{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Time-lagged conversion rates and cure models\n", "\n", "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. The survival function should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models or time-lagged conversion models. \n", "\n", "There's a serious fault in using parametric models for these types of problems that non-parametric models don't have. The most common parametric models like Weibull, Log-Normal, etc. all have strictly increasing cumulative hazard functions, which means the corresponding survival function will always converge to 0. \n", "\n", "Let's look at an example of this problem. Below I generated some data that has individuals who _will not experience the event_, not matter how long we wait." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "from matplotlib import pyplot as plt\n", "import autograd.numpy as np\n", "from autograd.scipy.special import expit, logit\n", "import pandas as pd\n", "plt.style.use('seaborn-colorblind')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "N = 200\n", "U = np.random.rand(N)\n", "T = -(logit(-np.log(U) / 0.5) - np.random.exponential(2, N) - 6.00) / 0.50\n", "\n", "E = ~np.isnan(T)\n", "T[np.isnan(T)] = 50" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 265, "width": 485 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import KaplanMeierFitter\n", "kmf = KaplanMeierFitter().fit(T, E)\n", "kmf.plot(figsize=(8,4))\n", "plt.ylim(0, 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It should be clear that there is an asymptote at around 0.6. The non-parametric model will always show this. If this is true, then the cumulative hazard function should have a horizontal asymptote as well. Let's use the Nelson-Aalen model to see this. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 485 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import NelsonAalenFitter\n", "\n", "naf = NelsonAalenFitter().fit(T, E)\n", "naf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_However_, when we try a parametric model, we will see that it won't extrapolate very well. Let's use the flexible two parameter LogLogisticFitter model. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 372, "width": 597 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import LogLogisticFitter\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "\n", "llf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "llf.plot_survival_function(ax=ax[1][0])\n", "kmf.plot(ax=ax[1][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LogLogistic model does a quite terrible job of capturing the not only the asymptotes, but also the intermediate values as well. If we extended the survival function out further, we would see that it eventually nears 0. \n", "\n", "### Custom parametric models to handle asymptotes\n", "\n", "Focusing on modeling the cumulative hazard function, what we would like is a function that increases up to a limit and then tapers off to an asymptote. We can think long and hard about these (I did), but there's a family of functions that have this property that we are very familiar with: cumulative distribution functions! By their nature, they will asympotically approach 1. And, they are readily available in the SciPy and autograd libraries. So our new model of the cumulative hazard function is:\n", "\n", "$$H(t; c, \\theta) = c F(t; \\theta)$$\n", "\n", "where $c$ is the (unknown) horizontal asymptote, and $\\theta$ is a vector of (unknown) parameters for the CDF, $F$. \n", "\n", "We can create a custom cumulative hazard model using `ParametricUnivariateFitter` (for a tutorial on how to create custom models, see [this here](Piecewise Exponential Models and Creating Custom Models.ipynb)). Let's choose the Normal CDF for our model. \n", "\n", "Remember we **must** use the imports from `autograd` for this, i.e. `from autograd.scipy.stats import norm`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametricUnivariateFitter\n", "\n", "\n", "class UpperAsymptoteFitter(ParametricUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"mu_\", \"sigma_\"]\n", "\n", " _bounds = ((0, None), (None, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, mu, sigma = params\n", " return c * norm.cdf((times - mu) / sigma, loc=0, scale=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "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", "
modellifelines.UpperAsymptoteFitter
number of observations200
number of events observed78
log-likelihood-357.204
hypothesisc_ != 1, mu_ != 0, sigma_ != 1
\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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_0.4940.0560.3830.604-8.973<0.000561.592
mu_16.2330.49015.27317.19333.150<0.0005798.089
sigma_4.2600.3433.5874.9339.498<0.000568.659
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 250, "width": 485 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "uaf = UpperAsymptoteFitter().fit(T, E)\n", "uaf.print_summary(3)\n", "uaf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get a lovely asympotical cumulative hazard. The summary table suggests that the best value of $c$ is 0.586. This can be translated into the survival function asymptote by $\\exp(-0.586) \\approx 0.56$.\n", "\n", "Let's compare this fit to the non-parametric models. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 372, "width": 597 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "\n", "uaf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "uaf.plot_survival_function(ax=ax[1][0])\n", "kmf.survival_function_.plot(ax=ax[1][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I wasn't expect this good of a fit. But there it is. This was some artificial data, but let's try this technique on some real life data. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "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", "
modellifelines.UpperAsymptoteFitter
number of observations42
number of events observed30
log-likelihood-118.60
hypothesisc_ != 1, mu_ != 0, sigma_ != 1
\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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_1.630.360.942.331.780.073.75
mu_13.441.7310.0616.827.79<0.00547.07
sigma_7.031.074.949.125.65<0.00525.91
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "Estimated lower bound: 0.20 (0.10, 0.39)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 485 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines.datasets import load_leukemia, load_kidney_transplant\n", "\n", "T, E = load_leukemia()['t'], load_leukemia()['status']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax, ci_show=False)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'coef upper 95%']),\n", " np.exp(-uaf.summary.loc['c_', 'coef lower 95%']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we might expect that about 20% will not have the even in this population (but make note of the large CI bounds too!)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "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", "
modellifelines.UpperAsymptoteFitter
number of observations863
number of events observed140
log-likelihood-1458.88
hypothesisc_ != 1, mu_ != 0, sigma_ != 1
\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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_0.290.030.240.35-24.37<0.005433.49
mu_1139.88101.60940.751339.0111.22<0.00594.62
sigma_872.5966.31742.621002.5613.14<0.005128.67
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "Estimated lower bound: 0.75 (0.70, 0.79)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 491 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "T, E = load_kidney_transplant()['time'], load_kidney_transplant()['death']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'coef upper 95%']),\n", " np.exp(-uaf.summary.loc['c_', 'coef lower 95%']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Using alternative functional forms\n", "\n", "An even simplier model might look like $c \\left(1 - \\frac{1}{\\lambda t + 1}\\right)$, however this model cannot handle any \"inflection points\" like our artificial dataset has above. However, it works well for this Lung dataset. \n", "\n", "With all cure models, one important feature is the ability to extrapolate to unforseen times. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametricUnivariateFitter\n", "\n", "class SimpleUpperAsymptoteFitter(ParametricUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"lambda_\"]\n", "\n", " _bounds = ((0, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, lambda_ = params\n", " return c * (1 - 1 /(lambda_ * times + 1))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "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", "
modellifelines.SimpleUpperAsymptoteFitter
number of observations863
number of events observed140
log-likelihood-1392.1610
hypothesisc_ != 1, lambda_ != 1
\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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_0.42520.07170.28470.5658-8.0151<5e-0549.6912
lambda_0.00060.00020.00030.0009-5982.3551<5e-05inf
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "Estimated lower bound: 0.65 (0.57, 0.75)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 491 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "saf = SimpleUpperAsymptoteFitter().fit(T, E, timeline=np.arange(1, 10000))\n", "ax = saf.plot_survival_function(figsize=(8,4))\n", "saf.print_summary(4)\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-saf.summary.loc['c_', 'coef']),\n", " np.exp(-saf.summary.loc['c_', 'coef upper 95%']),\n", " np.exp(-saf.summary.loc['c_', 'coef lower 95%']),\n", " )\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }