{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary\n", "\n", "
\n", "Compute the optical crosstalk in two 48-pixel SPAD arrays from the 48-spot smFRET-PAX setup.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Find the data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'data/2017-10-16_00_DCR.hdf5'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fname = 'data/2017-10-16_00_DCR.hdf5'\n", "fname" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from pathlib import Path\n", "assert Path(fname).is_file(), 'File not found.'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'2017-10-16_00_DCR'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mlabel = Path(fname).stem\n", "mlabel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load software" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from itertools import combinations\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.rcParams['font.sans-serif'].insert(0, 'Arial')\n", "plt.rcParams['font.size'] = 14\n", "from tqdm import tnrange, tqdm_notebook" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Optimized (cython) burst search loaded.\n", " - Optimized (cython) photon counting loaded.\n", "--------------------------------------------------------------\n", " You are running FRETBursts (version 0.6.5).\n", "\n", " If you use this software please cite the following paper:\n", "\n", " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n", " Ingargiola et al. (2016). http://dx.doi.org/10.1371/journal.pone.0160716 \n", "\n", "--------------------------------------------------------------\n" ] } ], "source": [ "from fretbursts import *" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Mon Oct 30 16:50:38 2017'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import time\n", "time.ctime()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Define functions" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def coincidence_py(timestamps1, timestamps2):\n", " coinc = 0\n", " i1, i2 = 0, 0\n", " while (i1 < timestamps1.size) and (i2 < timestamps2.size):\n", " if timestamps1[i1] == timestamps2[i2]:\n", " coinc += 1\n", " i1 += 1\n", " i2 += 1\n", " elif timestamps1[i1] > timestamps2[i2]:\n", " i2 += 1\n", " elif timestamps1[i1] < timestamps2[i2]:\n", " i1 += 1\n", " return coinc" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%load_ext Cython" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%%cython\n", "cimport numpy as np\n", "\n", "def coincidence(np.int64_t[:] timestamps1, np.int64_t[:] timestamps2):\n", " cdef np.int64_t coinc, i1, i2, size1, size2\n", " size1 = timestamps1.size\n", " size2 = timestamps2.size\n", " coinc = 0\n", " i1, i2 = 0, 0\n", " while i1 < size1 and i2 < size2:\n", " if timestamps1[i1] == timestamps2[i2]:\n", " coinc += 1\n", " i1 += 1\n", " i2 += 1\n", " elif timestamps1[i1] > timestamps2[i2]:\n", " i2 += 1\n", " elif timestamps1[i1] < timestamps2[i2]:\n", " i1 += 1\n", " return coinc" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def crosstalk_probability(t1, t2, tol=1e-6, max_iter=100):\n", " \"\"\"Estimate crosstalk probability between two pixels in a SPAD array.\n", " \n", " Given two input arrays of timestamps `t1` and `t2`, estimate \n", " the crosstalk probability using Poisson statistics without \n", " approximations.\n", " \n", " Arguments:\n", " t1, t2 (array of ints): arrays of timestamps from DCR measurements\n", " for the two pixels to be measured. Timestamps need to be \n", " integers and coincidences are detected when values in the two \n", " arrays are equal. These arrays need to be rescaled, if \n", " coincidence need to be computed on a delta t larger than \\\n", " a single timestamp unit.\n", " tol (float): tollerance for iterative equasion solution\n", " max_iter (int): max iterations used to solve the equation\n", " \n", " Returns:\n", " A 3-element tuple:\n", " - crosstalk probability\n", " - crosstalk probability standard deviation\n", " - number of iterations used for the estimation.\n", " \"\"\"\n", " T = (max((t1.max(), t2.max())) - min((t1.min(), t2.min())))\n", " C = coincidence(t1, t2)\n", " \n", " # Find C_c by solving eq. (1) iteratively\n", " C_c, C_u_prev = 0, 0\n", " for i in range(max_iter):\n", " C_u = ((1 - np.exp(-(t1.size - C_c)/T)) * \n", " (1 - np.exp(-(t2.size - C_c)/T)) * T)\n", " C_c = C - C_u\n", " if np.abs(C_u - C_u_prev) < tol:\n", " break\n", " C_u_prev = C_u\n", " \n", " P_c = C_c / (t1.size + t2.size - C_c)\n", " if C_c <= 0:\n", " sigma = np.nan\n", " else:\n", " sigma = np.sqrt(C_c) / (t1.size + t2.size - C_c)\n", " return P_c, sigma, i\n", "\n", "def crosstalk(dx, spot1, spot2, divide=1, det=0):\n", " \"\"\"\n", " Calculate the crosstalk between two pixels in a SPAD array for data object, dx. \n", " \n", " Arguments:\n", " spot1, spot2 (ints): pixel pair for\n", " combinations possible in 48 spots. The pixel pair \n", " tuple needs to be intergers. The optical crosstalk \n", " across pixels is computed for a pair of pixels. \n", " divide (int): integer division of timestamps by `divide` are the\n", " timestamps used for coincidence counting.\n", " `divide` rescales the timestamps so that adjacent timestamps\n", " become the same timestamp after division.\n", " det (int): 0, 1 for D, A SPADs respectively. \n", " \n", " Returns:\n", " A 3-element tuple:\n", " - A float corresponding to optical crosstalk between the\n", " selected pixels in the D/A SPAD array.\n", " - A float corresponding to the standard deviation of optical crosstalk\n", " between the selected pixels in the D/A SPAD array.\n", " - A float indicating the probability of optical crosstalk between\n", " selected pixels.\n", " \"\"\"\n", " ph1 = dx.ph_times_m[spot1][dx.detectors[spot1] == det] // divide\n", " ph2 = dx.ph_times_m[spot2][dx.detectors[spot2] == det] // divide\n", " delta_t = d.clk_p*divide\n", " if ph1.size == 0 or ph2.size == 0:\n", " return np.nan, np.nan, 0\n", " ct, sigma, i = crosstalk_probability(ph1, ph2)\n", " return ct, sigma, i" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def dist(manta_shape, ich1, ich2):\n", " \"\"\"Compute distance between two pixels on the SPAD array.\n", " \"\"\"\n", " row1, col1 = np.where(manta_shape == ich1)\n", " row2, col2 = np.where(manta_shape == ich2)\n", " del_x = abs(col2 - col1) \n", " del_y = abs(row2 - row1)\n", " dist = float(np.sqrt((del_x)**2 + (del_y)**2)) #multipy by 500 to convert to microns\n", " return(dist)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def savefig(fname, **kwargs):\n", " \"\"\"Save figure with default arguments.\"\"\"\n", " import os\n", " basename = os.path.basename(fname)\n", " dir_ = f'figures/{mlabel}_'\n", " kwargs_ = dict(dpi=180, bbox_inches='tight', \n", " frameon=True, facecolor='white', transparent=False)\n", " kwargs_.update(kwargs)\n", " plt.savefig(dir_ + basename, **kwargs_)\n", " print('Saved: ', dir_ + basename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the data" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "d = loader.photon_hdf5(fname)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DCR timetrace for spot 31 of D-SPAD" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABXMAAAEACAYAAADx1eV/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIiIiGUDBXBEREREREREREZEM8P8B2Zy+g/TM4pAAAAAASUVORK5CYII=\n", "text/plain": [ "| \n", " | crosstalk | \n", "distance | \n", "error | \n", "pix1 | \n", "pix2 | \n", "
|---|---|---|---|---|---|
| 0 | \n", "0.000772 | \n", "1.0 | \n", "1.481646e-05 | \n", "0 | \n", "1 | \n", "
| 1 | \n", "0.000014 | \n", "2.0 | \n", "2.193197e-06 | \n", "0 | \n", "2 | \n", "
| 2 | \n", "0.000007 | \n", "3.0 | \n", "2.729624e-06 | \n", "0 | \n", "3 | \n", "
| 3 | \n", "0.000002 | \n", "4.0 | \n", "8.092910e-07 | \n", "0 | \n", "4 | \n", "
| 4 | \n", "0.000010 | \n", "5.0 | \n", "3.699850e-06 | \n", "0 | \n", "5 | \n", "
| \n", " | crosstalk | \n", "distance | \n", "error | \n", "pix1 | \n", "pix2 | \n", "
|---|---|---|---|---|---|
| 0 | \n", "0.000772 | \n", "1.0 | \n", "0.000015 | \n", "0 | \n", "1 | \n", "
| 11 | \n", "0.000893 | \n", "1.0 | \n", "0.000036 | \n", "0 | \n", "12 | \n", "
| 47 | \n", "0.000892 | \n", "1.0 | \n", "0.000013 | \n", "1 | \n", "2 | \n", "
| 58 | \n", "0.000913 | \n", "1.0 | \n", "0.000016 | \n", "1 | \n", "13 | \n", "
| 93 | \n", "0.000958 | \n", "1.0 | \n", "0.000018 | \n", "2 | \n", "3 | \n", "
| \n", " | crosstalk | \n", "distance | \n", "error | \n", "pix1 | \n", "pix2 | \n", "
|---|---|---|---|---|---|
| 12 | \n", "0.000140 | \n", "1.414214 | \n", "0.000014 | \n", "0 | \n", "13 | \n", "
| 57 | \n", "0.000138 | \n", "1.414214 | \n", "0.000006 | \n", "1 | \n", "12 | \n", "
| 59 | \n", "0.000146 | \n", "1.414214 | \n", "0.000006 | \n", "1 | \n", "14 | \n", "
| 103 | \n", "0.000139 | \n", "1.414214 | \n", "0.000007 | \n", "2 | \n", "13 | \n", "
| 105 | \n", "0.000134 | \n", "1.414214 | \n", "0.000003 | \n", "2 | \n", "15 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 1033 | \n", "0.000151 | \n", "1.414214 | \n", "0.000004 | \n", "33 | \n", "44 | \n", "
| 1035 | \n", "0.000195 | \n", "1.414214 | \n", "0.000011 | \n", "33 | \n", "46 | \n", "
| 1047 | \n", "0.000148 | \n", "1.414214 | \n", "0.000002 | \n", "34 | \n", "45 | \n", "
| 1049 | \n", "0.000139 | \n", "1.414214 | \n", "0.000001 | \n", "34 | \n", "47 | \n", "
| 1060 | \n", "0.000163 | \n", "1.414214 | \n", "0.000008 | \n", "35 | \n", "46 | \n", "
66 rows × 5 columns
\n", "