multigrate-reproducibility / notebooks / benchmarks / individual_datasets / mofa+ / sanger2021-mofa.ipynb
sanger2021-mofa.ipynb
Raw
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scanpy as sc\n",
    "import h5py\n",
    "from mofapy2.run.entry_point import entry_point"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MOFA 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6334 × 4000\n",
       "    obs: 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'cell_type', 'batch'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells-0', 'n_cells_by_counts-0', 'mean_counts-0', 'log1p_mean_counts-0', 'pct_dropout_by_counts-0', 'total_counts-0', 'log1p_total_counts-0', 'highly_variable-0', 'means-0', 'dispersions-0', 'dispersions_norm-0', 'n_cells-1', 'n_cells_by_counts-1', 'mean_counts-1', 'log1p_mean_counts-1', 'pct_dropout_by_counts-1', 'total_counts-1', 'log1p_total_counts-1', 'highly_variable-1', 'means-1', 'dispersions-1', 'dispersions_norm-1', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    uns: 'hvg'\n",
       "    obsm: 'X_pca'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna = sc.read('../data/sagner-2021/expressions_hvg.h5ad')\n",
    "scrna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna1 = scrna[scrna.obs['batch'] == '0']\n",
    "scrna2 = scrna[scrna.obs['batch'] == '1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 2859 × 4000\n",
       "    obs: 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'cell_type', 'batch'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells-0', 'n_cells_by_counts-0', 'mean_counts-0', 'log1p_mean_counts-0', 'pct_dropout_by_counts-0', 'total_counts-0', 'log1p_total_counts-0', 'highly_variable-0', 'means-0', 'dispersions-0', 'dispersions_norm-0', 'n_cells-1', 'n_cells_by_counts-1', 'mean_counts-1', 'log1p_mean_counts-1', 'pct_dropout_by_counts-1', 'total_counts-1', 'log1p_total_counts-1', 'highly_variable-1', 'means-1', 'dispersions-1', 'dispersions_norm-1', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    uns: 'hvg'\n",
       "    obsm: 'X_pca'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 3475 × 4000\n",
       "    obs: 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'cell_type', 'batch'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells-0', 'n_cells_by_counts-0', 'mean_counts-0', 'log1p_mean_counts-0', 'pct_dropout_by_counts-0', 'total_counts-0', 'log1p_total_counts-0', 'highly_variable-0', 'means-0', 'dispersions-0', 'dispersions_norm-0', 'n_cells-1', 'n_cells_by_counts-1', 'mean_counts-1', 'log1p_mean_counts-1', 'pct_dropout_by_counts-1', 'total_counts-1', 'log1p_total_counts-1', 'highly_variable-1', 'means-1', 'dispersions-1', 'dispersions_norm-1', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    uns: 'hvg'\n",
       "    obsm: 'X_pca'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6334 × 38313\n",
       "    obs: 'nb_features', 'cell_type', 'batch'\n",
       "    var: 'feature_types', 'genome', 'gene_ids-0', 'n_cells-0', 'commonness-0', 'prop_shared_cells-0', 'variability_score-0', 'gene_ids-1', 'n_cells-1', 'commonness-1', 'prop_shared_cells-1', 'variability_score-1'\n",
       "    layers: 'binary'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac = sc.read('../data/sagner-2020/peaks.h5ad')\n",
    "scatac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "scatac1 = scatac[scatac.obs['batch'] == '0']\n",
    "scatac2 = scatac[scatac.obs['batch'] == '1']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configure and train the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "        #########################################################\n",
      "        ###           __  __  ____  ______                    ### \n",
      "        ###          |  \\/  |/ __ \\|  ____/\\    _             ### \n",
      "        ###          | \\  / | |  | | |__ /  \\ _| |_           ### \n",
      "        ###          | |\\/| | |  | |  __/ /\\ \\_   _|          ###\n",
      "        ###          | |  | | |__| | | / ____ \\|_|            ###\n",
      "        ###          |_|  |_|\\____/|_|/_/    \\_\\              ###\n",
      "        ###                                                   ### \n",
      "        ######################################################### \n",
      "       \n",
      " \n",
      "        \n"
     ]
    }
   ],
   "source": [
    "ent = entry_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "ent.set_data_options(\n",
    "    scale_groups = False, \n",
    "    scale_views = False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features names not provided, using default naming convention:\n",
      "- feature1_view1, featureD_viewM\n",
      "\n",
      "Samples names not provided, using default naming convention:\n",
      "- sample1_group1, sample2_group1, sample1_group2, ..., sampleN_groupG\n",
      "\n",
      "Successfully loaded view='scRNA' group='batch_1' with N=2859 samples and D=4000 features...\n",
      "Successfully loaded view='scRNA' group='batch_2' with N=3475 samples and D=4000 features...\n",
      "Successfully loaded view='scATAC' group='batch_1' with N=2859 samples and D=38313 features...\n",
      "Successfully loaded view='scATAC' group='batch_2' with N=3475 samples and D=38313 features...\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ent.set_data_matrix(\n",
    "    [[scrna1.X.A, scrna2.X.A], [scatac1.X.A, scatac2.X.A]],\n",
    "    views_names=['scRNA', 'scATAC'],\n",
    "    groups_names=['batch_1', 'batch_2']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model options:\n",
      "- Automatic Relevance Determination prior on the factors: True\n",
      "- Automatic Relevance Determination prior on the weights: True\n",
      "- Spike-and-slab prior on the factors: False\n",
      "- Spike-and-slab prior on the weights: True\n",
      "Likelihoods:\n",
      "- View 0 (scRNA): gaussian\n",
      "- View 1 (scATAC): gaussian\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ent.set_model_options(\n",
    "    factors = 20, \n",
    "    spikeslab_weights = True, \n",
    "    ard_factors = True,\n",
    "    ard_weights = True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ent.set_train_options(\n",
    "    iter = 1000, \n",
    "    convergence_mode = \"fast\", \n",
    "    startELBO = 1, \n",
    "    freqELBO = 1, \n",
    "    dropR2 = 0.001, \n",
    "    gpu_mode = False, \n",
    "    verbose = False, \n",
    "    seed = 1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "ent.build()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "######################################\n",
      "## Training the model with seed 1 ##\n",
      "######################################\n",
      "\n",
      "\n",
      "ELBO before training: -325310555.30 \n",
      "\n",
      "Iteration 1: time=336.76, ELBO=-23847487.08, deltaELBO=301463068.218 (92.66931654%), Factors=19\n",
      "Iteration 2: time=340.91, ELBO=-19486016.25, deltaELBO=4361470.826 (1.34070990%), Factors=18\n",
      "Iteration 3: time=311.41, ELBO=-18960587.81, deltaELBO=525428.448 (0.16151595%), Factors=17\n",
      "Iteration 4: time=293.11, ELBO=-18515487.54, deltaELBO=445100.262 (0.13682318%), Factors=16\n",
      "Iteration 5: time=276.67, ELBO=-18351370.63, deltaELBO=164116.912 (0.05044930%), Factors=15\n",
      "Iteration 6: time=264.48, ELBO=-18215528.52, deltaELBO=135842.115 (0.04175767%), Factors=14\n",
      "Iteration 7: time=243.08, ELBO=-18115026.76, deltaELBO=100501.758 (0.03089410%), Factors=13\n",
      "Iteration 8: time=255.94, ELBO=-18070124.88, deltaELBO=44901.877 (0.01380277%), Factors=13\n",
      "Iteration 9: time=245.71, ELBO=-18039577.99, deltaELBO=30546.892 (0.00939007%), Factors=13\n",
      "Iteration 10: time=247.70, ELBO=-18014113.14, deltaELBO=25464.852 (0.00782786%), Factors=13\n",
      "Iteration 11: time=239.82, ELBO=-17990056.96, deltaELBO=24056.175 (0.00739483%), Factors=13\n",
      "Iteration 12: time=304.27, ELBO=-17967884.81, deltaELBO=22172.149 (0.00681569%), Factors=13\n",
      "Iteration 13: time=430.75, ELBO=-17947925.34, deltaELBO=19959.477 (0.00613551%), Factors=13\n",
      "Iteration 15: time=370.49, ELBO=-17911291.84, deltaELBO=18061.887 (0.00555220%), Factors=13\n",
      "Iteration 16: time=411.97, ELBO=-17893708.18, deltaELBO=17583.659 (0.00540519%), Factors=13\n",
      "Iteration 17: time=341.21, ELBO=-17877112.19, deltaELBO=16595.998 (0.00510159%), Factors=13\n",
      "Iteration 18: time=420.30, ELBO=-17861584.41, deltaELBO=15527.780 (0.00477322%), Factors=13\n",
      "Iteration 19: time=429.30, ELBO=-17846686.90, deltaELBO=14897.506 (0.00457947%), Factors=13\n",
      "Iteration 20: time=411.78, ELBO=-17831759.20, deltaELBO=14927.704 (0.00458875%), Factors=13\n",
      "Iteration 21: time=430.36, ELBO=-17816128.89, deltaELBO=15630.302 (0.00480473%), Factors=13\n",
      "Iteration 22: time=422.45, ELBO=-17799111.83, deltaELBO=17017.059 (0.00523102%), Factors=13\n",
      "Iteration 23: time=318.46, ELBO=-17780331.85, deltaELBO=18779.986 (0.00577294%), Factors=13\n",
      "Iteration 24: time=252.26, ELBO=-17759977.46, deltaELBO=20354.392 (0.00625691%), Factors=13\n",
      "Iteration 25: time=240.28, ELBO=-17738751.31, deltaELBO=21226.144 (0.00652489%), Factors=13\n",
      "Iteration 26: time=242.02, ELBO=-17717665.38, deltaELBO=21085.934 (0.00648179%), Factors=13\n",
      "Iteration 29: time=244.41, ELBO=-17663343.83, deltaELBO=16083.870 (0.00494416%), Factors=13\n",
      "Iteration 30: time=239.28, ELBO=-17649120.59, deltaELBO=14223.240 (0.00437220%), Factors=13\n",
      "Iteration 31: time=243.56, ELBO=-17636041.14, deltaELBO=13079.451 (0.00402060%), Factors=13\n",
      "Iteration 32: time=238.05, ELBO=-17623464.33, deltaELBO=12576.808 (0.00386609%), Factors=13\n",
      "Iteration 33: time=246.85, ELBO=-17611110.05, deltaELBO=12354.277 (0.00379769%), Factors=13\n",
      "Iteration 34: time=236.73, ELBO=-17598998.71, deltaELBO=12111.345 (0.00372301%), Factors=13\n",
      "Iteration 36: time=258.70, ELBO=-17575922.25, deltaELBO=11319.087 (0.00347947%), Factors=13\n",
      "Iteration 37: time=242.63, ELBO=-17565138.92, deltaELBO=10783.332 (0.00331478%), Factors=13\n",
      "Iteration 38: time=240.97, ELBO=-17554997.00, deltaELBO=10141.916 (0.00311761%), Factors=13\n",
      "Iteration 39: time=268.47, ELBO=-17545549.72, deltaELBO=9447.282 (0.00290408%), Factors=13\n",
      "Iteration 40: time=241.68, ELBO=-17536880.80, deltaELBO=8668.919 (0.00266481%), Factors=13\n",
      "Iteration 41: time=249.96, ELBO=-17529229.94, deltaELBO=7650.856 (0.00235186%), Factors=13\n",
      "Iteration 42: time=248.40, ELBO=-17522917.07, deltaELBO=6312.873 (0.00194057%), Factors=13\n",
      "Iteration 43: time=236.53, ELBO=-17518094.02, deltaELBO=4823.048 (0.00148260%), Factors=13\n",
      "Iteration 44: time=243.42, ELBO=-17514604.06, deltaELBO=3489.961 (0.00107281%), Factors=13\n",
      "Iteration 45: time=240.03, ELBO=-17512098.36, deltaELBO=2505.697 (0.00077025%), Factors=13\n",
      "Iteration 46: time=244.91, ELBO=-17510228.58, deltaELBO=1869.788 (0.00057477%), Factors=13\n",
      "\n",
      "Converged!\n",
      "\n",
      "\n",
      "\n",
      "#######################\n",
      "## Training finished ##\n",
      "#######################\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ent.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving model in sagner-mofa2.hdf5...\n"
     ]
    }
   ],
   "source": [
    "outfile = 'sagner-mofa2.hdf5'\n",
    "ent.save(outfile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save results as AnnData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File(outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6334 × 13\n",
       "    obs: 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'cell_type', 'batch'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z = np.concatenate([v[:,:] for k, v in f['expectations']['Z'].items()], axis=1).T\n",
    "z = sc.AnnData(z)\n",
    "\n",
    "z.obs_names = scrna.obs_names\n",
    "z.obs = scrna.obs\n",
    "\n",
    "z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "z.write('../data/integrated/mofa/sagner-mofa.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm 'sagner-mofa2.hdf5'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(z)\n",
    "sc.tl.umap(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 494.64x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(z, color=['cell_type', 'batch'], ncols=1, frameon=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}