Skip to content

Instantly share code, notes, and snippets.

@giovp
Created March 14, 2023 22:00
Show Gist options
  • Save giovp/a363003f0f5434a58b988d2692ebb7e2 to your computer and use it in GitHub Desktop.
Save giovp/a363003f0f5434a58b988d2692ebb7e2 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "878694ed-abbb-4d11-88e3-069e71fda1c6",
"metadata": {},
"outputs": [],
"source": [
"import anndata as ad\n",
"import squidpy as sq\n"
]
},
{
"cell_type": "markdown",
"id": "f9c89f25-9091-4ab7-82f2-cd418e2d1fa9",
"metadata": {},
"source": [
"If squidpy is not installed, adviced is to install from main `pip install git+https://github.com/scverse/squidpy.git`\n",
"\n",
"Datasets processed from https://www.biorxiv.org/content/10.1101/2022.06.20.496914v1"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "6af1feb5-ec5a-47f5-910b-f28d9bdede18",
"metadata": {},
"outputs": [],
"source": [
"adata_sa1 = ad.read(\"/Users/giovanni.palla/Datasets/mouse-starmap/adata_sa1.h5ad\")\n",
"adata_sa3 = ad.read(\"/Users/giovanni.palla/Datasets/mouse-starmap/adata_sa3.h5ad\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7d41bcf1-7d34-49a0-b35b-53f567970caf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 91246 × 1022\n",
" obs: 'X', 'Y', 'Z', 'Tissue_Symbol', 'Maintype_Symbol', 'Subtype_Symbol'\n",
" uns: 'Tissue_Symbol_colors'\n",
" obsm: 'spatial', 'spatial_full'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata_sa1"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "23b914b9-420a-4184-88ef-47e64f2d1b7f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sq.pl.spatial_scatter(adata_sa1, shape=None, color=\"Tissue_Symbol\", figsize=(10, 10))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "38dfc603-83c3-4a7b-822b-26f6bd00051b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sq.pl.spatial_scatter(adata_sa3, shape=None, color=\"Tissue_Symbol\", figsize=(10, 10))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f9dac65e-f057-4190-b689-54e07c9ab5f2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<207684x1022 sparse matrix of type '<class 'numpy.int64'>'\n",
"\twith 14638829 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# gene expression is stored as sparse array in\n",
"adata_sa3.X"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9e1a0928-9837-47b4-b3c2-5cf27cea2b3d",
"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>X</th>\n",
" <th>Y</th>\n",
" <th>Z</th>\n",
" <th>Tissue_Symbol</th>\n",
" <th>Maintype_Symbol</th>\n",
" <th>Subtype_Symbol</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>sagittal3_0</th>\n",
" <td>32050.916667</td>\n",
" <td>376.777778</td>\n",
" <td>1.888889</td>\n",
" <td>SP</td>\n",
" <td>Hindbrain neurons/Spinal cord neurons</td>\n",
" <td>INH_10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_1</th>\n",
" <td>31180.109375</td>\n",
" <td>730.031250</td>\n",
" <td>4.734375</td>\n",
" <td>SP</td>\n",
" <td>Hindbrain neurons/Spinal cord neurons</td>\n",
" <td>INH_10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_2</th>\n",
" <td>31231.711111</td>\n",
" <td>995.088889</td>\n",
" <td>4.088889</td>\n",
" <td>SP</td>\n",
" <td>Perivascular macrophages</td>\n",
" <td>PVM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_3</th>\n",
" <td>31235.095238</td>\n",
" <td>808.761905</td>\n",
" <td>4.404762</td>\n",
" <td>SP</td>\n",
" <td>Cholinergic and monoaminergic neurons</td>\n",
" <td>SER_2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_4</th>\n",
" <td>31441.180723</td>\n",
" <td>854.253012</td>\n",
" <td>4.831325</td>\n",
" <td>SP</td>\n",
" <td>Hindbrain neurons/Spinal cord neurons</td>\n",
" <td>INH_11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_207679</th>\n",
" <td>17817.073955</td>\n",
" <td>76805.720257</td>\n",
" <td>9.961415</td>\n",
" <td>OBmi</td>\n",
" <td>Olfactory inhibitory neurons</td>\n",
" <td>OBINH_2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_207680</th>\n",
" <td>18231.167442</td>\n",
" <td>76812.837209</td>\n",
" <td>8.832558</td>\n",
" <td>OBmi</td>\n",
" <td>Olfactory inhibitory neurons</td>\n",
" <td>OBINH_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_207681</th>\n",
" <td>17630.413793</td>\n",
" <td>76819.568966</td>\n",
" <td>12.172414</td>\n",
" <td>OBgr</td>\n",
" <td>Olfactory inhibitory neurons</td>\n",
" <td>OBINH_2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_207682</th>\n",
" <td>18894.212121</td>\n",
" <td>76804.353535</td>\n",
" <td>5.979798</td>\n",
" <td>OBmi</td>\n",
" <td>Pericytes</td>\n",
" <td>PER_4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sagittal3_207683</th>\n",
" <td>18041.234234</td>\n",
" <td>76805.837838</td>\n",
" <td>10.702703</td>\n",
" <td>OBmi</td>\n",
" <td>Olfactory inhibitory neurons</td>\n",
" <td>OBINH_1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>207684 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" X Y Z Tissue_Symbol \\\n",
"sagittal3_0 32050.916667 376.777778 1.888889 SP \n",
"sagittal3_1 31180.109375 730.031250 4.734375 SP \n",
"sagittal3_2 31231.711111 995.088889 4.088889 SP \n",
"sagittal3_3 31235.095238 808.761905 4.404762 SP \n",
"sagittal3_4 31441.180723 854.253012 4.831325 SP \n",
"... ... ... ... ... \n",
"sagittal3_207679 17817.073955 76805.720257 9.961415 OBmi \n",
"sagittal3_207680 18231.167442 76812.837209 8.832558 OBmi \n",
"sagittal3_207681 17630.413793 76819.568966 12.172414 OBgr \n",
"sagittal3_207682 18894.212121 76804.353535 5.979798 OBmi \n",
"sagittal3_207683 18041.234234 76805.837838 10.702703 OBmi \n",
"\n",
" Maintype_Symbol Subtype_Symbol \n",
"sagittal3_0 Hindbrain neurons/Spinal cord neurons INH_10 \n",
"sagittal3_1 Hindbrain neurons/Spinal cord neurons INH_10 \n",
"sagittal3_2 Perivascular macrophages PVM \n",
"sagittal3_3 Cholinergic and monoaminergic neurons SER_2 \n",
"sagittal3_4 Hindbrain neurons/Spinal cord neurons INH_11 \n",
"... ... ... \n",
"sagittal3_207679 Olfactory inhibitory neurons OBINH_2 \n",
"sagittal3_207680 Olfactory inhibitory neurons OBINH_1 \n",
"sagittal3_207681 Olfactory inhibitory neurons OBINH_2 \n",
"sagittal3_207682 Pericytes PER_4 \n",
"sagittal3_207683 Olfactory inhibitory neurons OBINH_1 \n",
"\n",
"[207684 rows x 6 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# cell annotations are stored in\n",
"adata_sa3.obs"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b3a64d97-8a5d-4bfc-86ed-121dc2854f58",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[76988.73737374, 32050.91666667],\n",
" [76635.48390152, 31180.109375 ],\n",
" [76370.42626263, 31231.71111111],\n",
" ...,\n",
" [ 545.946186 , 17630.4137931 ],\n",
" [ 561.16161616, 18894.21212121],\n",
" [ 559.67731368, 18041.23423423]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# spatial coordinates are in\n",
"adata_sa3.obsm[\"spatial\"]"
]
}
],
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment