{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian Survival Analysis\n",
    "\n",
    "Author: Austin Rochford\n",
    "\n",
    "[Survival analysis](https://en.wikipedia.org/wiki/Survival_analysis) studies the distribution of the time to an event.  Its applications span many fields across medicine, biology, engineering, and social science.  This tutorial shows how to fit and analyze a Bayesian survival model in Python using PyMC3.\n",
    "\n",
    "We illustrate these concepts by analyzing a [mastectomy data set](https://vincentarelbundock.github.io/Rdatasets/doc/HSAUR/mastectomy.html) from `R`'s [HSAUR](https://cran.r-project.org/web/packages/HSAUR/index.html) package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc3 as pm\n",
    "import theano\n",
    "\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "from pymc3.distributions.timeseries import GaussianRandomWalk\n",
    "from theano import tensor as T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "RANDOM_SEED = 8927\n",
    "rng = np.random.default_rng(RANDOM_SEED)\n",
    "az.style.use(\"arviz-darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    df = pd.read_csv(\"../data/mastectomy.csv\")\n",
    "except FileNotFoundError:\n",
    "    df = pd.read_csv(pm.get_data(\"mastectomy.csv\"))\n",
    "\n",
    "df.event = df.event.astype(np.int64)\n",
    "df.metastasized = (df.metastasized == \"yes\").astype(np.int64)\n",
    "n_patients = df.shape[0]\n",
    "patients = np.arange(n_patients)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>time</th>\n",
       "      <th>event</th>\n",
       "      <th>metastasized</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>69</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   time  event  metastasized\n",
       "0    23      1             0\n",
       "1    47      1             0\n",
       "2    69      1             0\n",
       "3    70      0             0\n",
       "4   100      0             0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_patients"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each row represents observations from a woman diagnosed with breast cancer that underwent a mastectomy.  The column `time` represents the time (in months) post-surgery that the woman was observed.  The column `event` indicates whether or not the woman died during the observation period.  The column `metastasized` represents whether the cancer had [metastasized](https://en.wikipedia.org/wiki/Metastatic_breast_cancer) prior to surgery.\n",
    "\n",
    "This tutorial analyzes the relationship between survival time post-mastectomy and whether or not the cancer had metastasized."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A crash course in survival analysis\n",
    "\n",
    "First we introduce a (very little) bit of theory.  If the random variable $T$ is the time to the event we are studying, survival analysis is primarily concerned with the survival function\n",
    "\n",
    "$$S(t) = P(T > t) = 1 - F(t),$$\n",
    "\n",
    "where $F$ is the [CDF](https://en.wikipedia.org/wiki/Cumulative_distribution_function) of $T$.  It is mathematically convenient to express the survival function in terms of the [hazard rate](https://en.wikipedia.org/wiki/Survival_analysis#Hazard_function_and_cumulative_hazard_function), $\\lambda(t)$.  The hazard rate is the instantaneous probability that the event occurs at time $t$ given that it has not yet occurred.  That is,\n",
    "\n",
    "$$\\begin{align*}\n",
    "\\lambda(t)\n",
    "    & = \\lim_{\\Delta t \\to 0} \\frac{P(t < T < t + \\Delta t\\ |\\ T > t)}{\\Delta t} \\\\\n",
    "    & = \\lim_{\\Delta t \\to 0} \\frac{P(t < T < t + \\Delta t)}{\\Delta t \\cdot P(T > t)} \\\\\n",
    "    & = \\frac{1}{S(t)} \\cdot \\lim_{\\Delta t \\to 0} \\frac{S(t) - S(t + \\Delta t)}{\\Delta t}\n",
    "      = -\\frac{S'(t)}{S(t)}.\n",
    "\\end{align*}$$\n",
    "\n",
    "Solving this differential equation for the survival function shows that\n",
    "\n",
    "$$S(t) = \\exp\\left(-\\int_0^s \\lambda(s)\\ ds\\right).$$\n",
    "\n",
    "This representation of the survival function shows that the cumulative hazard function\n",
    "\n",
    "$$\\Lambda(t) = \\int_0^t \\lambda(s)\\ ds$$\n",
    "\n",
    "is an important quantity in survival analysis, since we may concisely write $S(t) = \\exp(-\\Lambda(t)).$\n",
    "\n",
    "An important, but subtle, point in survival analysis is [censoring](https://en.wikipedia.org/wiki/Survival_analysis#Censoring).  Even though the quantity we are interested in estimating is the time between surgery and death, we do not observe the death of every subject.  At the point in time that we perform our analysis, some of our subjects will thankfully still be alive. In the case of our mastectomy study, `df.event` is one if the subject's death was observed (the observation is not censored) and is zero if the death was not observed (the observation is censored)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5909090909090909"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.event.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just over 40% of our observations are censored.  We visualize the observed durations and indicate which observations are censored below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "ax.hlines(\n",
    "    patients[df.event.values == 0], 0, df[df.event.values == 0].time, color=\"C3\", label=\"Censored\"\n",
    ")\n",
    "\n",
    "ax.hlines(\n",
    "    patients[df.event.values == 1], 0, df[df.event.values == 1].time, color=\"C7\", label=\"Uncensored\"\n",
    ")\n",
    "\n",
    "ax.scatter(\n",
    "    df[df.metastasized.values == 1].time,\n",
    "    patients[df.metastasized.values == 1],\n",
    "    color=\"k\",\n",
    "    zorder=10,\n",
    "    label=\"Metastasized\",\n",
    ")\n",
    "\n",
    "ax.set_xlim(left=0)\n",
    "ax.set_xlabel(\"Months since mastectomy\")\n",
    "ax.set_yticks([])\n",
    "ax.set_ylabel(\"Subject\")\n",
    "\n",
    "ax.set_ylim(-0.25, n_patients + 0.25)\n",
    "\n",
    "ax.legend(loc=\"center right\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When an observation is censored (`df.event` is zero), `df.time` is not the subject's survival time.  All we can conclude from such a censored observation is that the subject's true survival time exceeds `df.time`.\n",
    "\n",
    "This is enough basic survival analysis theory for the purposes of this tutorial; for a more extensive introduction, consult Aalen et al.^[Aalen, Odd, Ornulf Borgan, and Hakon Gjessing. Survival and event history analysis: a process point of view. Springer Science & Business Media, 2008.]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bayesian proportional hazards model\n",
    "\n",
    "The two most basic estimators in survival analysis are the [Kaplan-Meier estimator](https://en.wikipedia.org/wiki/Kaplan%E2%80%93Meier_estimator) of the survival function and the [Nelson-Aalen estimator](https://en.wikipedia.org/wiki/Nelson%E2%80%93Aalen_estimator) of the cumulative hazard function.  However, since we want to understand the impact of metastization on survival time, a risk regression model is more appropriate.  Perhaps the most commonly used risk regression model is [Cox's proportional hazards model](https://en.wikipedia.org/wiki/Proportional_hazards_model).  In this model, if we have covariates $\\mathbf{x}$ and regression coefficients $\\beta$, the hazard rate is modeled as\n",
    "\n",
    "$$\\lambda(t) = \\lambda_0(t) \\exp(\\mathbf{x} \\beta).$$\n",
    "\n",
    "Here $\\lambda_0(t)$ is the baseline hazard, which is independent of the covariates $\\mathbf{x}$.  In this example, the covariates are the one-dimensional vector `df.metastasized`.\n",
    "\n",
    "Unlike in many regression situations, $\\mathbf{x}$ should not include a constant term corresponding to an intercept.  If $\\mathbf{x}$ includes a constant term corresponding to an intercept, the model becomes [unidentifiable](https://en.wikipedia.org/wiki/Identifiability).  To illustrate this unidentifiability, suppose that\n",
    "\n",
    "$$\\lambda(t) = \\lambda_0(t) \\exp(\\beta_0 + \\mathbf{x} \\beta) = \\lambda_0(t) \\exp(\\beta_0) \\exp(\\mathbf{x} \\beta).$$\n",
    "\n",
    "If $\\tilde{\\beta}_0 = \\beta_0 + \\delta$ and $\\tilde{\\lambda}_0(t) = \\lambda_0(t) \\exp(-\\delta)$, then $\\lambda(t) = \\tilde{\\lambda}_0(t) \\exp(\\tilde{\\beta}_0 + \\mathbf{x} \\beta)$ as well, making the model with $\\beta_0$ unidentifiable.\n",
    "\n",
    "In order to perform Bayesian inference with the Cox model, we must specify priors on $\\beta$ and $\\lambda_0(t)$.  We place a normal prior on $\\beta$, $\\beta \\sim N(\\mu_{\\beta}, \\sigma_{\\beta}^2),$ where $\\mu_{\\beta} \\sim N(0, 10^2)$ and $\\sigma_{\\beta} \\sim U(0, 10)$.\n",
    "\n",
    "A suitable prior on $\\lambda_0(t)$ is less obvious.  We choose a semiparametric prior, where $\\lambda_0(t)$ is a piecewise constant function.  This prior requires us to partition the time range in question into intervals with endpoints $0 \\leq s_1 < s_2 < \\cdots < s_N$.  With this partition, $\\lambda_0 (t) = \\lambda_j$ if $s_j \\leq t < s_{j + 1}$.  With $\\lambda_0(t)$ constrained to have this form, all we need to do is choose priors for the $N - 1$ values $\\lambda_j$.  We use independent vague priors $\\lambda_j \\sim \\operatorname{Gamma}(10^{-2}, 10^{-2}).$  For our mastectomy example, we make each interval three months long."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval_length = 3\n",
    "interval_bounds = np.arange(0, df.time.max() + interval_length + 1, interval_length)\n",
    "n_intervals = interval_bounds.size - 1\n",
    "intervals = np.arange(n_intervals)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see how deaths and censored observations are distributed in these intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "ax.hist(\n",
    "    df[df.event == 0].time.values,\n",
    "    bins=interval_bounds,\n",
    "    lw=0,\n",
    "    color=\"C3\",\n",
    "    alpha=0.5,\n",
    "    label=\"Censored\",\n",
    ")\n",
    "\n",
    "ax.hist(\n",
    "    df[df.event == 1].time.values,\n",
    "    bins=interval_bounds,\n",
    "    lw=0,\n",
    "    color=\"C7\",\n",
    "    alpha=0.5,\n",
    "    label=\"Uncensored\",\n",
    ")\n",
    "\n",
    "ax.set_xlim(0, interval_bounds[-1])\n",
    "ax.set_xlabel(\"Months since mastectomy\")\n",
    "\n",
    "ax.set_yticks([0, 1, 2, 3])\n",
    "ax.set_ylabel(\"Number of observations\")\n",
    "\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the prior distributions on $\\beta$ and $\\lambda_0(t)$ chosen, we now show how the model may be fit using MCMC simulation with `pymc3`.  The key observation is that the piecewise-constant proportional hazard model is [closely related](http://data.princeton.edu/wws509/notes/c7s4.html) to a Poisson regression model.   (The models are not identical, but their likelihoods differ by a factor that depends only on the observed data and not the parameters $\\beta$ and $\\lambda_j$.  For details, see Germán Rodríguez's WWS 509 [course notes](http://data.princeton.edu/wws509/notes/c7s4.html).)\n",
    "\n",
    "We define indicator variables based on whether the $i$-th subject died in the $j$-th interval,\n",
    "\n",
    "$$d_{i, j} = \\begin{cases}\n",
    "    1 & \\textrm{if subject } i \\textrm{ died in interval } j \\\\\n",
    "    0 & \\textrm{otherwise}\n",
    "\\end{cases}.$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "last_period = np.floor((df.time - 0.01) / interval_length).astype(int)\n",
    "\n",
    "death = np.zeros((n_patients, n_intervals))\n",
    "death[patients, last_period] = df.event"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also define $t_{i, j}$ to be the amount of time the $i$-th subject was at risk in the $j$-th interval."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "exposure = np.greater_equal.outer(df.time.to_numpy(), interval_bounds[:-1]) * interval_length\n",
    "exposure[patients, last_period] = df.time - interval_bounds[last_period]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, denote the risk incurred by the $i$-th subject in the $j$-th interval as $\\lambda_{i, j} = \\lambda_j \\exp(\\mathbf{x}_i \\beta)$.\n",
    "\n",
    "We may approximate $d_{i, j}$ with a Poisson random variable with mean $t_{i, j}\\ \\lambda_{i, j}$.  This approximation leads to the following `pymc3` model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "coords = {\"intervals\": intervals}\n",
    "\n",
    "with pm.Model(coords=coords) as model:\n",
    "\n",
    "    lambda0 = pm.Gamma(\"lambda0\", 0.01, 0.01, dims=\"intervals\")\n",
    "\n",
    "    beta = pm.Normal(\"beta\", 0, sigma=1000)\n",
    "\n",
    "    lambda_ = pm.Deterministic(\"lambda_\", T.outer(T.exp(beta * df.metastasized), lambda0))\n",
    "    mu = pm.Deterministic(\"mu\", exposure * lambda_)\n",
    "\n",
    "    obs = pm.Poisson(\"obs\", mu, observed=death)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now sample from the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples = 1000\n",
    "n_tune = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [beta, lambda0]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8000/8000 04:19<00:00 Sampling 4 chains, 188 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 285 seconds.\n",
      "There were 51 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "There were 43 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "There were 46 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "There were 48 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    idata = pm.sample(\n",
    "        n_samples,\n",
    "        tune=n_tune,\n",
    "        target_accept=0.99,\n",
    "        return_inferencedata=True,\n",
    "        random_seed=RANDOM_SEED,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the hazard rate for subjects whose cancer has metastasized is about one and a half times the rate of those whose cancer has not metastasized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;beta&#x27; ()&gt;\n",
       "array(2.48922051)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'beta'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9efdb5e7-694f-4233-9eb8-1ccd3605a43a' class='xr-array-in' type='checkbox' checked><label for='section-9efdb5e7-694f-4233-9eb8-1ccd3605a43a' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.489</span></div><div class='xr-array-data'><pre>array(2.48922051)</pre></div></div></li><li class='xr-section-item'><input id='section-95fe78be-268d-4a5f-9385-ed0d72b7b1cd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-95fe78be-268d-4a5f-9385-ed0d72b7b1cd' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-b50d9d59-d8cb-4450-9789-6ff9c948c1e3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b50d9d59-d8cb-4450-9789-6ff9c948c1e3' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'beta' ()>\n",
       "array(2.48922051)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.exp(idata.posterior[\"beta\"]).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(idata, var_names=[\"beta\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3312x552 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_autocorr(idata, var_names=[\"beta\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now examine the effect of metastization on both the cumulative hazard and on the survival function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_hazard = idata.posterior[\"lambda0\"]\n",
    "met_hazard = idata.posterior[\"lambda0\"] * np.exp(idata.posterior[\"beta\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cum_hazard(hazard):\n",
    "    return (interval_length * hazard).cumsum(axis=-1)\n",
    "\n",
    "\n",
    "def survival(hazard):\n",
    "    return np.exp(-cum_hazard(hazard))\n",
    "\n",
    "\n",
    "def get_mean(trace):\n",
    "    return trace.mean((\"chain\", \"draw\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (hazard_ax, surv_ax) = plt.subplots(ncols=2, sharex=True, sharey=False, figsize=(16, 6))\n",
    "\n",
    "az.plot_hdi(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(base_hazard),\n",
    "    ax=hazard_ax,\n",
    "    smooth=False,\n",
    "    color=\"C0\",\n",
    "    fill_kwargs={\"label\": \"Had not metastasized\"},\n",
    ")\n",
    "az.plot_hdi(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(met_hazard),\n",
    "    ax=hazard_ax,\n",
    "    smooth=False,\n",
    "    color=\"C1\",\n",
    "    fill_kwargs={\"label\": \"Metastasized\"},\n",
    ")\n",
    "\n",
    "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(base_hazard)), color=\"darkblue\")\n",
    "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(met_hazard)), color=\"maroon\")\n",
    "\n",
    "hazard_ax.set_xlim(0, df.time.max())\n",
    "hazard_ax.set_xlabel(\"Months since mastectomy\")\n",
    "hazard_ax.set_ylabel(r\"Cumulative hazard $\\Lambda(t)$\")\n",
    "hazard_ax.legend(loc=2)\n",
    "\n",
    "az.plot_hdi(interval_bounds[:-1], survival(base_hazard), ax=surv_ax, smooth=False, color=\"C0\")\n",
    "az.plot_hdi(interval_bounds[:-1], survival(met_hazard), ax=surv_ax, smooth=False, color=\"C1\")\n",
    "\n",
    "surv_ax.plot(interval_bounds[:-1], get_mean(survival(base_hazard)), color=\"darkblue\")\n",
    "surv_ax.plot(interval_bounds[:-1], get_mean(survival(met_hazard)), color=\"maroon\")\n",
    "\n",
    "surv_ax.set_xlim(0, df.time.max())\n",
    "surv_ax.set_xlabel(\"Months since mastectomy\")\n",
    "surv_ax.set_ylabel(\"Survival function $S(t)$\")\n",
    "\n",
    "fig.suptitle(\"Bayesian survival model\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the cumulative hazard for metastasized subjects increases more rapidly initially (through about seventy months), after which it increases roughly in parallel with the baseline cumulative hazard.\n",
    "\n",
    "These plots also show the pointwise 95% high posterior density interval for each function.  One of the distinct advantages of the Bayesian model fit with `pymc3` is the inherent quantification of uncertainty in our estimates."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Time varying effects\n",
    "\n",
    "Another of the advantages of the model we have built is its flexibility.  From the plots above, we may reasonable believe that the additional hazard due to metastization varies over time; it seems plausible that cancer that has metastasized increases the hazard rate immediately after the mastectomy, but that the risk due to metastization decreases over time.  We can accommodate this mechanism in our model by allowing the regression coefficients to vary over time.  In the time-varying coefficient model, if $s_j \\leq t < s_{j + 1}$, we let $\\lambda(t) = \\lambda_j \\exp(\\mathbf{x} \\beta_j).$  The sequence of regression coefficients $\\beta_1, \\beta_2, \\ldots, \\beta_{N - 1}$ form a normal random walk with $\\beta_1 \\sim N(0, 1)$, $\\beta_j\\ |\\ \\beta_{j - 1} \\sim N(\\beta_{j - 1}, 1)$.\n",
    "\n",
    "We implement this model in `pymc3` as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "coords = {\"intervals\": intervals}\n",
    "\n",
    "with pm.Model(coords=coords) as time_varying_model:\n",
    "\n",
    "    lambda0 = pm.Gamma(\"lambda0\", 0.01, 0.01, dims=\"intervals\")\n",
    "    beta = GaussianRandomWalk(\"beta\", tau=1.0, dims=\"intervals\")\n",
    "\n",
    "    lambda_ = pm.Deterministic(\"h\", lambda0 * T.exp(T.outer(T.constant(df.metastasized), beta)))\n",
    "    mu = pm.Deterministic(\"mu\", exposure * lambda_)\n",
    "\n",
    "    obs = pm.Poisson(\"obs\", mu, observed=death)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We proceed to sample from this model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [beta, lambda0]\n"
     ]
    },
    {
     "data": {
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       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8000/8000 06:41<00:00 Sampling 4 chains, 197 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 417 seconds.\n",
      "There were 42 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "There were 58 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "There were 55 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "There were 42 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with time_varying_model:\n",
    "    time_varying_idata = pm.sample(\n",
    "        n_samples,\n",
    "        tune=n_tune,\n",
    "        return_inferencedata=True,\n",
    "        target_accept=0.99,\n",
    "        random_seed=RANDOM_SEED,\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x3440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(time_varying_idata, var_names=[\"beta\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see from the plot of $\\beta_j$ over time below that initially $\\beta_j > 0$, indicating an elevated hazard rate due to metastization, but that this risk declines as $\\beta_j < 0$ eventually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "beta_eti = time_varying_idata.posterior[\"beta\"].quantile((0.025, 0.975), dim=(\"chain\", \"draw\"))\n",
    "beta_eti_low = beta_eti.sel(quantile=0.025)\n",
    "beta_eti_high = beta_eti.sel(quantile=0.975)\n",
    "\n",
    "ax.fill_between(interval_bounds[:-1], beta_eti_low, beta_eti_high, color=\"C0\", alpha=0.25)\n",
    "\n",
    "beta_hat = time_varying_idata.posterior[\"beta\"].mean((\"chain\", \"draw\"))\n",
    "\n",
    "ax.step(interval_bounds[:-1], beta_hat, color=\"C0\")\n",
    "\n",
    "ax.scatter(\n",
    "    interval_bounds[last_period[(df.event.values == 1) & (df.metastasized == 1)]],\n",
    "    beta_hat.isel(intervals=last_period[(df.event.values == 1) & (df.metastasized == 1)]),\n",
    "    color=\"C1\",\n",
    "    zorder=10,\n",
    "    label=\"Died, cancer metastasized\",\n",
    ")\n",
    "\n",
    "ax.scatter(\n",
    "    interval_bounds[last_period[(df.event.values == 0) & (df.metastasized == 1)]],\n",
    "    beta_hat.isel(intervals=last_period[(df.event.values == 0) & (df.metastasized == 1)]),\n",
    "    color=\"C0\",\n",
    "    zorder=10,\n",
    "    label=\"Censored, cancer metastasized\",\n",
    ")\n",
    "\n",
    "ax.set_xlim(0, df.time.max())\n",
    "ax.set_xlabel(\"Months since mastectomy\")\n",
    "ax.set_ylabel(r\"$\\beta_j$\")\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The coefficients $\\beta_j$ begin declining rapidly around one hundred months post-mastectomy, which seems reasonable, given that only three of twelve subjects whose cancer had metastasized lived past this point died during the study.\n",
    "\n",
    "The change in our estimate of the cumulative hazard and survival functions due to time-varying effects is also quite apparent in the following plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "tv_base_hazard = time_varying_idata.posterior[\"lambda0\"]\n",
    "tv_met_hazard = time_varying_idata.posterior[\"lambda0\"] * np.exp(\n",
    "    time_varying_idata.posterior[\"beta\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "ax.step(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(base_hazard.mean((\"chain\", \"draw\"))),\n",
    "    color=\"C0\",\n",
    "    label=\"Had not metastasized\",\n",
    ")\n",
    "\n",
    "ax.step(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(met_hazard.mean((\"chain\", \"draw\"))),\n",
    "    color=\"C1\",\n",
    "    label=\"Metastasized\",\n",
    ")\n",
    "\n",
    "ax.step(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(tv_base_hazard.mean((\"chain\", \"draw\"))),\n",
    "    color=\"C0\",\n",
    "    linestyle=\"--\",\n",
    "    label=\"Had not metastasized (time varying effect)\",\n",
    ")\n",
    "\n",
    "ax.step(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(tv_met_hazard.mean(dim=(\"chain\", \"draw\"))),\n",
    "    color=\"C1\",\n",
    "    linestyle=\"--\",\n",
    "    label=\"Metastasized (time varying effect)\",\n",
    ")\n",
    "\n",
    "ax.set_xlim(0, df.time.max() - 4)\n",
    "ax.set_xlabel(\"Months since mastectomy\")\n",
    "ax.set_ylim(0, 2)\n",
    "ax.set_ylabel(r\"Cumulative hazard $\\Lambda(t)$\")\n",
    "ax.legend(loc=2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (hazard_ax, surv_ax) = plt.subplots(ncols=2, sharex=True, sharey=False, figsize=(16, 6))\n",
    "\n",
    "az.plot_hdi(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(tv_base_hazard),\n",
    "    ax=hazard_ax,\n",
    "    color=\"C0\",\n",
    "    smooth=False,\n",
    "    fill_kwargs={\"label\": \"Had not metastasized\"},\n",
    ")\n",
    "\n",
    "az.plot_hdi(\n",
    "    interval_bounds[:-1],\n",
    "    cum_hazard(tv_met_hazard),\n",
    "    ax=hazard_ax,\n",
    "    smooth=False,\n",
    "    color=\"C1\",\n",
    "    fill_kwargs={\"label\": \"Metastasized\"},\n",
    ")\n",
    "\n",
    "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(tv_base_hazard)), color=\"darkblue\")\n",
    "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(tv_met_hazard)), color=\"maroon\")\n",
    "\n",
    "hazard_ax.set_xlim(0, df.time.max())\n",
    "hazard_ax.set_xlabel(\"Months since mastectomy\")\n",
    "hazard_ax.set_ylim(0, 2)\n",
    "hazard_ax.set_ylabel(r\"Cumulative hazard $\\Lambda(t)$\")\n",
    "hazard_ax.legend(loc=2)\n",
    "\n",
    "az.plot_hdi(interval_bounds[:-1], survival(tv_base_hazard), ax=surv_ax, smooth=False, color=\"C0\")\n",
    "az.plot_hdi(interval_bounds[:-1], survival(tv_met_hazard), ax=surv_ax, smooth=False, color=\"C1\")\n",
    "\n",
    "surv_ax.plot(interval_bounds[:-1], get_mean(survival(tv_base_hazard)), color=\"darkblue\")\n",
    "surv_ax.plot(interval_bounds[:-1], get_mean(survival(tv_met_hazard)), color=\"maroon\")\n",
    "\n",
    "surv_ax.set_xlim(0, df.time.max())\n",
    "surv_ax.set_xlabel(\"Months since mastectomy\")\n",
    "surv_ax.set_ylabel(\"Survival function $S(t)$\")\n",
    "fig.suptitle(\"Bayesian survival model with time varying effects\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have really only scratched the surface of both survival analysis and the Bayesian approach to survival analysis.  More information on Bayesian survival analysis is available in Ibrahim et al. (2005).  (For example, we may want to account for individual frailty in either or original or time-varying models.)\n",
    "\n",
    "This tutorial is available as an [IPython](http://ipython.org/) notebook [here](https://gist.github.com/AustinRochford/4c6b07e51a2247d678d6).  It is adapted from a blog post that first appeared [here](http://austinrochford.com/posts/2015-10-05-bayes-survival.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Wed May 05 2021\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.7.10\n",
      "IPython version      : 7.22.0\n",
      "\n",
      "xarray: 0.17.0\n",
      "\n",
      "matplotlib: 3.3.4\n",
      "numpy     : 1.19.2\n",
      "pandas    : 1.2.3\n",
      "arviz     : 0.11.2\n",
      "pymc3     : 3.11.2\n",
      "theano    : 1.1.2\n",
      "\n",
      "Watermark: 2.2.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p xarray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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