{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring High Weight Genes\n", "\n", "Visualizing the distribution of high weight genes across different dimensionality reduction algorithms, including `PCA`, `ICA`, `NMF`, `ADAGE`, and `Tybalt`. The standard procedure for defining high weight genes is defined by greater than 2.5 standard deviations away from the mean, separately for both positive and negative tails.\n", "\n", "The module **`high_weight_genes`** facilitates high weight gene discovery using different metrics defined at custom thresholds.\n", "\n", "## Interpretation\n", "\n", "Methods like `ICA` and `ADAGE` learn features that have more even tailed distributions and are less skewed than methods like `PCA`, `NMF`, and `Tybalt`. Defining high weight genes using `NMF` can only be done using positive tails, whereas `ADAGE` and `ICA` learn different representations in each tail. The neural network based approaches `ADAGE` and `Tybalt` (and other `VAE` variants), and to a lesser extent `ICA`, learn different types of distributions in each node. The distributions they learn have different skew and kurtosis. **These observations necesitate a dynamic procedure of assigning genes to nodes.**\n", "\n", "In the following notebook we explore the distributions of high weight genes across features learned by the aformentioned algorithms.\n", "\n", "### 1) High weight positive and negative genes defined by standard protocol\n", "\n", "First, we visualize the distribution of high weight genes for positive and negative tails within a single node for each algorithm. We determine that some methods (`ADAGE`) have largely symmetrical nodes, while others (`Tybalt` and `VAE` variants) have some nodes with many genes isolated in only one of the tails. \n", "\n", "### 2) Diversity of individual node distributions\n", "\n", "Next, we plot the full distribution of the first 25 features (of 100) defined for each algorithm. From this analysis it is clear the features for each algorithm learn quite different distributions. `ADAGE` learn gene weights near zero with light tails, `NMF` learn only positive weights, and `VAE` variants, `PCA`, and `ICA` learn heterogeneous feature distributions.\n", "\n", "### 3) Skewness and Kurtosis\n", "\n", "We observe the distribution of skewness and kurtosis for each feature across algorithms. This analysis will give us a clearer picture on feature heterogeneity and how defining high weight genes across algorithms may be artificially penalized by standard methods. We observe increased node distribution heterogeneity for `VAE` variants, `NMF`, but less heterogeneity for `PCA`, `ICA`, and `ADAGE` features.\n", "\n", "### 4) Node Type Designations\n", "\n", "Lastly, we determine that a dynamic procedure for assigning high weight genes to nodes may be helpful in assigning biological patterns to learned features. We define node types as:\n", "\n", "- **Type A:** Low skewness, low kurtosis\n", " - These are the nodes closest to normal distributions\n", " - More stringent cutoffs required to eliminate false postive genes (use ` > 3 standard deviations`)\n", "- **Type B:** Low skewness, high kurtosis\n", " - Symmetrical distributions but many genes at the end of tails.\n", " - Use the standard procedure for defining high weight genes (`> 2.5 standard deviations`)\n", "- **Type C:** High skewness, low kurtosis\n", " - Heavily biased toward postive high weight or negative high weight genes, but few activated genes\n", " - Type C nodes can be split into two types `Type C Pos` and `Type C Neg`, designated based on if they include more positive high weight genes or negative high weight genes.\n", " - Use standard procedure for defining high weight in long tails, but strict procedure for defining opposite tail.\n", "- **Type D:** High skewness, high kurtosis\n", " - Heavily biased toward one tail, with many activated genes\n", " - Type D nodes can also be split into two types depending on direction of the high weight tail\n", " - Use the opposite high weight gene procedure however to reduce false positive but still capture some signal in the opposite high weight tail.\n", " \n", "We apply the correction and visualize the adjusted distributions. A pathway coverage analysis will determine if these adjustments improve pathway discovery." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn import preprocessing\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from tybalt.genes import high_weight_genes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "plt.style.use('seaborn-notebook')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sns.set(style='white', color_codes=True)\n", "sns.set_context('paper', rc={'font.size':14, 'axes.titlesize':20, 'axes.labelsize':16}) " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# High weight gene metrics\n", "metric = 'stddev'\n", "threshold = 2.5\n", "\n", "# Color dictionary\n", "algorithm_color_dict = {'PCA': '#a6cee3',\n", " 'ICA': '#1f78b4',\n", " 'NMF': '#b2df8a',\n", " 'ADAGE': '#33a02c',\n", " 'Tybalt': '#fb9a99',\n", " 'VAE_100': '#e31a1c',\n", " 'VAE_300': '#fdbf6f'}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Feature file locations\n", "pca_file = '../pancan_viz/data/pca_feature_rnaseq.tsv.gz'\n", "ica_file = '../pancan_viz/data/ica_feature_rnaseq.tsv.gz'\n", "nmf_file = '../pancan_viz/data/nmf_feature_rnaseq.tsv.gz'\n", "adage_file = 'https://github.com/greenelab/tybalt/raw/4bb7c5c5eb6b9dfe843269f8c3059e1168542b55/results/adage_gene_weights.tsv'\n", "tybalt_file = 'https://github.com/greenelab/tybalt/raw/928804ffd3bb3f9d5559796b2221500c303ed92c/results/tybalt_gene_weights.tsv'\n", "vae_2l100_file = 'https://github.com/greenelab/tybalt/raw/7d2854172b57efc4b92ca80d3ec86dfbbc3e4325/data/tybalt_gene_weights_twohidden100.tsv'\n", "vae_2l300_file = 'https://github.com/greenelab/tybalt/raw/7d2854172b57efc4b92ca80d3ec86dfbbc3e4325/data/tybalt_gene_weights_twohidden300.tsv'" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Instantiate high weight gene objects\n", "pca_weights = high_weight_genes(pca_file, metric=metric, thresh=threshold, algorithm='PCA')\n", "ica_weights = high_weight_genes(ica_file, metric=metric, thresh=threshold, algorithm='ICA')\n", "nmf_weights = high_weight_genes(nmf_file, metric=metric, thresh=threshold, algorithm='NMF')\n", "adage_weights = high_weight_genes(adage_file, metric=metric, thresh=threshold, algorithm='ADAGE')\n", "tybalt_weights = high_weight_genes(tybalt_file, metric=metric, thresh=threshold, algorithm='Tybalt')\n", "vae_2l100_weights = high_weight_genes(vae_2l100_file, metric=metric, thresh=threshold, algorithm='VAE_100')\n", "vae_2l300_weights = high_weight_genes(vae_2l300_file, metric=metric, thresh=threshold, algorithm='VAE_300')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize distributions\n", "\n", "Certain `high_weight_genes` methods enable quick visualizations of high weigh gene features. Here, we show:\n", "\n", "1. Positive and negative tail number of high weight genes\n", "2. Full gene activity distributions\n", "\n", "We use the `standard method` of extracting high weight genes as presented in [Tan et al. 2017](https://doi.org/10.1016/j.cels.2017.06.003). Briefly, this method calculates the standard deviation of the gene weight distribution and then selects high weight genes based on a cutoff: `abs(weight) > 2.5 stddev`\n", "\n", "### Positive/negative tails" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_weights.count_high_weight_genes(return_plot=True, title='PCA',\n", " color=algorithm_color_dict['PCA']);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LkZGRgZ07dyI3N5c7YpJXc0U+T+wM2ptyh950rp5IdJA5duwY1q9fjyeffLLe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\ntEiYNGmSIAiC8I9//EOIjIw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ica_weights.count_high_weight_genes(return_plot=True, title='ICA',\n", " color=algorithm_color_dict['ICA']);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nmf_weights.count_high_weight_genes(return_plot=True, title='NMF',\n", " color=algorithm_color_dict['NMF']);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adage_weights.count_high_weight_genes(return_plot=True, title='ADAGE',\n", " color=algorithm_color_dict['ADAGE']);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tybalt_weights.count_high_weight_genes(return_plot=True, title='Tybalt',\n", " color=algorithm_color_dict['Tybalt']);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ucZjcv/XWW/nyyy/x9/d36jqTJ08mJCSERx55hKuuuopZs2axa9cu1q9fz/Hj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\nT6AOCUYTHCKLNYUQDZ7TQWb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l100_weights.count_high_weight_genes(return_plot=True,\n", " title='VAE 2 Hidden Layer (100)',\n", " color=algorithm_color_dict['VAE_100']);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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r+Cwse+Lfy9dWKNOvAQRFYYm9oqZbJiJSL7kdZCZNmsSsWbPYsmULeXl5ZrbJ\nNBbfYPAJgJwjYD0Bp46Bb5B6MSIiJnF7uOy+++4jNzfXUaPM217FuJjt27dXXctMUJh9BI7vsZX4\nNwywWOD4HgpzUvEKalLuc428bNU7ExGpJLeDzIABA8xsR/XI3IUjD+NgwLGdUE6QMY5sPlMpwOIF\nzZJshTZFRKRcbgeZ+++/38x2VI/wOFsPxiiw/Wxg27QsvOx9cFSKRkTk7FVqMaZhGHz11VeOnTFH\njx5NREQEu3fvpnXr1ma1scpYfAIxfAIhL+vMgz6BWHyDyn5S8VI0dlpXIyLilkpNYb7nnnv4/fff\nadiwISdOnODOO+/k2LFj3HLLLSxYsIBLL73UzLaeu9xU8G9om1mWn1u0FbN/+QHDPiOteKDRbpoi\nIm5xe3bZs88+i4+PDytWrGDDhg34+/sD0Lp1a4YOHcrMmTNNa2SVCYq0BZfTmVBwCk5nQH52uQFD\nu2mKiJw9t3sy3377LfPnz3e5b8ytt97KkiVLqrRhprDXWzMKz+RlTh/HSN2KpWnXMp+m3TRFRM6O\n2z0ZLy8vgoNdf7jm5eXVjTIzuang7Vc0wcwCeNl6KAfX26Yol8PiG4wlrKUCjIhIJbgdZNq2bcvs\n2bNdbrO8ZMkS2rVrV6UNM0VQJORlAwXYqjAXQGHRtGTtKSMiUuXcHi574IEHuPvuu7nqqqvo1KkT\neXl5TJkyhX379nH48GEWLlxoZjurhmGAlzfOa2UKIP+UEvkiIiZwuydzySWX8NFHH9GzZ08OHjxI\n06ZNOXr0KImJiXz88cd06lQHFifmpp7JyxRnz8+IiEiVqtQ6mdatW/P000+b1RbTGT7Bzmtk7Ary\ntO5FRMQEbgeZ1157rdzj/v7+NGvWjCuuuIKAgIBzbpgZLPnZGN6BUFiiwGdBDgZe1IGpCyIidYrb\nQebNN98kNzfXZeLfYrE4tmOOiYlh/vz5tbMCQFAkePtAqSLSXpB1EMJa1ESrRETqLbdzMu+88w5t\n27bl+eef57vvvuOXX37h22+/5YknnqBjx458/vnnrFq1ihYtWvDCCy+Y2eazZvENhtgrwanP4mWr\nylxO/TIRETk7bgeZJ554glGjRnHzzTcTERGBt7c3jRo14u9//zt33XUXzzzzDK1bt+aRRx5h27Zt\nZrb5nHiddxVEJ4LFB/AGLNCwTfn1y4ox8rIxju+pcF2NiIhUYrjs119/pWVL14nxCy64gM2bNwMQ\nEhJCbm4MtXiFAAAddElEQVRu1bTOJF5tb6cwOBr2/RcKTkPmTowfZ0DL68st4a+S/yIileN2TyY6\nOpp58+ZhtVqdHrdarbz11luEhoYCtmG1WpmPKcawZsGhryA/xzZ9uTAfTmdiHFhTZg+lrJL/6tGI\niJTN7Z7Mgw8+yCOPPMKXX35J8+bNadCgAadPn2bXrl1kZ2czceJE0tPTWbx4MXPmzDGzzefMOLEf\nTp+gaEOZogeLFmWWNZVZJf9FRCrN7SDTp08f4uLiWLlyJQcOHCAzM5OGDRvSv39/evXqRceOHQFY\ntmwZcXG1PImeuavYAkz74kxL+SX8VfJfRKTSKrUYs02bNowdO7bcc6Kiohg6dCiLFi06p4aZxbBm\nQeZObD2YEqv/GyeU+TyLbzA0S3LKyajkv4hI+SoVZNyRl5fH//73v6q+bNXJTYUCK6UCDBbI+A0j\nc1eZCX2V/BcRqRy3E//1hfHXD7ZAUzLIeHnbJgBUkNBXyX8REfd5VJApzD4CR388s8ulg8X25VXU\nsbMn9EVE5Jx4VJAhcxelh8kALODbACzeRT8qoS8iUhU8K8iExwGWohliRb0XAN8QsK/4V0JfRKTK\nVHnivzbzCmpCYcSFkLYVxxoZnxDwD4OW12HxCVRCX0SkCnlWTwYgoi22mmVetu/evlBohcAmSuiL\niFQxU3oyhqvdJ4Hdu3czZ84cIiIi8PX1xcfHh/z8fNLT05kwYQJpaWnMnz+f0NBQWrZsyeDBg6u2\nXdYs+GsD+DcA60nbsNnpTPBvCL8twVAtMhGRKlXlQSYgIIBbbrmlzOOPPfYYjRs35q677qJp06ZM\nmTKFDRs2sHTpUvbu3cvYsWOJiYlhxIgRDBgwAD8/v6prXG4qWLMgL7toLWahLdnv5euYukxEvHoz\nIiJVxO3hsuzsbCZNmsTevXsBOHz4MLfffjuXXHIJ//jHP8jIyABsVZife+45l9do3bo1jRo1YsGC\nBVxyySVERUUBtioBqamppKenEx0dDUBYWBhZWS62Sj4Hhm8w5J0EDDCKcjL2isqgqcsiIlXM7SDz\n3HPPsWnTJnx9fQHb/jJHjx5lzJgxpKam8tJLL1V4DavVytNPP0379u259dZbOXLkCGALWLGxsURH\nR5OSkgJAZmYm4eHhZ3NPZbLkZYO3X9GiywIc05kLi3b71NRlEZEq5fZw2bp163j55ZeJjY0lPT2d\nb7/9ltmzZ3PNNdfQqVMnHnjggQqv8fbbb3Pw4EG+/PJLAIKDg5k6dSoZGRlMmDCBjIwMZsyYQWho\nKMnJyVgslgquWDmGT7CtpIzFy7lA5qkM8A+HmM5lPzcvW+VkREQqye0gc+LECZo1awbA999/T0BA\nAFdeeSUAkZGRpKenV3iNe+65h3vuuafM4+Hh4UybNs3dJlWaJT/bNmR2OrP0wbwTkPI/jLTtcN7V\nThMAtFmZiMjZcXu4LDIykt9//x2A5cuXk5iY6EjK79u3j4YNG5rTwqoUFGkbLqN4D8kCFEJhHpw+\nBjlHMPZ86qhdps3KRETOnts9mRtvvJGHHnqIpk2bsnv3bt58803ANi35X//6F1dffbVpjawqFt9g\njNgk2PVJUeIfsFjO/Nte/t96AuPEPghtgZH6sy0A2UvOgDYrExFxk9tBZsyYMURFRbFjxw4efvhh\nunbtCkBKSgrx8fGMHz/etEZWJa/YbhRaLLD3s6Ltlw2gaCpz8RxQ5i6MvZ/bAkxumq22WbHSM5og\nICJSMbeDjMVi4bbbbiv1+OWXX87ll19epY0ym1fTrhhN2tt6K/mn4c8VkJeFo9SMbwgc+8N2ssUb\n/IoWb/r4g5evapuJiLipUosx161bxzvvvMOvv/5KVlYWDRo0ICEhgbvuuovOncuemVXbOGaKBTbB\nkpeF0fwa+Os728wzbz9o3A7SfjnzBJ8g8PaHppdjieygACMi4ia3g8yKFSv4v//7Pzp06ECfPn0I\nDg7m5MmTbNmyhWHDhjF37lySkpLMbGuVcMwUs2ZB3knbbDNvP4i8BHyDITwOi28QRvpvZ5L9YOvB\nKMCIiFSK20HmjTfe4B//+AcPPvhgqWNTp05l9uzZtT7IOGaKFebZVv4bBbbpzBYv2LvaVsPsrw0Y\njS+GmC62OmdF05Y1RCYiUnluB5k9e/aUWZNs4MCBvPvuu1XWKNPkptqCRtE2y44FmUYBYIHTx225\nl5wjtsR+TDcsITFagCkicpbcXicTGBhIZqaLRYzAyZMnq7aQpVmCIm29loI8MPJLHCyaZWYUlZwp\nsELKRgUYEZFz4HaQSUxMZOrUqRw4cMDp8T179jB58mTHlObazOIbDNGJkJ9NubduX9lfRsFMIy8b\n4/geLcgUEamA28NlEyZMYOjQoSQnJ9OwYUNCQkI4efIkx48fp3nz5sycOdPMdlYZS0gMRmBj25BZ\nwWnb1GVHHTMAy5kA42I9jErMiIi4z+0gExsby6pVq/jvf//LL7/84pjC3K5dO6699tq6MVwGtqDh\n5Wtb/+LtDz6BtsWWARGQfwryc22LMr39SyX7yyoxoz1oRERcq9Q6mYCAAPr27UtycjInTpwgLCys\n7gSXIhbfYGiWdCZYePtD065wYr/t3/6h0LgdltgrSgcO+8SB4lRiRkSkTG4HmdzcXKZPn86nn37K\nsWPHHI/HxMRw0003MWrUKPz9/U1pZFWzRHXCaHAeHNsJ4XF4BTUpVcrfnndxSvzbJw4UDzQqMSMi\nUia3g8zEiRP58ssvufHGG7nooosICgoiOzub7du3s2DBAlJSUsrcEbO2MY5sBntPJuUHDHtepag3\nUlbexdELOrDmTHWAmETIOYqhWWgiIqW4HWTWrFnD888/T+/evUsdu/zyy5k4cWKdCDIV5VXcy7sU\nFdLMy4X9azB8AjUJQETEBbenMHt7e3PRRRe5PHbxxRc7tmWu9YrnVYwC2wyzwrwzU5XLybs4AhCA\nl4+taoD1hO062mdGRKQUt4NMnz59+Oyzz1weW716NX379q2yRpnKnlfJz7HNKjt9DHLTMLL+cj5e\nnD3vUjwAFeZjW8BpFP2bMtfViIh4KreHy1q1asXChQtZv3497du3p0GDBuTm5rJp0yYOHTrEgAED\neO211wDbtgAjR440rdHnwuIbjBGTCLuWcaa0fwNI2YgR+bfSs8+K1S0ziif+vXxwDJtZvGw9Im9/\nTQIQESnG7SBjz7ekpKTw448/ljo+Z84cx79rc5ABsAQXW5Dp5WNbM1NsKrIlqhNExDvNNoMS058B\n/EJtweVUhu1n3xCMg19jRF2CJS9LJWlExOO5HWR27NhhZjuqV/EFmcUY+bmQl43FN9gWHFysfSke\ngAyfYPhtkW2mWUGerXrA/i/gwBoM3wbgF6LJACLi0dzOydQnFt9gLM2SzuRe8nNtX3tWY2ydZ5vi\nXNHzw1piyc8GLLbeUH42YBRNAiiAvBNQmIdxYA2F6b9qQoCIeKRKrfivT+w9EuP4Ptj7KY78SmVK\nxTiqOp/GEWAwirYRKIRTx2yP7Vpmm+asXo2IeBiP7MnY2YbFAnEEGDs3Z4k5ekTeRaV1DMP5hIJc\n22NePpriLCIeyaODDFD+lGU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l300_weights.count_high_weight_genes(return_plot=True,\n", " title='VAE 2 Hidden Layer (300)',\n", " color=algorithm_color_dict['VAE_300']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Full gene activity distributions\n", "\n", "Plot the gene activity distributions of the first 10 features for each algorithm" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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clB/gP//5z1i+fDm8Xi8OOuggxGIxDA8PT5QevfDCC8jlcnP+fJ2dnQiHw3jppZemfH3y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6cHs7OzAICpqSn09fXVZFKtJK1bMB0X3X4Fg4nC4q9WxRgDz3N4cyzV0l8nqa2FqolAiyf0zkcS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\n26Sai36Kl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "first_encodings = range(1, 11)\n", "pca_weights.plot_weight_dist(features=first_encodings, title='PCA',\n", " color=algorithm_color_dict['PCA']);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YoCAajNsX2iN9elD0lHjYOMmDiIiS7PCpTrh9QUwt1qG5ywVBEFK9pKRggIKI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ica_weights.plot_weight_dist(features=first_encodings, title='ICA',\n", " color=algorithm_color_dict['ICA']);" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nmf_weights.plot_weight_dist(features=first_encodings, title='NMF',\n", " color=algorithm_color_dict['NMF']);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fI1GbhGuTr8fdY+f1un9F3hc4VHsQG0u+w7H6w7ht5O3sXkt+b0vZZkgkEiy8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\nZFAYcFnuIrx7+G0qqiepg7Zya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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adage_weights.plot_weight_dist(features=first_encodings, title='ADAGE',\n", " color=algorithm_color_dict['ADAGE']);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0REbjMWYFxS9/+UscPHgQL7/8MgDA4/Fg7dq16OzsxOrVq1MeII2iq0ufoI7s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\n3I5oFiYoMllfX2zBJbGCAtA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h/N/rkFOnoGbOBBYtztttd9LeDnXuEsihQzD+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\ng1lilsgcz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tybalt_weights.plot_weight_dist(features=first_encodings, title='Tybalt',\n", " color=algorithm_color_dict['Tybalt']);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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oTJs2jevViVqBc4iofTiHiNqO84eofTiHPI8JCiIiIiIiIiLyOLcv8ZBlGTk5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\nS+DfuQue9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l100_weights.plot_weight_dist(features=first_encodings,\n", " title='VAE 2 Hidden Layer (100)',\n", " color=algorithm_color_dict['VAE_100']);" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pfHPpF7/4BQkJCbzwwgvMmTOHnJwcfvazn/Hoo482m4Is0UVzKXxzSWKb5lL4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l300_weights.plot_weight_dist(features=first_encodings,\n", " title='VAE 2 Hidden Layer (300)',\n", " color=algorithm_color_dict['VAE_300']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Observe distribution of skewness and kurtosis\n", "\n", "* Skewness - measure of distribution symmetry (normal distribution = 0)\n", "* Kurtosis - measure of tail density (light tail is < 0, heavy tail is > 0)\n", "\n", "We also remove outliers in this visualization to focus on the areas of highest densities. The outliers are defined based on calculating z-scores for `skew` and `kurtosis` and discarding the feature if it is `> 3z` for either. We output the nodes of interest with their corresponding values. The distributions of the samples over these features can be explored in our [Shiny App](https://gregway.shinyapps.io/pancan_plotter/). " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " skew kurtosis\n", "40 0.744141 2.773984\n", "47 0.733348 7.516894\n" ] }, { "data": { "image/png": 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IiCanrANpyZIlgwIpGo3ivffegyRJ+NznPjfmxRER0eSRdSANdwWdEAJ33HEH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\nIEgAACsQJACAFQgSAMAKBAkAYIUfAzrdlqwPELgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_node_categories = pca_weights.get_node_categories(melted=True)\n", "ax, pca_outlier = pca_weights.plot_skewkurtosis(color=algorithm_color_dict['PCA'])\n", "print(pca_outlier)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " skew kurtosis\n", "9 -4.323351 42.340650\n", "30 4.778691 35.188953\n", "48 -10.271499 198.120854\n" ] }, { "data": { "image/png": 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+ZZNixx4EulCnW6YHDx6s559/Xn/5y1/0uc99Tunp6S22W5alBx98sMsLBNA9KgNRtZcr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\nDgDAGEIHAGAMoQMAMIbQAQAY8/8BOWozomylvcsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ica_node_categories = ica_weights.get_node_categories(melted=True)\n", "ax, ica_outlier = ica_weights.plot_skewkurtosis(color=algorithm_color_dict['ICA'])\n", "print(ica_outlier)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " skew kurtosis\n", "23 18.787895 364.941601\n", "30 10.428646 152.296701\n", "65 12.611232 190.281358\n", "94 10.293789 138.993949\n" ] }, { "data": { "image/png": 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4j48drF/h9fQ8A+2gDnIi1+35eU2qulIAkEZSGjqfffaZ7rvvPj366KNatGjR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\nsIbQAQBY8/8B+VbK5dpTLkkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nmf_node_categories = nmf_weights.get_node_categories(melted=True)\n", "ax, nmf_outlier = nmf_weights.plot_skewkurtosis(color=algorithm_color_dict['NMF'])\n", "print(nmf_outlier)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " skew kurtosis\n", "40 -0.171257 -0.266821\n" ] }, { "data": { "image/png": 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QTUECSQghRFOQQBJCCNEUJJCEEEI0BQkkIYQQTUECSQghRFOQQBJCCNEUJJCEEEI0BQkk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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adage_node_categories = adage_weights.get_node_categories(melted=True)\n", "ax, adage_outlier = adage_weights.plot_skewkurtosis(color=algorithm_color_dict['ADAGE'])\n", "print(adage_outlier)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " skew kurtosis\n", "27 7.612266 97.817415\n", "82 -13.807998 252.191409\n" ] }, { "data": { "image/png": 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LixYtAmD69Ons2bPHnxH2wZES2ijsjh2YvDzNXGT4qK2Fw4exO7b3/qKWlhavhJaX51UF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\nHAJRzJBcY4i4Lh80NvJufQO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Ow1lnncUpp5zC008/zZIlS7jpppsYMWIEhw4d4vrrrx+U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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tybalt_node_categories = tybalt_weights.get_node_categories(melted=True)\n", "ax, tybalt_outlier = tybalt_weights.plot_skewkurtosis(color=algorithm_color_dict['Tybalt'])\n", "print(tybalt_outlier)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " skew kurtosis\n", "61 7.216001 100.723603\n" ] }, { "data": { "image/png": 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AyMiA6u5O7mdOhhIOI/z660DPlW6tJISAWZAPx3HHjeqU6oTrOV1wLVoMIzPD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\nr3sphBji0Ngx+QXYet31+MlLL+G+8n8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Yvn07Xq+Xjo4OAoEAfr+fsrIyKisrp/T78OED\nd+7cMUImOjoap9NJW1ubVjEi/4KuyYglrF+/nsOHD3PhwgVOnDiBzWbD6XRy9uxZkpOT/9K+qqqK\ne/fuUVtbS1tbG5WVlURERHD69Gnev39PTEwMBQUF1NTUGH1iY2NZsWIFT548MUIGIDs7m5aWFnJz\nc2ekVpG5RE/GFBER0+h0mYiImEYhIyIiplHIiIiIaRQyIiJiGoWMiIiYRiEjIiKmUciIiIhpFDIi\nImIahYyIiJjmDwha35YySniDAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l100_node_categories = vae_2l100_weights.get_node_categories(melted=True)\n", "ax, vae_2l100_outlier = vae_2l100_weights.plot_skewkurtosis(color=algorithm_color_dict['VAE_100'])\n", "print(vae_2l100_outlier)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " skew kurtosis\n", "28 2.130059 9.690159\n", "82 -0.196400 11.909457\n" ] }, { "data": { "image/png": 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EdLps/fr1HH744UyaNIkXX3wRa+PxnR4iIhIrMQ2ZwsLC1j+npaURCunW3iIiPVlMp8vO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\nMcfeiun3bXUv0uPE/OPSr3/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l300_node_categories = vae_2l300_weights.get_node_categories(melted=True)\n", "ax, vae_2l300_outlier = vae_2l300_weights.plot_skewkurtosis(color=algorithm_color_dict['VAE_300'])\n", "print(vae_2l300_outlier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Node Categories based on Feature Activation Distributions\n", "\n", "| | | Skew | |\n", "| :--: | :----: | :----: | :--: |\n", "| **Kurtosis** | | _Low_ | _High_ |\n", "| | _Low_ | Type A | Type C |\n", "| | _High_ | Type B | Type D |\n", "\n", "We also define subsets of Type C and Type D nodes because the skew could be positive (left tail) or negative (right tail).\n", "\n", "High Skewness and Kurtosis determined statistically significantly different than normal using `scipy.stats.skewtest` and `scipy.stats.kurtosistest` with a Bonferroni adjusted p value.\n", "\n", "### Visualize the distribution of each of these node types across agorithms." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
node_typecountalgorithm
0type_a0PCA
1type_a0PCA
\n", "
" ], "text/plain": [ " node_type count algorithm\n", "0 type_a 0 PCA\n", "1 type_a 0 PCA" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Concatenate and visualize node categories\n", "node_categories = pd.concat([\n", " pca_node_categories,\n", " ica_node_categories,\n", " nmf_node_categories,\n", " adage_node_categories,\n", " tybalt_node_categories,\n", " vae_2l100_node_categories,\n", " vae_2l300_node_categories])\n", "node_categories.head(2)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.barplot('node_type', y=\"count\", hue='algorithm', palette=algorithm_color_dict,\n", " ci=None, data=node_categories)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adjust for node type distributions and reassign high weights\n", "\n", "The adjustments are made based on `skewness` and `kurtosis` observations for each node. Specially, each node is assigned a `type` and the high weight gene cutoff is modified based on the node type.\n", "\n", "- **`Type A`** nodes have low `skew` and `kurtosis`.\n", " - This means gene features are symmetrical and include few genes in tails.\n", " - Increase the threshold by `0.5` to remove false positive genes from selection.\n", "- **`Type B`** nodes have low `skew` and high `kurtosis`.\n", " - This means gene features are symmetrical and include many genes in tails.\n", " - This is the standard distribution designed for the given input threshold.\n", "- **`Type C`** nodes have high `skew` and low `kurtosis`.\n", " - This means gene features are not symmetrical and include few genes in tails.\n", " - A single standard deviation cutoff is inappropriate to capture genes in both the positive and negative tails.\n", " - If the distribution is right skewed (more genes in the left tail), use the standard approach to identify left tailed genes, but increase the threshold by `0.5` to remove false positive genes from right tails.\n", " - If the distribution is left skewed (more genes in the right tail), use the standard approach to identify right tailed genes, but increase the threshold by `0.5` to remove false positive genes from the left tails.\n", "- **`Type D`** nodes have high `skew` and high `kurtosis`.\n", " - This means gene features are not symmetrical and include many genes in tails.\n", " - A single standard deviation cutoff is inappropriate to capture genes in both the positive and negative tails.\n", " - If the distribution is right skewed (more genes in the left tail), decrease the threshold by `0.5` to identify left tailed genes, and use the standard threshold to identify genes from the right tails.\n", " - If the distribution is left skewed (more genes in the right tail), decrease the threshold by `0.5` to identify right tailed genes, and use the standard threshold to identify genes from the left tails." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_weights.count_high_weight_genes(return_plot=True, title='PCA',\n", " color=algorithm_color_dict['PCA'],\n", " method='dynamic');" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ica_weights.count_high_weight_genes(return_plot=True, title='ICA',\n", " color=algorithm_color_dict['ICA'],\n", " method='dynamic');" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nmf_weights.count_high_weight_genes(return_plot=True, title='NMF',\n", " color=algorithm_color_dict['NMF'],\n", " method='dynamic');" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adage_weights.count_high_weight_genes(return_plot=True, title='ADAGE',\n", " color=algorithm_color_dict['ADAGE'],\n", " method='dynamic');" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tybalt_weights.count_high_weight_genes(return_plot=True, title='Tybalt',\n", " color=algorithm_color_dict['Tybalt'],\n", " method='dynamic');" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eHh5otVoMBgMZGRlMmzaN9PR0EhMT8fPzo1WrVgwfPty+u6khU3JeHRxcUsss\nIACVjw9KYSGqRp6oPLQlvRQTFSgFBRj++IOsWbMxXrmCKjAAlZcXKk9Pig4fAbA6m02S/0IId2B3\nIuXkyZP89ttvpKen88gjj+Dn50dmpu35hRkzZtC0aVMef/xxbrjhBubNm8eBAwfYunUrZ86cYfLk\nyYSHh5OQkMCgQYNo1KiRvU2slrIzwzxi/kbR4Z8AUHt64TMuAVDIeWdlyS+oQBUYiJKZCUrJzygK\nSmYm6pYtUWm15mExe0rMyCw0IYQrsTnI5Obm8txzz7Fv3z4URUGlUnH33XeTnp7OsGHD2LRpE+3a\ntav0GpGRkSiKwtq1a7nlllswGo0AhIaGkpaWRkZGBmFhYQD4+/uTm5tLUFBQDW7PNtZmhhUd/onA\npUswZmRYPPA97+hlXjdjzM9DUUAdEoK6sTdGAIWSno9WazEsZkuJGdnoTAjhamzOycyfP59Tp06x\nYsUKDh48iJeXFwAtW7akT58+vP7661VeQ6/XM2fOHDp27MgjjzzC5cuXAbh06RIRERGEhYWRmpoK\nQFZWFoGBdfNNvqKZYcaMjHLTnDVBgfg/O5mm724h4MUX0bZtgzrAH7Qa1CFNQaVC5elp97BYZVOg\nhRCiobK5J/Pll1/yxhtv0KNHD4vX1Wo1o0ePZtiwYVVeY8OGDVy4cIE9e/YAJdOi58+fj06nY9q0\naeh0OhYvXoyfnx+xsbGoVCo7b6d6TDPDSgeaqpLzmqBAGvftg5KbYw4OmuCm+E6ciEfbtnYPd1W2\n0ZkU2RRCNFQ2Bxm9Xk94eLjVYx4eHhgMBqvHShs3bhzjxo2r8HhgYCALFiywtUm1pqJSM7YEidoq\n6V+dQCeEEPWdzUGmbdu2bNq0iVmzZpU7tnPnTtq2bVurDatrNQkWtVHSvyaBTggh6iubg8y4ceOY\nOHEihw4donv37hgMBtasWcP58+c5cOAAb731liPbWSfKBou6nuklG50JIVyNzYn/vn37sm7dOoKD\ng/noo48wGo189tlnqNVqEhMTzXXNXIWz6o1VVVNNCCEaErvWyXTr1o1u3bo5qi31RkUzvWqyHbMQ\nQrgju4JMWloav/32G9nZ2SWVicsw1TNr6Op6ppcswBRCuCqbg0xSUhKzZs1Cr9dbPa5SqVwmyFib\n6YUCxpwcinWZtRoIZAGmEMKV2Rxkli9fTp8+fRgzZgxBQUF1tobFGcrO9DJml2xxkL1wYa0GAhmW\nE0K4OptGdEZFAAAgAElEQVSDzJUrV0hMTKR58+aObE+9YZrppT98mOzX5qMUFpaU8YdaCwQ1GZaT\nITYhRENgc5CJioriypUrbhNkoKRHo//pJwynT5tfU4eUbMFcOhBU94Ff3QWYMsQmhGgobJ7CPGvW\nLJYuXcqRI0coKipyZJvqDYvNy/5kTEsHMAeCmkx1Ng3LmfabsWUBptQ4E0I0JDb3ZJ566imuXbtm\nrlGm0WjKnZOcnFx7LasHSm9eZkxPN5f094qNRRMUWCs5FXsXYEqNMyFEQ2JzkBk0aJAj21EvmYaz\nSm9epvZugs+oUUDtPfDtKUsjNc6EEA2JzUHm6aefdmQ76qXSs8zg+uZlpt6GrQ/82kzSS40zIURD\nYtdiTEVR2Ldvn3lnzAkTJhAUFERKSgqRLvpNurLhLFse+OYkfWEhisGAT8JYfIY/6rA2CSFEfWLX\nFOZx48bx+++/ExAQQHZ2NqNGjSIzM5OHH36YtWvX0qWLa+YEKhvOquyBb8rZFGekmycMXH1pDqDg\nM3y4w9okhBD1hc2zy1555RW0Wi07duzgwIEDeHp6AiVbKo8cOZIlS5Y4rJH1XUVFLQ0pp1AKC80B\nBgBFkdlgQgi3YXOQ2b9/P7Nnz7a6b8wjjzzC0aNHa7VhrkAbGYlSdjM3FeChxZCS4pQ2CSFEXbI5\nyKjVapo0aWL1WFFRkUuXmakuTVAgPgljwfS3+XM6tNrTS2aDCSHcgs1Bpn379ixbtszqNsubN2+m\nQ4cOtdowV+Ez/FH8X5qN5sYb0bRsiSa4qcwGE0K4DZsT/8888wxjx47lzjvvpHPnzhQVFTFv3jzO\nnj3LpUuXWLdunSPbWS9Udyqyz/DhNL7v/nK/W9X1pD6ZEKKhsznI3HLLLXz44Yds3LiRo0ePcsMN\nN3DlyhW6devGiBEjXHYKs+lBX3T8OPnvba12vbCys8Gqqj8m9cmEEK7ArnUykZGRzJkzx1FtqXdM\nD3pjYQHFZ86ibhqMOiCgxiX5qypHI1sACCFchc1B5p133qn0uKenJzfeeCN33HEHXl5eNW6Ys5V+\n0CuFhaAoGNPSUfv4glZTo3phVZWjkfpkQghXYXOQWbNmDdeuXbOa+FepVObtmMPDw0lMTGzww2el\nH/QqT8+SqccKKIWFqLTeNaoXVlU5Gnvrk0nuRghRX9k8u2zLli20b9+e1157je+++45ffvnFvHYm\nJiaG3bt3s2vXLlq0aMHChQsd2eY6YXrQA6i0WtRNm4JKhcrTs8b1wqoq8W/PFgA12WpACCEcTaWY\nuiBVGDp0KAkJCdx9993ljn3xxRds3bqVNWvW8OuvvzJu3Dj2799f640FuHDhAn379mXPnj3ceOON\nDnkPk7LJd+9hQ/Fo167Wegw1nV1WrNORMXJ0uR5P8MYN0qMRQtSJqp7JNg+X/frrr7Rq1crqsTZt\n2nDo0CEAfHx8uHbtWjWbW784uhBlVfXHqjouuRshRH1n83BZWFgYq1atQq/XW7yu1+tZv349fn5+\nQMmwWkPPx5RWUV2y+qD0kJ6J7C0jhKhPbO7JTJo0ieeff549e/bQvHlzfH19KSws5OTJk+Tl5TFz\n5kwyMjLYtGkTy5cvd2SbG6yiU6cp3L8fz9tuw6N1q1pJ2Hv2ucu8RbTsLSOEqG9sDjJxcXG0a9eO\nnTt3cv78ebKysggICGDgwIHce++9xMTEAPDJJ5/Qrl07q9fIyclh1apVJCcns27dOvr370/Xrl0B\niI+Px8vLi8TERPz8/GjVqhXDa1gOvz7JnDWL/K3vg6KASkWjrl1QruZUe7Fl6XwRKvC65x58Ro+W\nACOEqFfsWozZtm1bJk+eXOk5oaGhjBw5ko0bN5Y7VlRUxJNPPmneZVOj0eDr60tWVhbh4eEsXLiQ\nyZMnEx4eTkJCAoMGDaJRo0b2NLFeKkpJuR5gAIxGCvd9i6ZNJGovL7sXW5ZdrAlQ+NVefEaPdtAd\nCCFE9dgVZGxRVFTEf//7X6vHgoKCLH5evHgxLVq0ICUlhZUrV5KRkUFYWBgA/v7+5Obmlvudhqjw\nu++vBxhKdhhFUVDy8uDPhatKsQH9kSOofX2rHD6ThL8QoqGo9SBjq6KiIs6dO0eLFi1o0qQJBQUF\nhIWFkZqaSnh4OFlZWQQGusbQj+dtt5WU+/8z0KhUKhSVClWprROM2TlkL1hYKrdSMnxmLW9j72JN\nIYRwljoNMkeOHGH37t2cPXuWN954g5ycHPbt20dubi4JCQlASe/Gz8+P2NhYl9mjxqN1K7yHDr4+\nZKZW49nrDpSr2ZY9kj9v1zR8ZszNs1qU07RY07KApiT8hRD1j82LMW2Vnp7OHXfcwW+//VablzWr\ny8WYta2i2WXG7GyyFy2yOFcxGMBQjMrL0/xa2YWWUk5GCOFstbYYU9ScR+tWeLS+vqDVtNiyWJdZ\nbviLIgMqDw+L3y+bd6lqsaYQQjibzYsxheNUVKtM5elpcZ7kXYQQDY30ZOoJayVs1D5NzPvZUGSg\nieRdhBANjEOCTC2nedxG2eEv7/79MebmkZu4BpWHB/nvbUXt00R2yBRCNBi1Plzm5eXFww8/XNuX\ndUvFOh35720tSf7/uVFa7uo1FOsynd00IYSwic1BJi8vj1mzZnHmzBkALl26xNChQ7nlllv4+9//\njk6nA0qqML/66qsOaay7KbvoUjEYKM6+iv7wYSe2SgghbGdzkHn11Vc5ePAgHn/OeJo9ezZXrlxh\n4sSJpKWl8cYbbziske6qdJVlY1YWxWfOYLz0B9mLFlndnKxYl0nhfw9KT0cIUW/YnJP5+uuvefPN\nN4mIiCAjI4P9+/ezbNky7r77bjp37swzzzzjyHa6JdOss5wVKzGmp4MC6pAQgHK1zspusGZvwU0h\nhHAEm3sy2dnZ5oU233//PV5eXvTq1QuAZs2akZGR4ZgWujnv/v3xe/6faMJvQNuqFeoAf+D6mhko\nXzBTcjdCiPrC5iDTrFkzfv/9dwCSkpLo1q2buULy2bNnCQgIcEwLBY06dULt5wdajfm10mtmKiuY\nKYQQzmRzkHnwwQd59tlniY+PZ//+/YwaNQqAlJQU/vWvf3HXXXc5rJHurqLFmmULZpYmCzeFEPWB\nzTmZiRMnEhoayrFjx3juuefo0aMHAKmpqURFRTF16lSHNVJYX6xpIgUzhRD1lc1BRqVSMWTIkHKv\n33bbbdx222212ihhXWW1yioLQkII4Sx2rfj/+uuv2bJlC7/++iu5ubn4+voSHR3N448/bt5GWTiP\nFMwUQtQ3NudkduzYwfjx48nJySEuLo4xY8bQr18/0tLSGD16NN98840j2ylsJGtlhBD1ic09mdWr\nV/P3v/+dSZMmlTs2f/58li1bRu/evWu1ccI+db1WRvazEUJUxeYgc/r06Qprkg0ePJh333231hol\n7FfRWpnSCzZtu07lgcN0vOj4cau7dgohRGk2B5nGjRuTlZVF8+bNyx3Lyckxr5kRzlHZWhlb8zRV\n9YRMx42FBRSfOYu6aTDqgIBqBzQhhOuzOSfTrVs35s+fz/nz5y1eP336NHPnzjVPaRbOUdO1MlVV\nDSh9XCksBEXBmJYOhmLz+bL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l100_weights.count_high_weight_genes(return_plot=True,\n", " title='VAE 2 Hidden Layer (100)',\n", " color=algorithm_color_dict['VAE_100'],\n", " method='dynamic');" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sj/lyU22/+wbafg9oANZMKMwHP3/N/hcRqUJuB5m4uDiOHj3q/UEmOAIwbPkY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\njuGz8jKsWXDw67OuWWj7VXC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vae_2l300_weights.count_high_weight_genes(return_plot=True,\n", " title='VAE 2 Hidden Layer (300)',\n", " color=algorithm_color_dict['VAE_300'],\n", " method='dynamic');" ] } ], "metadata": { "kernelspec": { "display_name": "Python (tybalt)", "language": "python", "name": "vae_pancancer" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }