{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cohort Tracking"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The use of non-representative samples of a population when doing research on health questions gives raise to serious issues, importantly:\n",
    "\n",
    "- conclusions drawn on subgroups (by age, gender, race, ...) may not generalize to other subgroups\n",
    "- underrepresented group's characteristics may be hidden by the overrepresented group's data\n",
    "- models, such as clinical algorithms, trained on such samples may pick up, or even further amplify, biases in e.g. clinical decision making\n",
    "\n",
    "For studies addressing medical questions, it is necessary to define exclusion and inclusion criteria.\n",
    "To detect, track and monitor the effects of such criteria on the composition of the study cohort, [Ellen et al.](https://www.medrxiv.org/content/10.1101/2023.10.05.23296611v1.full.pdf) propose a visual aid in the form of a flowchart diagram.\n",
    "\n",
    "Here, we show how ehrapy can help to track and visualize key demographics of interest during filtering steps."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Environment setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ehrapy as ep\n",
    "from tableone import TableOne"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data\n",
    "\n",
    "We load the Diabetes 130-Hospitals dataset, which comes with a convenience loader in ehrapy.\n",
    "\n",
    "More information on the dataset can be found [here](https://archive.ics.uci.edu/dataset/296/diabetes+130-us+hospitals+for+years+1999-2008).\n",
    "We use a preprocessed version by fairlearn, from which more information can be found [here](https://fairlearn.org/main/user_guide/datasets/diabetes_hospital_data.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = ep.dt.diabetes_130_fairlearn(\n",
    "    columns_obs_only=[\"gender\", \"race\", \"time_in_hospital\", \"medicaid\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspecting the dataset with `tableone`\n",
    "\n",
    "[tableone](https://github.com/tompollard/tableone/) generates summary statistics for a patient population including the proportion of missing values (if any).\n",
    "`tableone` works on `pandas.DataFrame` objects, and hence interacts seamlessly with the `.obs` field of the `AnnData` object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Missing</th>\n",
       "      <th>Overall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>n</th>\n",
       "      <th></th>\n",
       "      <td></td>\n",
       "      <td>101766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">gender, n (%)</th>\n",
       "      <th>Female</th>\n",
       "      <td>0</td>\n",
       "      <td>54708 (53.8)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td></td>\n",
       "      <td>47055 (46.2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unknown/Invalid</th>\n",
       "      <td></td>\n",
       "      <td>3 (0.0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">race, n (%)</th>\n",
       "      <th>AfricanAmerican</th>\n",
       "      <td>0</td>\n",
       "      <td>19210 (18.9)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asian</th>\n",
       "      <td></td>\n",
       "      <td>641 (0.6)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Caucasian</th>\n",
       "      <td></td>\n",
       "      <td>76099 (74.8)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hispanic</th>\n",
       "      <td></td>\n",
       "      <td>2037 (2.0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td></td>\n",
       "      <td>1506 (1.5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unknown</th>\n",
       "      <td></td>\n",
       "      <td>2273 (2.2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time_in_hospital, mean (SD)</th>\n",
       "      <th></th>\n",
       "      <td>0</td>\n",
       "      <td>4.4 (3.0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">medicaid, n (%)</th>\n",
       "      <th>False</th>\n",
       "      <td>0</td>\n",
       "      <td>98234 (96.5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td></td>\n",
       "      <td>3532 (3.5)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div><br />"
      ],
      "text/plain": [
       "                                            Missing       Overall\n",
       "n                                                          101766\n",
       "gender, n (%)               Female                0  54708 (53.8)\n",
       "                            Male                     47055 (46.2)\n",
       "                            Unknown/Invalid               3 (0.0)\n",
       "race, n (%)                 AfricanAmerican       0  19210 (18.9)\n",
       "                            Asian                       641 (0.6)\n",
       "                            Caucasian                76099 (74.8)\n",
       "                            Hispanic                   2037 (2.0)\n",
       "                            Other                      1506 (1.5)\n",
       "                            Unknown                    2273 (2.2)\n",
       "time_in_hospital, mean (SD)                       0     4.4 (3.0)\n",
       "medicaid, n (%)             False                 0  98234 (96.5)\n",
       "                            True                       3532 (3.5)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TableOne(adata.obs, categorical=[\"gender\", \"race\", \"medicaid\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following, we show how this view can be complemented in ehrapy with a graphical representation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspecting the dataset with `CohortTracker`\n",
    "\n",
    "Instead of generating a \"Table 1\", ehrapy can generate a graphical representation:\n",
    "We create a `CohortTracker` object, which we can simply call on the `AnnData` object from above. The `plot_cohort_barplot` method then can plot the state of our cohort:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# instantiate the cohort tracker\n",
    "ct = ep.tl.CohortTracker(adata, categorical=[\"gender\", \"race\", \"medicaid\"])\n",
    "\n",
    "# track the initial state of the dataset\n",
    "ct(adata, label=\"Initial cohort\")\n",
    "\n",
    "# plot the change of the cohort\n",
    "ct.plot_cohort_barplot(legend_subtitles_names={\"medicaid\": \"Medicaid\",\n",
    "                                               \"time_in_hospital\": \"Time in hospital\",\n",
    "                                               \"race\": \"Race\",\n",
    "                                               \"gender\": \"Gender\"},\n",
    "                        legend_labels={\"time_in_hospital\": \"Time in hospital (days)\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tracking the processing and filtering of a dataset with `CohortTracker`\n",
    "\n",
    "[Ellen et al.](https://www.medrxiv.org/content/10.1101/2023.10.05.23296611v1.full.pdf) advocate to integrate a detailed participant flow diagram into the workflow of data reporting to track the changes in sociodemographic and clinical characteristics of each phase of a study.\n",
    "\n",
    "The `CohortTracker` allows logging filtering steps with optional comments to recover such a filtering flow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# instantiate the cohort tracker\n",
    "ct = ep.tl.CohortTracker(adata, categorical=[\"gender\", \"race\", \"medicaid\"])\n",
    "\n",
    "# track the initial state of the dataset\n",
    "ct(adata, label=\"Initial cohort\")\n",
    "\n",
    "# do a filtering step\n",
    "adata = adata[adata.obs.medicaid]\n",
    "\n",
    "# track the filtered dataset\n",
    "ct(\n",
    "    adata,\n",
    "    label=\"Medicaid Cohort\",\n",
    "    operations_done=\"Include patients in medicaid program only\",\n",
    ")\n",
    "\n",
    "# plot the change of the cohort\n",
    "ct.plot_cohort_barplot(legend_subtitles_names={\"medicaid\": \"Medicaid\",\n",
    "                                               \"time_in_hospital\": \"Time in hospital\",\n",
    "                                               \"race\": \"Race\",\n",
    "                                               \"gender\": \"Gender\"},\n",
    "                        legend_labels={\"time_in_hospital\": \"Time in hospital (days)\"},\n",
    "                        show=False)\n",
    "\n",
    "# plot a flowchart\n",
    "ct.plot_flowchart()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, focusing on the Medicaid cohort actually drastically shifts other demographics as well: The over-representation of the \"Caucasian\" population decreased and the imbalance between the representation of the genders is pronounced much more in this cohort.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Customizing plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/eljasroellin/Documents/ehrapy_theislab/ehrapy_venv_theislab_apr/lib/python3.11/site-packages/seaborn/palettes.py:443: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
      "  cmap = mpl.cm.get_cmap(name)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = ct.plot_cohort_barplot(\n",
    "    subfigure_title=True,\n",
    "    yticks_labels={\n",
    "        \"medicaid\": \"Medicaid\",\n",
    "        \"time_in_hospital\": \"Time in hospital (days)\",\n",
    "        \"race\": \"Race\",\n",
    "        \"gender\": \"Gender\",\n",
    "    },\n",
    "    color_palette=\"tab20\",\n",
    "    legend_labels={\n",
    "        \"time_in_hospital\": \"Time in hospital (days)\",\n",
    "        \"AfricanAmerican\": \"African American\",\n",
    "    },\n",
    "    legend_subtitles_names={\n",
    "        \"medicaid\": \"Medicaid\",\n",
    "        \"time_in_hospital\": \"Time in hospital\",\n",
    "        \"race\": \"Race\",\n",
    "        \"gender\": \"Gender\"\n",
    "    },\n",
    "    show=False\n",
    ")\n",
    "fig.subplots_adjust(top=1.2)\n",
    "\n",
    "ct.plot_flowchart(\n",
    "    title=\"Cohort flowchart\",\n",
    "    arrow_size=0.75,\n",
    "    bbox_kwargs={\"fc\": \"lightgreen\"},\n",
    "    arrowprops_kwargs={\"color\": \"black\"},\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ehrapy_venv_feb",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}