{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Recover Masked Time Points in Zebrafish Embryogenesis\n",
"CellDyc is applied to the axial-mesoderm lineage of zebrafish embryos (See details [here](datasets.rst#celldyc.datasets.core.zebrafish)) using data from 12 time points (3.3–12 hours post-fertilization). We first evaluate CellDyc's performance on the complete dataset containing all 12 time points. Subsequently, we down-sample the dataset to 6 time points for training and apply the trained model back to the full dataset."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import Packages"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import scanpy as sc\n",
"import matplotlib.pyplot as plt\n",
"import celldyc as cdc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the Data\n",
"The analysis is based on in-built Zebrafish dataset. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 2341 × 23974\n",
" obs: 'Stage', 'gt_terminal_states', 'lineages'\n",
" uns: 'Stage_colors', 'gt_terminal_states_colors', 'lineages_colors'\n",
" obsm: 'X_force_directed'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata = cdc.datasets.zebrafish()\n",
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This dataset contains cells from 12 time points. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4,5))\n",
"sc.pl.embedding(adata, color=\"Stage\", basis=\"force_directed\", ax=ax,title=\"12 time points\",frameon=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preprocess the Data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 2341 × 2000\n",
" obs: 'Stage', 'gt_terminal_states', 'lineages'\n",
" var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
" uns: 'Stage_colors', 'gt_terminal_states_colors', 'lineages_colors', 'log1p', 'hvg', 'pca', 'neighbors'\n",
" obsm: 'X_force_directed', 'X_pca'\n",
" varm: 'PCs'\n",
" obsp: 'distances', 'connectivities'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata = cdc.tl.preprocess(adata)\n",
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We transform descriptive time point strings into numerical format."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"cat_map = {'03.3-HIGH': 03.3,\n",
" '03.8-OBLONG': 03.8,\n",
" '04.3-DOME': 04.3,\n",
" '04.8-30%':04.8,\n",
" '05.3-50%':05.3,\n",
" '06.0-SHIELD':06.0,\n",
" '07.0-60%':07.0,\n",
" '08.0-75%':08.0,\n",
" '09.0-90%':09.0,\n",
" '10.0-BUD':10.0,\n",
" '11.0-3-Somite':11.0,\n",
" '12.0-6-Somite':12.0}\n",
"adata.obs['numerical_time'] = adata.obs['Stage'].map(cat_map).astype('category')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Estimation of Time Representation and Transcriptomic Velocity with all 12 time points"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We first train CellDyc using the `recover_dyc` function. By default, predicted velocities are stored in **adata.layers['velocity']**, and predicted gene-embedded time values are stored in **adata.obs['getime']**."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training with early stop (max_epochs=500, patience=40)\n",
"epoch 1:loss=0.837947,trend_loss=0.828511,time_loss=0.094358\n",
"epoch 51:loss=0.425178,trend_loss=0.424160,time_loss=0.010178\n",
"epoch 101:loss=0.385324,trend_loss=0.384423,time_loss=0.009003\n",
"epoch 151:loss=0.377774,trend_loss=0.376906,time_loss=0.008671\n",
"epoch 201:loss=0.373027,trend_loss=0.372226,time_loss=0.008010\n",
"epoch 251:loss=0.352568,trend_loss=0.351829,time_loss=0.007390\n",
"Early stopping at epoch 299\n"
]
},
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 2341 × 2000\n",
" obs: 'Stage', 'gt_terminal_states', 'lineages', 'numerical_time', 'getime'\n",
" var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'getime_weights'\n",
" uns: 'Stage_colors', 'gt_terminal_states_colors', 'lineages_colors', 'log1p', 'hvg', 'pca', 'neighbors'\n",
" obsm: 'X_force_directed', 'X_pca'\n",
" varm: 'PCs'\n",
" layers: 'velocity'\n",
" obsp: 'distances', 'connectivities'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cdc.tl.recover_dyc(adata, time_key='numerical_time')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We generated a violin plot of gene-embedded time versus sampling time points, which shows that the learned time respects the actual temporal order."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cdc.pl.getime_violin(adata, 'getime', 'numerical_time',palette='gnuplot2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We then project the velocities onto the force-directed embedding."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9aa6ff7c348748b78260b6388710d181",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2341 [00:00, ?cells/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing velocity graph\n",
"finished.\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing velocity embedding\n",
"finished.\n"
]
}
],
"source": [
"cdc.pl.plot_velocity_projection(adata,basis='force_directed', color='Stage',figsize=(5,5),legend_loc=\"right\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Estimation of Time Representation and Transcriptomic Velocity with 6 time points"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"adata_ = cdc.datasets.zebrafish()\n",
"adata_.obs['numerical_time'] = adata_.obs['Stage'].map(cat_map).astype('category')\n",
"sc.pp.filter_genes(adata_, min_cells=10)\n",
"sc.pp.normalize_total(adata_, target_sum=1e4)\n",
"sc.pp.log1p(adata_)\n",
"sc.pp.highly_variable_genes(adata_, n_top_genes=2000)\n",
"adata_ = adata_[:, adata_.var.highly_variable].copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We select subsets at six time points."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"keep = ['03.3-HIGH','04.3-DOME','05.3-50%','07.0-60%','09.0-90%','11.0-3-Somite']\n",
"adata_subset = adata_[adata_.obs['Stage'].isin(keep)].copy()\n",
"fig, axes = plt.subplots(1, 2, figsize=(9,4))\n",
"sc.pl.embedding(\n",
" adata, \n",
" basis='force_directed', \n",
" color='Stage', \n",
" ax=axes[0], \n",
" title=f'Original (n={adata.n_obs})',\n",
" show=False,frameon=False\n",
")\n",
"sc.pl.embedding(\n",
" adata_subset, \n",
" basis='force_directed', \n",
" color='Stage', \n",
" ax=axes[1], \n",
" title=f'Downsampled Data (n={adata_subset.n_obs})',\n",
" show=False,frameon=False\n",
")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"sc.tl.pca(adata_subset, svd_solver='arpack')\n",
"sc.pp.neighbors(adata_subset, n_neighbors=30, n_pcs=30)\n",
"\n",
"sc.tl.pca(adata_, svd_solver='arpack')\n",
"sc.pp.neighbors(adata_, n_neighbors=30, n_pcs=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We then train CellDyc on the downsampled **adata_sub** and save the trained model to **save_path**."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training with early stop (max_epochs=500, patience=40)\n",
"epoch 1:loss=0.876759,trend_loss=0.862731,time_loss=0.140287\n",
"epoch 51:loss=0.313247,trend_loss=0.312212,time_loss=0.010346\n",
"epoch 101:loss=0.270490,trend_loss=0.269659,time_loss=0.008309\n",
"epoch 151:loss=0.259464,trend_loss=0.258694,time_loss=0.007700\n",
"epoch 201:loss=0.244994,trend_loss=0.244285,time_loss=0.007091\n",
"epoch 251:loss=0.245265,trend_loss=0.244603,time_loss=0.006618\n",
"Early stopping at epoch 256\n"
]
},
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 1527 × 2000\n",
" obs: 'Stage', 'gt_terminal_states', 'lineages', 'numerical_time', 'getime'\n",
" var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'getime_weights'\n",
" uns: 'Stage_colors', 'gt_terminal_states_colors', 'lineages_colors', 'log1p', 'hvg', 'pca', 'neighbors'\n",
" obsm: 'X_force_directed', 'X_pca'\n",
" varm: 'PCs'\n",
" layers: 'velocity'\n",
" obsp: 'distances', 'connectivities'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cdc.tl.recover_dyc(adata_subset,time_key=\"numerical_time\", save_path='zebrafish.pt')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we apply this saved model to the full 12 time points dataset."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 2341 × 2000\n",
" obs: 'Stage', 'gt_terminal_states', 'lineages', 'numerical_time', 'getime'\n",
" var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'getime_weights'\n",
" uns: 'Stage_colors', 'gt_terminal_states_colors', 'lineages_colors', 'log1p', 'hvg', 'pca', 'neighbors'\n",
" obsm: 'X_force_directed', 'X_pca'\n",
" varm: 'PCs'\n",
" layers: 'velocity'\n",
" obsp: 'distances', 'connectivities'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cdc.tl.recover_dyc(adata_, time_key='numerical_time', model_path='zebrafish.pt')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we generate a violin plot of gene-embedded time versus sampling time points, showing that the model—trained on only 6 time points—learns a time representation that respects the actual temporal order across all 12 time points."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cdc.pl.getime_violin(adata_, 'getime', 'numerical_time',palette='gnuplot2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we project the velocities onto the force-directed embedding."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "30387d6622d94ca0b62356e01b958d25",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2341 [00:00, ?cells/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing velocity graph\n",
"finished.\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing velocity embedding\n",
"finished.\n"
]
}
],
"source": [
"cdc.pl.plot_velocity_projection(adata_,basis='force_directed', color='Stage', legend_loc='right',figsize=(5,5))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "celldyc_test5",
"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": "3.12.11"
}
},
"nbformat": 4,
"nbformat_minor": 4
}