multigrate-reproducibility / notebooks / benchmarks / protein_imputation / imputation_multigrate.ipynb
imputation_multigrate.ipynb
Raw
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "from matplotlib import pyplot as plt\n",
    "import multigrate as mtg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ref=sc.read('../data/test_protein/adata1.h5ad')\n",
    "cite=sc.read('../data/test_protein/cite1.h5ad')\n",
    "query=sc.read('../data/test_protein/adata2.h5ad')\n",
    "query_protein=sc.read('../data/test_protein/cite2.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configure and train the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = mtg.models.MultiVAE_PoE_cond(\n",
    "    adatas=[[ref, query], [cite]],\n",
    "    names=[['rna1', 'rna2'], ['cite1']],\n",
    "    pair_groups=[[\"pair1\", \"pair2\"], [\"pair1\"]],\n",
    "    condition=True,\n",
    "    z_dim=20,\n",
    "    h_dim=32,\n",
    "    hiddens=[[], []],\n",
    "    output_activations=['linear', 'linear'],\n",
    "    losses=['nb', 'mse'],\n",
    "    shared_hiddens=[],\n",
    "    recon_coef=1,\n",
    "    kl_coef=1e-6,\n",
    "    integ_coef=0.1,\n",
    "    cycle_coef=0,\n",
    "    dropout=0.2,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " |████████████████████| 100.0% iter=20000/20000, time=147.45(s), loss=0.7367, recon=0.7270, kl=257.6890, integ=0.0939, cycle=0.0000, val_loss=0.7249, val_recon=0.7130, val_kl=248.7051, val_integ=0.1166, val_cycle=0.0000"
     ]
    }
   ],
   "source": [
    "model.train(\n",
    "    n_iters=20000,\n",
    "    batch_size=64,\n",
    "    lr=3e-4,\n",
    "    val_split=0.1,\n",
    "    kl_anneal_iters=10000,\n",
    "    validate_every=2000,\n",
    "    verbose=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = model.test(\n",
    "            adatas=[[ref, query], [cite]],\n",
    "            names=[['rna1', 'rna2'], ['cite1']],\n",
    "            pair_groups=[[\"pair1\", \"pair2\"], [\"pair1\"]],\n",
    "            batch_size=64\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated, latent, corrected, hs = out\n",
    "sc.pp.neighbors(integrated)\n",
    "sc.tl.umap(integrated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'modality' as categorical\n",
      "... storing 'study' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1209.6x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(integrated, color=['modality', 'cell_type'], ncols=2, wspace=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 3994 × 14\n",
       "    obs: 'modality', 'barcode', 'cell_type', 'batch'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z = model.impute([[query],[]],\n",
    "        names=[['rna2'], []],\n",
    "        pair_groups = [[1], []],\n",
    "        target_modality = 1,\n",
    "        target_pair=None,\n",
    "        batch_labels = [[1], []],\n",
    "        batch_size = 64)\n",
    "z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 3994 × 14\n",
       "    obs: 'modality', 'barcode', 'cell_type', 'batch'\n",
       "    obsm: 'predicted_protein'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.obsm['predicted_protein'] = z.X\n",
    "z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CD3: Corr=0.932',\n",
       " 'CD4: Corr=0.848',\n",
       " 'CD8a: Corr=0.696',\n",
       " 'CD14: Corr=0.974',\n",
       " 'CD15: Corr=0.504',\n",
       " 'CD16: Corr=0.787',\n",
       " 'CD56: Corr=0.797',\n",
       " 'CD19: Corr=0.963',\n",
       " 'CD25: Corr=0.421',\n",
       " 'CD45RA: Corr=0.856',\n",
       " 'CD45RO: Corr=0.788',\n",
       " 'PD-1: Corr=0.422',\n",
       " 'TIGIT: Corr=0.569',\n",
       " 'CD127: Corr=0.85']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import pearsonr\n",
    "\n",
    "protein_corrs = []\n",
    "for i, protein in enumerate(query_protein.var_names):\n",
    "    protein = protein[:-10]\n",
    "    protein_corrs.append(protein + ': Corr=' + str(np.round(pearsonr(z.obsm['predicted_protein'][:, i], query_protein.obsm['protein'][:, i])[0], 3)))\n",
    "    \n",
    "protein_corrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>correlation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>protein</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CD3</th>\n",
       "      <td>0.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD4</th>\n",
       "      <td>0.848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD8a</th>\n",
       "      <td>0.696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD14</th>\n",
       "      <td>0.974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD15</th>\n",
       "      <td>0.504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD16</th>\n",
       "      <td>0.787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD56</th>\n",
       "      <td>0.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD19</th>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD25</th>\n",
       "      <td>0.421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD45RA</th>\n",
       "      <td>0.856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD45RO</th>\n",
       "      <td>0.788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PD-1</th>\n",
       "      <td>0.422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TIGIT</th>\n",
       "      <td>0.569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD127</th>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.743</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         correlation\n",
       "protein             \n",
       "CD3            0.932\n",
       "CD4            0.848\n",
       "CD8a           0.696\n",
       "CD14           0.974\n",
       "CD15           0.504\n",
       "CD16           0.787\n",
       "CD56           0.797\n",
       "CD19           0.963\n",
       "CD25           0.421\n",
       "CD45RA         0.856\n",
       "CD45RO         0.788\n",
       "PD-1           0.422\n",
       "TIGIT          0.569\n",
       "CD127          0.850\n",
       "mean           0.743"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protein_corrs = pd.DataFrame()\n",
    "for i, protein in enumerate(query_protein.var_names):\n",
    "    value = np.round(pearsonr(z.obsm['predicted_protein'][:, i], query_protein.obsm['protein'][:, i])[0], 3)\n",
    "    protein = protein[:-10]\n",
    "    protein_corrs = protein_corrs.append({'protein': protein, 'correlation': value}, ignore_index=True)\n",
    "\n",
    "protein_corrs = protein_corrs.append({'protein': 'mean', 'correlation': protein_corrs['correlation'].mean().round(3)}, ignore_index=True)\n",
    "protein_corrs = protein_corrs.set_index('protein')\n",
    "protein_corrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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