTFIyDc1g2toawRGNj2A1OXdg9\nsrroCjPOik98ceteAwDGWWGbLE6LKJHLfvuDn974qWPOzCTQBufNmbsBpmlzhaREWkhc2kTH\nhy2gFbKdkwuHjs4Tf6VIhvTtnxzee1v/7q5uuON5jLZLyOvmPLkE52C88XM6+Rl4fmdxRZju\nqQu7GG7C83F+o1m/h31EWzh1Ai9+mSwELeTd3Uvvf9Mr8ckPYWWwM8mx6gLA2WewfhQrA5x8\nvJGUikYgTvwXPoPlPnKJJAbjGG5iKcTqTfB8nHnKXz/6uhcHG9vJmufzM0+iG+B/fz1+8XcC\nz44SSS4NkeHGEzncyXqezQ0jzUvXNje29gZLna5jqao+fSm+ez088dw2gI3Rnm2yRJYHei5m\nxKVUKldwWer1FT+V6qnJGIAruLBYNJFxWsRZsey3N7b2oons2GY0kZtXkrVwIU6LvNRJXgYd\nsRVPXdu8eGH3wKILIEokKYMrXXUdazSebm5PAk+c2C7JSjHJS9oASKRSVaV0vXklCbvtk+d2\nAk88M4z7PWcUT+OsqIHr1zR2YWGh270ueO7ve9/7HnvsseXl5QceeIDN1rbPU9vd3X366ad/\n/Md/PIqiv+Ow9MDN9OLcdrJ+8BZV1SfP7RwI1xkzxKH9qSyTdj/stv2jVjSRaa5wxysHyfD+\n9z3zyOErfC41BwSWwJmn4PmPvFTe/9di9E//Ragref93uBd2f/67jt//mw8NOvbD//q3Lv75\nU2sf+pX0+34Clg3Px3gH3R6SmCjXCJYBwHEJwYrhJkiWbC5ZByAaNZdO9U0K3JZAEoNpMAWg\n2dXUGocON+rMpKpKhUiaGCw7UGycFeOsGOzruDbHVhxnxZEVL86r5W47yUthsvtuX4WTw/OR\nS9gC46jBjSRxQ2oAkO1ctezqALkkdsNbHz734X91N6KtxmHWccH4Tz5weJho7F3EOGpS7yn5\nv+TIEnQD4lNgHDUhe/0oHJdVrXPbe0FHjMLbQrOC4yLsYxJDaawMaM8wfvYKBj08fRKcB8Ey\nJea2zzBNwTluOYrhJgoJz2+2HwFMYvQHwAAADq4DwIUNHDqMrSGireFNx/rLfXj+o6e3+z0T\nr39zDNNHSVXmOC20rl2598cnd1794ht8x6Jq2MWddC1ccG3uuxaAaCKPrC4eWV20TRZ0BMm3\nHui5/UXn9KV4LVxwhRl4IvRb8y0QzlqB52Cm+ZnIsiNM22S+a62v+GvrvZNX8sG+Dm3eEn5m\nFE+FxdbChdF4OljqdIRJslOEECeYvO9aA3ib2xPSLAw8IUwWeGLZbydyQrUdzoxlv/2al90U\nJfnh1S5nRjDJA8++rqIzAFzLdrv77rvf9ra3fQ1odX9f7bbbbltZWanr+qd/+qc55w888MDX\noNOf+ImfsL4KP/XLjpwWalqoOp/Wu9u1Krf3pvX25Tqf1vl0e29a1/W5K5O6ri+Ps7qunzy/\nUz/9+fpTDyfTYv7G7b3pOM2nhfrjv37uzOW4ruvPblyp8+l7/+KpOp/+xp+dqn/5LZ86dekP\nHzvzOx9/+nv//V/Uu9vJtKjrus6ntSprVU4LlUyLUulalfXemF43P9b19t6UXkwLtb3XXFUy\nLegk9P84zek34zQfp/nlcba9Ny2VvnqfqiyVrne3671xnU/rNKnTpK7rene73r5cn/osXc/V\nodgb13vjpy+OS6Xp5PO+SqWnhaKTz7sYpzn9SCOTTIv6A785TvOLUXIxSujix2leb1+uVZlM\nC7ojuk06If371KlLzeDsjevRxfrpz9d711zDs6fqfFoq3YzJ3rhWZZ1P67q+GCX18NzlcVbn\n0/qf31/XNX2OybSo04SukwZwPiA0tmcux/Qp0C/HaV5vnqnzaT26SG+ph+fqNJkW6vI4q0cX\n/+Ojz9b5tH76883JT322fu7pOk3qvfG0UPPz1NuXaSjoT/XemAa8GbE0mXfRXCodNv+RuqbP\naPtyMyB748vjrN6+fPWTpe/q/LtEjX6zu910RMfT5e1u03vpG9scNru25i1//XG6kmmh6s98\nqt4b15cvfNUn7R9ju043Cfft29dut2+99davQV/veMc73vGOd8x/DIJgZ2fnKxx3aVP4QVP2\nzSWKPOj2wDoAEG35y6uNZm6WdmwLWboWLsA8espZPSL3COgqW2Zgl7AsaHXf7Qfcv/xPD37W\n/fnveklasZeth7Jl/skT5070vuWnQo9yq3d8z0ulK2j50GD7tOJGS5iEVDPg+W4hkRdNjswV\nZwbVKwRJJqHCJHZJfmhm8emTRhLho8c7fttFIWH7mKTQCt0AWco9v6kdWwJZFFsNf0EYNVW3\nFbN24qkrTH/u4TSJeT71tQI4zjzrdnu4HHNbcMtGkYN2L7MEjPuOiyjlns8BFDlyidd8n5+l\nPglBnL0oPF8AJ/aYm6frSzbOb6IbkJs1AG5yWhwcXu0S1sIlPK9l054nwbE3Ogf6LVOQEIcu\n6L1xXqVJ+vEnh9/90hvi7Twv2Vtv//H3yNIlbLuhsRtxy0a7I7QSACY5ConxDiw7CPuB4zRU\nbwCW8CmjJxOGQqY5RMeH4544Pbp7RcjF8O5bprDEcGltmVlxMnUPH5sjBbUslcGabb1uwKpW\nKkttWq7jElLbnfFWtGGhAlsM86wAgPaizyvYNsE3sbAkgJ2JXPbbaVb43SCVJUyHMWN4YVeE\ni3ZV52XJmKHdnsx1YEExK82VLKeh34bSsqW5t5jLMimNoLsvL3VuOvFE9ntBPJGcGYTyzEsN\nyyNE5s5O2u+4SldPhbevmU60nfiOhdvvjrNiMVi5fmvQ10/71V/91TRNP/3pT39tSN7U3v72\nt381MWgADaeAHk7agsPM/iNYnmGTBWw7jnPbb+/EU9+xjuw+i84aAFiCgAS0cQe3h3te/c7b\n1MnN6EV9/8Rz20faxetf8XWf+uKljz85JMzpue2E4MlxVtBTTeg3ALbJiG7ADeY6QpZaOCLO\nilSW3GgRyjUvNRcmUTmITwHA93za9Oe0I9/twRJKewDgzQkafjSRhBfcHO0NlhZ9/f+x9/5B\ncmT1neCn8r3MfJVZpazubHWNSlJL05rpGWnQDAJmYPBgz5rhhzHshA0B4V+sjfe4wBsQJjA2\nnH+cA+8Ba+z1DxzLGeKYW6/tXSDsg/WAPQYM5xl7YIYZYQkkpge11D3qkqrUWV3ZVZn1MvO9\nzPvj+6pasMBuxHE6GzlDoejuyqr3Mivzm+993udHrlwurIpQCzJc7cyH6HeRu0TwWukEcZqD\n2dyq+QdvVMzh5P6eqaBZ7uZyERLdUjMGN9JktZesLLiKNQFwYiAUOr7cO7HUSorKX9yfWA6J\nTRJZCLtiexaEVfUujQA0hC1dLmxHMub7ttAFsiyYjM/EaAf1RJcA4gJc5cYMBFjZ1wLjqpxs\nXJm8+RXHfWHj4LIf9aP6PGVHZYWGZeqM3wwQtimympeV3wzitB64lixr2vYIGVhN8iWvEjZL\nLM8fxYks1tJ6Mog3txPXZp15H/1usGcvzp3lh2/hzEK/69d9SMUJRXFdkWWCsJRhxPMsXOwg\n6omwbXCqZoCdgQjbhoQzGqEV+lDortODpzMf4tJGEIQYjn3KV7PdwHMC1zL20wBaIT2heS6D\nNAlaIaIdaI05wVFyYftyB/0rvO6jFfp2DVEvaO0l0mEw2TbxN4xDK3LX402x3G76RcqChtjZ\ngtcWQR1yAn4d0eyuUx70wYMHL126dPjw4WuJuT/55JPVNypTvuFXymaeeshRraQFGSJpkDMn\nCTGuZkwHk226i3qTqm2X4CzKEEYbaAYf+dr4vtv3Z4Ve641O3BiSmny5HD4ydI4eaD1y9vJ9\nt+/3aQBOdzIpIwDDp24GZiGOuBwkSEsT8ysZm9EAmYzoZtw7rcGYAaC9BiiHhVixw4ERTDKO\nSxsIQnDWm1Sk8aN3dwKXMujCJumDbRrNtav0G4Rn1EnqJ6kQCQT3fDPqpH+A3LMgqmJ6gBka\nAXJ5crsKPGfZq2baH0PFnf3qusRKNg2RawTF6FkVuhs4uGzYxxSIRT6odg1AnJUAgkf+4uTN\nP7C00AhdrG5lK63deLDZlw5MY2tmmkyS+c3I6USw8xyKDQQgrKo3LowexC6xelodv8vE/QlE\nmpEEka4fX9gzk8LZdTWeyojoMUyS1MBzfLtG4iBqlzT0xPYjeQ6JNukk0DV5tSCFWhE2o6Ay\n0nDS1Rt4Ti+eUEyM7/KZlpLSFUhgFTbc7nZKShbGrDjN20G9F0/oUqd4nT11+7oKVbmODvXq\nrdVqSSm//vWvX/umv52bHbTSJRO2LQsd5JI7guucNQVHCViuzXwzmzZ13Lc0HIEvfwFHjgJQ\nzIlGcfvAHIDQAfIAv/SvXges/W8fBbAY1BmzTp+78id/+/SHwtVTwQuHadaZ9/2dK0bjC0zz\nD8U3SLQJiHBdKG2KCwDG4LoYSTguPN8Ic5VGvWGC+66WfVO5BOAIImAoXQIWdMnDRTJUE05T\nTO//TjVOCmcmDpxvCpK0xGmOPf7uKuVo6n6ZZXAElIbnU+sKlrGvpCNSmmRpcDLTGdcFZ5vn\neiduXNjV5pgoLG54zRRMs9Ag9IZrBc8XzMgdlcU44Q+cZYWeuk2Z7xGjmPvzAPDoZ0+0Qizd\nA8Y5y00pV1Ob/1mjABgHn0rqAQCqrLKi8IsUjPuuGTOKzXNy/xF8/pPJs/5Fu2H/wh996QM/\nezdcl0eXxZ69oceRZVmhybZ7nCnGLDNgByhRkDNrJoIXNuMoA8+h4kvP/rDJZ3k6nFmqNDMq\nAA2Xk1wQNstmsTWpSUB3bTuRhbDZOFM0AxM2i8bZ0kKDSrkZLHsOfSBNWbhV4y7nzOIMPJv4\nLqdHi7CZdjkZp4iqMJFpNtPltwi7+B7erscC3ev1zpw5A+B5z3veNW76/Pnz3+6l7lgzVlE4\n7Np2zpkiShPxpZb2Nrrb4zjJZaGX28213milE/is5E88Im+7U9gMujy2WCfdM+9eAOcAXnbo\nzQ+19+DSBmrAdnLvn/zKe+qvXr3/tZ/4Px558yuedSffRrjcGxdZIeMkn9k7AMq1J1mhZa5V\nWbamQ3WZZ6qcCJtx5mNHcauhVKW2UlJjJ1L7wtZSD9O8IVy5lTWEGEuFNOOsJopkmJaIt9uB\nv3ruyv55P05yYheMpXUsfQqLnaBI4LjobvQW68uXznDGAIiFttjq4cix4OJX1vYdUzpLssJ3\nsyQr/FHMWU3YbDjYzgrtu4qzWiKVa2eqLIXN4nQSeI7S1cqf/07yr3+5l9bUKOGspoYJgFce\ntPH5T5656YUAxEgrXSVZ4dqs5TnR+sC1WbtV/8ypi515n1tWQ3DXRpymy3MOlEY/wpGja72d\nwHOiUdpu1ROpIZNhmgubLXvCF/bJ81snfuxNWOw8fn6bs9qJBbsbT4Zp3vIcVhRZUSEdy1xz\nVotGWeA5qiyBSctzolHm2qy7nXTm/DjNl/Y6X/jKxj1Hb1Clg7mDbavauOPF0XASeM4HXtqO\nUhV+8fO45bgP4Fl3JrbXUVfoUhPdDTz7BdjeFpmE5+MrZw0/fbETDgdwXFzaQNgGY4JxkWfY\ncTGM4DWE5yOT8Bp4elOMYzhCEPuwGSBcRL+LVhhEveCJR3DHC6A1pskM4vDNyFK/t2Ge0KN4\nKVzEGB1XYEcGeYaYm1CufleQSj7PEC4iiuAKjOKwGaCf8HSMVuhz7j91GodvxlqXCnSgFYI5\n3HQtlo7+kWzXI8Tx+c9//pZbbul0Om95y1uucQdWV1cfeOCB2Tn/BogjTaAV+YfNXENpjgly\nmXBNPikBuJuDdLndDP/yP+GVP07z/cRyXJuRJ0ac5r/+0S+98b5jf/XlZ37iRTet9UY3d4JP\nPHaBxC/3HL3hg58++96ffH6c5MaPQucATNg2jYJJA0b+EldjFER/nkWlTM34jdE7GfSQXIUw\nEOLttTu7R0qIwShG1KfhP81z4zRfWmjQbJqMO0yEK8o4K8maEozvmvikU1YckeToY4m+PTPr\nuLiGuv/oxL97nzDk4nRMmC8Yf7Sv7qY1SK3NGgDNFego4gjhopEs01scARgL7GgkT9y4AADP\nrMkbDgmbIZdn+pNDC404zTtJLw4PBOtf/bM4ePmzD/pl3issSk0F4+ZM9rroLBldD8WV0Xmb\nYUqUSwIg6qPun45rN3eCRBZJpuIkP77XRRwRsc8oG8tqNlgOPb7aSwLfofU33+XklUhMuOU5\nRzGH9CC0/ECfACDJ1NJCg9CwxjTGW5VVbzgJfCdsuHQRJrLYHKSB75DBE2MWpj60NGqmgBjC\nqWjndqueyKITuBvbMmy49JIs9GAkiaIXjbKVTgCtaAcKiODM6g6SjiV7Na/hcv+fU72/5zci\nPr/qVa/6pV/6pWvctGVZ1bcKJASQWA6zRZzmYcPtxRPMsuttBiDwnLXeaGlvo789DjxnY2tM\nN17yL3/atzQ0h+v6X/6CevYLAfDuhTDqv/9n73nTBx9+40uOMmbds7KQFNV9t+8/ceNCu1Xf\nuDJ+4OR745/5r+1OADJ+K8mbTV5t1RSnebvhm/k4gLAtC40SohlA+2aSTmVrBPNzIzBICNVH\nqqQEbkxdLGZALfYtkceF8Hyqzoh6fmtvnOahC4xjw/QYRn5rL9KRwTSmViG8yQ2KMk3jBsCp\nORIoWzW+bwmuu39HweXwOrKsida8eddjnz929w8BBYAZqgMA2bQsBiGA7iBZbO2FLkkpTn5S\nS3NXpZc2AzLGC5ti/7wFoBO4OHm6dzQMjp744G988s6bFv09nGug3oizMuASjpA1WxxcTmTh\nt0IAM1Nm5be4VZtRSgDIms0XD/DRNmM1URXcc0IXmBOyrGFhvwCQJgp2iKwHhwBc39IAlttN\nQpBFVSiA/Dr8XAaejwtP8yNHw6YQcgwAnu9bWgJhU4RNKF2KQsITopjKjlohuX+Ysw0oVl/h\niWo0oZVv14ygiQmyQ8Iw0mKPb9dc20Ga+J6/0gkSWXTmfeQy8Bzf0kzYAMiJaTCSHUuCBFZZ\nBoDgdVkyztCZ9/HEyfbx5wEa+OcC/b2+ffzjHwfwF3/xF+fOnbtmjQ4GgyeffPI77EBuDE8P\nJ1mhCbYLPEdYVZQqWiVrCC5sRuX7+NI8rSV++G++9vofWOFNgaiHg8uqrGBZ6oZD4olHMBmv\n9bITNy6cXh/86d8+/eq7lwH8yn9+7O3333HixoUff9bbo9/+9EM/9zxSoAirwqUN1H3uaCq1\ngnER1A1ES5lDciyoHFsGPDW5f7k0QO3MlwOYKrAVLX8RjMsdYWh59NL6Kj+0QqJw43raDAgV\nTQrtOy7ShHu+3LOAsjKuF5wh6iOTvLNkXHsIC6bSTK3nEmkiHIFLGyTD+cRjl978sltN5iEg\nhS0Yx2Ln5Pmte2+eB2AQ5H7XuIOOttEKsfoleH7nyFFEl1H3AYBxWM7Zi9vtoL407mLPkqzZ\nYhR3Ooc5SqQJtxzGLJx+HMBKLcYz0a+/7nmB5yjGN7YGYW3gH7wJOsc4FuMYdd/XCjsameQu\neeEzzozXPmC0KqKQGMeIeseOHMXDD6nvf+XaVra01xYbq7iwihffvzpUy+06WIB4sjlIuGUF\nvhM2rJPnI1/whrADz0nGE1nopYWGsoUPYOU4AFlM/EaT1usAkGVgfzg5fmhe2iIrdFxYwmZJ\nCXcke/Hk0EKju50uLQSJLGSmzgzZ7Xu0IlS6KBizszSXhY5GMlj0xxMFcFUq1xbJSPrCVmXV\nHSTzTaF0kVjMF4x8YOji78FL0twXdgY78ABA2g63akiTtZFefvYLzlwaHVpo+OkYXuO7d1/+\nY9+uxwJ96dIlAC996UtvvfXWa9ZoFEWnTp1S397qReuyl+adeQ/TMLqnuzFNUTeujDmr0VyP\n5qGnNwYkDHvDnftAgZuOWB1hZbuHRpBZDl58/0bG7r309Go39gV/2YmDSpfLZx9+aP39ePq1\nuP0Nf/rzL/7EYxdWM7HyzBpcQdnSyDNMElzaMGNhrciSAnkmtEZ3A0eOUrEAAMYFgQZ1HwAf\nRtAajmuQBKOZZgSDGGePUQytiR8NrbDYwThGf9ybO0hT78BzDi00fGFlhSZ/TkI8Ello26OB\nIRqBCSSlFbbFjlESDiOjY3Rc88Nih8r3Dz93ybyaSzhCbPcAPOouLc/7GMVIE7jTN17aoKA8\n5BmagXHnwNSezfPlSB49MNePJ2v1G5ajvmgEAPhoGwD6XX+xg1YI10XYXrNay+cevvvCKl79\nBmR8ub0HvKHKihOOtNjBM2tY3G/sTL3pjATAKE72HvSFjaMnACRl4dd