{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# BMI for Age\n", "\n", "When parents bring their kids to the pediatrician, one of the most important checks is to have the childs heigh, weight, and BMI plotted on growth charts to understand their development. The charts, a screen of which appears below, are ubiquitious. \n", "\n", "![bmichart](MaleBMI2-20.png)\n", "\n", "Sure enough, many many EHRs automatically show the graph and the patient's position on the chart right there making it easy for physicians and patients to review. They included automated features to measure growth velocity etc. However while the EHR stores the BMI, height, and weight measurements, Most systems do not store the comparative measure of those values for the child's age. This leaves analysts and data scientists in a tricky position when it comes to estimating obesity. How do we identify children who may be obese absent this information? \n", "\n", "In meetings just last week, a reporting team was lamenting the lack of obesity related ICD codes for pediatrics in their population and lamenting that they could not pull BMI for age percentile from their EPIC EHR system. This is no slight against the EHRs. These calculations are calculated based on outside references (provided by the WHO or CDC) they are intrepretations and aren't on their own a vital sign or part of the record. \n", "\n", "In this post, we are going to calculate the BMI percentiles for 2000 sample patients. The patient population is a synthetic population of 2,026 pediatric patients (aged 0-20 years) created using the amazing [Synthea](https://syntheticmass.mitre.org/) tool. So we will be reading these patient's charts in the form of FHIR documents directly. In the process we will do the following: \n", "\n", "1. Identify each patient's most recent BMI and their age in months on the date that BMI was taken. We will do this using a synthetic population of FHIR files. \n", "2. Use the CDC's reference tables to identify the nearest percentile for that patient's measurement from the previous step. \n", "3. Create a population level chart that shows \n", "\n", "Let's start by setting up libraries we will need. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:205: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n", "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:205: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n" ] } ], "source": [ "import json\n", "import fhirclient.models.bundle as b\n", "import fhirclient.models.patient as p\n", "import fhirclient.models.observation as o\n", "from pathlib import Path\n", "from decimal import *\n", "import pandas as pd\n", "import matplotlib\n", "from datetime import date, timedelta, datetime\n", "import csv\n", "import altair as alt\n", "import numpy as np\n", "import seaborn as sns\n", "alt.renderers.enable('notebook')\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have posted a zip file of the [2,026 FHIR](https://s3.amazonaws.com/algorex-working-data/pediatric-fhir-data/fhir.zip) patient bundles that you can use to run this notebook. Unzip the file to the data/directory to continue. \n", "\n", "Below, we will verify that you have some FHIR files to run. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading 2026 FHIR Files\n" ] } ], "source": [ "p = Path('data/fhir')\n", "files_to_load = [f for f in p.glob('*.json')]\n", "\n", "if len(files_to_load) == 0:\n", " raise StopIteration(\"You don't have any FHIR files\")\n", "else:\n", " print(\"Loading {0} FHIR Files\".format(len(files_to_load)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also load as constants the CDC data tables that contain the percentile values for BMI at various ages. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def getBMITable(sex):\n", " if sex == 'M':\n", " file = 'data/male-2-20.csv'\n", " elif sex == 'F':\n", " file = 'data/female-2-20.csv'\n", " with open(file, 'r', encoding='utf-8-sig') as csvfile:\n", " reader = csv.DictReader(csvfile, quoting=csv.QUOTE_NONNUMERIC, fieldnames=['AgeMonths',3,5,10,25,50,75,85,90,95,97])\n", " bmi_table = [row for row in reader]\n", " return bmi_table\n", "\n", "MALE_BMI_TABLE = getBMITable('M')\n", "FEMALE_BMI_TABLE = getBMITable('F')\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The functions below uses the [SMART Python FHIR Client](http://docs.smarthealthit.org/clients/python/) to parse the FHIR bundles and obtain the elements we will need: \n", "\n", "* the patients date of birth\n", "* their sex\n", "* all of their BMI observations and the values " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def getBMIObeservation(entry):\n", " if entry.resource.resource_type == 'Observation' and entry.resource.code.coding[0].code == '39156-5':\n", " return (entry.resource.effectiveDateTime.date, entry.resource.valueQuantity.value)\n", " else:\n", " return None\n", "\n", "def getDateOfBirth(entry):\n", " if entry.resource.resource_type == 'Patient':\n", " return entry.resource.birthDate.date\n", " \n", "def getSex(entry):\n", " if entry.resource.resource_type == 'Patient':\n", " return entry.resource.gender\n", " \n", "def getAgeMonths(dob, visitdate):\n", " age_in_months = (visitdate.date()-dob)/timedelta(days=30.0)\n", " return age_in_months\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will tie all of this together as follows: \n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def getLatestBMI(bundle):\n", " # Find any obersvations with a BMI\n", " possible_visits_with_bmis = [getBMIObeservation(entry) for entry in bundle.entry if getBMIObeservation(entry) ]\n", " if possible_visits_with_bmis:\n", " visit_date, bmi = max(possible_visits_with_bmis, key=lambda x:x[0]) # Get us the latest BMI\n", " else:\n", " return None #no possible BMIs \n", " #Everyone's birthdate should be same but there is a possibility that this is notated several times in a FHIR bundle\n", " birthDate = max([getDateOfBirth(entry) for entry in bundle.entry if getDateOfBirth(entry) ])\n", " age = getAgeMonths(birthDate, visit_date) #uses the visit date from above\n", " if 24.0 < age > 240.0:\n", " return None #patients older than 20 and below 2 don't need this measurementt\n", " sex = max([getSex(entry) for entry in bundle.entry if getSex(entry) ])\n", " if sex == 'male':\n", " bmi_table = MALE_BMI_TABLE\n", " else:\n", " bmi_table = FEMALE_BMI_TABLE\n", " \n", " age_row = min([row[\"AgeMonths\"] for row in bmi_table if row[\"AgeMonths\"] > age ])\n", " #Get their BMI from the CDC tables\n", " bmi_pct_row_values = ([row for row in bmi_table if row['AgeMonths'] == age_row][0]).copy()\n", " bmi_pct_row_values.pop('AgeMonths')\n", " bmi_pct_row_values[100] = 100 #this is the maximum case \n", " pct = min([percentile for (percentile, bmi_value) in bmi_pct_row_values.items() if bmi <= bmi_value])\n", " \n", " \n", " return {'ageMonths':int(age),'BMI':bmi, 'BMIpct':pct, 'sex':sex}\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now for each file we have, we will run the functions we defined and save the results. This can take up to 2 minutes for all the files " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "\n", "bmi_results = []\n", "\n", "for f_json in files_to_load:\n", "\n", " try:\n", " with open(f_json, 'r') as jsonfile:\n", " json_results = json.load(jsonfile)\n", " except:\n", " continue\n", " bundle = b.Bundle(json_results) \n", " result = getLatestBMI(bundle)\n", " if result:\n", " bmi_results.append(result)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(bmi_results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use a Pandas dataframe and [seaborn](https://seaborn.pydata.org/tutorial/regression.html) to see how our population looks." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(bmi_results)\n", "df.dtypes\n", "df['ageYears'] = (df.ageMonths/12).astype(int)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# data_to_plot = df.sort_values('ageMonths').groupby(['ageMonths', 'sex']).agg({'BMI':np.mean, 'BMIpct':np.median})\n", "data_to_plot = df.sort_values('ageMonths').reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The seaborn charts below plot the observed BMIs at the 10th, 25th, 50th, 75th, and 90th percentile. You can see the fitted polynomial regressions (which are smooth lines) start to appear a lot like the CDC growth chart. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/luke/Projects/bmi-fhir/venv/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "text/plain": [ "(20, 250)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lm = sns.lmplot(data=data_to_plot[(data_to_plot.BMIpct.isin((10,25,50,75,90)) )], \n", " x='ageMonths', y='BMI', hue='BMIpct', col='sex', order=3)\n", "\n", "axes = lm.axes\n", "axes[0,0].set_ylim(12,25)\n", "axes[0,1].set_ylim(12,25)\n", "\n", "axes[0,0].set_xlim(20,250)\n", "axes[0,1].set_xlim(20,250)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, we can view our population averages across both sexes. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/luke/Projects/bmi-fhir/venv/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agg_data_to_plot = df.groupby('ageYears').mean().reset_index()\n", "sns.lmplot(data=agg_data_to_plot, x='ageYears', y='BMI', order=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other Resources\n", "\n", "This great fun but not something that should be used in production systems. There is a great python package [PyGrowUp](https://github.com/ewheeler/pygrowup) that more accurately calculates Z-Scores which are the better statistical method for tracking a patient's deviation from the population. In addition, the CDC has published a very nice [SAS](https://www.cdc.gov/growthcharts/computer_programs.htm) program that helps get the official formulation for calculating both he Z-score and percentile. These packages also support the height, and weight measurements for children under than two. \n", "\n", "Still, we hope you find this helpful especially if you are trying to measure obesity in pediatric populations. " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }