2918 lines (2917 with data), 1.6 MB
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "118afe79-328a-478e-b304-46892f7eec69",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Seed set to 42\n"
]
}
],
"source": [
"import os\n",
"import flexynesis\n",
"import torch\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import random\n",
"import lightning as pl"
]
},
{
"cell_type": "markdown",
"id": "b41940d7-9466-4804-855e-84d7753fa533",
"metadata": {},
"source": [
"# Finding Survival Markers in Lower Grade Glioma (LGG) and Glioblastoma Multiforme (GBM)seed"
]
},
{
"attachments": {
"36cf8c63-6090-43a4-ad49-7444e27cddcb.png": {
"image/png": "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"
}
},
"cell_type": "markdown",
"id": "18e715a7-d625-476a-b31f-05b0f34e5b80",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "e542235b-8dc0-46af-9a5e-76bef8332b51",
"metadata": {},
"source": [
"Here, we demonstrate the capabilities of `flexynesis` on a multi-omic dataset of 506 Brain Lower Grade Glioma (LGG) and 288 Glioblastoma Multiforme (GBM) samples with matching mutation and copy number alteration data downloaded from the [cbioportal](https://www.cbioportal.org/study/summary?id=lgggbm_tcga_pub). The data was split into `train` (70% of the samples) and `test` (30% of the samples) data folders. The data files were processed to follow the same nomenclature. \n",
"\n",
"- `cna.csv` contains \"copy number alteration\" data\n",
"- `mut.csv` contains \"mutation\" data, which is a binary matrix of genes versus samples. \n",
"- `clin.csv` contains \"clinical/sample metatada\", which is a table of clinical parameters such as age, sex, disease type, histological diagnosis, and overall survival time and status. \n",
"\n",
"## Data Download\n",
"\n",
"The data can be downloaded as follows:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "79470b61-d7c0-43c2-b65f-9f281847d3b3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2025-03-17 10:04:27-- https://bimsbstatic.mdc-berlin.de/akalin/buyar/flexynesis-benchmark-datasets/lgggbm_tcga_pub_processed.tgz\n",
"Resolving bimsbstatic.mdc-berlin.de (bimsbstatic.mdc-berlin.de)... 141.80.181.46, 141.80.181.47\n",
"Connecting to bimsbstatic.mdc-berlin.de (bimsbstatic.mdc-berlin.de)|141.80.181.46|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 1817945 (1.7M) [application/octet-stream]\n",
"Saving to: ‘lgggbm_tcga_pub_processed.tgz’\n",
"\n",
"lgggbm_tcga_pub_pro 100%[===================>] 1.73M --.-KB/s in 0.007s \n",
"\n",
"2025-03-17 10:04:27 (259 MB/s) - ‘lgggbm_tcga_pub_processed.tgz’ saved [1817945/1817945]\n",
"\n",
"lgggbm_tcga_pub_processed/\n",
"lgggbm_tcga_pub_processed/train/\n",
"lgggbm_tcga_pub_processed/train/mut.csv\n",
"lgggbm_tcga_pub_processed/train/cna.csv\n",
"lgggbm_tcga_pub_processed/train/clin.csv\n",
"lgggbm_tcga_pub_processed/test/\n",
"lgggbm_tcga_pub_processed/test/mut.csv\n",
"lgggbm_tcga_pub_processed/test/cna.csv\n",
"lgggbm_tcga_pub_processed/test/clin.csv\n"
]
}
],
"source": [
"if not os.path.exists(\"lgggbm_tcga_pub_processed\"):\n",
" !wget -O lgggbm_tcga_pub_processed.tgz \"https://bimsbstatic.mdc-berlin.de/akalin/buyar/flexynesis-benchmark-datasets/lgggbm_tcga_pub_processed.tgz\" && tar -xzvf lgggbm_tcga_pub_processed.tgz"
]
},
{
"cell_type": "markdown",
"id": "dd892ade-8a09-4536-9314-58e747adde33",
"metadata": {},
"source": [
"## Importing Train and Test Datasets"
]
},
{
"cell_type": "markdown",
"id": "f5672014-e1d1-4a79-a8fe-2b69a6f6e1dc",
"metadata": {},
"source": [
"We import train and test datasets including mutations and copy number alterations. We rank genes by Laplacian Scores and pick top 10% of the genes, while removing highly redundant genes with a correlation score threshold of 0.8 and a variance threshold of 50%. By setting `concatenate` to `False`, we will be doing an `intermediate` fusion of omic layers. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "48115ba2-0d2b-4d2e-8ed4-8054626e7a99",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"[INFO] ================= Importing Data =================\n",
"[INFO] Validating data folders...\n",
"\n",
"[INFO] ----------------- Reading Data ----------------- \n",
"[INFO] Importing lgggbm_tcga_pub_processed/train/cna.csv...\n",
"[INFO] Importing lgggbm_tcga_pub_processed/train/clin.csv...\n",
"[INFO] Importing lgggbm_tcga_pub_processed/train/mut.csv...\n",
"\n",
"[INFO] ----------------- Reading Data ----------------- \n",
"[INFO] Importing lgggbm_tcga_pub_processed/test/cna.csv...\n",
"[INFO] Importing lgggbm_tcga_pub_processed/test/clin.csv...\n",
"[INFO] Importing lgggbm_tcga_pub_processed/test/mut.csv...\n",
"\n",
"[INFO] ----------------- Checking for problems with the input data ----------------- \n",
"[INFO] Data structure is valid with no errors or warnings.\n",
"\n",
"[INFO] ----------------- Processing Data (train) ----------------- \n",
"\n",
"[INFO] ----------------- Cleaning Up Data ----------------- \n",
"\n",
"[INFO] working on layer: mut\n",
"[INFO] Number of NA values: 0\n",
"[INFO] DataFrame mut - Removed 5561 features.\n",
"\n",
"[INFO] working on layer: cna\n",
"[INFO] Number of NA values: 0\n",
"[INFO] DataFrame cna - Removed 12375 features.\n",
"[INFO] DataFrame mut - Removed 0 samples (0.00%).\n",
"[INFO] DataFrame cna - Removed 0 samples (0.00%).\n",
"[INFO] Implementing feature selection using laplacian score for layer: mut with 5503 features and 556 samples \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Calculating Laplacian scores: 100%|██████████| 5503/5503 [00:00<00:00, 8648.52it/s]\n",
"Filtering redundant features: 100%|██████████| 1000/1000 [00:00<00:00, 5271.53it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[INFO] Implementing feature selection using laplacian score for layer: cna with 12371 features and 556 samples \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Calculating Laplacian scores: 100%|██████████| 12371/12371 [00:01<00:00, 10847.27it/s]\n",
"Filtering redundant features: 100%|██████████| 1237/1237 [00:00<00:00, 91392.53it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"[INFO] ----------------- Processing Data (test) ----------------- \n",
"\n",
"[INFO] ----------------- Cleaning Up Data ----------------- \n",
"\n",
"[INFO] working on layer: mut\n",
"[INFO] Number of NA values: 0\n",
"[INFO] DataFrame mut - Removed 5627 features.\n",
"\n",
"[INFO] working on layer: cna\n",
"[INFO] Number of NA values: 0\n",
"[INFO] DataFrame cna - Removed 12382 features.\n",
"[INFO] DataFrame mut - Removed 0 samples (0.00%).\n",
"[INFO] DataFrame cna - Removed 0 samples (0.00%).\n",
"\n",
"[INFO] ----------------- Harmonizing Data Sets ----------------- \n",
"\n",
"[INFO] ----------------- Finished Harmonizing ----------------- \n",
"\n",
"[INFO] ----------------- Normalizing Data ----------------- \n",
"\n",
"[INFO] ----------------- Normalizing Data ----------------- \n",
"[INFO] Training Data Stats: {'feature_count in: cna': 1237, 'feature_count in: mut': 319, 'sample_count': 556}\n",
"[INFO] Test Data Stats: {'feature_count in: cna': 1237, 'feature_count in: mut': 319, 'sample_count': 238}\n",
"[INFO] Merging Feature Logs...\n",
"[INFO] Data import successful.\n"
]
}
],
"source": [
"data_importer = flexynesis.DataImporter(path ='lgggbm_tcga_pub_processed', \n",
" data_types = ['mut', 'cna'], log_transform=False, \n",
" concatenate=False, top_percentile=10, min_features=1000, correlation_threshold=0.8, \n",
" variance_threshold=0.5)\n",
"train_dataset, test_dataset = data_importer.import_data()"
]
},
{
"cell_type": "markdown",
"id": "797f40f1-ab8e-4660-b57b-43605792f2d4",
"metadata": {},
"source": [
"## 1. Exploratory Data Analysis "
]
},
{
"cell_type": "markdown",
"id": "0edf92e1-ef70-4dd9-8ee6-6ed7da9d00a1",
"metadata": {},
"source": [
"Before building any machine learning models on the data, it is important to first familiarize yourself with the data you are working with. \n",
"It is important to know the available data matrices, their sizes/shapes, available clinical variables and how they are distributed. \n",
"\n",
"Below you are asked to do simple explorations of the available data. "
]
},
{
"cell_type": "markdown",
"id": "a4b4fc77-c7b7-44c0-bf8c-9585cbdbe5d2",
"metadata": {},
"source": [
"## 1.1 Print the shapes of the available data matrices \n",
"\n",
"- How many features and samples are available per data type in train/test datasets? "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "03b92b98-f5a6-43f2-a911-c24b343b7afa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[torch.Size([556, 1237]), torch.Size([556, 319])]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[train_dataset.dat[x].shape for x in train_dataset.dat.keys()]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e0b37fe3-d410-4f78-9f94-2eb46ac569cb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[torch.Size([238, 1237]), torch.Size([238, 319])]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[test_dataset.dat[x].shape for x in test_dataset.dat.keys()]"
]
},
{
"cell_type": "markdown",
"id": "7779389a-09b4-48f8-9c1d-3278de936e8c",
"metadata": {},
"source": [
"## 1.2 Explore sample annotations "
]
},
{
"cell_type": "markdown",
"id": "74c21ef0-0510-4bec-affa-098e8735ba88",
"metadata": {},
"source": [
"- What are the available clinical variables? Are they available in both train and test datasets? (See <dataset>.ann) "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "fad5b9d4-d586-4872-aae3-5d3dfba4db60",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(dict_keys(['AGE', 'OS_MONTHS', 'OS_STATUS', 'KARNOFSKY_PERFORMANCE_SCORE', 'STUDY', 'BCR_STATUS', 'HISTOLOGICAL_DIAGNOSIS', 'SEX']),\n",
" dict_keys(['AGE', 'OS_MONTHS', 'OS_STATUS', 'KARNOFSKY_PERFORMANCE_SCORE', 'STUDY', 'BCR_STATUS', 'HISTOLOGICAL_DIAGNOSIS', 'SEX']))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_dataset.ann.keys(), test_dataset.ann.keys()"
]
},
{
"cell_type": "markdown",
"id": "d753bbb5-f59b-403a-b242-e845242822b7",
"metadata": {},
"source": [
"- Make a histogram plot of the follow up times in months (OS_MONTHS) (use sns.histplot)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "4458f2da-51a9-4114-aee8-b6ebdfa0cf36",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='Count'>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(train_dataset.ann['OS_MONTHS'])"
]
},
{
"cell_type": "markdown",
"id": "3f05cb92-2b0b-4594-b441-8d8e8af027f0",
"metadata": {},
"source": [
"- Make a ~~histogram~~ boxplot of the age distribution of the patients in the training data; facet the histogram by \"SEX\" variable (see flexynesis.utils.plot_boxplot)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "07c15acf-d71f-441f-b707-4a0df1e3d3d2",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/data/local/buyar/arcas/multiomics_integration/flexynesis/flexynesis/utils.py:155: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"flexynesis.utils.plot_boxplot(train_dataset.ann['SEX'], train_dataset.ann['AGE'])"
]
},
{
"cell_type": "markdown",
"id": "6a58b0fd-f0da-49f4-8e50-12bc57fe0c18",
"metadata": {},
"source": [
"- Make a summary of all available clinical variables (see flexynesis.print_summary_stats)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "75dac2f1-ff27-426b-a96a-677206e5036b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Summary for variable: AGE\n",
"Numerical Variable Summary: Median = 51.0, Mean = 50.33781190019194\n",
"------\n",
"Summary for variable: OS_MONTHS\n",
"Numerical Variable Summary: Median = 11.6, Mean = 19.09097888675624\n",
"------\n",
"Summary for variable: OS_STATUS\n",
"Numerical Variable Summary: Median = 0.0, Mean = 0.36153846153846153\n",
"------\n",
"Summary for variable: KARNOFSKY_PERFORMANCE_SCORE\n",
"Numerical Variable Summary: Median = 80.0, Mean = 82.45454545454545\n",
"------\n",
"Summary for variable: STUDY\n",
"Categorical Variable Summary:\n",
" Label: Brain Lower Grade Glioma, Count: 353\n",
" Label: Glioblastoma multiforme, Count: 203\n",
"------\n",
"Summary for variable: BCR_STATUS\n",
"Categorical Variable Summary:\n",
" Label: IGC, Count: 454\n",
" Label: NCH, Count: 102\n",
"------\n",
"Summary for variable: HISTOLOGICAL_DIAGNOSIS\n",
"Categorical Variable Summary:\n",
" Label: astrocytoma, Count: 115\n",
" Label: glioblastoma, Count: 201\n",
" Label: oligoastrocytoma, Count: 79\n",
" Label: oligodendroglioma, Count: 126\n",
" Label: nan, Count: 35\n",
"------\n",
"Summary for variable: SEX\n",
"Categorical Variable Summary:\n",
" Label: Female, Count: 209\n",
" Label: Male, Count: 312\n",
" Label: nan, Count: 35\n",
"------\n"
]
}
],
"source": [
"flexynesis.print_summary_stats(train_dataset)"
]
},
{
"cell_type": "markdown",
"id": "5f75ee87-f099-4f11-a87e-5c0c07267a2b",
"metadata": {},
"source": [
"- Notice that the categorical variables such as \"SEX\", \"STUDY\", \"HISTOLOGICAL_DIAGNOSIS\" are encoded numerically in the \"dataset.ann\" objects. Use dataset.label_mappings to map the STUDY variable to their original labels. \n",
"Print the top 10 values in dataset.ann['STUDY'] and the mapped label values. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1468a277-a1b7-413e-89aa-205844af3054",
"metadata": {},
"outputs": [],
"source": [
"study_labels = [train_dataset.label_mappings['STUDY'][x] for x in train_dataset.ann['STUDY'].numpy()]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "c24d216d-f7d2-4d90-9b40-037cbca38220",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor([0., 0., 1., 0., 1., 0., 1., 1., 1., 1.], dtype=torch.float64),\n",
" ['Brain Lower Grade Glioma',\n",
" 'Brain Lower Grade Glioma',\n",
" 'Glioblastoma multiforme',\n",
" 'Brain Lower Grade Glioma',\n",
" 'Glioblastoma multiforme',\n",
" 'Brain Lower Grade Glioma',\n",
" 'Glioblastoma multiforme',\n",
" 'Glioblastoma multiforme',\n",
" 'Glioblastoma multiforme',\n",
" 'Glioblastoma multiforme'])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_dataset.ann['STUDY'][0:10], study_labels[0:10]"
]
},
{
"cell_type": "markdown",
"id": "93f73907-2680-44fe-b5b3-f4997fbfdfb5",
"metadata": {},
"source": [
"- Now, let's explore the data matrices. Make a PCA plot of the mutation data matrix and color the samples by \"HISTOLOGICAL_DIAGNOSIS\". See flexynesis.plot_dim_reduced function"
]
},
{
"cell_type": "markdown",
"id": "d3a826c1-f848-42c2-bbff-e70d6938ae0c",
"metadata": {},
"source": [
"First create a pandas data frame with the data matrix of interest with feature and sample names \n",
"> df = pd.DataFrame(train_dataset.dat['cna'], index = train_dataset.samples, columns= train_dataset.features['cna'])\n",
"\n",
"Check the data frame contents \n",
"> df.head()\n",
"\n",
"Make a PCA plot of CNA values using the labels from the STUDY variable \n",
"\n",
"**Note**: if you couldn't map the labels above, you can also use ~~train_dataset.dat['STUDY']~~ train_dataset.ann['STUDY'] as labels "
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "aae61c59-ec46-42b4-9bca-1dd860cfa883",
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(train_dataset.dat['cna'], index = train_dataset.samples, columns= train_dataset.features['cna'])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "e4846ae8-b74e-44b3-878f-eabc21ffd2c5",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SLC30A8</th>\n",
" <th>ZNF273</th>\n",
" <th>OR9A1P</th>\n",
" <th>AGL</th>\n",
" <th>KCNA5</th>\n",
" <th>MIR603</th>\n",
" <th>SNTB1</th>\n",
" <th>MRPL13</th>\n",
" <th>MTBP</th>\n",
" <th>SNORA72|ENSG00000252158.1</th>\n",
" <th>...</th>\n",
" <th>CAV1</th>\n",
" <th>FZD1</th>\n",
" <th>BCAP29</th>\n",
" <th>MNX1</th>\n",
" <th>ADAM22</th>\n",
" <th>LRP8</th>\n",
" <th>NOM1</th>\n",
" <th>RN7SL290P</th>\n",
" <th>MIR335</th>\n",
" <th>MEST</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TCGA-DU-6399</th>\n",
" <td>0.740277</td>\n",
" <td>-0.697426</td>\n",
" <td>0.032665</td>\n",
" <td>0.389339</td>\n",
" <td>0.112108</td>\n",
" <td>0.542008</td>\n",
" <td>0.747275</td>\n",
" <td>0.747414</td>\n",
" <td>0.747414</td>\n",
" <td>0.739555</td>\n",
" <td>...</td>\n",
" <td>0.037884</td>\n",
" <td>-0.768513</td>\n",
" <td>0.045013</td>\n",
" <td>-0.018292</td>\n",
" <td>-0.747367</td>\n",
" <td>0.405936</td>\n",
" <td>-0.018501</td>\n",
" <td>0.415699</td>\n",
" <td>-0.003472</td>\n",
" <td>-0.003472</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-F6-A8O3</th>\n",
" <td>-0.225196</td>\n",
" <td>-0.680616</td>\n",
" <td>-0.799048</td>\n",
" <td>-2.079681</td>\n",
" <td>-0.212400</td>\n",
" <td>0.533038</td>\n",
" <td>-0.233638</td>\n",
" <td>-0.233480</td>\n",
" <td>-0.233480</td>\n",
" <td>-0.236227</td>\n",
" <td>...</td>\n",
" <td>-0.803108</td>\n",
" <td>-0.750739</td>\n",
" <td>-0.803022</td>\n",
" <td>-0.780443</td>\n",
" <td>-0.730535</td>\n",
" <td>-2.063836</td>\n",
" <td>-0.780626</td>\n",
" <td>-2.079207</td>\n",
" <td>-0.821614</td>\n",
" <td>-0.821614</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-28-5218</th>\n",
" <td>3.639328</td>\n",
" <td>2.368230</td>\n",
" <td>2.459816</td>\n",
" <td>0.364893</td>\n",
" <td>1.144150</td>\n",
" <td>0.508370</td>\n",
" <td>3.692686</td>\n",
" <td>3.692766</td>\n",
" <td>3.692766</td>\n",
" <td>3.669562</td>\n",
" <td>...</td>\n",
" <td>2.486055</td>\n",
" <td>2.473052</td>\n",
" <td>2.513686</td>\n",
" <td>2.443007</td>\n",
" <td>2.322340</td>\n",
" <td>0.381482</td>\n",
" <td>2.442717</td>\n",
" <td>0.390997</td>\n",
" <td>2.413055</td>\n",
" <td>2.413055</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-DU-7015</th>\n",
" <td>3.639328</td>\n",
" <td>-0.762563</td>\n",
" <td>0.873443</td>\n",
" <td>0.392055</td>\n",
" <td>-0.201760</td>\n",
" <td>0.542008</td>\n",
" <td>3.692686</td>\n",
" <td>3.692766</td>\n",
" <td>3.692766</td>\n",
" <td>3.576504</td>\n",
" <td>...</td>\n",
" <td>-0.891515</td>\n",
" <td>-0.837388</td>\n",
" <td>-0.892168</td>\n",
" <td>2.335410</td>\n",
" <td>-0.812590</td>\n",
" <td>0.400502</td>\n",
" <td>2.335122</td>\n",
" <td>0.410210</td>\n",
" <td>0.774543</td>\n",
" <td>0.774543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-32-2632</th>\n",
" <td>0.658725</td>\n",
" <td>2.891429</td>\n",
" <td>3.053572</td>\n",
" <td>0.329583</td>\n",
" <td>-0.241659</td>\n",
" <td>1.199067</td>\n",
" <td>0.664418</td>\n",
" <td>0.664559</td>\n",
" <td>0.664559</td>\n",
" <td>0.657132</td>\n",
" <td>...</td>\n",
" <td>3.050494</td>\n",
" <td>3.026273</td>\n",
" <td>3.082852</td>\n",
" <td>3.030312</td>\n",
" <td>2.846231</td>\n",
" <td>0.346161</td>\n",
" <td>3.030002</td>\n",
" <td>0.355316</td>\n",
" <td>2.968143</td>\n",
" <td>2.968143</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 1237 columns</p>\n",
"</div>"
],
"text/plain": [
" SLC30A8 ZNF273 OR9A1P AGL KCNA5 MIR603 \\\n",
"TCGA-DU-6399 0.740277 -0.697426 0.032665 0.389339 0.112108 0.542008 \n",
"TCGA-F6-A8O3 -0.225196 -0.680616 -0.799048 -2.079681 -0.212400 0.533038 \n",
"TCGA-28-5218 3.639328 2.368230 2.459816 0.364893 1.144150 0.508370 \n",
"TCGA-DU-7015 3.639328 -0.762563 0.873443 0.392055 -0.201760 0.542008 \n",
"TCGA-32-2632 0.658725 2.891429 3.053572 0.329583 -0.241659 1.199067 \n",
"\n",
" SNTB1 MRPL13 MTBP SNORA72|ENSG00000252158.1 ... \\\n",
"TCGA-DU-6399 0.747275 0.747414 0.747414 0.739555 ... \n",
"TCGA-F6-A8O3 -0.233638 -0.233480 -0.233480 -0.236227 ... \n",
"TCGA-28-5218 3.692686 3.692766 3.692766 3.669562 ... \n",
"TCGA-DU-7015 3.692686 3.692766 3.692766 3.576504 ... \n",
"TCGA-32-2632 0.664418 0.664559 0.664559 0.657132 ... \n",
"\n",
" CAV1 FZD1 BCAP29 MNX1 ADAM22 LRP8 \\\n",
"TCGA-DU-6399 0.037884 -0.768513 0.045013 -0.018292 -0.747367 0.405936 \n",
"TCGA-F6-A8O3 -0.803108 -0.750739 -0.803022 -0.780443 -0.730535 -2.063836 \n",
"TCGA-28-5218 2.486055 2.473052 2.513686 2.443007 2.322340 0.381482 \n",
"TCGA-DU-7015 -0.891515 -0.837388 -0.892168 2.335410 -0.812590 0.400502 \n",
"TCGA-32-2632 3.050494 3.026273 3.082852 3.030312 2.846231 0.346161 \n",
"\n",
" NOM1 RN7SL290P MIR335 MEST \n",
"TCGA-DU-6399 -0.018501 0.415699 -0.003472 -0.003472 \n",
"TCGA-F6-A8O3 -0.780626 -2.079207 -0.821614 -0.821614 \n",
"TCGA-28-5218 2.442717 0.390997 2.413055 2.413055 \n",
"TCGA-DU-7015 2.335122 0.410210 0.774543 0.774543 \n",
"TCGA-32-2632 3.030002 0.355316 2.968143 2.968143 \n",
"\n",
"[5 rows x 1237 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "360c0e0c-f81e-4ea6-aa88-07e3081847c2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
}
],
"source": [
"flexynesis.plot_dim_reduced(df, train_dataset.ann['STUDY'])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "c3c54dd4-985e-46d2-b48f-602a3e661c95",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
}
],
"source": [
"flexynesis.plot_dim_reduced(df, study_labels)"
]
},
{
"cell_type": "markdown",
"id": "56be9595-7ad7-43fa-aab9-be1a65d35a41",
"metadata": {},
"source": [
"- (Optional exercise ideas): \n",
" - Make a PCA plot coloring the samples by HISTOLOGICAL_DIAGNOSIS, GENDER, or any other clinical variable \n",
" - Repeat the same exercise on the mutation data matrix. "
]
},
{
"cell_type": "markdown",
"id": "97a4f9d8-9dd3-4094-8beb-01b9c0e68426",
"metadata": {},
"source": [
"## 2. Training a single model using manually set hyperparameters "
]
},
{
"cell_type": "markdown",
"id": "4785fb02-ea0e-43d8-9ea0-288c667da315",
"metadata": {},
"source": [
"Now that we have familiarized ourselves with the dataset at hand, we can start building models. \n",
"\n",
"First we will do a single model training by manually setting hyperparameters. Based on the model performance, we will try modifying individual hyperparameters and build more and more models and see if we can improve model performance. \n",
"\n",
"We will need to define the following components for starting a model training:\n",
"\n",
" 1. Split the train_dataset into train/validation components \n",
" 2. Define data loaders for both train and validation splits \n",
" 3. Define a pytorch-lightning trainer \n",
" 4. Define a model with hyperparameters \n",
" 5. Fit the model "
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "e564ce0c-f606-4e78-bafe-fbd876c00092",
"metadata": {},
"outputs": [],
"source": [
"# randomly assign 80% of samples for training, 20% for validation \n",
"train_indices = random.sample(range(0, len(train_dataset)), int(len(train_dataset) * 0.8))\n",
"val_indices = list(set(range(len(train_dataset))) - set(train_indices))\n",
"train_subset = train_dataset.subset(train_indices)\n",
"val_subset = train_dataset.subset(val_indices)\n",
"\n",
"# define data loaders for train/validation splits \n",
"from torch.utils.data import DataLoader\n",
"train_loader = DataLoader(train_subset, batch_size=32, shuffle=True) \n",
"val_loader = DataLoader(val_subset, batch_size=32, shuffle = False) "
]
},
{
"cell_type": "markdown",
"id": "be618ee5-299f-4979-bf87-bcfd9b0a6e49",
"metadata": {},
"source": [
"Now, we need to define a model with manually set hyperparameters and a lightning-trainer fit the model. \n",
"\n",
"**Notice**: Notice the callback we are passing to the trainer which enables us to plot the loss values as the training progresses. "
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "228c5467-abbb-4e6c-abe9-02ea172685c0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n"
]
}
],
"source": [
"# Define a model with manually set hyperparameters for the DirectPred model \n",
"myparams = {'latent_dim': 32, 'hidden_dim_factor': 2, 'lr': 0.001, 'supervisor_hidden_dim': 16, 'epochs': 20}\n",
"model = flexynesis.DirectPred(config = myparams, dataset = train_dataset, target_variables=['STUDY']) \n",
"trainer = pl.Trainer(max_epochs=myparams['epochs'], default_root_dir=\"./\", logger=False, enable_checkpointing=False, \n",
" callbacks=[flexynesis.LiveLossPlot(myparams, 1, 1)])\n",
"# Fit the model \n",
"trainer.fit(model, train_loader, val_loader)"
]
},
{
"cell_type": "markdown",
"id": "84daa082-49ef-4805-8e7b-5d8942778f31",
"metadata": {},
"source": [
"While we can observe how well the model training went based on the \"loss\" values, we can also evaluate the model performance on train dataset "
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "a5e29639-4ca2-490c-ba74-d2d2c6994892",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>var</th>\n",
" <th>variable_type</th>\n",
" <th>metric</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>balanced_acc</td>\n",
" <td>0.734641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>f1_score</td>\n",
" <td>0.767891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>kappa</td>\n",
" <td>0.487110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_auroc</td>\n",
" <td>0.862053</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_aupr</td>\n",
" <td>0.752174</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method var variable_type metric value\n",
"0 DirectPred STUDY categorical balanced_acc 0.734641\n",
"1 DirectPred STUDY categorical f1_score 0.767891\n",
"2 DirectPred STUDY categorical kappa 0.487110\n",
"3 DirectPred STUDY categorical average_auroc 0.862053\n",
"4 DirectPred STUDY categorical average_aupr 0.752174"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# evaluate the model performance on predicting the target variable\n",
"flexynesis.evaluate_wrapper(\"DirectPred\", model.predict(test_dataset), test_dataset)"
]
},
{
"cell_type": "markdown",
"id": "adc154aa-0849-432f-898c-438273b43804",
"metadata": {},
"source": [
"## 2.1 Exercise\n",
"\n",
"- Now, repeat the above model training and evaluation by manually changing the hyperparameters (Try at least 5 different combinations)\n",
"- See if you can find a better hyperparameter combination that yields a better classification performance than the initial setup we provided. \n",
"- See the default hyperparameter ranges we use for Flexynesis here: https://github.com/BIMSBbioinfo/flexynesis/blob/69b92ca9370551e9fcc82a756cb42c72bef4a4b1/flexynesis/config.py#L7, but feel free to try outside these ranges too. \n",
"- Also try to observe the impact of the changing parameters on how the train/validation loss curves change. "
]
},
{
"cell_type": "markdown",
"id": "c3931201-3590-4bf4-b889-78a8f218a773",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
" myparams = {'latent_dim': XX, 'hidden_dim_factor': XX, 'lr': XX, 'supervisor_hidden_dim': XX, 'epochs': XX}\n",
"\n",
" model = flexynesis.DirectPred(config = myparams, dataset = train_dataset, target_variables=['STUDY']) \n",
"\n",
" trainer = pl.Trainer(max_epochs=myparams['epochs'], default_root_dir=\"./\", logger=False, enable_checkpointing=False, \n",
" callbacks=[flexynesis.LiveLossPlot(myparams, 1, 1)])\n",
"\n",
" trainer.fit(model, train_loader, val_loader)\n",
" \n",
" flexynesis.evaluate_wrapper(\"DirectPred\", model.predict(test_dataset), test_dataset)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "55f97c99-86f8-448f-801c-8ff8bd8e5b85",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=25` reached.\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>var</th>\n",
" <th>variable_type</th>\n",
" <th>metric</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>balanced_acc</td>\n",
" <td>0.806536</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>f1_score</td>\n",
" <td>0.816429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>kappa</td>\n",
" <td>0.603604</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_auroc</td>\n",
" <td>0.885582</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_aupr</td>\n",
" <td>0.784746</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method var variable_type metric value\n",
"0 DirectPred STUDY categorical balanced_acc 0.806536\n",
"1 DirectPred STUDY categorical f1_score 0.816429\n",
"2 DirectPred STUDY categorical kappa 0.603604\n",
"3 DirectPred STUDY categorical average_auroc 0.885582\n",
"4 DirectPred STUDY categorical average_aupr 0.784746"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Define a model with manually set hyperparameters for the DirectPred model \n",
"myparams = {'latent_dim': 64, 'hidden_dim_factor': 4, 'lr': 0.0001, 'supervisor_hidden_dim': 32, 'epochs': 25}\n",
"model = flexynesis.DirectPred(config = myparams, dataset = train_dataset, target_variables=['STUDY']) \n",
"trainer = pl.Trainer(max_epochs=myparams['epochs'], default_root_dir=\"./\", logger=False, enable_checkpointing=False, \n",
" callbacks=[flexynesis.LiveLossPlot(myparams, 1, 1)])\n",
"# Fit the model \n",
"trainer.fit(model, train_loader, val_loader)\n",
"flexynesis.evaluate_wrapper(\"DirectPred\", model.predict(test_dataset), test_dataset)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "2128c3bd-7dd7-4abb-9422-14da62ac811a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=25` reached.\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>var</th>\n",
" <th>variable_type</th>\n",
" <th>metric</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>balanced_acc</td>\n",
" <td>0.726797</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>f1_score</td>\n",
" <td>0.764943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>kappa</td>\n",
" <td>0.478621</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_auroc</td>\n",
" <td>0.836524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_aupr</td>\n",
" <td>0.701347</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method var variable_type metric value\n",
"0 DirectPred STUDY categorical balanced_acc 0.726797\n",
"1 DirectPred STUDY categorical f1_score 0.764943\n",
"2 DirectPred STUDY categorical kappa 0.478621\n",
"3 DirectPred STUDY categorical average_auroc 0.836524\n",
"4 DirectPred STUDY categorical average_aupr 0.701347"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"myparams = {'latent_dim': 128, 'hidden_dim_factor': 0.2, 'lr': 0.01, 'supervisor_hidden_dim': 8, 'epochs': 25}\n",
"model = flexynesis.DirectPred(config = myparams, dataset = train_dataset, target_variables=['STUDY']) \n",
"trainer = pl.Trainer(max_epochs=myparams['epochs'], default_root_dir=\"./\", logger=False, enable_checkpointing=False, \n",
" callbacks=[flexynesis.LiveLossPlot(myparams, 1, 1)])\n",
"# Fit the model \n",
"trainer.fit(model, train_loader, val_loader)\n",
"flexynesis.evaluate_wrapper(\"DirectPred\", model.predict(test_dataset), test_dataset)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "fcb4c4ae-e77f-466a-bf24-a16b0a9e0721",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=25` reached.\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>var</th>\n",
" <th>variable_type</th>\n",
" <th>metric</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>balanced_acc</td>\n",
" <td>0.774510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>f1_score</td>\n",
" <td>0.793844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>kappa</td>\n",
" <td>0.550459</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_auroc</td>\n",
" <td>0.892810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_aupr</td>\n",
" <td>0.774209</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method var variable_type metric value\n",
"0 DirectPred STUDY categorical balanced_acc 0.774510\n",
"1 DirectPred STUDY categorical f1_score 0.793844\n",
"2 DirectPred STUDY categorical kappa 0.550459\n",
"3 DirectPred STUDY categorical average_auroc 0.892810\n",
"4 DirectPred STUDY categorical average_aupr 0.774209"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"myparams = {'latent_dim': 8, 'hidden_dim_factor': 0.5, 'lr': 0.001, 'supervisor_hidden_dim': 8, 'epochs': 25}\n",
"model = flexynesis.DirectPred(config = myparams, dataset = train_dataset, target_variables=['STUDY']) \n",
"trainer = pl.Trainer(max_epochs=myparams['epochs'], default_root_dir=\"./\", logger=False, enable_checkpointing=False, \n",
" callbacks=[flexynesis.LiveLossPlot(myparams, 1, 1)])\n",
"# Fit the model \n",
"trainer.fit(model, train_loader, val_loader)\n",
"flexynesis.evaluate_wrapper(\"DirectPred\", model.predict(test_dataset), test_dataset)"
]
},
{
"cell_type": "markdown",
"id": "0357aef0-5b5f-4095-a089-6ed40b961803",
"metadata": {},
"source": [
"... Do more repeats with different parameters using the same chunks as above"
]
},
{
"cell_type": "markdown",
"id": "e5efcda5-611a-4420-bb18-cc299b8f99a2",
"metadata": {},
"source": [
"## 3. Automating the Hyperparameter Optimisation Procedure"
]
},
{
"cell_type": "markdown",
"id": "3c9c93d9-16c7-4ef5-80d3-a5ccfb6cb438",
"metadata": {},
"source": [
"What we did in the above section was to set random hyperparameters, build a model, evaluate the model and try different hyperparameters based on our previous model performance. \n",
"However, this process can be quite time consuming and arbitrary. This process can be automated using a Bayesian approach, where the model training is sequentially done for a number of hyperparameter optimisation iterations. "
]
},
{
"cell_type": "markdown",
"id": "01e2a088-f4ea-4729-aa25-7c5d9736ee25",
"metadata": {},
"source": [
"Now, we are ready to do a model training using hyperparameter optimisation. \n",
"- `model_class`: We pick `DirectPred` (a fully connected network) for now. \n",
"- `config_name`: We use the default/built-in hyperparameter search space for `DirectPred` class. \n",
"- `surv_event_var` and `surv_time_var`. Survival status (consists of 0s and 1s) and time since last followup. It is important that the `clin.csv` file contains both `OS_MONTHS` and `OS_STATUS` as numerical values.\n",
"- `target_variables`: We can concurrently train the same network to be able to predict other variables such as histological diagnosis, howevever, here we just focus on the survival endpoints, so we pass an empty list.\n",
"- `n_iter`: We do 5 iterations of hyperparameter optimisation. For demonstration purposes, we set it to a small number. \n",
"- `plot_losses`: We want to visualize how the training progresses. \n",
"- `early_stop_patience`: If a training does not show any signs of improving the performance on the `validation` part of the `train_dataset` for at least 10 epochs, we stop the training. This not only significantly decreases the amount spent on training by avoiding unnecessary continuation of unpromising training runs, but also helps avoid over-fitting the network on the training data. "
]
},
{
"cell_type": "markdown",
"id": "ca1e027f-4f97-45d6-89aa-02ed5aee6a10",
"metadata": {},
"source": [
"**Note 1**: Notice how the hyperparameters using in different HPO steps change at each iteration. \n",
"\n",
"**Note 2**: Also notice that we are running the model for more epochs (500 by default) however, by using \"early_stop_patience=10\", we avoid lengthy training when validation performance is not improving. \n",
"\n",
"**Note 3**: Try to follow the the loss curves and the used hyperparameters. See if you can spot which combination yields the lowest/best loss values. "
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "3867e7d1-6236-4f97-b9ee-5f78181a5acc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5aa5cdaad5934675a2b4c372697517fe",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validation: | | 0/? [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> Validate metric </span>┃<span style=\"font-weight: bold\"> DataLoader 0 </span>┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> STUDY </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 0.6023569703102112 </span>│\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> val_loss </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 0.6023569703102112 </span>│\n",
"└───────────────────────────┴───────────────────────────┘\n",
"</pre>\n"
],
"text/plain": [
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m\u001b[1m Validate metric \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
"│\u001b[36m \u001b[0m\u001b[36m STUDY \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.6023569703102112 \u001b[0m\u001b[35m \u001b[0m│\n",
"│\u001b[36m \u001b[0m\u001b[36m val_loss \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.6023569703102112 \u001b[0m\u001b[35m \u001b[0m│\n",
"└───────────────────────────┴───────────────────────────┘\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Tuning Progress: 100%|██████████| 5/5 [01:22<00:00, 16.59s/it, Iteration=5, Best Loss=0.366]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[INFO] current best val loss: 0.3657757043838501; best params: {'latent_dim': 93, 'hidden_dim_factor': 0.4913446636304943, 'lr': 0.0002193642797891006, 'supervisor_hidden_dim': 27, 'epochs': 500, 'batch_size': 64} since 3 hpo iterations\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# Define a tuner; See n_iter is the number of \n",
"tuner = flexynesis.HyperparameterTuning(train_dataset, \n",
" model_class = flexynesis.DirectPred, \n",
" config_name = \"DirectPred\",\n",
" target_variables = ['STUDY'], \n",
" n_iter=5, \n",
" plot_losses=True, \n",
" early_stop_patience=10)\n",
"### Perform Training \n",
"model, best_params = tuner.perform_tuning()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "75aba0f6-6c7a-4c3d-b862-86f1f4c5c7d2",
"metadata": {},
"outputs": [],
"source": [
"# see final model architecture"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "3d7d8065-421d-4532-891e-0ae542e03981",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DirectPred(\n",
" (log_vars): ParameterDict( (STUDY): Parameter containing: [torch.FloatTensor of size 1])\n",
" (encoders): ModuleList(\n",
" (0): MLP(\n",
" (layer_1): Linear(in_features=1237, out_features=607, bias=True)\n",
" (layer_out): Linear(in_features=607, out_features=93, bias=True)\n",
" (relu): ReLU()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" (batchnorm): BatchNorm1d(607, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" (1): MLP(\n",
" (layer_1): Linear(in_features=319, out_features=156, bias=True)\n",
" (layer_out): Linear(in_features=156, out_features=93, bias=True)\n",
" (relu): ReLU()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" (batchnorm): BatchNorm1d(156, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (MLPs): ModuleDict(\n",
" (STUDY): MLP(\n",
" (layer_1): Linear(in_features=186, out_features=27, bias=True)\n",
" (layer_out): Linear(in_features=27, out_features=2, bias=True)\n",
" (relu): ReLU()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" (batchnorm): BatchNorm1d(27, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
")"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "82add07a-fc7b-4856-b0a6-9202b0f6bc3e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'latent_dim': 93,\n",
" 'hidden_dim_factor': 0.4913446636304943,\n",
" 'lr': 0.0002193642797891006,\n",
" 'supervisor_hidden_dim': 27,\n",
" 'epochs': 52,\n",
" 'batch_size': 64}"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## See which hyperparameter combination was the best \n",
"best_params"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "45eef0bb-6679-48e3-b403-3d72cf5bd724",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>var</th>\n",
" <th>variable_type</th>\n",
" <th>metric</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>balanced_acc</td>\n",
" <td>0.758824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>f1_score</td>\n",
" <td>0.777597</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>kappa</td>\n",
" <td>0.516297</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_auroc</td>\n",
" <td>0.816763</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DirectPred</td>\n",
" <td>STUDY</td>\n",
" <td>categorical</td>\n",
" <td>average_aupr</td>\n",
" <td>0.715820</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method var variable_type metric value\n",
"0 DirectPred STUDY categorical balanced_acc 0.758824\n",
"1 DirectPred STUDY categorical f1_score 0.777597\n",
"2 DirectPred STUDY categorical kappa 0.516297\n",
"3 DirectPred STUDY categorical average_auroc 0.816763\n",
"4 DirectPred STUDY categorical average_aupr 0.715820"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Evaluate the model and visualising the results\n",
"flexynesis.evaluate_wrapper(method = 'DirectPred', y_pred_dict=model.predict(test_dataset), dataset = test_dataset) "
]
},
{
"cell_type": "markdown",
"id": "be4a3cc7-da08-4b62-9830-d121c292a968",
"metadata": {},
"source": [
"Let's extract the sample embeddings and make a PCA plot and color by the target variable "
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "0763a8cc-21c7-486e-aaf6-d603ad726150",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
}
],
"source": [
"train_embeddings = model.transform(train_dataset)\n",
"flexynesis.plot_dim_reduced(train_embeddings, train_dataset.ann['STUDY'])"
]
},
{
"cell_type": "markdown",
"id": "790e48d1-05b0-48e8-bf90-14ebce4178a6",
"metadata": {},
"source": [
"Repeat the same for the test dataset: extract sample embeddings for test dataset samples and make a PCA plot, colored by \"STUDY\" variable "
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "57f121cd-13af-4ae0-95c4-0e118a9f6ac9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
}
],
"source": [
"test_embeddings = model.transform(test_dataset)\n",
"flexynesis.plot_dim_reduced(test_embeddings, test_dataset.ann['STUDY'])"
]
},
{
"cell_type": "markdown",
"id": "9445a008-55c5-4337-b0c7-c53d0e4d8bb9",
"metadata": {},
"source": [
"## 3.1 Exercises\n",
"\n",
"**Exercise 1**:\n",
"\n",
"Now, you build a model using hyperparameter tuning (run at least 10 HPO steps) to predict the survival outcomes of patients. \n",
"Evaluate the final model on test dataset, which computes the \"C-index\". \n",
"\n",
"Feel free to cheat from the tutorial available here: https://github.com/BIMSBbioinfo/flexynesis/blob/main/examples/tutorials/survival_subtypes_LGG_GBM.ipynb\n",
"See how \"OS_STATUS\" and \"OS_MONTHS\" were used. "
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "ce7b7a48-f061-439e-bb3e-bda8d3a68d71",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8190a40d5c564151be3da55272e7c091",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validation: | | 0/? [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> Validate metric </span>┃<span style=\"font-weight: bold\"> DataLoader 0 </span>┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> OS_STATUS </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 2.6671046046046043 </span>│\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> val_loss </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 2.6671046046046043 </span>│\n",
"└───────────────────────────┴───────────────────────────┘\n",
"</pre>\n"
],
"text/plain": [
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m\u001b[1m Validate metric \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
"│\u001b[36m \u001b[0m\u001b[36m OS_STATUS \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 2.6671046046046043 \u001b[0m\u001b[35m \u001b[0m│\n",
"│\u001b[36m \u001b[0m\u001b[36m val_loss \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 2.6671046046046043 \u001b[0m\u001b[35m \u001b[0m│\n",
"└───────────────────────────┴───────────────────────────┘\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Tuning Progress: 100%|██████████| 10/10 [02:01<00:00, 12.20s/it, Iteration=10, Best Loss=1.93]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[INFO] current best val loss: 1.9252889252889254; best params: {'latent_dim': 72, 'hidden_dim_factor': 0.25598186529860917, 'lr': 0.00017957171817519017, 'supervisor_hidden_dim': 22, 'epochs': 500, 'batch_size': 32} since 4 hpo iterations\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"{'latent_dim': 72,\n",
" 'hidden_dim_factor': 0.25598186529860917,\n",
" 'lr': 0.00017957171817519017,\n",
" 'supervisor_hidden_dim': 22,\n",
" 'epochs': 15,\n",
" 'batch_size': 32}"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tuner = flexynesis.HyperparameterTuning(train_dataset, \n",
" model_class = flexynesis.DirectPred, \n",
" config_name = \"DirectPred\",\n",
" surv_event_var=\"OS_STATUS\",\n",
" surv_time_var=\"OS_MONTHS\",\n",
" target_variables = [], \n",
" n_iter=10, \n",
" plot_losses=True, \n",
" early_stop_patience=10)\n",
"model, best_params = tuner.perform_tuning()\n",
"best_params"
]
},
{
"cell_type": "markdown",
"id": "7c851fb1-b7a5-438c-b729-6e7a1d2f72ea",
"metadata": {},
"source": [
"#### Notice here that I am passing the survival variables separately for proper cox-ph model evaluation. This was a common mistake I observed in homeworks. It is probably something I should fix with Flexynesis arguments, however you should make sure that when you are evalating the survival model performance, pearson correlation or R-squared is not a good measure. In this case we want to get a C-index for the OS_STATUS variable. "
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "3102c1c7-7a47-44d4-af76-344ba3497f85",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>var</th>\n",
" <th>variable_type</th>\n",
" <th>metric</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DirectPred</td>\n",
" <td>OS_STATUS</td>\n",
" <td>numerical</td>\n",
" <td>cindex</td>\n",
" <td>0.72918</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method var variable_type metric value\n",
"0 DirectPred OS_STATUS numerical cindex 0.72918"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# evaluate the model \n",
"flexynesis.evaluate_wrapper(method = 'DirectPred', y_pred_dict=model.predict(test_dataset), dataset = test_dataset, \n",
" surv_event_var=model.surv_event_var, surv_time_var=model.surv_time_var)"
]
},
{
"cell_type": "markdown",
"id": "8571c2cd-5494-4106-85e3-20ce81be079a",
"metadata": {},
"source": [
"**Exercise 2:**\n",
"\n",
"Again build a model using hyperparameter tuning to predict survival outcomes (as in Exercise 1), however, this time use additional clinical variables as targets. \n",
"\n",
"\n",
" flexynesis.HyperparameterTuning(train_dataset, \n",
" model_class = flexynesis.DirectPred, \n",
" config_name = \"DirectPred\",\n",
" surv_event_var=\"OS_STATUS\",\n",
" surv_time_var=\"OS_MONTHS\",\n",
" target_variables = [], => What other variables can you use here? Try \"AGE\" and/or \"HISTOLOGICAL_DIAGNOSIS\" and see the model performance \n",
" ...\n",
" \n",
"\n",
"**See if you can get a better C-index using additional target variables.**"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "d787ed99-b089-43a6-947a-6a7f1a9840a4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "238fe6a52cec4d08b93d284900ab7c53",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validation: | | 0/? [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> Validate metric </span>┃<span style=\"font-weight: bold\"> DataLoader 0 </span>┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> AGE </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 2537.8828125 </span>│\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> HISTOLOGICAL_DIAGNOSIS </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 1.3585225343704224 </span>│\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> OS_STATUS </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 3.375 </span>│\n",
"│<span style=\"color: #008080; text-decoration-color: #008080\"> val_loss </span>│<span style=\"color: #800080; text-decoration-color: #800080\"> 2542.616455078125 </span>│\n",
"└───────────────────────────┴───────────────────────────┘\n",
"</pre>\n"
],
"text/plain": [
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m\u001b[1m Validate metric \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
"│\u001b[36m \u001b[0m\u001b[36m AGE \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 2537.8828125 \u001b[0m\u001b[35m \u001b[0m│\n",
"│\u001b[36m \u001b[0m\u001b[36m HISTOLOGICAL_DIAGNOSIS \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 1.3585225343704224 \u001b[0m\u001b[35m \u001b[0m│\n",
"│\u001b[36m \u001b[0m\u001b[36m OS_STATUS \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 3.375 \u001b[0m\u001b[35m \u001b[0m│\n",
"│\u001b[36m \u001b[0m\u001b[36m val_loss \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 2542.616455078125 \u001b[0m\u001b[35m \u001b[0m│\n",
"└───────────────────────────┴───────────────────────────┘\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Tuning Progress: 100%|██████████| 10/10 [08:57<00:00, 53.70s/it, Iteration=10, Best Loss=154]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[INFO] current best val loss: 153.65918435219888; best params: {'latent_dim': 91, 'hidden_dim_factor': 0.3905815441266596, 'lr': 0.005467536168516619, 'supervisor_hidden_dim': 27, 'epochs': 500, 'batch_size': 32} since 4 hpo iterations\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"{'latent_dim': 91,\n",
" 'hidden_dim_factor': 0.3905815441266596,\n",
" 'lr': 0.005467536168516619,\n",
" 'supervisor_hidden_dim': 27,\n",
" 'epochs': 25,\n",
" 'batch_size': 32}"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tuner = flexynesis.HyperparameterTuning(train_dataset, \n",
" model_class = flexynesis.DirectPred, \n",
" config_name = \"DirectPred\",\n",
" surv_event_var=\"OS_STATUS\",\n",
" surv_time_var=\"OS_MONTHS\",\n",
" target_variables = ['AGE', 'HISTOLOGICAL_DIAGNOSIS'], \n",
" n_iter=10, \n",
" plot_losses=True, \n",
" early_stop_patience=10)\n",
"model, best_params = tuner.perform_tuning()\n",
"best_params"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "5e59fdb8-79d7-42ec-bf4f-c9b43680c49d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>var</th>\n",
" <th>variable_type</th>\n",
" <th>metric</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DirectPred</td>\n",
" <td>AGE</td>\n",
" <td>numerical</td>\n",
" <td>mse</td>\n",
" <td>200.162329</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DirectPred</td>\n",
" <td>AGE</td>\n",
" <td>numerical</td>\n",
" <td>r2</td>\n",
" <td>0.237629</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DirectPred</td>\n",
" <td>AGE</td>\n",
" <td>numerical</td>\n",
" <td>pearson_corr</td>\n",
" <td>0.487472</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DirectPred</td>\n",
" <td>HISTOLOGICAL_DIAGNOSIS</td>\n",
" <td>categorical</td>\n",
" <td>balanced_acc</td>\n",
" <td>0.529999</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DirectPred</td>\n",
" <td>HISTOLOGICAL_DIAGNOSIS</td>\n",
" <td>categorical</td>\n",
" <td>f1_score</td>\n",
" <td>0.576536</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>DirectPred</td>\n",
" <td>HISTOLOGICAL_DIAGNOSIS</td>\n",
" <td>categorical</td>\n",
" <td>kappa</td>\n",
" <td>0.454921</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>DirectPred</td>\n",
" <td>HISTOLOGICAL_DIAGNOSIS</td>\n",
" <td>categorical</td>\n",
" <td>average_auroc</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>DirectPred</td>\n",
" <td>HISTOLOGICAL_DIAGNOSIS</td>\n",
" <td>categorical</td>\n",
" <td>average_aupr</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>DirectPred</td>\n",
" <td>OS_STATUS</td>\n",
" <td>numerical</td>\n",
" <td>cindex</td>\n",
" <td>0.747831</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method var variable_type metric value\n",
"0 DirectPred AGE numerical mse 200.162329\n",
"1 DirectPred AGE numerical r2 0.237629\n",
"2 DirectPred AGE numerical pearson_corr 0.487472\n",
"3 DirectPred HISTOLOGICAL_DIAGNOSIS categorical balanced_acc 0.529999\n",
"4 DirectPred HISTOLOGICAL_DIAGNOSIS categorical f1_score 0.576536\n",
"5 DirectPred HISTOLOGICAL_DIAGNOSIS categorical kappa 0.454921\n",
"6 DirectPred HISTOLOGICAL_DIAGNOSIS categorical average_auroc NaN\n",
"7 DirectPred HISTOLOGICAL_DIAGNOSIS categorical average_aupr NaN\n",
"8 DirectPred OS_STATUS numerical cindex 0.747831"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# evaluate the model \n",
"flexynesis.evaluate_wrapper(method = 'DirectPred', y_pred_dict=model.predict(test_dataset), dataset = test_dataset, \n",
" surv_event_var=model.surv_event_var, surv_time_var=model.surv_time_var)"
]
},
{
"cell_type": "markdown",
"id": "3a4f012f-01da-455d-82fa-c66d8557cf38",
"metadata": {},
"source": [
"**Conclusion**: We managed to get an improved C-index with a multi-task approach."
]
},
{
"cell_type": "markdown",
"id": "ba2cba34-4931-4e70-b849-b0bc311bf034",
"metadata": {},
"source": [
"## 3.2 Survival-risk subtypes "
]
},
{
"cell_type": "markdown",
"id": "693fbe7a-c3e3-4f3c-9fbb-8664293cfb6e",
"metadata": {},
"source": [
"Use the best model from the above exercises to inspect sample embeddings categorized by survival risk scores. \n",
"\n",
"Let's group the samples by predicted survival risk scores into 2 groups and visualize the sample embeddings colored by risk subtypes.\n",
"\n",
"**Notice**: You can use the code-below to get survival risk groups, however, notice that you must have built a model with \"OS_STATUS\" already. "
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "287b15d9-454c-45ef-a986-75479cc699ec",
"metadata": {},
"outputs": [],
"source": [
"# get model outputs for survival variable \n",
"outputs = model.predict(test_dataset)['OS_STATUS'].flatten() \n",
"risk_scores = np.exp(outputs)\n",
"# Define quantile thresholds\n",
"quantiles = np.quantile(risk_scores, [0.5])\n",
"# Assign groups based on quantiles\n",
"groups = np.digitize(risk_scores, quantiles)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "1b62c56a-32fa-4cfe-ac11-aeea8bdb1c6a",
"metadata": {},
"outputs": [],
"source": [
"# Extract sample embeddings \n",
"E = model.transform(test_dataset)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "2c9f4a19-151a-40a4-9600-4c0eb60a7050",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
}
],
"source": [
"flexynesis.plot_dim_reduced(E, groups)"
]
},
{
"cell_type": "markdown",
"id": "763b226a-552e-4642-88b7-2d840fdc3c35",
"metadata": {},
"source": [
"Let's also see the Kaplan Meier Curves of the risk subtypes"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "6fdbcc43-e3dd-485e-a1b6-46adeda7213e",
"metadata": {},
"outputs": [],
"source": [
"# remove samples with NA values first \n",
"durations = test_dataset.ann['OS_MONTHS']\n",
"events = test_dataset.ann['OS_STATUS']\n",
"valid_indices = ~torch.isnan(durations) & ~torch.isnan(events)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "bf37001a-7b26-42fd-8594-aa4382f5c658",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"flexynesis.plot_kaplan_meier_curves(durations[valid_indices], events[valid_indices], groups[valid_indices]) "
]
},
{
"cell_type": "markdown",
"id": "c844308c-e503-4d39-8bb5-506a7eb5f15b",
"metadata": {},
"source": [
"### Finding survival-associated markers \n",
"\n",
"We can also compute feature importance scores for prediction of overall survival. "
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "e82dac8c-8d91-4315-b934-25d28376411a",
"metadata": {},
"outputs": [],
"source": [
"model.compute_feature_importance(train_dataset, 'OS_STATUS')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "01317501-e5f2-48f5-8839-40b3f3a0486b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>target_variable</th>\n",
" <th>target_class</th>\n",
" <th>target_class_label</th>\n",
" <th>layer</th>\n",
" <th>name</th>\n",
" <th>importance</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>IDH1</td>\n",
" <td>0.461514</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>ATRX</td>\n",
" <td>0.231466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>COL6A3</td>\n",
" <td>0.039189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>IDH2</td>\n",
" <td>0.037848</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>MUC16</td>\n",
" <td>0.033836</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>CIC</td>\n",
" <td>0.031137</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>TEKT4</td>\n",
" <td>0.028854</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>PIK3CA</td>\n",
" <td>0.023301</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>TP53</td>\n",
" <td>0.020065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>OS_STATUS</td>\n",
" <td>0</td>\n",
" <td></td>\n",
" <td>mut</td>\n",
" <td>SVIL</td>\n",
" <td>0.019762</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" target_variable target_class target_class_label layer name importance\n",
"0 OS_STATUS 0 mut IDH1 0.461514\n",
"1 OS_STATUS 0 mut ATRX 0.231466\n",
"2 OS_STATUS 0 mut COL6A3 0.039189\n",
"3 OS_STATUS 0 mut IDH2 0.037848\n",
"4 OS_STATUS 0 mut MUC16 0.033836\n",
"5 OS_STATUS 0 mut CIC 0.031137\n",
"6 OS_STATUS 0 mut TEKT4 0.028854\n",
"7 OS_STATUS 0 mut PIK3CA 0.023301\n",
"8 OS_STATUS 0 mut TP53 0.020065\n",
"9 OS_STATUS 0 mut SVIL 0.019762"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get top 10 features \n",
"flexynesis.get_important_features(model, var = 'OS_STATUS', top=10)"
]
},
{
"cell_type": "markdown",
"id": "c09e03b8-2069-4ee1-84ed-c74692f6123b",
"metadata": {},
"source": [
"### Comparing top markers with clinical covariates \n",
"\n",
"Let's build a linear Cox-PH model including the top 5 markers and other clinical variables such as histological diagnosis, disease type (STUDY), age, and sex. "
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "26cbb1ba-04a5-4821-ab20-4d6458f07c19",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mut_IDH1</th>\n",
" <th>mut_ATRX</th>\n",
" <th>mut_COL6A3</th>\n",
" <th>mut_IDH2</th>\n",
" <th>mut_MUC16</th>\n",
" <th>AGE</th>\n",
" <th>SEX</th>\n",
" <th>HISTOLOGICAL_DIAGNOSIS</th>\n",
" <th>STUDY</th>\n",
" <th>OS_MONTHS</th>\n",
" <th>OS_STATUS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TCGA-DU-6399</th>\n",
" <td>-1.018150</td>\n",
" <td>1.707482</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>2.748426</td>\n",
" <td>54.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>65.7</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-F6-A8O3</th>\n",
" <td>0.982173</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>34.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-28-5218</th>\n",
" <td>-1.018150</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>63.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>5.2</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-DU-7015</th>\n",
" <td>0.982173</td>\n",
" <td>1.707482</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>41.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>90.7</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-32-2632</th>\n",
" <td>-1.018150</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>80.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>8.8</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-HT-7875</th>\n",
" <td>0.982173</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>56.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.3</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-HT-8018</th>\n",
" <td>0.982173</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>40.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>21.5</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-DH-5141</th>\n",
" <td>-1.018150</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>6.733003</td>\n",
" <td>-0.363845</td>\n",
" <td>32.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>31.8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-S9-A7IX</th>\n",
" <td>-1.018150</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>57.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>19.6</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TCGA-26-5139</th>\n",
" <td>-1.018150</td>\n",
" <td>-0.585658</td>\n",
" <td>-0.177595</td>\n",
" <td>-0.148522</td>\n",
" <td>-0.363845</td>\n",
" <td>65.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.6</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>729 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" mut_IDH1 mut_ATRX mut_COL6A3 mut_IDH2 mut_MUC16 AGE SEX \\\n",
"TCGA-DU-6399 -1.018150 1.707482 -0.177595 -0.148522 2.748426 54.0 1.0 \n",
"TCGA-F6-A8O3 0.982173 -0.585658 -0.177595 -0.148522 -0.363845 34.0 1.0 \n",
"TCGA-28-5218 -1.018150 -0.585658 -0.177595 -0.148522 -0.363845 63.0 1.0 \n",
"TCGA-DU-7015 0.982173 1.707482 -0.177595 -0.148522 -0.363845 41.0 0.0 \n",
"TCGA-32-2632 -1.018150 -0.585658 -0.177595 -0.148522 -0.363845 80.0 1.0 \n",
"... ... ... ... ... ... ... ... \n",
"TCGA-HT-7875 0.982173 -0.585658 -0.177595 -0.148522 -0.363845 56.0 1.0 \n",
"TCGA-HT-8018 0.982173 -0.585658 -0.177595 -0.148522 -0.363845 40.0 0.0 \n",
"TCGA-DH-5141 -1.018150 -0.585658 -0.177595 6.733003 -0.363845 32.0 1.0 \n",
"TCGA-S9-A7IX -1.018150 -0.585658 -0.177595 -0.148522 -0.363845 57.0 1.0 \n",
"TCGA-26-5139 -1.018150 -0.585658 -0.177595 -0.148522 -0.363845 65.0 0.0 \n",
"\n",
" HISTOLOGICAL_DIAGNOSIS STUDY OS_MONTHS OS_STATUS \n",
"TCGA-DU-6399 3.0 0.0 65.7 1.0 \n",
"TCGA-F6-A8O3 3.0 0.0 0.2 0.0 \n",
"TCGA-28-5218 1.0 1.0 5.2 1.0 \n",
"TCGA-DU-7015 3.0 0.0 90.7 0.0 \n",
"TCGA-32-2632 1.0 1.0 8.8 1.0 \n",
"... ... ... ... ... \n",
"TCGA-HT-7875 3.0 0.0 0.3 0.0 \n",
"TCGA-HT-8018 2.0 0.0 21.5 0.0 \n",
"TCGA-DH-5141 3.0 0.0 31.8 0.0 \n",
"TCGA-S9-A7IX 0.0 0.0 19.6 0.0 \n",
"TCGA-26-5139 1.0 1.0 1.6 0.0 \n",
"\n",
"[729 rows x 11 columns]"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# define a data.frame with clinical covariates and top markers along with survival endpoints \n",
"vars = ['AGE', 'SEX', 'HISTOLOGICAL_DIAGNOSIS', 'STUDY', 'OS_MONTHS', 'OS_STATUS']\n",
"# read clinical variables \n",
"df_clin = pd.concat(\n",
" [pd.DataFrame({x: train_dataset.ann[x] for x in vars}, index=train_dataset.samples),\n",
" pd.DataFrame({x: test_dataset.ann[x] for x in vars}, index=test_dataset.samples)], \n",
" axis = 0)\n",
"# get top 5 survival markers and extract the input data for these markers for both training and test data\n",
"imp = flexynesis.get_important_features(model, var = 'OS_STATUS', top=5) \n",
"df_imp = pd.concat([train_dataset.get_feature_subset(imp), test_dataset.get_feature_subset(imp)], axis=0) \n",
"\n",
"# combine markers with clinical variables\n",
"df = pd.concat([df_imp, df_clin], axis = 1)\n",
"# remove samples without survival endpoints\n",
"df = df[df['OS_STATUS'].notna()]\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "895e32b0-23c4-47b5-a313-d26b004effa5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No low variance features were removed based on event conditioning.\n"
]
}
],
"source": [
"# build a cox model\n",
"coxm = flexynesis.build_cox_model(df, 'OS_MONTHS', 'OS_STATUS')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "d0a59b53-8903-4146-b297-57cd48e06cfc",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/data/local/buyar/arcas/multiomics_integration/flexynesis/flexynesis/utils.py:764: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize log-hazard ratios sorted by p-values\n",
"flexynesis.plot_hazard_ratios(coxm)"
]
},
{
"cell_type": "markdown",
"id": "69da1544-7385-4703-9b39-323cbafdd79e",
"metadata": {},
"source": [
"## 3.3 Final Exercise\n",
"\n",
"- Inspect the top 10 markers from section 3.2 and see if they have been characterized in the literature as important markers for Glioma disease progression. "
]
},
{
"cell_type": "markdown",
"id": "4ec65747-8d36-4609-a482-f3f8d9cc992c",
"metadata": {},
"source": [
"We find IDH1, TP53, and ATRX among top markers, which are extensively studied and been shown to be relevant in gliomas (Koschmann et al, 2016)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "72f3106e-72e9-45e6-8898-3b330920a38f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "flexynesis",
"language": "python",
"name": "flexynesis"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}