{ "cells": [ { "metadata": { "collapsed": true }, "cell_type": "markdown", "source": [ "# O'Reilly et al. (1963): Warfarin Pharmacokinetics\n", "\n", "Here, we illustrate how `delicatessen` can be used to estimate various pharmacokinetic model parameters from dose-concentration data. To illustrate these concepts, data on warfarin (a blood thinner) are considered. Data comes from O'Reilly et al. (1963) and consists of 32 patients. Data can be obtained from the R package `nlmixr`.\n", "\n", "## Setup" ], "id": "c52e3f320e8aad66" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.489925900Z", "start_time": "2026-03-12T15:42:00.786706800Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "import scipy as sp\n", "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "import delicatessen as deli\n", "from delicatessen import MEstimator\n", "from delicatessen.estimating_equations import ee_regression\n", "from delicatessen.utilities import aggregate_efuncs\n", "\n", "print(\"Versions\")\n", "print(\"NumPy: \", np.__version__)\n", "print(\"SciPy: \", sp.__version__)\n", "print(\"pandas: \", pd.__version__)\n", "print(\"Matplotlib: \", mpl.__version__)\n", "print(\"Delicatessen:\", deli.__version__)" ], "id": "1f3de1abb5e37ad3", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Versions\n", "NumPy: 2.3.5\n", "SciPy: 1.16.3\n", "pandas: 2.3.3\n", "Matplotlib: 3.10.8\n", "Delicatessen: 4.2\n" ] } ], "execution_count": 1 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.506600900Z", "start_time": "2026-03-12T15:42:01.492428900Z" } }, "cell_type": "code", "source": [ "d = pd.read_csv(\"data/warfarin.csv\")\n", "d['intercept'] = 1\n", "d['dose'] = d.groupby('id')['amt'].transform('max')\n", "d['concentration'] = d['dv']\n", "d = d.loc[(d['dvid'] == 'cp') & (d['time'] >= 1.)].copy()" ], "id": "79ff3f1385bf0fd1", "outputs": [], "execution_count": 2 }, { "metadata": {}, "cell_type": "markdown", "source": [ "To simplify the model fitting here, we are restricting to observations that occur after 1 hour after administration of warfarin.\n", "\n", "To help understand the dose data, below is a plot of the concentration over time for the 32 participants (note there are more than 32 points since each person has multiple concentration measurements)" ], "id": "70e2f2c99ddb6bc6" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.580111200Z", "start_time": "2026-03-12T15:42:01.506600900Z" } }, "cell_type": "code", "source": [ "plt.plot(d['time'], d['dv'], 'o', color='blue', alpha=0.5)\n", "plt.xlabel(\"Time since administration\")\n", "plt.ylabel(\"Drug Concentration\")\n", "plt.tight_layout()\n" ], "id": "43c86e8b367edca8", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 3 }, { "metadata": {}, "cell_type": "markdown", "source": "We can also visualize each individuals' trajectory, which is done in the following plot", "id": "3523a3bd35f3dd88" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.676554700Z", "start_time": "2026-03-12T15:42:01.581112300Z" } }, "cell_type": "code", "source": [ "unique_ids = np.unique(d['id'])\n", "for uid in unique_ids:\n", " ds = d.loc[d['id'] == uid].copy()\n", " plt.plot(ds['time'], ds['dv'], 'o-', alpha=0.5)\n", "\n", "plt.xlabel(\"Time since administration\")\n", "plt.ylabel(\"Drug Concentration\")\n", "plt.tight_layout()" ], "id": "317bdf5f749255eb", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 4 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## One-Compartment IV Bolus Model\n", "\n", "Here, we will model warfarin concentration using a one-compartment IV bolus model. This model is defined as\n", "$$ C(t) = \\frac{D}{V} \\exp(-k t) $$\n", "where $C$ is the concentration, $D$ is the dose, $V$ is the volume of distribution, $k$ is the elimination rate constant, and $t$ is the corresponding time after dose administration.\n", "\n", "By taking the natural log of both sides, we obtain the following equality\n", "$$ \\log(C) = \\log(D) - \\log(V) - kt $$\n", "which tells us that we can estimate the parameters of this model ($V,k$) using a linear regression model where the outcome (concentration) is log-transformed and the log-transformed dose is included as an offset set (since participants' doses were different). This can easily be done in `delicatessen` with the `ee_regression` function.\n", "\n", "One caution to note is that participants contribute multiple observations to this function. In other words, the rows in our data are not independent. To account for this, we can use the `aggregate_efuncs` utility which will collapse (and thus correct) the sandwich variance for clustered data.\n", "\n", "The following code estimates the parameters of this IV bolus model" ], "id": "6eb3ead5495a1597" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.683578200Z", "start_time": "2026-03-12T15:42:01.677556800Z" } }, "cell_type": "code", "source": [ "def psi(theta):\n", " psi_i = ee_regression(theta=theta, y=np.log(d['dv']), X=d[['intercept', 'time']],\n", " model='linear', offset=np.log(d['dose']))\n", " return aggregate_efuncs(psi_i, group=d['id'])" ], "id": "94a8ebe4c9fc6bd2", "outputs": [], "execution_count": 5 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.702471400Z", "start_time": "2026-03-12T15:42:01.683578200Z" } }, "cell_type": "code", "source": [ "estr = MEstimator(psi, init=[0., 0.])\n", "estr.estimate()" ], "id": "ae26920fc361b627", "outputs": [], "execution_count": 6 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.714690500Z", "start_time": "2026-03-12T15:42:01.703680400Z" } }, "cell_type": "code", "source": "estr.print_results()", "id": "19cb8ea0f712ff08", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==============================================================\n", " Estimation Method: M-estimator\n", "--------------------------------------------------------------\n", "No. Observations: 32 | No. Parameters: 2\n", "Solving algorithm: lm | Max Iterations: 5000\n", "Solving tolerance: 1e-09 | Allow P-Inverse: 1\n", "Derivative Method: approx | Deriv Approx: 1e-09\n", "Small N Correction: None | Distribution: Z-stat\n", "==============================================================\n", " Theta StdErr Z-score LCL UCL P-value S-value \n", "--------------------------------------------------------------\n", " -2.21 0.07 -29.56 -2.36 -2.07 0.00 635.37 \n", " -0.01 0.00 -16.85 -0.02 -0.01 0.00 209.33 \n", "==============================================================\n" ] } ], "execution_count": 7 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.805133300Z", "start_time": "2026-03-12T15:42:01.715965800Z" } }, "cell_type": "code", "source": [ "time_range = np.linspace(0.1, 120, 100)\n", "conc_70 = np.exp(estr.theta[0] + estr.theta[1]*time_range + np.log(70))\n", "conc_100 = np.exp(estr.theta[0] + estr.theta[1]*time_range + np.log(100))\n", "conc_120 = np.exp(estr.theta[0] + estr.theta[1]*time_range + np.log(120))\n", "\n", "plt.plot(time_range, conc_70, '-', color='red', label='70 mg')\n", "plt.plot(time_range, conc_100, '-', color='orange', label='100 mg')\n", "plt.plot(time_range, conc_120, '-', color='purple', label='120 mg')\n", "plt.plot(d['time'], d['dv'], 'o', color='blue', alpha=0.5)\n", "plt.title(\"Concentration Curves by Dose\")\n", "plt.xlabel(\"Time since administration\")\n", "plt.ylabel(\"Drug Concentration\")\n", "plt.legend()\n", "plt.tight_layout()" ], "id": "5e8601e8a3ed4f0f", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 8 }, { "metadata": {}, "cell_type": "markdown", "source": [ "The plot shows the estimated concentration curve for a few initial doses for the original data range.\n", "\n", "Recall that we need to transform these estimated parameters to get $V,k$. The following code transforms the parameters from this linear model to the desired parameters" ], "id": "975d4cdd80355512" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.819157400Z", "start_time": "2026-03-12T15:42:01.806134700Z" } }, "cell_type": "code", "source": [ "theta = estr.theta\n", "ci = estr.confidence_intervals()\n", "\n", "print(\"Volume of Distribution\")\n", "print(1 / np.exp(theta[0]))\n", "print(\"95% CI:\", 1 / np.exp(ci[0, :]))\n", "print(\"\\nElimination Rate Constant\")\n", "print(-theta[1])\n", "print(\"95% CI:\", -ci[1, :])" ], "id": "eae3f13db69644ff", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Volume of Distribution\n", "9.137603593434688\n", "95% CI: [10.58150656 7.89072888]\n", "\n", "Elimination Rate Constant\n", "0.014378463291613155\n", "95% CI: [0.01605045 0.01270648]\n" ] } ], "execution_count": 9 }, { "metadata": {}, "cell_type": "markdown", "source": [ "Note that the confidence intervals here are flipped (upper is first and lower is second) because of the inverting and negation respectively.\n", "\n", "## IV Bolus Model Parameters\n", "\n", "In addition to $V,k$, there are often other parameters of interest from an IV bolus model. These other parameters are transformations of the $V,k$ parameters. Inference for these additional parameters is made easy through stacking corresponding estimating functions. Here we consider two additional parameters: half-life ($\\log(2) / k$) and clearance ($k \\times V$). The following estimating function adds these additional parameters to the previous and solves for them" ], "id": "3c0a84d159fcfc7c" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.827817500Z", "start_time": "2026-03-12T15:42:01.821158100Z" } }, "cell_type": "code", "source": [ "def psi_pk_i(theta):\n", " v_inv = theta[0]\n", " v = 1 / np.exp(v_inv)\n", " k_neg = theta[1]\n", " k = -k_neg\n", " half_life = theta[2]\n", " clearance = theta[3]\n", " n = d.shape[0]\n", "\n", " # IV bolus model estimating function\n", " ee_ivb = ee_regression(theta=[v_inv, k_neg], y=np.log(d['dv']), X=d[['intercept', 'time']],\n", " model='linear', offset=np.log(d['dose']))\n", "\n", " # Half-life estimating function\n", " ee_hlife = (np.log(2) / k - half_life) * np.ones(n)\n", "\n", " # Clearance estimating function\n", " ee_clr = (v*k - clearance) * np.ones(n)\n", "\n", " return np.vstack([ee_ivb, ee_hlife, ee_clr])\n", "\n", "def psi_pk_g(theta):\n", " return aggregate_efuncs(psi_pk_i(theta), group=d['id'])" ], "id": "d24aacbaefed32d7", "outputs": [], "execution_count": 10 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.843997200Z", "start_time": "2026-03-12T15:42:01.829323900Z" } }, "cell_type": "code", "source": [ "estr = MEstimator(psi_pk_g, init=[-2., -0.01, 1., 1.])\n", "estr.estimate()" ], "id": "21008077368d68de", "outputs": [], "execution_count": 11 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-12T15:42:01.855994400Z", "start_time": "2026-03-12T15:42:01.843997200Z" } }, "cell_type": "code", "source": [ "theta = estr.theta\n", "ci = estr.confidence_intervals()\n", "\n", "print(\"Half-Life\")\n", "print(theta[2])\n", "print(\"95% CI:\", ci[2, :])\n", "print(\"\\nClearance\")\n", "print(theta[3])\n", "print(\"95% CI:\", ci[3, :])" ], "id": "50c8ba5266e7f35d", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Half-Life\n", "48.20731996890464\n", "95% CI: [42.60158145 53.81305849]\n", "\n", "Clearance\n", "0.13138469784151308\n", "95% CI: [0.11831647 0.14445293]\n" ] } ], "execution_count": 12 }, { "metadata": {}, "cell_type": "markdown", "source": [ "This example highlights how estimating equations can simplify inference with pharmacokinetic models. In particular, the automation of the delta method (via the sandwich variance) makes it straightforward to compute the variance of transformations of different parameters.\n", "\n", "## References\n", "\n", "O'Reilly RA, Aggeler PM, Leong LS. Studies of the coumarin anticoagulant drugs: The pharmacodynamics of warfarin in man. Journal of Clinical Investigation 1963; 42(10): 1542-1551" ], "id": "3e1cd779eaa188c0" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }