{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Blood loss simulation\n", "\n", "In this simulation, we will see how the physiological variable is affected by a blood loss of 20%\n", "of the total blood volume. The inputs drug rates will remain constant." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import python_anesthesia_simulator as pas" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Definition of the patient simulation\n", "\n", "In this cell, a class instance of the simulator is created and initialized at maintenance phase.\n", "\n", "Then the rate of the blood loss and fluid replacement are detailled." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "ts = 5 # time step in seconds\n", "age, height, weight, sex = 74, 164, 88, 1\n", "George = pas.Patient([age, height, weight, sex], ts=ts,\n", " model_propo=\"Eleveld\", model_remi=\"Eleveld\", co_update=True)\n", "\n", "simulator = pas.Simulator(\n", " George,\n", " tci_propo='Effect_site',\n", " tci_remi='Effect_site',\n", ")\n", "target_remi = 2 # target remifentanil concentration (ng/ml)\n", "target_propo = 4 # target propofol concentration (ug/ml)\n", "\n", "# details of the blood loss\n", "start_bleeding_time = 20 # 20 minute\n", "blood_loss = 0.3 # 10% blood loss\n", "blood_loss_time = 1 # 1 minute\n", "bleeding_rate = George.blood_volume*blood_loss*1000/blood_loss_time # blood loss rate (ml/min)\n", "# details of the fluid replacement\n", "start_transfusion_time = start_bleeding_time + 5 # 25 minutes\n", "transfusion_time = 10 # 10 minutes\n", "transfusion_rate = George.blood_volume*blood_loss*1000/transfusion_time # fluid replacement rate (ml/min)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "N_simu = int(60 * 60/ts) # 30 minutes simulation\n", "for index in range(N_simu):\n", " if index*ts/60 > start_bleeding_time and index*ts/60 < start_bleeding_time+blood_loss_time:\n", " blood_rate = - bleeding_rate\n", " elif index*ts/60 > start_transfusion_time and index*ts/60 < start_transfusion_time+transfusion_time:\n", " blood_rate = transfusion_rate\n", " else:\n", " blood_rate = 0\n", " simulator.one_step(\n", " input_propo=target_propo,\n", " input_remi=target_remi,\n", " blood_rate=blood_rate,\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot concentration of propofol, remifentanil and norepinephrine\n", "fig, ax = plt.subplots(2, figsize=(10, 5))\n", "Time = simulator.dataframe['Time']/60\n", "ax[0].plot(Time, simulator.dataframe['blood_volume'])\n", "ax[0].set_ylabel(\"Blood_volume (L)\")\n", "ax[0].grid()\n", "ax[1].plot(Time, simulator.dataframe['x_propo_4'], label=\"Propofol\")\n", "ax[1].plot(Time, simulator.dataframe['x_remi_4'], label=\"Remifentanil\")\n", "# ax[1].plot(Time, simulator.dataframe['x_nore_1'], label=\"Norepinephrine\")\n", "# ax[1].set_ylim(0, 10)\n", "ax[1].set_ylabel(\"Blood Concentration\")\n", "ax[1].set_xlabel(\"Time (min)\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot bis, map and co\n", "fig, ax = plt.subplots(4, figsize=(10, 10))\n", "ax[0].plot(Time, simulator.dataframe['blood_volume'])\n", "ax[0].set_ylabel(\"Blood_volume (L)\")\n", "ax[0].grid()\n", "ax[1].plot(Time, simulator.dataframe['BIS'])\n", "ax[1].set_ylabel(\"BIS\")\n", "ax[1].grid()\n", "ax[2].plot(Time, simulator.dataframe['MAP'], label=\"MAP\")\n", "ax[2].plot(Time, simulator.dataframe['CO']*10, label=\"CO (x10)\")\n", "ax[2].set_ylabel(\"MAP and CO\")\n", "ax[2].grid()\n", "ax[2].legend(loc=\"upper right\")\n", "ax[3].plot(Time, simulator.dataframe['HR'], label=\"HR\")\n", "ax[3].plot(Time, simulator.dataframe['SV'], label=\"SV\")\n", "ax[3].plot(Time, simulator.dataframe['TPR']*4000, label=\"TPR (x4000)\")\n", "ax[3].set_ylabel(\"other hemo\")\n", "ax[3].set_xlabel(\"Time (min)\")\n", "# ax[2].set_xlim([30,50])\n", "# ax[2].set_ylim((30,60))\n", "plt.legend(loc=\"upper right\")\n", "plt.grid()\n", "plt.show()\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here 5 phases can be distinguished:\n", "- Induction phase: the patient is induced with propofol and remifentanil\n", "- Bleeding phase: the patient loses blood\n", "- Maintenance phase: No fluid management but low blood volume\n", "- Transfusion phase: the patient receives blood\n", "- Recovery phase: No fluid management, normal blood volume right after the transfusion\n", "\n", "During the bleeding phase, the patient loses blood and the blood volume decreases.\n", "The BIS decrease because the propofol sensitivity of the patient increase. \n", "MAP and CO decrease as well due to the assumption of direct proportionality between blood volume and stroke volume.\n", "\n", "During the maintenance phase, the concentration of all drugs increase because of the low blood volume and the constant drug rate, \n", "thus BIS decrease. Due to the compensatory mecanisme of the hemodynamic HR and TPR increase which lead to a MAP increasing and a constant CO. \n", "\n", "During the transfusion phase, the blood volume increases. The BIS increase because the propofol sensitivity of the patient decrease.\n", "MAP and CO increase as well due to the assumption of direct proportionality between blood volume and stroke volume.\n", "\n", "During the recovery phase, the concentration of all drugs decrease because of the higher blood volume and the constant drug rate.\n", "Thus all the variable return to their initial value.\n" ] } ], "metadata": { "kernelspec": { "display_name": "python-anesthesia-simulator", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }