diff --git a/mimic-iv-ecg/notebooks/ECG_rate_classification.ipynb b/mimic-iv-ecg/notebooks/ECG_rate_classification.ipynb new file mode 100644 index 000000000..6eb27aba9 --- /dev/null +++ b/mimic-iv-ecg/notebooks/ECG_rate_classification.ipynb @@ -0,0 +1,423 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "sw-8zDBwx753" + }, + "outputs": [], + "source": [ + "import wfdb\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "3DiIsYWQ-jwQ" + }, + "outputs": [], + "source": [ + "#loads neurokit\n", + "import neurokit2 as nk\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "i2mRFMBq8Ry_" + }, + "outputs": [], + "source": [ + "rec_path = '/files/p1000/p10000117/s45090959/'\n", + "recordid = '45090959'\n", + "rd_record = wfdb.rdrecord(recordid, pn_dir= f'mimic-iv-ecg/1.0/{rec_path}')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "8eL04bdQID8i" + }, + "outputs": [], + "source": [ + "#10 seconds of ECG material\n", + "rd_record.p_signal.shape\n", + "ecg_signal = rd_record.p_signal[:,1]\n", + "#Processes the raw ECG signal\n", + "signals, info = nk.ecg_process(ecg_signal, sampling_rate=rd_record.fs)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "34YmBSFG7Q7k", + "outputId": "c8419530-cd65-4c46-b635-9984bc785636" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Signals:\n", + "ECG_Raw\n", + "ECG_Clean\n", + "ECG_Rate\n", + "ECG_Quality\n", + "ECG_R_Peaks\n", + "ECG_P_Peaks\n", + "ECG_P_Onsets\n", + "ECG_P_Offsets\n", + "ECG_Q_Peaks\n", + "ECG_R_Onsets\n", + "ECG_R_Offsets\n", + "ECG_S_Peaks\n", + "ECG_T_Peaks\n", + "ECG_T_Onsets\n", + "ECG_T_Offsets\n", + "ECG_Phase_Atrial\n", + "ECG_Phase_Completion_Atrial\n", + "ECG_Phase_Ventricular\n", + "ECG_Phase_Completion_Ventricular\n", + "\n", + "Info keys:\n", + "method_peaks\n", + "method_fixpeaks\n", + "ECG_R_Peaks\n", + "ECG_R_Peaks_Uncorrected\n", + "ECG_fixpeaks_ectopic\n", + "ECG_fixpeaks_missed\n", + "ECG_fixpeaks_extra\n", + "ECG_fixpeaks_longshort\n", + "ECG_fixpeaks_method\n", + "ECG_fixpeaks_rr\n", + "ECG_fixpeaks_drrs\n", + "ECG_fixpeaks_mrrs\n", + "ECG_fixpeaks_s12\n", + "ECG_fixpeaks_s22\n", + "ECG_fixpeaks_c1\n", + "ECG_fixpeaks_c2\n", + "sampling_rate\n", + "ECG_P_Peaks\n", + "ECG_P_Onsets\n", + "ECG_P_Offsets\n", + "ECG_Q_Peaks\n", + "ECG_R_Onsets\n", + "ECG_R_Offsets\n", + "ECG_S_Peaks\n", + "ECG_T_Peaks\n", + "ECG_T_Onsets\n", + "ECG_T_Offsets\n" + ] + } + ], + "source": [ + "# Extracts clean ECG and R-peaks location\n", + "rpeaks = info[\"ECG_R_Peaks\"]\n", + "cleaned_ecg = signals[\"ECG_Clean\"]\n", + "\n", + "# List signals and info keys\n", + "print(\"Signals:\")\n", + "for key in signals.keys():\n", + " print(key)\n", + "\n", + "print(\"\\nInfo keys:\")\n", + "for key in info.keys():\n", + " print(key)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "OsvX3PGJ7Wqy", + "outputId": "006d28cb-989c-45cf-f345-701e46a9c21a" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize R-peaks in ECG signal\n", + "plot = nk.events_plot(rpeaks, cleaned_ecg)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "jRZ7tqAD7tTd", + "outputId": "6c2db58f-7f76-4b29-e2bc-e8651fc840a3" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting all the heart beats\n", + "epochs = nk.ecg_segment(cleaned_ecg, rpeaks=None, sampling_rate=250, show=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wGmktsI74Ikd", + "outputId": "8a2b1cd8-ec87-4fcb-8608-31dc173e3a24" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "p10000032/s40689238/40689238: Avg HR=91.13 BPM, RMSSD=9.78 ms, sinus\n", + "p10000032/s44458630/44458630: Avg HR=83.30 BPM, RMSSD=18.64 ms, sinus\n", + "p10000032/s49036311/49036311: Avg HR=100.24 BPM, RMSSD=7.37 ms, tachycardia\n", + "p10000117/s45090959/45090959: Avg HR=91.29 BPM, RMSSD=21.92 ms, sinus\n", + "p10000117/s48446569/48446569: Avg HR=90.93 BPM, RMSSD=12.45 ms, sinus\n", + "p10000285/s42709053/42709053: Avg HR=72.41 BPM, RMSSD=24.71 ms, sinus\n", + "p10000560/s41445586/41445586: Avg HR=64.70 BPM, RMSSD=88.68 ms, sinus\n", + "p10000560/s42695383/42695383: Avg HR=65.44 BPM, RMSSD=35.04 ms, sinus\n", + "p10000635/s40067704/40067704: Avg HR=65.55 BPM, RMSSD=558.01 ms, sinus\n", + "p10000635/s42947358/42947358: Avg HR=65.25 BPM, RMSSD=359.23 ms, sinus\n", + "p10000635/s43522917/43522917: Avg HR=57.46 BPM, RMSSD=42.11 ms, bradycardia\n", + "p10000635/s44095784/44095784: Avg HR=63.94 BPM, RMSSD=32.33 ms, sinus\n", + "p10000635/s45386375/45386375: Avg HR=63.00 BPM, RMSSD=94.86 ms, sinus\n", + "p10000635/s48339811/48339811: Avg HR=57.70 BPM, RMSSD=101.19 ms, bradycardia\n", + "p10000764/s40539087/40539087: Avg HR=74.95 BPM, RMSSD=305.66 ms, sinus\n", + "p10000764/s43681375/43681375: Avg HR=88.93 BPM, RMSSD=226.61 ms, sinus\n", + "p10000764/s44069449/44069449: Avg HR=123.16 BPM, RMSSD=10.95 ms, tachycardia\n", + "p10000764/s44837313/44837313: Avg HR=112.88 BPM, RMSSD=4.36 ms, tachycardia\n", + "p10000764/s47218930/47218930: Avg HR=90.39 BPM, RMSSD=6.97 ms, sinus\n", + "p10000826/s40695233/40695233: Avg HR=96.50 BPM, RMSSD=3.89 ms, sinus\n", + "p10000826/s40894787/40894787: Avg HR=127.73 BPM, RMSSD=2.11 ms, tachycardia\n", + "p10000898/s40746075/40746075: Avg HR=80.52 BPM, RMSSD=4.90 ms, sinus\n", + "p10000898/s42413061/42413061: Avg HR=81.25 BPM, RMSSD=4.83 ms, sinus\n", + "p10000898/s43492795/43492795: Avg HR=80.27 BPM, RMSSD=6.08 ms, sinus\n", + "p10000898/s44986768/44986768: Avg HR=81.86 BPM, RMSSD=14.70 ms, sinus\n", + "p10000898/s46049322/46049322: Avg HR=74.30 BPM, RMSSD=8.72 ms, sinus\n", + "p10000898/s48575806/48575806: Avg HR=78.90 BPM, RMSSD=10.63 ms, sinus\n", + "p10000935/s40761639/40761639: Avg HR=106.60 BPM, RMSSD=1.03 ms, tachycardia\n", + "p10000935/s41557927/41557927: Avg HR=84.11 BPM, RMSSD=16.47 ms, sinus\n", + "p10000935/s41798696/41798696: Avg HR=112.25 BPM, RMSSD=1.50 ms, tachycardia\n", + "p10000935/s45594411/45594411: Avg HR=80.82 BPM, RMSSD=16.24 ms, sinus\n", + "p10000935/s48142435/48142435: Avg HR=101.35 BPM, RMSSD=7.60 ms, tachycardia\n", + "p10000935/s48582094/48582094: Avg HR=105.31 BPM, RMSSD=3.27 ms, tachycardia\n", + "p10000980/s40742173/40742173: Avg HR=54.27 BPM, RMSSD=358.73 ms, bradycardia\n", + "p10000980/s40816324/40816324: Avg HR=76.66 BPM, RMSSD=112.55 ms, sinus\n", + "p10000980/s41309390/41309390: Avg HR=72.33 BPM, RMSSD=22.51 ms, sinus\n", + "p10000980/s41366957/41366957: Avg HR=71.41 BPM, RMSSD=59.96 ms, sinus\n", + "p10000980/s42178586/42178586: Avg HR=69.00 BPM, RMSSD=291.61 ms, sinus\n", + "p10000980/s42368611/42368611: Avg HR=68.00 BPM, RMSSD=8.46 ms, sinus\n", + "p10000980/s42546971/42546971: Avg HR=65.68 BPM, RMSSD=350.71 ms, sinus\n", + "p10000980/s42742896/42742896: Avg HR=73.52 BPM, RMSSD=60.43 ms, sinus\n", + "p10000980/s42855628/42855628: Avg HR=68.44 BPM, RMSSD=7.67 ms, sinus\n", + "p10000980/s43013697/43013697: Avg HR=66.66 BPM, RMSSD=21.00 ms, sinus\n", + "p10000980/s43143228/43143228: Avg HR=83.50 BPM, RMSSD=112.71 ms, sinus\n", + "p10000980/s43744967/43744967: Avg HR=59.03 BPM, RMSSD=263.09 ms, bradycardia\n", + "p10000980/s44669583/44669583: Avg HR=85.13 BPM, RMSSD=57.80 ms, sinus\n", + "p10000980/s45105401/45105401: Avg HR=62.30 BPM, RMSSD=28.77 ms, sinus\n", + "p10000980/s45832921/45832921: Avg HR=66.69 BPM, RMSSD=25.37 ms, sinus\n", + "p10000980/s46293961/46293961: Avg HR=77.78 BPM, RMSSD=62.54 ms, sinus\n", + "p10000980/s46543372/46543372: Avg HR=70.06 BPM, RMSSD=262.40 ms, sinus\n", + "p10000980/s46642833/46642833: Avg HR=78.39 BPM, RMSSD=134.87 ms, sinus\n", + "p10000980/s46857734/46857734: Avg HR=68.85 BPM, RMSSD=64.06 ms, sinus\n", + "p10000980/s47004256/47004256: Avg HR=71.67 BPM, RMSSD=33.70 ms, sinus\n", + "p10000980/s47499371/47499371: Avg HR=61.10 BPM, RMSSD=331.21 ms, sinus\n", + "p10000980/s47544594/47544594: Avg HR=64.08 BPM, RMSSD=19.75 ms, sinus\n", + "p10000980/s48132909/48132909: Avg HR=77.51 BPM, RMSSD=9.96 ms, sinus\n", + "p10000980/s48150809/48150809: Avg HR=79.16 BPM, RMSSD=17.03 ms, sinus\n", + "p10000980/s48288896/48288896: Avg HR=81.42 BPM, RMSSD=12.68 ms, sinus\n", + "p10000980/s48376834/48376834: Avg HR=81.39 BPM, RMSSD=19.80 ms, sinus\n", + "p10000980/s48778222/48778222: Avg HR=83.65 BPM, RMSSD=105.32 ms, sinus\n", + "p10000980/s49144190/49144190: Avg HR=71.32 BPM, RMSSD=128.42 ms, sinus\n", + "p10000980/s49202548/49202548: Avg HR=72.15 BPM, RMSSD=85.76 ms, sinus\n", + "p10000980/s49245181/49245181: Avg HR=70.65 BPM, RMSSD=10.41 ms, sinus\n", + "p10000980/s49560547/49560547: Avg HR=55.32 BPM, RMSSD=428.61 ms, bradycardia\n", + "p10000980/s49961002/49961002: Avg HR=74.67 BPM, RMSSD=281.44 ms, sinus\n", + "p10001122/s47286409/47286409: Avg HR=85.42 BPM, RMSSD=8.94 ms, sinus\n", + "p10001176/s40925049/40925049: Avg HR=94.38 BPM, RMSSD=5.81 ms, sinus\n", + "p10001186/s41997536/41997536: Avg HR=94.64 BPM, RMSSD=5.35 ms, sinus\n", + "p10001186/s43468501/43468501: Avg HR=95.78 BPM, RMSSD=6.49 ms, sinus\n", + "p10001186/s45986118/45986118: Avg HR=101.90 BPM, RMSSD=5.53 ms, tachycardia\n", + "p10001217/s43576724/43576724: Avg HR=67.00 BPM, RMSSD=21.99 ms, sinus\n", + "p10001217/s49758073/49758073: Avg HR=71.71 BPM, RMSSD=34.43 ms, sinus\n" + ] + } + ], + "source": [ + "tachycardia_count = 0\n", + "bradycardia_count = 0\n", + "sinus_count = 0\n", + "\n", + "#Get list of ECG records from dataset\n", + "records = wfdb.get_record_list(\"mimic-iv-ecg/1.0/files/p1000\")\n", + "\n", + "num_ecgs_to_process = 100;\n", + "\n", + "#Loop through the first __ ECGs\n", + "for full_recordid in records[:num_ecgs_to_process]:\n", + "\n", + " #get record ID from path\n", + " record_id = full_recordid.split(\"/\")[-1]\n", + "\n", + " #get folder path\n", + " folder_path = full_recordid.rsplit(\"/\", 1)[0]\n", + "\n", + " #Load ECG record\n", + " rd_record = wfdb.rdrecord(record_id, pn_dir=f\"mimic-iv-ecg/1.0/files/p1000/{folder_path}\")\n", + "\n", + " #Sampling frequency\n", + " fs = rd_record.fs\n", + "\n", + " #to store heart rate from each lead\n", + " lead_hrs = []\n", + "\n", + " #Loop through all 12 leads\n", + " for lead_idx in range(12):\n", + "\n", + " #Get signal for current lead\n", + " signal = rd_record.p_signal[:, lead_idx]\n", + "\n", + " #remove nan values\n", + " signal = signal[~np.isnan(signal)]\n", + "\n", + " #Clean ECG signal\n", + " cleaned = nk.ecg_clean(signal, sampling_rate=fs)\n", + "\n", + " #Detect R-peaks\n", + " peaks = nk.ecg_findpeaks(cleaned, sampling_rate=fs)\n", + " rpeaks = peaks[\"ECG_R_Peaks\"]\n", + "\n", + " #Calculate heart rate if enough beats detected to get a heart rate and hrv\n", + " if len(rpeaks) > 2:\n", + " rr = np.diff(rpeaks) / fs\n", + " hr = 60 / np.mean(rr)\n", + " lead_hrs.append(hr)\n", + "\n", + " #If this is Lead II (where hrv is calculated), compute HRV\n", + " #****Note that RMSSD for 10-second ECGs is extremely discrepant.****\n", + " if lead_idx == 1 and len(rpeaks) > 2:\n", + " rr_lead2 = np.diff(rpeaks) / fs\n", + " rmssd = np.sqrt(np.mean(np.diff(rr_lead2) ** 2)) * 1000 #a short-term hrv measurement\n", + "\n", + " #After iterating through all leads: compute average heart rate of all 12 leads\n", + " if len(lead_hrs) > 0:\n", + " avg_hr = np.mean(lead_hrs)\n", + "\n", + " #BPM classifier\n", + " if avg_hr > 100:\n", + " label = \"tachycardia\"\n", + " tachycardia_count += 1\n", + " elif avg_hr < 60:\n", + " label = \"bradycardia\"\n", + " bradycardia_count += 1\n", + " else:\n", + " label = \"sinus\"\n", + " sinus_count += 1\n", + "\n", + " print(f\"{full_recordid}: Avg HR={avg_hr:.2f} BPM, RMSSD={rmssd:.2f} ms, {label}\")\n", + "\n", + " else:\n", + " print(f\"{full_recordid}: Not enough peaks detected\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 959 + }, + "id": "8acPVHai3kwS", + "outputId": "b3ed2404-2bad-4348-feaf-171ee95b8cea" + }, + "outputs": [], + "source": [ + "rec_path = '/files/p1000/p10000635/s40067704/'\n", + "recordid = '40067704'\n", + "rd_record = wfdb.rdrecord(recordid, pn_dir= f'mimic-iv-ecg/1.0{rec_path}')\n", + "wfdb.plot_wfdb(record = rd_record, figsize=(24, 18), title =f'Study {recordid} example', ecg_grids='all')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Lvi-Amdgw796", + "outputId": "cf8ed189-0056-4bc5-bf0e-bb2113411439" + }, + "outputs": [], + "source": [ + "print(f\"tachycardia count: {tachycardia_count}%\")\n", + "print(f\"bradycardia count: {bradycardia_count}%\")\n", + "print(f\"sinus count: {sinus_count}%\")" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/mimic-iv-ecg/notebooks/README.md b/mimic-iv-ecg/notebooks/README.md new file mode 100644 index 000000000..98670fe92 --- /dev/null +++ b/mimic-iv-ecg/notebooks/README.md @@ -0,0 +1,12 @@ + +# ECG Signal Processing with MIMIC-IV + +This project demonstrates how to process and analyze electrocardiogram (ECG) recordings from the MIMIC-IV ECG database using Python. +The notebook loads a 12-lead ECG record with the WFDB library, preprocesses the signal using NeuroKit2, detects R-peaks, and extracts cleaned ECG waveforms for further analysis. The processed signals can be used as the foundation for heart rate and heart rate variability (HRV) analysis. + +## Features + +- Load ECG recordings directly from the MIMIC-IV ECG database +- Process raw ECG signals using NeuroKit2 +- Detect R-peaks and cardiac waveform features +- Prepare data for HR, HRV, and rhythm classification