9edPtwmbdE/cFulxZ\ncB/5+pV7Vm5GLnFhdWn/kS+s9pfbzWiUHQ8q6e/pDpKs0PvnvcWgTpk4jFlKKs6sja2dOM25\nZS226tyqrfVGYdMlMjKxJiJWw3T2RhRMGpWHTcGm6Yu+XVMlu3ulTVO9mf0soRZhU6xt51SR\nuVUbjOQwzRuZ2rgyPnqgpXW5eik+dmDuzMXtsCkaLl/tjtqtethwyXKW7P3opsiAaKR9YStY\nLc/pxZOyxE3ed+um/CewXY8FOgxDAO9617sOHjx4Ldv9gz/4g+9QoP0y9xvu7l2aJkt7GzOC\nUZzmncA1jo6MI00e15UsNGzMHNoagqNioPDZXK719FtfdbuwWXeQnDy/dd/tB94XH3i7I9Dv\nvu8T//D2HzwsC720t4GCmzFva95QNeoJ8gyt+V022CRBa97ACzMqHm0U+jf7IzlXaAXHNUpu\nxqC1+QSlwVlSMp+YdgC0Qms+qNlal+2gTqFZVBRkoTGKue0RyCOqwsAvDmShxZQJB8CgKJOx\neVrQ3yfMGDY1A79WoCoM8OK6JLO+uwUwjlTPSHW7bvR0HmZ0QK0IdZXksq/V0kJjY2uMucVd\nDIf2nCRxmgeLHQwHstBohfjpt1L9DQBolaSF8Fw0AgDwGsqtxyMZUtMeJ76a7zVVphJZEN8c\nQGJ7vUESNsWjq71Xv2AZuV7r7Rw90Ppkz3/9s0NRFTd3gnZQH6Y5cik8s4YBgKYjdJ6FzZAm\nFBcgc91u2GA8KzRR34iG4Vua7D25xVzboF7EHfJnJp9RD/VG4LrIZbteS0pGbHoqx2QxOGPj\nASDUmBh+1Ppye0/gWrIpTJRPq06gh2Q2YeXcMkxBrvNkKomabwoAX934ViKv793teizQn/rU\npwC86U1v8rxr9yzO83wymXynPaguezyRBTm4J4OEbNpdr8mYRQRVxSyUOtGM7AuQj+D5GA7A\nuEw1mg1wJmv2oNa4d+OT2A7Wbr478JxXn/podNvPf+bUxc/s+58eaq69/f47Hnxi/d5ndU6e\n37r7cAAgyhC6AGe75vTEBiMT4fq0ChMbzA0I99hNX3bd3QUuxwUICFbQeuZyaVYXue/bNarO\nSVH5QqDfzRoLqqwSqXxhk+Mo0kRwBs/3GYdWwubo93i4iHQCQHg+CiL88TjNA5cjTVBv7Nrv\nMR9am86nSTQq27NpsdJwBNLk0b46tNDoBL7helOwtyPIvBRZZvxJpt4jhjusFelcxrLAQoP6\nQMRBDqjwBjnOklqj42XdK0n7yLPDqJf485AFYxa3LF/YYMzA8emYNyaBVzdzIMZDjytYfLQt\nax6AsOGaEAO7RmXu1fOJLHR3Oz9+aD4cdl/7fUcgx2CcWwpAO6hjMoEjeFkojdDjxuhZKwVL\nFkVQZxwWrcGSV6prM+IjG6lRNokTtOuuOw2LMR7ZZKxKXwQ9CzlTzInT3BcWAEIqMoBbtcBz\niFhN55sGxYxZtIzJGRJZRFZtZqW71hsFngNHJCNJ5Dyq9VmhuQXXZsJm6Hf13D4AS3uvI3wD\n12eBXltbq9Vq+/bts65hNEOe57Va7dutEAIw81zGfUsntscKvRjU4zRP4IpChw2X9AUAKB3j\n6IHW6qU4aABZRotaS66FdAStBLLA804fu+/hr126c5QFnvPovT9zp+d89G0vOXNxGwfuxTA6\ntNBsB/V2UCe+cOiBIpEQCmPNTnBzGgEwtZWABQB5jGaAWXoXjTGprhFQoJVx9QQMwWNmGE1J\nIp6vmOPSek9rnpe1pYUGFoCpBieRNd+xe/GkXaCyoOQAACAASURBVJ+OYU0C1tQrZ0rwCHgJ\nmhG7LjKY9T0Aix3aDVrpwY55TtCzBwDjty85vqWRZca5aRjBdQ3UwJly63ySdMd6vikEIAtN\nogkq0MJmLc+J05xkLHwUS9HgjHNmmdiXnN0X4vGNUTg+r1bmXJsJqwJjSZZrXTK/JZiFg8uy\nrGWZIvmlLkrfrnFmqeacjiey0MQ7zgq9sZ0FnhPkI3njMWFVxHU5PbBuBgB044zqrCorGvX7\nwvYtE48dp3ngWjybCNuG4wRZHAQmRwZpEnquLGuzMyntxrJXo1keMabjNDcIFaW1DSO5Z0F4\nvixrglnhZCBFW8ixoEkAXSejVNhm6ENLzZTJe2zeIc+85fYeCgL3XS4LfXyvG+lyFrwCgAj5\nWaExigXFvznuOFOB5wSe+z9+030PbNdjge50OkmSfOhDH7rG7T7wwAMAXNfNv2V0fNTDWNBN\n5TcClMA4DmnCLhMkimvtEy4cbYdaYaga9cXYcSiJFeQ0T4zU4cD3fF/we2/rhE0ReM7KvoDr\n/BOPbbz+CJf2gvjzD9/8up8jk88YtkoVgDBs9+KJ1uV8sxHHE2EzOZmEzTniXQCQqQq8ZlZo\nl9I9WiGJx7QuZaZ9Erl5vgm+moZm0XhTFDIpC78ZJLLwm0FSVPF4AoAxy3CnqPS7LoWHUvRf\nO/Bp6ZLkf7Kw3KtSncj1nzMHAHcsktXQ1F7NjCZ0Se5rNMZXsMAc7lhKlz5KDGO5ZyHLNLdq\nfjOQNTtJC2E7KDGeZG3HHY5NAhNlBkYj2U5HpKLs7TBfKr/djEcybAaDQRJ4Diu01uXmIF3p\nBLLQJ89vrXzfc+jtIh/FTpPG2uMsh+cIm2dZLgvtFppiWH1RvzrBS5UVY0hkoXQpCx04QusS\nlY4zcGaNswIAmsH8NK9L2MyIM5FhMkYTGEbB4ZAsWINWiDShByd3XWhgHAOBIFGPVtBKNAPo\nwpTaXIIU2/TVkC1tmohWiCwTBB+lYxEuTtEtDReIIwD+voDIHsLzCZoQVoX+1M2ROqMVdM4Z\nxzj259ocJdIJOONTOg0RTF2bYbSNURwe3MuZhVJ/N+7FfzLb9VigL1y4MJlMPvjBD17jds+c\nOfN7v/d73+7VePEwLWp35ryzF4e+4JztiQc5QNFQXDhsPMgTqdqtPfEk9wX3bRb89X9Rr/pJ\nE0xFY17iAGTS37Nv+cm/Sv7Fj/DuhZPbzn17y5Pnt17/2P8l3vYeHF75wmpvLItjB+a4VVPa\nRKzS0lA2TWPS0zg7uvk5o5QNhxYqaX8DPjILQFZobdUAbUw8HN6LJ0BheLijiZ8p4lqNs8IE\n39mMMQv9ruEaRz3k2WBhuZP0MIxweAVbPWiNcBGZ3MiaNHFmrJZIpcqyHdQ5s8gGU+YaAGc1\npaurgmVrAI5deCx53g+OMxUn+WyflWgVeRbftIc4DDSs07o0rpi6VAtzrXIyC+5ziRoYLmI4\nwCg+ceSoiTsBABARWNgs0eVKy/hJvfK5S8EvvBa/+1++tD68B5ei+SO0qiZsRg8YpcuNrbFv\nphImS7AXT1YvxQ3X7sUT8laeJw1RUF/rDu9csEKtHo2gdXXy/NbdR0Kx3UcjgC0Q9fDMGgBk\nEqMY7f2I+uasEtY0SdDrgnH0u2DMYDjkdp1nGMU4fDP6XexbMhENVLijvhGe0EZNAIj6Bh0a\nRmiFGEZYaBv+CRlqa4XFjqBJyTjGVg8ArTmbWRFZafc2BWPkeGUswkcxFveLXOLhh/jz78Uw\nQtQ3UT6Oi/b+//c34z+V7XoUqvR6vaqqbrzxxmvcer/f/ya3/m/y4gBgct5miX+5TEo2o/TT\nQGkwktEoAxA23X//4Knfes3tZr7PLOIqRJqpsnro5DP3HL1h2S1WU05qlMfPXTm00Dhzcfue\no/s+9OmzL759f8tzOvOGa2yIwDMsghJdo8vGzx7Y9eJgJswU4xhamSUvYrkRytGaJ23F7qFR\nnjSzyLtHMccEVjEOoBdP2vUaAMWcWfCroUtnGWWWg5IBcglHKLduFksNCzsGYBw5iBRBC3cA\n+epJ0Zg5MZn/swznzuDwyq79xTR/wCwtUonxfApCBGBYCtjNzaPwQ+KZ0GIsY1bYcPloW/ot\nygx89EJ8aKHRySIifdOTg459185pFFMceDTOZqnqdLooKpcID4HniK1N7Fs6vT4IfEfmeqXt\nI8vODHJaXzVeK25h1gZm4YEARnFCNBjGMYpVc86s6TEL0+Dd3XkPXYrO7krjTLs/w0ZoqYN4\nF36ZE5R09RFRcOIshdad2R9SbKOwSeyz3N5DS6O0ikgfHmkWIlNe8zOnN++9rWNaEbbSZa2G\n6yo09nocQTuO86IXveiv//qvr33TZ8+ePXbs2Ld+bWoDxLMJME2eH8U+OeWPYtEM6P+xVK7N\n9s97vrCPHZiD6+6mrDoCrsuzMtQjWejlP//9x1/yP4fN2gc/ffaVz116/6e+Eo3kQ//6OOT4\nwSfWX3/vSnDxKdk8JqoCng9FkSgzN32RpHlAlDVCb7PMlGDOoDk4M5ZJBOwSvpwmhloXhKZW\nUq2n5NnhNi1bcc8wpmVZAyBshtF2XJ9za9UsSVYWGmC+6/a3J77LfWFzAJMEk4SHi7vPibo2\nU2zt0+IVxjFYiFFvlrb1mVMXX3l0YXdISI5I492sblPIZnWZ3jhJ4AjOSm5zaIUi95s+ciSy\nMIQ/MGImyEJDK7K1koXmzUDoop+pcDy4+zffePpX/7TTW4sai6ELXmrARdSHVmLfEvpdNExQ\nAGc88ISRdEYDHi6if7m92EHUOzbfUK7Lh1fguIksbu4EYmcrmZ9HvwvHFXadKBOf+2o3bIrl\nlTYApUtV1iAanDInPV+mymdaMYd7Pj1yyLKDOG00Gwg8YcwImWXCKj1HFhVEQxcliiJOc8as\nduDHac6tUgLrW+NjB+YMCFYosbWpFg9w102280QWy3OOazNWVoORVGXVmfPikYzTPJwGh9OU\ngjPQ8ynwHMFZJjUCPyv0y4/vS4pSApuDdGmvEdn+f3Fj/qPdrq8CPRqNyrKsqqrX633sYx+7\nxq1vbm6+9a1v/U575BKE0pb5VHfHQWAclQ8yLGY1Wvs+eqD1hmAL7FbokrxAOwIK1mp3OxrL\ne2/rrN3+FiGV0tWJGxeGaf7yZx98/Fwf7//1R3/6PW/4wVv/5OGnf+JFtwTJ0ExvqZ7SEh8A\nrQPQyNqFKzBJoBRcgXQ6CWgGyDMz6iS1CFkzZ9KUuTww81atjHvRJMEwglYYCyiFSSLqPrTa\ncNpozSldblwZL+1tBPHl03kjTvPjh+ZXe2mSFWPJGplaGndNNJQTQ2vUqZXMBIlqjXQMrSnt\n0BxFnoHxV/a/iGf/KPqbxrTPFWAcd9wdp3mgJ9OUwsRMz8ksgnMohfVVNILdJw3ayq1vbo2y\nQh+3hn4zgOVDQwwHGMX84I3m57oPxpd4hkH8nle8543zHnroxZOwnpP1s8Fzc4l0bM5nOgbj\n4uAyRmPkEnXfIAnDCFEfw7P86Ak6HLfF+Mf/T/zQ6/wy37Dnlxz96Jne7Uuha7Pl9p613k40\nkr14QnIVci9SZcUttxdPxEJj7eJwsVVPZEJAkC84VUla8yQ2ejuouzZLMrU5SMKGoOutF09c\nm4VNESc58T5Prw+OHpjTulrtxsJhVOuTuX1xPKGxvGuzKEOSpeS7QolZqiy5ZXGWn5kGYs22\nwHe6g2RpoXHmYne+uS8ay4+cuvjDzz1EpjSJLOI0H0t16HoiclxHEMfJkyef85znOI6T5znn\nvNlsXuMOJEnyTcuD30zqoAhU4relCRhXbp1UbUqXfLS969927iyOPRtKv/k/n3z/T7+Axolr\nW+nynANn6uiYTYxYA3j97//NH/2b73/0XHT3b/4r3HUvnnsPOkv3/8czn3j7fbsEDMIojKnb\n1A2OXqIKRa3TABPfAIaYeTHRh6n/02mymR0TTElPnWxiPjmOEISGgAzQkI0eMzFssljLCh02\nXAI9aKIw8+GUUwTcTKtnKYhm9A0AtEM/nhgNtLB3d7uwqg7eNINKDMl6GKnmHE1HkqIyk3fa\npkaspgNf/gKe/QJMc9YB7EIu/S7hQp85P3rfJ/7ho297ieGKAYRy+HbNLKXShTF1kSVD0UQW\nocfjrDQdBtZ6OwRxRCPpC3swkoHn+ML+yN+de92d+/HwQxt3vHhzkKzsC4ydRS6TkpEAFYBv\n6VhZ5OEpbEbyelLDa136wibfvmgkQ4+T2QuZfxLoESuL3DYaLndtxnUeZSD2NH1HFP1FOQBT\nG/HaOFOJLJYWGjQu1rocZ4rISLPDp7eEHpdljRAhWbMxJf4Lm5FlY3eQAOjM+9FItnznnyGO\n782NWM+NRmMwGLzjHe/4jd/4jWvfh+3t7TAMvy3ZzvMVc7iaJEVFKR7xSIatEEA0zgK/hRKZ\nsrjt+eFirCzXtn3XNpN9zzfgoNKBVrJs9CX+/V+tv+6F9p0d7w0vvtWoTg4u4+AyJgnCxV95\nTT0pKt/mYDrSLIDFOZux0EBUKkzF06TvwNReA1NeIK4KKlQJGDfsY9LLpZHBdqd7mguOcbgg\nt1Iy2KSqR7GhmA8CgG5RsoDwkwG05oudq8/WlGlbmlE8AM+UyBkJF4Aq9cm1rfvvOoyrHKLB\n+Mlq/jiALANXyDKTMMC4AYsAX+7MPD2yQqvyKpxUK3X8riieEKlOljVhVUqXibKgcr5nr58M\n0ApVufNvf+yuRBb+1HWIMGjAoAcAkEvXdkzHGKd9AK506bsOcilr9nJ7Ty+ebKwPAt/kDfrC\n7g6S173gELIM9/6wn6pDC41olAW+Q+wL5rcwin3GlVtHlgee2Nga71qIEGfD5qgKkNl0mgCM\nrqWw6ctCUxGH0oEnaMXVtzSYDXBhV9CKfGO4VaMLg3s+qXjoaURcFD5NhGg37F5ckLWpIsZR\nLvm0M4Jx0RRIE+HyOCthM3pUQNeIRh02XKSJKi1dgl1H9fl6KtC0kR3zqVOnfvEXf5Ekhdds\ne+CBB5566qnvtAeN7DhDiaSoXJRk0k+26NAqShWAgIPMa6KRfMsrngWXKeZwctrNM6opYrvX\nSce/tf0pLP1ylOHer34yWvqpp7uxfu2v3TP8Cu66txtnH/n7r//WjxzD5R6AsBWi24XnG4xi\nkiCTuwQsMt0nXzqqIzSmpqBumBk6tW4gDgJDKImV8mTrGpMxWiHiaBr+nSHq8VHc3bO/M+/H\naQ4gTnP0u6vKpxjpdlBnzELYjtOc3IPIIBvkBFIVfDb2d6cM2avkfwCEzY4emDOezpg69mUZ\nzfF5LsF9uC6insGdZ4+oc2dx+GZRbyCXvBXimTXwTqKMmXK7StuMo7/NteJpgtY8H8WB14Dj\nmnRa3b19ab7zi6/Guz8M5kfTYS8AwAo8mDkKnUDq7TPnxcEbSbnHmaXKijuCaqqw2fF9Hq2w\ndc6fxPw9oAdDf7O7Z/9YKrIDjMZSHJiD00xGUpUsbDibvVHYdLNB4tosSpWwqzjNfVGX46Lh\nVqq0EqllIaWws0Ip22nYPNoax0m+2KrzkcwKuFommRrLQjZFyMpoXGSF3sx1u1UnzMHf29K6\nHMeT/nBycyeI07w/ZdFsbI3JHiSRri/sfjyRuW4ITmuSiSzGUoWMr25lnNU6835/e8Kt2uYg\naXmOLNKlhUYvHtOp6BXWxpWxzPU/QxzfmxDHU089deutt4ZhGEXR/Pz8/Pz84cOHr2UHHn74\n4WwmngbwTRBHLsE4OYXSAKRPoXyeE6c5FQXyUaI1tI2tMQ3fSHYIminvXEEjwKUNLHZ+9H//\n4p8fWpc/8oZ+PFnyanDdX/nok//2lbc8ekkCuPPI3jjNu4P0+F4Xs1ySmWKbsA5CbGeLhFfz\nYakCEjJLAV0kSDHIr4TW05VDFwCagVnip7fEERqBFA1RFUgTcpIEMFshBEAW8jMmnxlvAgBm\n+wDgOp8lnlBD33RKpwpGZtAJSj/JsjNxeWihYbQqJIN0zCAa+IasEwVLlZWwqt1XgbXeDiWH\nGfBnygCJszKYbD++bfmCJ1I9cvbSm15+2ywBJxpn5Gsx437MvDqJhsGtWj+edBosVtbMeZWs\n/k5vDE7cuEB5Ln91+tLLn33wHX/8xfe+eJ9aPEDVudMwzAoAlHhivEbtmuFOlDm5IM2iVXx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XSq9fGZ27HNMnjyf5MMnovXRyxpN8PMmp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\nithsidjj2zV6lFbKfpzR7xFpgq2LaB/Ae972+Ft/+dij/wWveh1yhUcfwq0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S8/WkMCaTnhOnOXOXBLMmmSYjt2iSqdz4bol0Oh8VRHF4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9L82OxEdH53ngZdxWggLuHAHUfOdebmb/70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\nAABJRU5ErkJggg==", "text/plain": [ "Plot with title “Color Key\n", "and Histogram”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=4, repr.plot.height=6)\n", "heatmap.2(LSI_out, \n", " col=hmcols,\n", " ColSideColors=color_pal[as.factor(cells_tree_cut)],\n", " #RowSideColors=color_pal[as.factor(genes_tree_cut)],\n", " Rowv = as.dendrogram(hclust_genes), Colv = as.dendrogram(hclust_cells),\n", " labRow=FALSE, labCol=FALSE, trace=\"none\", scale=\"none\",\n", " useRaster=TRUE)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "List of 7\n", " $ merge : int [1:5334, 1:2] -1214 -282 -462 -852 -1561 -1564 -1582 -40 -545 -3961 ...\n", " $ height : num [1:5334] 0.00567 0.00607 0.00842 0.00863 0.01059 ...\n", " $ order : int [1:5335] 585 578 1451 3201 3421 3253 3835 3338 651 2390 ...\n", " $ labels : NULL\n", " $ method : chr \"ward.D2\"\n", " $ call : language hclust(d = proxy::dist(t(sk_diag %*% t(SVD$v)), method = \"cosine\"), method = \"ward.D2\")\n", " $ dist.method: chr \"cosine\"\n", " - attr(*, \"class\")= chr \"hclust\"\n" ] } ], "source": [ "str(hclust_cells)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 5335
    2. \n", "\t
  2. 100
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 5335\n", "\\item 100\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 5335\n", "2. 100\n", "\n", "\n" ], "text/plain": [ "[1] 5335 100" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(SVDumap_vd)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "df_umap_LSI <- run_umap(t(SVDumap_vd))\n", "df_umap_LSI = as.data.frame(df_umap_LSI)\n", "row.names(df_umap_LSI) = colnames(datafr)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "labels = metadata[colnames(datafr),'label']\n", "num_colors = length(unique(metadata$label))\n", "colormap = colorRampPalette(brewer.pal(8, \"Accent\"))(num_colors)\n", "names(colormap) = as.character(seq(1,num_colors))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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V+/XsyKqtXqiooKWkeBppTqdLrPP/98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\nAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_LSI <- plot_umap(df_umap_LSI,labels = labels,colormap = colormap,title='Cusanovich2018')\n", "p_LSI = p_LSI +labs(color='cellranger')\n", "p_LSI" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "labels2 = as.character(cells_tree_cut)\n", "num_colors = length(unique(metadata$label))\n", "colormap2= colorRampPalette(brewer.pal(8, \"Set2\"))(num_colors)\n", "names(colormap2) = as.character(seq(1,num_colors))" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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8kjstodcpGQcFMoMhFkKjDXN0usuQHOn6sQY5vwhBQAwBRX6F8cXhbG2j3bBQNs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\nAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_LSI_cluster <- plot_umap(df_umap_LSI,labels = labels2,colormap = colormap2,title='Cusanovich2018')\n", "p_LSI_cluster = p_LSI_cluster+labs(color='cluster')\n", "p_LSI_cluster" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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mGqG1w7DtY2NLtDUjhTN103dx6p07JBAFBU6vKEHZ8/8Ed8Tq/42ebTl09OnTUl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N54BKwPAkaz6JHxfOYNDlMW/evO3bt2/d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Cic9+x/GIopB9qCr51dsvvdg6pe8kd7G+P3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\n/+yKmZcsKUtecMkQvX0AAIAvgRHL1ZtPKiHsGSDa47j7GYq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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=4*2.5, repr.plot.height=4*1)\n", "p_group = cowplot::plot_grid(p_LSI,p_LSI_cluster,\n", " labels = \"AUTO\",ncol = 2)\n", "p_group" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "cowplot::ggsave(p_group,filename = 'Cusanovich2018_clades_10xpbmc5k.pdf',width = 4*2.5, height = 4*1)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "save.image(file = 'Cusanovich2018_10xpbmc5k_idenfify_clades.RData')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "df_pseudobulk = cbind(cellid=colnames(datafr),clusterid=labels2)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A matrix: 6 × 2 of type chr
cellidclusterid
AAACGAAAGCGCAATG-11
AAACGAAAGGGTATCG-11
AAACGAAAGTAACATG-12
AAACGAAAGTTACACC-12
AAACGAACAGAGATGC-11
AAACGAACATGCTATG-12
\n" ], "text/latex": [ "A matrix: 6 × 2 of type chr\n", "\\begin{tabular}{ll}\n", " cellid & clusterid\\\\\n", "\\hline\n", "\t AAACGAAAGCGCAATG-1 & 1\\\\\n", "\t AAACGAAAGGGTATCG-1 & 1\\\\\n", "\t AAACGAAAGTAACATG-1 & 2\\\\\n", "\t AAACGAAAGTTACACC-1 & 2\\\\\n", "\t AAACGAACAGAGATGC-1 & 1\\\\\n", "\t AAACGAACATGCTATG-1 & 2\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A matrix: 6 × 2 of type chr\n", "\n", "| cellid | clusterid |\n", "|---|---|\n", "| AAACGAAAGCGCAATG-1 | 1 |\n", "| AAACGAAAGGGTATCG-1 | 1 |\n", "| AAACGAAAGTAACATG-1 | 2 |\n", "| AAACGAAAGTTACACC-1 | 2 |\n", "| AAACGAACAGAGATGC-1 | 1 |\n", "| AAACGAACATGCTATG-1 | 2 |\n", "\n" ], "text/plain": [ " cellid clusterid\n", "[1,] AAACGAAAGCGCAATG-1 1 \n", "[2,] AAACGAAAGGGTATCG-1 1 \n", "[3,] AAACGAAAGTAACATG-1 2 \n", "[4,] AAACGAAAGTTACACC-1 2 \n", "[5,] AAACGAACAGAGATGC-1 1 \n", "[6,] AAACGAACATGCTATG-1 2 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(df_pseudobulk)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "write.table(df_pseudobulk,'./peak_calling/pseudobulk.tsv',quote = FALSE,sep='\\t',row.names = FALSE)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "R [conda env:ATACseq_simulation]", "language": "R", "name": "conda-env-ATACseq_simulation-r" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }