{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ECG-Derived Respiration (EDR) Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ECG-derived respiration (EDR) is the extraction of respiratory information from ECG and is a noninvasive method to monitor respiration activity under instances when respiratory signals are not recorded. In clinical settings, this presents convenience as it allows the monitoring of cardiac and respiratory signals simultaneously from a recorded ECG signal. This example shows how to use Neurokit to perform EDR analysis.\n", "\n", "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load NeuroKit and other useful packages\n", "import neurokit2 as nk\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = [15, 5] # Bigger images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download ECG Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we will download a dataset containing an ECG signal sampled at 1000 Hz." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get data\n", "ecg = np.array(pd.read_csv(\"https://raw.githubusercontent.com/neuropsychology/NeuroKit/dev/data/ecg_1000hz.csv\"))[:, 1]\n", "\n", "# Visualize signal\n", "nk.signal_plot(ecg) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extraction of ECG Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now you can extract the R peaks of the signal using `ecg_peaks()` and compute the heart period using `ecg_rate()`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note: As the dataset has a frequency of 1000Hz, make sure the `sampling_rate` is also set to 1000Hz. It is critical that you specify the correct sampling rate of your signal throughout all the processing functions.*" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Extract peaks\n", "rpeaks, info = nk.ecg_peaks(ecg, sampling_rate=1000)\n", "\n", "# Compute rate\n", "ecg_rate = nk.ecg_rate(rpeaks, sampling_rate=1000, desired_length=len(ecg))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyse EDR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have an array of the heart period, we can then input this into `ecg_rsp()` to extract the EDR.\n", "\n", "Default method is by `Van Gent et al. 2019` ; see the full reference in documentation (run : `nk.ecg_rsp?`)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "edr = nk.ecg_rsp(ecg_rate, sampling_rate=1000)\n", "\n", "# Visual comparison\n", "nk.signal_plot(edr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function `ecg_rsp()` incorporates different methods to compute EDR. For a visual comparison of the different methods, we can create a dataframe of EDR columns each of which are produced by different methods, and then plot it, like so:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "edr_df = pd.DataFrame({\"Van Gent et al.\": nk.ecg_rsp(ecg_rate, sampling_rate=1000),\n", " \"Charlton et al.\" : nk.ecg_rsp(ecg_rate, sampling_rate=1000, method=\"charlton2016\"),\n", " \"Soni et al.\": nk.ecg_rsp(ecg_rate, sampling_rate=1000, method=\"soni2019\"),\n", " \"Sarkar et al.\": nk.ecg_rsp(ecg_rate, sampling_rate=1000, method=\"sarkar2015\")})" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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