{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3c3f41c1",
   "metadata": {},
   "source": [
    "# JUMP-Target-2\n",
    "\n",
    "One 384-well plate map of 302 compounds, DMSO among them, that every JUMP laboratory ran\n",
    "{cite:p}`Chandrasekaran_2023`.\n",
    "Differences between plates from different sources are therefore technical, which is what this dataset is for.\n",
    "All 141 plates are pinned, from eleven sources and 107 batches.\n",
    "source_9 ran the map four times over on 1536-well plates, the others on 384-well plates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6cdc109a",
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    "execution": {
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    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 5374 × 3616\n",
       "    obs: 'Metadata_Source', 'Metadata_Plate', 'Metadata_Well', 'Metadata_Row', 'Metadata_Col', 'Metadata_CellCount', 'Metadata_SiteCount', 'Metadata_JCP2022', 'Metadata_InChIKey', 'Metadata_Perturbation', 'Metadata_Perturbation_Type', 'Metadata_Control_Type', 'Metadata_Control', 'Metadata_Batch'\n",
       "    var: 'object', 'feature_group', 'feature', 'channel', 'scale', 'angle', 'gray_levels', 'radial_bin', 'params', 'is_feature', 'feature_kind'\n",
       "    uns: 'mantispy'\n",
       "    layers: None (.X)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mantispy as mt\n",
    "\n",
    "adata = mt.ds.jump_target2()\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a10bb725",
   "metadata": {},
   "source": [
    "{func}`~mantispy.ds.jump_target2` loads one plate from each source, unless `plates=` names others or `plates=None`\n",
    "asks for all 141.\n",
    "\n",
    "## Source\n",
    "\n",
    "| file | from | holds |\n",
    "| --- | --- | --- |\n",
    "| `<plate>.parquet` | Cell Painting Gallery, `cpg0016-jump/<source>/workspace/profiles` | the well-level profiles, with source, plate and well |\n",
    "| `<plate>.csv` | Cell Painting Gallery, `cpg0016-jump/<source>/workspace/backend` | pycytominer's aggregate of the same plate, which carries the counts |\n",
    "| `plate.csv.gz`, `well.csv.gz`, `compound.csv.gz` | [jump-cellpainting/datasets](https://github.com/jump-cellpainting/datasets) | what each well received |\n",
    "\n",
    "The backend table is 33 to 57 MB per plate for two columns of it, and will be rehosted as part of this dataset's\n",
    "h5ad.\n",
    "\n",
    "## Columns mantispy adds\n",
    "\n",
    "| column | how |\n",
    "| --- | --- |\n",
    "| `Metadata_Batch` | the batch directory the plate is filed under |\n",
    "| `Metadata_JCP2022`, `Metadata_InChIKey` | `well.csv.gz` joined on source, plate and well, then `compound.csv.gz` |\n",
    "| `Metadata_Perturbation` | `Metadata_JCP2022` |\n",
    "| `Metadata_Control` | `JCP2022_033924`, DMSO |\n",
    "| `Metadata_CellCount` | the backend table's `Metadata_Count_Cells`, or its `Metadata_Object_Count` where it has no other |\n",
    "| `Metadata_SiteCount` | the backend table's `Metadata_Site_Count` |\n",
    "\n",
    "source_6's backend tables publish `Metadata_Object_Count` and no `Metadata_Count_Cells`.\n",
    "On plate `110000294936` it matches the count jump-profiling-recipe uses in all 384 wells."
   ]
  },
  {
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    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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></th>\n",
       "      <th>wells</th>\n",
       "      <th>DMSO</th>\n",
       "      <th>median_cells</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metadata_Source</th>\n",
       "      <th>Metadata_Batch</th>\n",
       "      <th>Metadata_Plate</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>source_10</th>\n",
       "      <th>2021_08_03_U2OS_48_hr_run12</th>\n",
       "      <th>Dest210726-160150</th>\n",
       "      <td>384</td>\n",
       "      <td>64</td>\n",
       "      <td>745.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_11</th>\n",
       "      <th>Batch2</th>\n",
       "      <th>LM37-70_1</th>\n",
       "      <td>383</td>\n",
       "      <td>64</td>\n",
       "      <td>2026.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_13</th>\n",
       "      <th>20220914_Run1</th>\n",
       "      <th>CP-CC9-R1-29</th>\n",
       "      <td>384</td>\n",
       "      <td>64</td>\n",
       "      <td>3291.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_2</th>\n",
       "      <th>20210614_Batch_1</th>\n",
       "      <th>1053600674</th>\n",
       "      <td>383</td>\n",
       "      <td>65</td>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_3</th>\n",
       "      <th>CP59</th>\n",
       "      <th>JCPQC051</th>\n",
       "      <td>384</td>\n",
       "      <td>64</td>\n",
       "      <td>1432.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_4</th>\n",
       "      <th>2021_04_26_Batch1</th>\n",
       "      <th>BR00121438</th>\n",
       "      <td>384</td>\n",
       "      <td>64</td>\n",
       "      <td>1268.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_5</th>\n",
       "      <th>JUMPCPE-20210623-Run02_20210624_225846</th>\n",
       "      <th>ACPJUM012</th>\n",
       "      <td>384</td>\n",
       "      <td>64</td>\n",
       "      <td>2144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_6</th>\n",
       "      <th>p210914CPU2OS48hw384exp027JUMP</th>\n",
       "      <th>110000294936</th>\n",
       "      <td>384</td>\n",
       "      <td>65</td>\n",
       "      <td>1885.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_7</th>\n",
       "      <th>20210719_Run1</th>\n",
       "      <th>CP1-SC1-25</th>\n",
       "      <td>384</td>\n",
       "      <td>64</td>\n",
       "      <td>2585.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_8</th>\n",
       "      <th>J1</th>\n",
       "      <th>A1170384</th>\n",
       "      <td>384</td>\n",
       "      <td>64</td>\n",
       "      <td>1628.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_9</th>\n",
       "      <th>20210825_Run6</th>\n",
       "      <th>GR00003394</th>\n",
       "      <td>1536</td>\n",
       "      <td>256</td>\n",
       "      <td>1287.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                          wells  \\\n",
       "Metadata_Source Metadata_Batch                         Metadata_Plate             \n",
       "source_10       2021_08_03_U2OS_48_hr_run12            Dest210726-160150    384   \n",
       "source_11       Batch2                                 LM37-70_1            383   \n",
       "source_13       20220914_Run1                          CP-CC9-R1-29         384   \n",
       "source_2        20210614_Batch_1                       1053600674           383   \n",
       "source_3        CP59                                   JCPQC051             384   \n",
       "source_4        2021_04_26_Batch1                      BR00121438           384   \n",
       "source_5        JUMPCPE-20210623-Run02_20210624_225846 ACPJUM012            384   \n",
       "source_6        p210914CPU2OS48hw384exp027JUMP         110000294936         384   \n",
       "source_7        20210719_Run1                          CP1-SC1-25           384   \n",
       "source_8        J1                                     A1170384             384   \n",
       "source_9        20210825_Run6                          GR00003394          1536   \n",
       "\n",
       "                                                                          DMSO  \\\n",
       "Metadata_Source Metadata_Batch                         Metadata_Plate            \n",
       "source_10       2021_08_03_U2OS_48_hr_run12            Dest210726-160150    64   \n",
       "source_11       Batch2                                 LM37-70_1            64   \n",
       "source_13       20220914_Run1                          CP-CC9-R1-29         64   \n",
       "source_2        20210614_Batch_1                       1053600674           65   \n",
       "source_3        CP59                                   JCPQC051             64   \n",
       "source_4        2021_04_26_Batch1                      BR00121438           64   \n",
       "source_5        JUMPCPE-20210623-Run02_20210624_225846 ACPJUM012            64   \n",
       "source_6        p210914CPU2OS48hw384exp027JUMP         110000294936         65   \n",
       "source_7        20210719_Run1                          CP1-SC1-25           64   \n",
       "source_8        J1                                     A1170384             64   \n",
       "source_9        20210825_Run6                          GR00003394          256   \n",
       "\n",
       "                                                                          median_cells  \n",
       "Metadata_Source Metadata_Batch                         Metadata_Plate                   \n",
       "source_10       2021_08_03_U2OS_48_hr_run12            Dest210726-160150         745.5  \n",
       "source_11       Batch2                                 LM37-70_1                2026.0  \n",
       "source_13       20220914_Run1                          CP-CC9-R1-29             3291.0  \n",
       "source_2        20210614_Batch_1                       1053600674               1984.0  \n",
       "source_3        CP59                                   JCPQC051                 1432.5  \n",
       "source_4        2021_04_26_Batch1                      BR00121438               1268.0  \n",
       "source_5        JUMPCPE-20210623-Run02_20210624_225846 ACPJUM012                2144.0  \n",
       "source_6        p210914CPU2OS48hw384exp027JUMP         110000294936             1885.5  \n",
       "source_7        20210719_Run1                          CP1-SC1-25               2585.0  \n",
       "source_8        J1                                     A1170384                 1628.0  \n",
       "source_9        20210825_Run6                          GR00003394               1287.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs = adata.obs\n",
    "obs.groupby([\"Metadata_Source\", \"Metadata_Batch\", \"Metadata_Plate\"], observed=True).agg(\n",
    "    wells=(\"Metadata_Well\", \"size\"),\n",
    "    DMSO=(\"Metadata_Control\", \"sum\"),\n",
    "    median_cells=(\"Metadata_CellCount\", \"median\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e786c1f3",
   "metadata": {},
   "source": [
    "## Fields of view\n",
    "\n",
    "`Metadata_SiteCount` counts the fields of view that contributed cells, not those imaged.\n",
    "The sources image different numbers: four per well at source_9, six at source_10, twelve at source_2 and nine elsewhere.\n",
    "Most wells below their plate's number are nearly empty, but not all of them:"
   ]
  },
  {
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   "execution_count": 3,
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27 of 5374 wells, 24 of them with 50 cells or fewer\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Metadata_Plate</th>\n",
       "      <th>Metadata_Well</th>\n",
       "      <th>Metadata_SiteCount</th>\n",
       "      <th>Metadata_CellCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>ACPJUM012</td>\n",
       "      <td>B17</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1751.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1807</th>\n",
       "      <td>110000294936</td>\n",
       "      <td>L09</td>\n",
       "      <td>8.0</td>\n",
       "      <td>193.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2458</th>\n",
       "      <td>A1170384</td>\n",
       "      <td>G12</td>\n",
       "      <td>8.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4840</th>\n",
       "      <td>LM37-70_1</td>\n",
       "      <td>J19</td>\n",
       "      <td>8.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>BR00121438</td>\n",
       "      <td>K13</td>\n",
       "      <td>8.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>BR00121438</td>\n",
       "      <td>G10</td>\n",
       "      <td>8.0</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "     Metadata_Plate Metadata_Well  Metadata_SiteCount  Metadata_CellCount\n",
       "1191      ACPJUM012           B17                 8.0              1751.0\n",
       "1807   110000294936           L09                 8.0               193.0\n",
       "2458       A1170384           G12                 8.0                61.0\n",
       "4840      LM37-70_1           J19                 8.0                27.0\n",
       "1019     BR00121438           K13                 8.0                26.0\n",
       "920      BR00121438           G10                 8.0                23.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Each plate's usual field count, to find wells that fell short of it.\n",
    "imaged = obs.groupby(\"Metadata_Plate\", observed=True)[\"Metadata_SiteCount\"].transform(\"median\")\n",
    "short = obs[obs[\"Metadata_SiteCount\"] < imaged]\n",
    "print(\n",
    "    f\"{len(short)} of {adata.n_obs} wells, {int((short['Metadata_CellCount'] <= 50).sum())} of them with 50 cells or fewer\"\n",
    ")\n",
    "columns = [\"Metadata_Plate\", \"Metadata_Well\", \"Metadata_SiteCount\", \"Metadata_CellCount\"]\n",
    "short.sort_values(\"Metadata_CellCount\", ascending=False)[columns].head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8897161",
   "metadata": {},
   "source": [
    "B17 on ACPJUM012 lost a field outright with 1,751 cells, while L09 on 110000294936 left one empty with 193.\n",
    "Either way, the count covers eight fields where the plate's other wells cover nine, which is why\n",
    "{func}`~mantispy.tl.cytotoxicity` compares cells per field.\n",
    "The one well above its plate's number, P09 on CP-CC9-R1-29, reports 18 fields where the plate's other wells\n",
    "cover nine, and about twice the cells, as if it were imaged twice."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fc8ad92",
   "metadata": {},
   "source": [
    "## What it looks like\n",
    "\n",
    "The sources seed different numbers of cells, more than fourfold apart from source_10 to source_13.\n",
    "Within a plate, the strongest compounds are cytotoxic."
   ]
  },
  {
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   "execution_count": 4,
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counts\"},\"boxmode\":\"group\"},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('46c585a8-f7e6-45f9-917d-aeff294e76b6');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mt.pl.cell_counts(adata, groupby=\"Metadata_Source\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "119eb772",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-21T00:59:43.718623Z",
     "iopub.status.busy": "2026-10-21T00:59:43.718120Z",
     "iopub.status.idle": "2026-10-21T00:59:45.123321Z",
     "shell.execute_reply": "2026-10-21T00:59:45.122173Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x960 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mt.pl.plate(adata, color=\"Metadata_CellCount\", groupby=\"Metadata_Source\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a40a0d6",
   "metadata": {},
   "source": [
    "On one scale, the same wells are dark on every 384-well plate, because every source ran the same map: 55 wells\n",
    "hold less than half their plate's median count on at least eight of the ten."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "82a484b2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-21T00:59:45.129309Z",
     "iopub.status.busy": "2026-10-21T00:59:45.129149Z",
     "iopub.status.idle": "2026-10-21T00:59:45.323540Z",
     "shell.execute_reply": "2026-10-21T00:59:45.322203Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mt.pl.plate(adata, color=\"Metadata_CellCount\", plate=\"BR00121438\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4a88213",
   "metadata": {},
   "source": [
    "Wells with a fraction of the plate's cells are why a distance from the controls alone ranks cell death as the\n",
    "strongest phenotype on this plate; {func}`~mantispy.tl.cytotoxicity` flags them."
   ]
  }
 ],
 "metadata": {
  "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": "3.13.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}