{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Usage\n", "## `networkx` Hierarchy\n", "\n", "The International Classification of Disease seperates diseases into chapters, subchapters and so on. `icdcodex` considers each of these as a node in a network -- and provides access to this representation through `networkx`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from icdcodex import hierarchy\n", "icd_10_cm_hierarchy, icd_10_cm_codes = hierarchy.icd10cm(\"2020\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The network is unstructured, by default. But we can use `networkx` to do graphical analysis. For instance, we can generate a spring layout of the chapters using breadth first traversal." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import networkx as nx\n", "from networkx.algorithms.traversal.breadth_first_search import bfs_tree\n", "import matplotlib.pyplot as plt\n", "\n", "G = nx.relabel_nodes(icd_10_cm_hierarchy, {\"root\": \"ICD-10-CM\"})\n", "G_chapters = bfs_tree(G, \"ICD-10-CM\", depth_limit=1)\n", "plt.figure(figsize=(8,8))\n", "nx.draw(G_chapters, with_labels=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vector Embeddings\n", "\n", "`icdcodex` uses this graphical structure to build a dense representation of individual codes. So far, we provide the `node2vec` algorithm, accessible through the `icd2vec` module." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from icdcodex import icd2vec, hierarchy\n", "# workers=-1 parallelizes the node2vec algorithm across all available CPUs\n", "embedder = icd2vec.Icd2Vec(num_embedding_dimensions=2, workers=-1)\n", "embedder.fit(*hierarchy.icd9())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dense representations have the property that similar vectors have similar locations in vector space. For example, `033.0 (Whooping cough due to bordetella pertussis)` and `034.0 (Streptococcal sore throat)` are both bacterial diseases. `910.1 (Abrasion or friction burn of face, neck, and scalp except eye, infected)` is an injury. We expect `034.0` and `033.0` to be closer to one another than to `910.1`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.78746617, -1.1355207 ],\n", " [ 0.7202955 , -0.97387433],\n", " [ 5.667383 , -0.13091612]], dtype=float32)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "codes_of_interest = [\"0330\", \"0340\", \"9101\"]\n", "codes_of_interest_continuous = embedder.to_vec(codes_of_interest)\n", "codes_of_interest_continuous" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Predicting MIMIC-III diagnostic codes\n", "\n", "For a more involved example, we'll build a scikit-learn pipeline. To get our data, we'll use [MIMIC-III](https://mimic.physionet.org/gettingstarted/demo/). A demo version can be accessed through the [GCP Big Query service](https://cloud.google.com/bigquery/) by running `ADD DATA > Pin a project > Enter a project name > \n", "physionet-data`. Run the SQL query:\n", " \n", "```sql\n", "SELECT\n", " i.seq_num, i.subject_id, i.icd9_code, j.los, k.gender, k.dob, k.dod, l.admittime\n", "FROM `physionet-data.mimiciii_demo.diagnoses_icd` as i\n", " INNER JOIN\n", " `physionet-data.mimiciii_demo.icustays` as j\n", " ON i.hadm_id = j.hadm_id\n", " INNER JOIN\n", " `physionet-data.mimiciii_demo.patients` as k\n", " ON i.subject_id = k.subject_id\n", " INNER JOIN\n", " `physionet-data.mimiciii_demo.admissions` as l\n", " ON i.hadm_id = l.hadm_id\n", "```\n", "Then, save the results as `data.csv`.\n", "\n", "First, we'll import boilerplate data science libraries" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, load the data and do feature engineering to give the model something with which to predict ICD codes." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(\"data.csv\").rename(columns={\n", " \"los\": \"length_of_stay\",\n", " \"dob\": \"date_of_birth\",\n", " \"dod\": \"date_of_death\",\n", " \"admittime\": \"date_of_admission\"\n", "})\n", "df[\"date_of_birth\"] = pd.to_datetime(df[\"date_of_birth\"]).dt.date\n", "df[\"date_of_death\"] = pd.to_datetime(df[\"date_of_death\"]).dt.date\n", "df[\"date_of_admission\"] = pd.to_datetime(df[\"date_of_admission\"]).dt.date\n", "df[\"age\"] = df.apply(lambda e: (e['date_of_admission'] - e['date_of_birth']).days/365, axis=1)\n", "df = df[df.seq_num == 1] # we limit ourselves to the primary diagnosis code for simplicity\n", "df.gender = LabelEncoder().fit_transform(df.gender)\n", "G, icd_codes = hierarchy.icd9()\n", "df = df[df.icd9_code.isin(G.nodes())]\n", "features = [\"length_of_stay\", \"gender\", \"age\"]\n", "X = df[features].values\n", "y = df[[\"icd9_code\"]].values\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can use any regression model that can predict a vector, including `RandomForestRegressor`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "y_train_continuous = embedder.to_vec(y_train.reshape(-1))\n", "clf = RandomForestRegressor()\n", "clf.fit(X_train, y_train_continuous)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }