{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial (basic)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from pytmle import PyTMLE" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "target_times = [5.0, 10.0, 15.0, 20.0, 25.0]\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the Hodgkin's Disease datase (adapted for Python from `rfsrc`):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " female extranod stage2 medwidsi_S medwidsi_N chemo time status\n", "age \n", "64.00 1 0 0 0 1 0 3.1 2\n", "63.00 0 0 0 0 1 0 15.9 2\n", "17.00 0 0 1 0 1 0 0.9 1\n", "63.00 0 0 1 0 1 0 13.1 2\n", "21.00 0 0 1 0 0 0 35.9 0\n", "... ... ... ... ... ... ... ... ...\n", "23.24 1 0 1 1 0 0 6.2 0\n", "43.00 1 1 1 0 0 1 12.0 0\n", "44.05 1 0 1 0 0 1 14.9 0\n", "53.99 1 0 0 1 0 0 12.3 0\n", "28.49 0 0 1 0 0 1 12.3 0\n", "\n", "[865 rows x 8 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"hodgkins_disease.csv\", index_col=0)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate the PyTMLE class according to the given dataset." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "tmle = PyTMLE(df, \n", " col_event_times=\"time\", \n", " col_event_indicator=\"status\", \n", " col_group=\"chemo\", \n", " target_times=target_times, \n", " g_comp=True,\n", " evalues_benchmark=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fit PyTMLE with the stacking classifier for initial estimates of propensity scores and the state learner with default library for the hazards, using 5 CV folds, up to 100 TMLE updates and standard bootstrapping that uses all available cores. Set `bootstrap=False` to reduce execution time." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating propensity scores...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Estimating hazards and event-free survival...\n", "Estimating censoring survival...\n", "Starting TMLE update loop...\n", "TMLE converged at step 59.\n", "Computing E-Value benchmark for female...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jguski/COMMUTE/tmle/pytmle/pytmle/get_initial_estimates.py:377: RuntimeWarning: (DeepHit | CoxPHSurvivalAnalysis) failed: Matrix is singular.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing E-Value benchmark for extranod...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jguski/COMMUTE/tmle/pytmle/pytmle/get_initial_estimates.py:377: RuntimeWarning: (DeepHit | CoxPHSurvivalAnalysis) failed: Matrix is singular.\n", " warnings.warn(\n", "/home/jguski/COMMUTE/tmle/pytmle/pytmle/evalues_benchmark.py:189: RuntimeWarning: Observed E-values are not defined for non-positive limiting bounds.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing E-Value benchmark for stage2...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jguski/COMMUTE/tmle/pytmle/pytmle/get_initial_estimates.py:377: RuntimeWarning: (DeepHit | CoxPHSurvivalAnalysis) failed: Matrix is singular.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing E-Value benchmark for medwidsi_S...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jguski/COMMUTE/tmle/pytmle/pytmle/get_initial_estimates.py:377: RuntimeWarning: (DeepHit | CoxPHSurvivalAnalysis) failed: Matrix is singular.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing E-Value benchmark for medwidsi_N...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jguski/COMMUTE/tmle/pytmle/pytmle/get_initial_estimates.py:377: RuntimeWarning: (DeepHit | CoxPHSurvivalAnalysis) failed: Matrix is singular.\n", " warnings.warn(\n" ] } ], "source": [ "tmle.fit(cv_folds=5, \n", " max_updates=100, \n", " save_models=True, \n", " bootstrap=False, \n", " n_jobs=-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see in the warnings that some models do not converge, either because of non-singular matrices in Cox models or because the survival functions is estimated as 0 at some points. These model combinations are automatically discarded in the selection of the best model by the state learner." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the estimated CIF for both events. The 'x' markers show the effects that G-computation would yield without the TMLE update. If `bootstrap=True` was set in the `fit` method, you can also get bootstrapped quantile-based confidence intervals when setting `use_bootstrap=True`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ],\n", " dtype=object))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmle.plot(g_comp=True, use_bootstrap=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the ATE estimates in terms of risk ratios. You can alternatively use `type=\"rd\"` to use risk differences instead. If `bootstrap=True` was set in the `fit` method, you can also get bootstrapped quantile-based confidence intervals when setting `use_bootstrap=True`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ],\n", " dtype=object))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmle.plot(g_comp=True, type=\"rr\", use_bootstrap=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot $||PnEIC||$ over TMLE iterations to check that it was minimized effectively." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmle.plot_norm_pn_eic()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the nuisance weights at baseline to check that positivity is not an issue. Set `time=None` to also get plots for baseline + all target times." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmle.plot_nuisance_weights(time=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Propensity scores seem to be reasonably well calibrated." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmle.plot_propensity_score_calibration()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since `save_models` was set to `True` in the `fit()` call, you can extract the models used for initial estimates and analyze them further. In addition, you can inspect the loss for individual risks / censoring model combinations in the state learner." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'propensity_model': StackingClassifier(cv=5,\n", " estimators=[('rf', RandomForestClassifier()),\n", " ('gb', GradientBoostingClassifier())],\n", " final_estimator=LogisticRegression(max_iter=1000)), 'risks_model_fold_0': CauseSpecificCoxPHSurvivalAnalysis, 'censoring_model_fold_0': CoxPHSurvivalAnalysis, 'risks_model_fold_1': CauseSpecificCoxPHSurvivalAnalysis, 'censoring_model_fold_1': CoxPHSurvivalAnalysis, 'risks_model_fold_2': CauseSpecificCoxPHSurvivalAnalysis, 'censoring_model_fold_2': CoxPHSurvivalAnalysis, 'risks_model_fold_3': CauseSpecificCoxPHSurvivalAnalysis, 'censoring_model_fold_3': CoxPHSurvivalAnalysis, 'risks_model_fold_4': CauseSpecificCoxPHSurvivalAnalysis, 'censoring_model_fold_4': CoxPHSurvivalAnalysis}\n", " risks_model censoring_model loss\n", "4 CoxPHSurvivalAnalysis CoxPHSurvivalAnalysis 3.099479\n", "5 CoxPHSurvivalAnalysis RandomSurvivalForest 3.110173\n", "3 CoxPHSurvivalAnalysis DeepHit 3.119103\n", "7 RandomSurvivalForest CoxPHSurvivalAnalysis 3.127392\n", "6 RandomSurvivalForest DeepHit 3.142220\n", "8 RandomSurvivalForest RandomSurvivalForest 3.142587\n", "0 DeepHit DeepHit 3.233718\n", "1 DeepHit CoxPHSurvivalAnalysis 3.248667\n", "2 DeepHit RandomSurvivalForest 3.272953\n" ] } ], "source": [ "print(tmle.models)\n", "print(tmle.state_learner_cv_fit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the contours of the E-value for the effect estimates at a specific time for a specific event. If `evalues_benchmark` was set to `True` when initializing the `PyTMLE` class (as in this notebook), E-values for observed covariates are included. If `bootstrap=True` was set in the `fit` method, you can also get the E-values for bootstrapped confidence intervals when setting `use_bootstrap=True`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmle.plot_evalue_contours(time=25.0, event=1, type=\"rr\", use_bootstrap=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The E-values associated with the point estimate and CI for event 1 (relapse) at time 25 are clearly above the observed covariate E-values, which indicates that the treatment effect is rather robust. " ] } ], "metadata": { "kernelspec": { "display_name": "PyTMLE", "language": "python", "name": "pytmle" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 2 }