{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sample-Specific Variance in Differential Analysis\n",
    "\n",
    "This tutorial demonstrates how to account for biological variability across samples in differential analysis. This is crucial when analyzing data from multiple biological replicates.\n",
    "\n",
    "## Why Sample Variance Matters\n",
    "\n",
    "When comparing conditions (e.g., treated vs. control), we typically have multiple biological replicates per condition. Biological variation **between samples** within the same condition is often larger than technical variation, and ignoring it can lead to:\n",
    "\n",
    "- Inflated statistical significance\n",
    "- High false positive rates\n",
    "- Poor reproducibility across studies\n",
    "\n",
    "Kompot's sample variance estimation:\n",
    "\n",
    "✓ Builds separate estimators for each sample  \n",
    "✓ Computes sample-to-sample covariance  \n",
    "✓ Adjusts significance based on inter-sample variability  \n",
    "✓ Produces more conservative and reproducible results  \n",
    "\n",
    "## Dataset\n",
    "\n",
    "We'll use bone marrow data from young and old mice, with 3 biological replicates per age group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:04.664741Z",
     "iopub.status.busy": "2025-10-03T20:22:04.664339Z",
     "iopub.status.idle": "2025-10-03T20:22:15.616664Z",
     "shell.execute_reply": "2025-10-03T20:22:15.615937Z",
     "shell.execute_reply.started": "2025-10-03T20:22:04.664721Z"
    }
   },
   "outputs": [],
   "source": [
    "import anndata as ad\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import palantir\n",
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "\n",
    "import kompot\n",
    "\n",
    "plt.rcParams[\"axes.spines.right\"] = False\n",
    "plt.rcParams[\"axes.spines.top\"] = False\n",
    "plt.rcParams[\"image.cmap\"] = \"Spectral_r\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:15.620819Z",
     "iopub.status.busy": "2025-10-03T20:22:15.619872Z",
     "iopub.status.idle": "2025-10-03T20:22:15.749365Z",
     "shell.execute_reply": "2025-10-03T20:22:15.748772Z",
     "shell.execute_reply.started": "2025-10-03T20:22:15.620794Z"
    }
   },
   "outputs": [],
   "source": [
    "DATA_PATH = \"../data/murine_bone_marrow_aging.h5ad\"\n",
    "SAMPLE_COLUMN = \"Replicate\"        # Sample/replicate identifiers\n",
    "GROUPING_COLUMN = \"Age\"\n",
    "CONDITIONS = [\"Young\", \"Old\"]\n",
    "CELL_TYPE_COLUMN = \"highres_celltype\"\n",
    "DIMENSIONALITY_REDUCTION = \"DM_EigenVectors\"\n",
    "LAYER_FOR_EXPRESSION = \"logged_counts\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:15.750265Z",
     "iopub.status.busy": "2025-10-03T20:22:15.750063Z",
     "iopub.status.idle": "2025-10-03T20:22:51.721001Z",
     "shell.execute_reply": "2025-10-03T20:22:51.720390Z",
     "shell.execute_reply.started": "2025-10-03T20:22:15.750248Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 8090 × 16285\n",
       "    obs: 'Compartment', 'Replicate', 'Age', 'Sample', 'Info', 'batch', 'doublet_score', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'total_counts_hb', 'pct_counts_hb', 'S_score', 'G2M_score', 'phase', 'leiden', 'phenograph', 'highres_celltype', 'midres_celltype'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'hb', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n",
       "    uns: 'Age_colors', 'Compartment_colors', 'DMEigenValues', 'Info_colors', 'README', 'Replicate_colors', 'Sample_colors', 'batch_colors', 'draw_graph', 'highres_celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'midres_celltype_colors', 'neighbors', 'pca', 'phase_colors', 'umap', 'DM_EigenValues'\n",
       "    obsm: 'AbCapture', 'DM_EigenVectors', 'HTO', 'X_draw_graph_fa', 'X_pca', 'X_pca_harmony', 'X_pca_noregression', 'X_umap'\n",
       "    varm: 'PCs'\n",
       "    layers: 'MAGIC_imputed_data', 'logged_counts', 'normalized_counts', 'raw_counts'\n",
       "    obsp: 'DM_Kernel', 'connectivities', 'distances', 'DM_Similarity'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = ad.read_h5ad(DATA_PATH)\n",
    "palantir.utils.run_diffusion_maps(adata, pca_key=\"X_pca_harmony\", n_components=40)\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examine Sample Structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:51.722347Z",
     "iopub.status.busy": "2025-10-03T20:22:51.722011Z",
     "iopub.status.idle": "2025-10-03T20:22:51.863052Z",
     "shell.execute_reply": "2025-10-03T20:22:51.862630Z",
     "shell.execute_reply.started": "2025-10-03T20:22:51.722328Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cells per sample:\n",
      " Replicate     1     2     3\n",
      "Age                        \n",
      "Mid        1035  1022     0\n",
      "Old        1057  1019  1040\n",
      "Young       944  1007   966\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/loc/scratch/35159533/ipykernel_27996/1340399861.py:2: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  sample_counts = adata.obs.groupby([GROUPING_COLUMN, SAMPLE_COLUMN]).size().unstack(fill_value=0)\n"
     ]
    }
   ],
   "source": [
    "# Check sample distribution\n",
    "sample_counts = adata.obs.groupby([GROUPING_COLUMN, SAMPLE_COLUMN]).size().unstack(fill_value=0)\n",
    "print(\"Cells per sample:\\n\", sample_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:51.864768Z",
     "iopub.status.busy": "2025-10-03T20:22:51.864477Z",
     "iopub.status.idle": "2025-10-03T20:22:53.784835Z",
     "shell.execute_reply": "2025-10-03T20:22:53.784325Z",
     "shell.execute_reply.started": "2025-10-03T20:22:51.864751Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1440x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, color=[SAMPLE_COLUMN, GROUPING_COLUMN, CELL_TYPE_COLUMN], wspace=.2, frameon=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Standard Analysis (Without Sample Variance)\n",
    "\n",
    "First, we'll run analyses **without** accounting for sample variance. This serves as a baseline for comparison.\n",
    "\n",
    "### Differential Abundance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:53.785410Z",
     "iopub.status.busy": "2025-10-03T20:22:53.785247Z",
     "iopub.status.idle": "2025-10-03T20:24:48.665669Z",
     "shell.execute_reply": "2025-10-03T20:24:48.665120Z",
     "shell.execute_reply.started": "2025-10-03T20:22:53.785397Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:22:53,906] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2025-10-03 13:22:53,907] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2025-10-03 13:22:53,910] [INFO    ] Fitting density estimator for condition 1...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:2025-10-03 13:22:54,045:jax._src.xla_bridge:966: An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:24:01,899] [INFO    ] Fitting density estimator for condition 2...\n",
      "[2025-10-03 13:24:36,888] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:24:38,245] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:24:48,611] [INFO    ] This run will have `run_id=0`.\n"
     ]
    }
   ],
   "source": [
    "da_standard = kompot.compute_differential_abundance(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differential Expression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:24:48.666616Z",
     "iopub.status.busy": "2025-10-03T20:24:48.666375Z",
     "iopub.status.idle": "2025-10-03T20:28:06.163070Z",
     "shell.execute_reply": "2025-10-03T20:28:06.161849Z",
     "shell.execute_reply.started": "2025-10-03T20:24:48.666600Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:24:51,212] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2025-10-03 13:24:51,213] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2025-10-03 13:24:51,214] [INFO    ] Using 8090 of 8090 cells (100.0%)\n",
      "[2025-10-03 13:24:51,757] [INFO    ] Preparing null distribution with null_genes=2000, null_seed=42\n",
      "[2025-10-03 13:24:53,187] [INFO    ] Generated shuffled expression for 2000 null genes\n",
      "[2025-10-03 13:25:40,733] [INFO    ] Fitting expression estimator for condition 1...\n",
      "[2025-10-03 13:25:59,745] [INFO    ] Fitting expression estimator for condition 2...\n",
      "[2025-10-03 13:26:41,529] [INFO    ] Landmark storage skipped (store_landmarks=False). Compute with store_landmarks=True to enable landmark reuse.\n",
      "[2025-10-03 13:27:29,723] [INFO    ] Using 5,000 landmarks for Mahalanobis computation\n",
      "[2025-10-03 13:27:56,773] [INFO    ] Computing FDR statistics from null distribution\n",
      "[2025-10-03 13:27:59,165] [INFO    ] FDR analysis complete: 393/16285 genes significantly DE at FDR < 0.05\n",
      "[2025-10-03 13:27:59,167] [INFO    ] Mahalanobis distance threshold for FDR < 0.05: 23.1080\n",
      "[2025-10-03 13:28:05,630] [INFO    ] This run will have `run_id=0`.\n"
     ]
    }
   ],
   "source": [
    "de_standard = kompot.compute_differential_expression(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    layer=LAYER_FOR_EXPRESSION,\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    batch_size=0, # No batching for this small dataset\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis With Sample Variance\n",
    "\n",
    "Now we'll repeat the analyses while accounting for sample variance by specifying the `sample_col` parameter.\n",
    "\n",
    "### Differential Abundance\n",
    "\n",
    "When accounting for sample variance, you may want to relax significance thresholds slightly, as the test becomes more conservative:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:28:06.165112Z",
     "iopub.status.busy": "2025-10-03T20:28:06.164566Z",
     "iopub.status.idle": "2025-10-03T20:29:37.931898Z",
     "shell.execute_reply": "2025-10-03T20:29:37.931002Z",
     "shell.execute_reply.started": "2025-10-03T20:28:06.165070Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:28:06,829] [INFO    ] Results with result_key='kompot_da' already exist in the dataset. Previous run was at 2025-10-03T13:24:48.611524 comparing Young to Old. Fields that will be overwritten: obs.kompot_da_Young_to_Old_lfc, obs.kompot_da_Young_log_density, obs.kompot_da_Old_log_density. Note: Only fields NOT affected by sample variance (like lfc, log_density) will be overwritten since they don't use the sample variance suffix. These results will likely be identical if other parameters haven't changed. This is a partial rerun with sample variance added to a previous analysis with matching parameters. Set overwrite=False to prevent overwriting or overwrite=True to silence this message.\n",
      "[2025-10-03 13:28:06,833] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2025-10-03 13:28:06,834] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2025-10-03 13:28:06,839] [INFO    ] Using sample column 'Replicate' for sample variance estimation\n",
      "[2025-10-03 13:28:06,841] [INFO    ] Found 3 unique sample(s) in condition 1\n",
      "[2025-10-03 13:28:06,843] [INFO    ] Found 3 unique sample(s) in condition 2\n",
      "[2025-10-03 13:28:06,843] [INFO    ] Fitting density estimator for condition 1...\n",
      "[2025-10-03 13:28:27,958] [INFO    ] Fitting density estimator for condition 2...\n",
      "[2025-10-03 13:28:39,128] [INFO    ] Sample variance estimation automatically enabled due to provided sample indices\n",
      "[2025-10-03 13:28:39,130] [INFO    ] Setting up sample variance estimation...\n",
      "[2025-10-03 13:28:39,132] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2025-10-03 13:28:39,133] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2025-10-03 13:28:39,133] [INFO    ] Training estimator for group 1 with 944 cells\n",
      "[2025-10-03 13:28:47,487] [INFO    ] Training estimator for group 2 with 1,007 cells\n",
      "[2025-10-03 13:28:55,294] [INFO    ] Training estimator for group 3 with 966 cells\n",
      "[2025-10-03 13:29:03,927] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2025-10-03 13:29:03,934] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2025-10-03 13:29:03,937] [INFO    ] Training estimator for group 1 with 1,057 cells\n",
      "[2025-10-03 13:29:11,520] [INFO    ] Training estimator for group 2 with 1,019 cells\n",
      "[2025-10-03 13:29:19,274] [INFO    ] Training estimator for group 3 with 1,040 cells\n",
      "[2025-10-03 13:29:26,788] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:26,795] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:31,912] [INFO    ] Computing sample-specific variance for condition 1...\n",
      "[2025-10-03 13:29:33,082] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:33,825] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:34,605] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:35,334] [INFO    ] Computing sample-specific variance for condition 2...\n",
      "[2025-10-03 13:29:35,814] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:36,484] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:37,193] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:29:37,883] [INFO    ] This run will have `run_id=1`.\n"
     ]
    }
   ],
   "source": [
    "da_sample_var = kompot.compute_differential_abundance(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    sample_col=SAMPLE_COLUMN,  # Enable sample variance\n",
    "    ptp_threshold=0.1,         # Relaxed from default 0.05\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differential Expression\n",
    "\n",
    "For DE with sample variance, memory requirements increase because Kompot computes gene-specific covariance matrices. We'll use several strategies to manage this:\n",
    "\n",
    "1. **Limit to top genes**: Analyze only the most significant genes from the standard analysis\n",
    "2. **Use disk storage**: Store large covariance matrices on disk instead of in memory\n",
    "3. **Disable null genes**: Skip FDR computation (set `null_genes=0`) to avoid computing sample covariances for null genes\n",
    "\n",
    "#### Resource Planning\n",
    "\n",
    "Before running, estimate resource requirements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T23:46:21.014470Z",
     "iopub.status.busy": "2025-10-03T23:46:21.014139Z",
     "iopub.status.idle": "2025-10-03T23:46:21.038876Z",
     "shell.execute_reply": "2025-10-03T23:46:21.038252Z",
     "shell.execute_reply.started": "2025-10-03T23:46:21.014448Z"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "RESOURCE USAGE PLAN\n",
      "================================================================================\n",
      "\n",
      "System Resources:\n",
      "  Memory: 359.31 GB available (of 754.59 GB total)\n",
      "  Disk:   6.04 TB available at /loc/scratch/35159533\n",
      "\n",
      "Total Requirements:\n",
      "  Memory: 1.30 GB (0% of available)\n",
      "  Disk:   74.51 GB (1% of available)\n",
      "\n",
      "Memory Allocations:\n",
      "  • Mellon precision matrix L (condition 1, 2,917/3,116 cells) (2917, 2917): 64.92 MB\n",
      "  • Mellon precision matrix L (condition 2, 2,917/3,116 cells) (3116, 3116): 74.08 MB\n",
      "  • Imputed expression (condition 1) (8090, 200): 12.34 MB → adata.layers['kompot_de_Young_imputed']\n",
      "  • Imputed expression (condition 2) (8090, 200): 12.34 MB → adata.layers['kompot_de_Old_imputed']\n",
      "  • Fold change (8090, 200): 12.34 MB → adata.layers['kompot_de_Young_to_Old_fold_change']\n",
      "  • Standard deviation (condition 1) (8090, 200): 12.34 MB → adata.layers['kompot_de_Young_std']\n",
      "  • Standard deviation (condition 2) (8090, 200): 12.34 MB → adata.layers['kompot_de_Old_std']\n",
      "  • Temporary matrices during predictions (batch_size=0) (8090, 5000) + (8090, 200): 320.95 MB\n",
      "  • Function predictor covariances (per condition) (5000, 5000): 381.47 MB\n",
      "  • Combined covariance matrix (5000, 5000): 190.73 MB\n",
      "  • Cholesky decomposition (for Mahalanobis) (5000, 5000): 190.73 MB\n",
      "  • Per-sample imputations (3 samples) (3, 5000, 200): 45.78 MB\n",
      "\n",
      "Disk Storage:\n",
      "  • Sample covariances (per condition, 3 samples) (5000, 5000, 200): 74.51 GB\n",
      "\n",
      "Output Fields:\n",
      "  adata.layers:\n",
      "    - kompot_de_Young_imputed [OVERWRITES run_id=0]\n",
      "    - kompot_de_Old_imputed [OVERWRITES run_id=0]\n",
      "    - kompot_de_Young_to_Old_fold_change [OVERWRITES run_id=0]\n",
      "    - kompot_de_Young_std\n",
      "    - kompot_de_Old_std\n",
      "  adata.var:\n",
      "    - kompot_de_Young_to_Old_mahalanobis_sample_var\n",
      "    - kompot_de_Young_to_Old_mean_lfc [OVERWRITES run_id=0]\n",
      "\n",
      "Info:\n",
      "  ℹ Cell batch_size (0) processes all 8090 cells at once. Consider reducing batch_size (e.g., batch_size=500) to lower peak memory by 301.12 MB.\n",
      "  ℹ Disk arrays will be stored at system temp: /loc/scratch/35159533. To use a different location, set disk_storage_dir='/path/to/disk' or export TMPDIR=/path/to/disk\n",
      "\n",
      "Warnings:\n",
      "  ⚠ Results with result_key='kompot_de' already exist (run_id=0). Previous run: 2025-10-03T16:44:09.207147 comparing Young to Old (null_genes=2000). Fields that will be overwritten: var.kompot_de_Young_to_Old_mean_lfc, layers.kompot_de_Young_imputed, layers.kompot_de_Old_imputed, layers.kompot_de_Young_to_Old_fold_change\n",
      "\n",
      "================================================================================\n",
      "STATUS: ⚠ FEASIBLE WITH WARNINGS - Proceed with caution\n",
      "================================================================================\n"
     ]
    }
   ],
   "source": [
    "# Select top 200 genes\n",
    "topn = 200\n",
    "top_genes = adata.var.sort_values(\n",
    "    \"kompot_de_Young_to_Old_mahalanobis\", ascending=False\n",
    ").head(topn).index\n",
    "\n",
    "# Check resource requirements\n",
    "plan = kompot.dry_run_differential_expression(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    layer=LAYER_FOR_EXPRESSION,\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    sample_col=SAMPLE_COLUMN,\n",
    "    genes=top_genes,\n",
    "    store_arrays_on_disk=True,\n",
    "    null_genes=0,  # Skip FDR to save memory\n",
    "    batch_size=0, # batching does not effect the most costly covariance tensor\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dry run shows:\n",
    "- Memory requirements for sample covariance computation\n",
    "- Disk space needed for storage\n",
    "- Which fields will be overwritten\n",
    "- Previous run details\n",
    "\n",
    "If resources are sufficient, proceed with the analysis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-04T00:00:33.266691Z",
     "iopub.status.busy": "2025-10-04T00:00:33.266389Z",
     "iopub.status.idle": "2025-10-04T00:11:59.495408Z",
     "shell.execute_reply": "2025-10-04T00:11:59.494584Z",
     "shell.execute_reply.started": "2025-10-04T00:00:33.266672Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 17:00:33,268] [INFO    ] Differential expression results with result_key='kompot_de' already exist in the dataset. Previous run was at 2025-10-03T16:44:09.207147 comparing Young to Old. Fields that will be overwritten: var.kompot_de_Young_to_Old_mean_lfc, layers.kompot_de_Young_imputed, layers.kompot_de_Old_imputed, layers.kompot_de_Young_to_Old_fold_change. Note: Only fields NOT affected by sample variance (like mean_log_fold_change, imputed data, fold_change) will be overwritten since they don't use the sample variance suffix. These results will likely be identical if other parameters haven't changed. This is a partial rerun with sample variance added to a previous analysis with matching parameters. Set overwrite=False to prevent overwriting or overwrite=True to silence this message.\n",
      "[2025-10-03 17:00:33,270] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2025-10-03 17:00:33,271] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2025-10-03 17:00:33,271] [INFO    ] Using 8090 of 8090 cells (100.0%)\n",
      "[2025-10-03 17:00:33,815] [INFO    ] Using sample column 'Replicate' for sample variance estimation\n",
      "[2025-10-03 17:00:33,817] [INFO    ] Found 3 unique sample(s) in condition 1\n",
      "[2025-10-03 17:00:33,818] [INFO    ] Found 3 unique sample(s) in condition 2\n",
      "[2025-10-03 17:00:39,966] [INFO    ] Fitting expression estimator for condition 1...\n",
      "[2025-10-03 17:00:47,408] [INFO    ] Fitting expression estimator for condition 2...\n",
      "[2025-10-03 17:01:01,966] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2025-10-03 17:01:01,967] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2025-10-03 17:01:01,968] [INFO    ] Training estimator for group 1 with 944 cells\n",
      "[2025-10-03 17:01:13,175] [INFO    ] Training estimator for group 2 with 1,007 cells\n",
      "[2025-10-03 17:01:26,939] [INFO    ] Training estimator for group 3 with 966 cells\n",
      "[2025-10-03 17:01:39,744] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2025-10-03 17:01:39,745] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2025-10-03 17:01:39,746] [INFO    ] Training estimator for group 1 with 1,057 cells\n",
      "[2025-10-03 17:02:00,552] [INFO    ] Training estimator for group 2 with 1,019 cells\n",
      "[2025-10-03 17:02:36,124] [INFO    ] Training estimator for group 3 with 1,040 cells\n",
      "[2025-10-03 17:02:59,580] [INFO    ] Landmark storage skipped (store_landmarks=False). Compute with store_landmarks=True to enable landmark reuse.\n",
      "[2025-10-03 17:03:21,074] [INFO    ] Using 5,000 landmarks for Mahalanobis computation\n",
      "[2025-10-03 17:03:31,704] [INFO    ] Disk space at /loc/scratch/35159533/kompot_arrays_15545be0_wy9kdwrv:\n",
      "[2025-10-03 17:03:31,705] [INFO    ]   Total: 6.67 TB | Used: 297.64 GB | Free: 6.04 TB\n",
      "[2025-10-03 17:03:31,705] [INFO    ]   Expected storage need: 44.70 GB\n",
      "[2025-10-03 17:03:31,706] [INFO    ] Initialized disk storage at /loc/scratch/35159533/kompot_arrays_15545be0_wy9kdwrv with dask support (namespace: ns_15545be0)\n",
      "[2025-10-03 17:03:31,706] [INFO    ] Using gene-by-gene disk storage for covariance matrix (shape=(5000, 5000, 200))\n",
      "[2025-10-03 17:03:33,600] [INFO    ] Using Dask for parallel disk-backed covariance computation (all cores) (shape=(5000, 5000, 200))\n",
      "[2025-10-03 17:03:34,700] [INFO    ] Removed temporary storage directory /tmp/kompot_arrays_bce0bf5b_egezr1d3\n",
      "[2025-10-03 17:03:35,380] [INFO    ] Created Dask array for covariance with shape (5000, 5000, 200)\n",
      "[2025-10-03 17:03:35,385] [INFO    ] Disk space at /loc/scratch/35159533/kompot_arrays_8f0ca8f5_jybq2uhb:\n",
      "[2025-10-03 17:03:35,386] [INFO    ]   Total: 6.67 TB | Used: 297.64 GB | Free: 6.04 TB\n",
      "[2025-10-03 17:03:35,386] [INFO    ]   Expected storage need: 44.70 GB\n",
      "[2025-10-03 17:03:35,387] [INFO    ] Initialized disk storage at /loc/scratch/35159533/kompot_arrays_8f0ca8f5_jybq2uhb with dask support (namespace: ns_8f0ca8f5)\n",
      "[2025-10-03 17:03:35,387] [INFO    ] Using gene-by-gene disk storage for covariance matrix (shape=(5000, 5000, 200))\n",
      "[2025-10-03 17:03:37,034] [INFO    ] Using Dask for parallel disk-backed covariance computation (all cores) (shape=(5000, 5000, 200))\n",
      "[2025-10-03 17:03:38,714] [INFO    ] Created Dask array for covariance with shape (5000, 5000, 200)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8c7acbe9b481456fbf7aae5248e570d7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Processing gene-specific covariance matrices:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 17:06:23,107] [INFO    ] Computing Mahalanobis distances using gene-specific covariance matrices\n",
      "[2025-10-03 17:06:23,109] [INFO    ] Computing Mahalanobis distances for 200 genes using dask\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d0ac7dc6503d4c6fac5b23074508c1f8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing Mahalanobis distances:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 17:11:27,690] [INFO    ] Successfully computed Mahalanobis distances for 200 genes using gene-specific covariance\n",
      "[2025-10-03 17:11:59,242] [INFO    ] This run will have `run_id=1`.\n",
      "[2025-10-03 17:11:59,304] [INFO    ] Removed temporary storage directory /loc/scratch/35159533/kompot_arrays_15545be0_wy9kdwrv\n",
      "[2025-10-03 17:11:59,414] [INFO    ] Removed temporary storage directory /loc/scratch/35159533/kompot_arrays_8f0ca8f5_jybq2uhb\n"
     ]
    }
   ],
   "source": [
    "de_sample_var = kompot.compute_differential_expression(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    layer=LAYER_FOR_EXPRESSION,\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    sample_col=SAMPLE_COLUMN,  # Enable sample variance\n",
    "    genes=top_genes,\n",
    "    store_arrays_on_disk=True,\n",
    "    null_genes=0,\n",
    "    batch_size=0, # batching does not effect the most costly covariance tensor\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing Results\n",
    "\n",
    "### Differential Abundance\n",
    "\n",
    "Results with sample variance include a `_sample_var` suffix to distinguish them from standard results.\n",
    "\n",
    "Compare z-scores with and without sample variance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
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     "iopub.status.idle": "2025-10-03T20:42:32.033489Z",
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     "shell.execute_reply.started": "2025-10-03T20:42:31.137087Z"
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   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1449x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.embedding(\n",
    "    adata, \"umap\",\n",
    "    color=[\n",
    "        \"kompot_da_Young_to_Old_lfc\",\n",
    "        \"kompot_da_Young_to_Old_lfc_zscore\",\n",
    "        \"kompot_da_Young_to_Old_lfc_zscore_sample_var\",\n",
    "    ],\n",
    "    color_map=\"RdBu_r\",\n",
    "    vcenter=0,\n",
    "    ncols=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice:\n",
    "- Log fold changes (left) are identical - sample variance only affects significance\n",
    "- Z-scores (middle and right) differ - sample variance produces more conservative estimates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Volcano Plots\n",
    "\n",
    "Compare volcano plots from both analyses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:32.034665Z",
     "iopub.status.busy": "2025-10-03T20:42:32.034366Z",
     "iopub.status.idle": "2025-10-03T20:42:32.567185Z",
     "shell.execute_reply": "2025-10-03T20:42:32.566363Z",
     "shell.execute_reply.started": "2025-10-03T20:42:32.034650Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:32,069] [INFO    ] Found DA run info for run_id=0\n",
      "[2025-10-03 13:42:32,070] [INFO    ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n",
      "[2025-10-03 13:42:32,071] [INFO    ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp' from run info\n",
      "[2025-10-03 13:42:32,072] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2025-10-03 13:42:32,072] [WARNING ] Field 'kompot_da_Young_to_Old_neg_log10_lfc_ptp' was last written by run 0, but current context expects run 1. The field may have been overwritten.\n",
      "[2025-10-03 13:42:32,073] [INFO    ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp'}\n",
      "[2025-10-03 13:42:32,074] [WARNING ] Field inference completed with 2 warnings\n",
      "[2025-10-03 13:42:32,074] [INFO    ] Using inferred thresholds - lfc_threshold: 1.0, ptp_threshold: 0.05\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Standard analysis (run_id=0)\n",
    "kompot.plot.volcano_da(\n",
    "    adata, \n",
    "    color=CELL_TYPE_COLUMN, \n",
    "    run_id=0,\n",
    "    title=\"Standard Analysis (Pooled Samples)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:32.568317Z",
     "iopub.status.busy": "2025-10-03T20:42:32.567976Z",
     "iopub.status.idle": "2025-10-03T20:42:33.084884Z",
     "shell.execute_reply": "2025-10-03T20:42:33.084073Z",
     "shell.execute_reply.started": "2025-10-03T20:42:32.568301Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:32,601] [INFO    ] Found DA run info for run_id=1\n",
      "[2025-10-03 13:42:32,602] [INFO    ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n",
      "[2025-10-03 13:42:32,602] [INFO    ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var' from run info\n",
      "[2025-10-03 13:42:32,602] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2025-10-03 13:42:32,603] [INFO    ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var'}\n",
      "[2025-10-03 13:42:32,603] [WARNING ] Field inference completed with 1 warnings\n",
      "[2025-10-03 13:42:32,603] [INFO    ] Using inferred thresholds - lfc_threshold: 1.0, ptp_threshold: 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# With sample variance (run_id=1)\n",
    "kompot.plot.volcano_da(\n",
    "    adata, \n",
    "    color=CELL_TYPE_COLUMN, \n",
    "    run_id=1,\n",
    "    title=\"With Sample Variance\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that thresholds such as `ptp_threshold` and `lfc_threshold` can be adjusted, and if `update_direction=True` is passed, then the cell-wise classification in `adata.obs[\"kompot_da_Young_to_Old_lfc_direction_sample_var\"]` is updated accordingly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:33.085966Z",
     "iopub.status.busy": "2025-10-03T20:42:33.085620Z",
     "iopub.status.idle": "2025-10-03T20:42:33.619088Z",
     "shell.execute_reply": "2025-10-03T20:42:33.618240Z",
     "shell.execute_reply.started": "2025-10-03T20:42:33.085947Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:33,119] [INFO    ] Found DA run info for run_id=1\n",
      "[2025-10-03 13:42:33,120] [INFO    ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n",
      "[2025-10-03 13:42:33,121] [INFO    ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var' from run info\n",
      "[2025-10-03 13:42:33,122] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2025-10-03 13:42:33,123] [INFO    ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var'}\n",
      "[2025-10-03 13:42:33,124] [WARNING ] Field inference completed with 1 warnings\n",
      "[2025-10-03 13:42:33,125] [INFO    ] Updating direction column with new thresholds before plotting\n",
      "[2025-10-03 13:42:33,126] [INFO    ] Found DA run info for run_id=1\n",
      "[2025-10-03 13:42:33,126] [INFO    ] Found direction_key='kompot_da_Young_to_Old_lfc_direction_sample_var' from run info\n",
      "[2025-10-03 13:42:33,127] [INFO    ] Successfully inferred fields: {'direction_key': 'kompot_da_Young_to_Old_lfc_direction_sample_var'}\n",
      "[2025-10-03 13:42:33,128] [INFO    ] Updating direction column 'kompot_da_Young_to_Old_lfc_direction_sample_var' with thresholds: lfc_threshold=1.0, ptp_threshold=0.2\n",
      "[2025-10-03 13:42:33,132] [INFO    ] Updated direction counts: up=595, down=495, neutral=7000\n",
      "[2025-10-03 13:42:33,133] [INFO    ] Using inferred thresholds - lfc_threshold: 1.0, ptp_threshold: 0.2\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.volcano_da(adata, color=CELL_TYPE_COLUMN, run_id=1, ptp_threshold=0.2, update_direction=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Key Observations:**\n",
    "\n",
    "- Posterior tail probabilities (y-axis) are generally lower with sample variance\n",
    "- Fewer cells pass significance thresholds\n",
    "- Effect sizes (x-axis) remain unchanged\n",
    "- Cell type patterns are preserved but with adjusted confidence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differential Expression\n",
    "\n",
    "Compare Mahalanobis distances with and without sample variance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:33.620304Z",
     "iopub.status.busy": "2025-10-03T20:42:33.619931Z",
     "iopub.status.idle": "2025-10-03T20:42:33.668377Z",
     "shell.execute_reply": "2025-10-03T20:42:33.667554Z",
     "shell.execute_reply.started": "2025-10-03T20:42:33.620283Z"
    }
   },
   "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>kompot_de_Young_to_Old_mean_lfc</th>\n",
       "      <th>kompot_de_Young_to_Old_mahalanobis</th>\n",
       "      <th>kompot_de_Young_to_Old_mahalanobis_sample_var</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>H2-Q7</th>\n",
       "      <td>1.235066</td>\n",
       "      <td>71.517323</td>\n",
       "      <td>45.085446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd74</th>\n",
       "      <td>0.352121</td>\n",
       "      <td>60.021452</td>\n",
       "      <td>49.584290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Aa</th>\n",
       "      <td>0.473756</td>\n",
       "      <td>59.371135</td>\n",
       "      <td>38.489260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Ab1</th>\n",
       "      <td>0.511123</td>\n",
       "      <td>57.808982</td>\n",
       "      <td>33.768536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Igkc</th>\n",
       "      <td>0.054009</td>\n",
       "      <td>53.604112</td>\n",
       "      <td>38.973926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Eb1</th>\n",
       "      <td>0.411752</td>\n",
       "      <td>53.403829</td>\n",
       "      <td>31.734637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AW112010</th>\n",
       "      <td>0.791367</td>\n",
       "      <td>53.386235</td>\n",
       "      <td>28.091721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S100a9</th>\n",
       "      <td>-0.170317</td>\n",
       "      <td>48.765184</td>\n",
       "      <td>46.502283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm3</th>\n",
       "      <td>0.367545</td>\n",
       "      <td>47.585813</td>\n",
       "      <td>40.375510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S100a8</th>\n",
       "      <td>-0.165121</td>\n",
       "      <td>47.372815</td>\n",
       "      <td>45.495007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Q6</th>\n",
       "      <td>0.782279</td>\n",
       "      <td>45.991624</td>\n",
       "      <td>29.823029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd52</th>\n",
       "      <td>-0.127807</td>\n",
       "      <td>45.309906</td>\n",
       "      <td>42.044778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aldh1a1</th>\n",
       "      <td>0.490811</td>\n",
       "      <td>44.596577</td>\n",
       "      <td>28.850373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm1</th>\n",
       "      <td>0.427663</td>\n",
       "      <td>44.320577</td>\n",
       "      <td>38.114722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm2</th>\n",
       "      <td>0.285836</td>\n",
       "      <td>43.940652</td>\n",
       "      <td>38.424422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ighm</th>\n",
       "      <td>-0.173726</td>\n",
       "      <td>43.216410</td>\n",
       "      <td>35.535580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd79a</th>\n",
       "      <td>-0.004329</td>\n",
       "      <td>43.107792</td>\n",
       "      <td>33.076867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apoe</th>\n",
       "      <td>-0.131211</td>\n",
       "      <td>42.935707</td>\n",
       "      <td>39.211520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fos</th>\n",
       "      <td>0.531571</td>\n",
       "      <td>42.282847</td>\n",
       "      <td>37.407770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gm47283</th>\n",
       "      <td>0.627173</td>\n",
       "      <td>41.956500</td>\n",
       "      <td>23.844169</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          kompot_de_Young_to_Old_mean_lfc  kompot_de_Young_to_Old_mahalanobis  \\\n",
       "H2-Q7                            1.235066                           71.517323   \n",
       "Cd74                             0.352121                           60.021452   \n",
       "H2-Aa                            0.473756                           59.371135   \n",
       "H2-Ab1                           0.511123                           57.808982   \n",
       "Igkc                             0.054009                           53.604112   \n",
       "H2-Eb1                           0.411752                           53.403829   \n",
       "AW112010                         0.791367                           53.386235   \n",
       "S100a9                          -0.170317                           48.765184   \n",
       "Ifitm3                           0.367545                           47.585813   \n",
       "S100a8                          -0.165121                           47.372815   \n",
       "H2-Q6                            0.782279                           45.991624   \n",
       "Cd52                            -0.127807                           45.309906   \n",
       "Aldh1a1                          0.490811                           44.596577   \n",
       "Ifitm1                           0.427663                           44.320577   \n",
       "Ifitm2                           0.285836                           43.940652   \n",
       "Ighm                            -0.173726                           43.216410   \n",
       "Cd79a                           -0.004329                           43.107792   \n",
       "Apoe                            -0.131211                           42.935707   \n",
       "Fos                              0.531571                           42.282847   \n",
       "Gm47283                          0.627173                           41.956500   \n",
       "\n",
       "          kompot_de_Young_to_Old_mahalanobis_sample_var  \n",
       "H2-Q7                                         45.085446  \n",
       "Cd74                                          49.584290  \n",
       "H2-Aa                                         38.489260  \n",
       "H2-Ab1                                        33.768536  \n",
       "Igkc                                          38.973926  \n",
       "H2-Eb1                                        31.734637  \n",
       "AW112010                                      28.091721  \n",
       "S100a9                                        46.502283  \n",
       "Ifitm3                                        40.375510  \n",
       "S100a8                                        45.495007  \n",
       "H2-Q6                                         29.823029  \n",
       "Cd52                                          42.044778  \n",
       "Aldh1a1                                       28.850373  \n",
       "Ifitm1                                        38.114722  \n",
       "Ifitm2                                        38.424422  \n",
       "Ighm                                          35.535580  \n",
       "Cd79a                                         33.076867  \n",
       "Apoe                                          39.211520  \n",
       "Fos                                           37.407770  \n",
       "Gm47283                                       23.844169  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top genes by standard analysis\n",
    "comparison_df = adata.var.loc[top_genes, :][\n",
    "    [\n",
    "        \"kompot_de_Young_to_Old_mean_lfc\",\n",
    "        \"kompot_de_Young_to_Old_mahalanobis\",\n",
    "        \"kompot_de_Young_to_Old_mahalanobis_sample_var\",\n",
    "    ]\n",
    "].sort_values(\"kompot_de_Young_to_Old_mahalanobis\", ascending=False)\n",
    "\n",
    "comparison_df.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that some genes show substantially lower significance when accounting for sample variance, indicating high variability across replicates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:33.669588Z",
     "iopub.status.busy": "2025-10-03T20:42:33.669178Z",
     "iopub.status.idle": "2025-10-03T20:42:33.957838Z",
     "shell.execute_reply": "2025-10-03T20:42:33.957016Z",
     "shell.execute_reply.started": "2025-10-03T20:42:33.669564Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:33,702] [INFO    ] Found DE run info for run_id=0\n",
      "[2025-10-03 13:42:33,703] [INFO    ] Found mean_lfc_key='kompot_de_Young_to_Old_mean_lfc' from run info\n",
      "[2025-10-03 13:42:33,704] [INFO    ] Found mahalanobis_key='kompot_de_Young_to_Old_mahalanobis' from run info\n",
      "[2025-10-03 13:42:33,705] [WARNING ] Field 'kompot_de_Young_to_Old_mean_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2025-10-03 13:42:33,705] [WARNING ] Field 'kompot_de_Young_to_Old_mahalanobis' was last written by run 0, but current context expects run 1. The field may have been overwritten.\n",
      "[2025-10-03 13:42:33,706] [INFO    ] Successfully inferred fields: {'mean_lfc_key': 'kompot_de_Young_to_Old_mean_lfc', 'mahalanobis_key': 'kompot_de_Young_to_Old_mahalanobis'}\n",
      "[2025-10-03 13:42:33,707] [WARNING ] Field inference completed with 2 warnings\n",
      "[2025-10-03 13:42:33,708] [INFO    ] Using DE run 0: comparing Young to Old\n",
      "[2025-10-03 13:42:33,719] [INFO    ] Using data columns from var - lfc: 'kompot_de_Young_to_Old_mean_lfc', score: 'kompot_de_Young_to_Old_mahalanobis'\n",
      "[2025-10-03 13:42:33,725] [INFO    ] Highlighting 393 genes marked as DE (232 up, 161 down)\n",
      "[2025-10-03 13:42:33,737] [INFO    ] Labeling top 10 genes by score\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Volcano plot: Standard analysis\n",
    "kompot.plot.volcano_de(\n",
    "    adata,\n",
    "    run_id=0,\n",
    "    title=\"Standard Analysis (Pooled Samples)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:33.958878Z",
     "iopub.status.busy": "2025-10-03T20:42:33.958558Z",
     "iopub.status.idle": "2025-10-03T20:42:34.253833Z",
     "shell.execute_reply": "2025-10-03T20:42:34.252973Z",
     "shell.execute_reply.started": "2025-10-03T20:42:33.958861Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:33,990] [INFO    ] Found DE run info for run_id=1\n",
      "[2025-10-03 13:42:33,992] [INFO    ] Found mean_lfc_key='kompot_de_Young_to_Old_mean_lfc' from run info\n",
      "[2025-10-03 13:42:33,992] [INFO    ] Found mahalanobis_key='kompot_de_Young_to_Old_mahalanobis_sample_var' from run info\n",
      "[2025-10-03 13:42:33,993] [WARNING ] Field 'kompot_de_Young_to_Old_mean_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2025-10-03 13:42:33,994] [INFO    ] Successfully inferred fields: {'mean_lfc_key': 'kompot_de_Young_to_Old_mean_lfc', 'mahalanobis_key': 'kompot_de_Young_to_Old_mahalanobis_sample_var'}\n",
      "[2025-10-03 13:42:33,995] [WARNING ] Field inference completed with 1 warnings\n",
      "[2025-10-03 13:42:33,995] [INFO    ] Using DE run 1: comparing Young to Old\n",
      "[2025-10-03 13:42:34,004] [INFO    ] Using data columns from var - lfc: 'kompot_de_Young_to_Old_mean_lfc', score: 'kompot_de_Young_to_Old_mahalanobis_sample_var'\n",
      "[2025-10-03 13:42:34,007] [INFO    ] Highlighting top 50 genes by kompot_de_Young_to_Old_mahalanobis_sample_var\n",
      "[2025-10-03 13:42:34,017] [INFO    ] Labeling top 20 genes by score\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Volcano plot: With sample variance\n",
    "kompot.plot.volcano_de(\n",
    "    adata,\n",
    "    run_id=1,\n",
    "    n_top_genes=50,  # No FDR threshold available (null_genes=0)\n",
    "    gene_labels=20,\n",
    "    title=\"With Sample Variance (Top 200 Genes)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmaps\n",
    "\n",
    "Visualize how ranking changes with sample variance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:34.254989Z",
     "iopub.status.busy": "2025-10-03T20:42:34.254647Z",
     "iopub.status.idle": "2025-10-03T20:42:35.782615Z",
     "shell.execute_reply": "2025-10-03T20:42:35.781909Z",
     "shell.execute_reply.started": "2025-10-03T20:42:34.254970Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:34,288] [INFO    ] Found DE run info for run_id=1\n",
      "[2025-10-03 13:42:34,289] [INFO    ] Found mahalanobis_key='kompot_de_Young_to_Old_mahalanobis_sample_var' from run info\n",
      "[2025-10-03 13:42:34,290] [INFO    ] Successfully inferred fields: {'mahalanobis_key': 'kompot_de_Young_to_Old_mahalanobis_sample_var'}\n",
      "[2025-10-03 13:42:34,291] [INFO    ] Using DE run 1 for heatmap.\n",
      "[2025-10-03 13:42:34,291] [INFO    ] Inferred score_key='kompot_de_Young_to_Old_mahalanobis_sample_var' from run information\n",
      "[2025-10-03 13:42:34,295] [INFO    ] Inferred condition_column='Age' from run information\n",
      "[2025-10-03 13:42:34,295] [INFO    ] Inferred condition1='Young' from run information\n",
      "[2025-10-03 13:42:34,296] [INFO    ] Inferred condition2='Old' from run information\n",
      "[2025-10-03 13:42:34,297] [INFO    ] Inferred layer='logged_counts' from run information\n",
      "[2025-10-03 13:42:34,297] [INFO    ] Creating split heatmap with 20 genes/features\n",
      "[2025-10-03 13:42:34,299] [INFO    ] Using expression data from layer: 'logged_counts'\n",
      "[2025-10-03 13:42:34,419] [INFO    ] Excluded 7 cells from groups: Plasma cell\n",
      "[2025-10-03 13:42:34,426] [INFO    ] Applying gene-wise z-scoring (standard_scale='var')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1170x750 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.heatmap(\n",
    "    adata,\n",
    "    n_top_genes=20,\n",
    "    groupby=CELL_TYPE_COLUMN,\n",
    "    exclude_groups=\"Plasma cell\",\n",
    "    run_id=1,  # Use sample variance ranking\n",
    "    vmin=\"p1\",\n",
    "    vmax=\"p99\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Understanding Sample-to-Sample Variability\n",
    "\n",
    "To illustrate why sample variance matters, let's examine genes with high inter-sample variability:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:35.783577Z",
     "iopub.status.busy": "2025-10-03T20:42:35.783300Z",
     "iopub.status.idle": "2025-10-03T20:42:35.824211Z",
     "shell.execute_reply": "2025-10-03T20:42:35.823560Z",
     "shell.execute_reply.started": "2025-10-03T20:42:35.783562Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genes with highest sample-to-sample variability:\n",
      "['H2-Q7', 'AW112010', 'H2-Ab1', 'H2-Eb1', 'H2-Aa', 'Gm47283', 'Ifi27', 'Bcl11b', 'Slc7a11', 'Gimap4', 'Trac', 'Cirbp', 'H2-Q6', 'Ccl5', 'Trbc2', 'Aldh1a1', 'Cxcl2', 'Cd3e', 'Cd3g', 'Igkc']\n"
     ]
    }
   ],
   "source": [
    "# Genes with largest decrease in significance\n",
    "comparison_df[\"decrease\"] = (\n",
    "    comparison_df[\"kompot_de_Young_to_Old_mahalanobis\"] - \n",
    "    comparison_df[\"kompot_de_Young_to_Old_mahalanobis_sample_var\"]\n",
    ")\n",
    "\n",
    "variable_genes = comparison_df.nlargest(20, \"decrease\").index\n",
    "print(\"Genes with highest sample-to-sample variability:\")\n",
    "print(variable_genes.tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare expression between individual replicates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:42:35.826568Z",
     "iopub.status.busy": "2025-10-03T20:42:35.826316Z",
     "iopub.status.idle": "2025-10-03T20:42:37.948831Z",
     "shell.execute_reply": "2025-10-03T20:42:37.948081Z",
     "shell.execute_reply.started": "2025-10-03T20:42:35.826553Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:35,856] [INFO    ] Inferred layer='logged_counts' from run information\n",
      "[2025-10-03 13:42:35,857] [INFO    ] Creating split heatmap with 20 genes/features\n",
      "[2025-10-03 13:42:35,858] [INFO    ] Using display names: 'Replicate 1' for condition1, 'Replicate 3' for condition2\n",
      "[2025-10-03 13:42:35,859] [INFO    ] Using expression data from layer: 'logged_counts'\n",
      "[2025-10-03 13:42:35,939] [INFO    ] Applying gene-wise z-scoring (standard_scale='var')\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1227x750 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare replicates 1 and 3\n",
    "kompot.plot.heatmap(\n",
    "    adata,\n",
    "    genes=variable_genes,\n",
    "    groupby=CELL_TYPE_COLUMN,\n",
    "    condition_column=SAMPLE_COLUMN,\n",
    "    condition1=\"1\",\n",
    "    condition1_name=\"Replicate 1\",\n",
    "    condition2=\"3\",\n",
    "    condition2_name=\"Replicate 3\",\n",
    "    vmin=\"p2\",\n",
    "    vmax=\"p98\",\n",
    "    cluster_rows=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These genes show substantial expression differences **between replicates of the same condition**, explaining why their significance decreases when accounting for sample variance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run Tracking\n",
    "\n",
    "Inspect metadata for both analyses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-04T04:09:46.457946Z",
     "iopub.status.busy": "2025-10-04T04:09:46.457670Z",
     "iopub.status.idle": "2025-10-04T04:09:46.564456Z",
     "shell.execute_reply": "2025-10-04T04:09:46.563963Z",
     "shell.execute_reply.started": "2025-10-04T04:09:46.457929Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "        </style>\n",
       "        <div class='kompot-runinfo'><h3>Run 0 (DE Analysis)</h3><details open><summary>Run Summary</summary><div class='summary-box'><strong>Analysis:</strong> DE &nbsp;|&nbsp; <strong>Run ID:</strong> 0 &nbsp;|&nbsp; <strong>Timestamp:</strong> 2025-10-03T19:33:09.986415 &nbsp;|&nbsp; <strong>Conditions:</strong> Young to Old<span class='badge badge-warning'>Fields Overwritten: 4</span></div><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>conditions</td><td>Young to Old</td></tr><tr><td>obsm_key</td><td>DM_EigenVectors</td></tr><tr><td>uses_sample_variance</td><td>False</td></tr><tr><td>layer</td><td>logged_counts</td></tr><tr><td>timestamp</td><td>2025-10-03T19:33:09.986415</td></tr><tr><td>Fields Created</td><td>9</td></tr></table></details><details><summary>All Parameters</summary><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>auto_filtered</td><td>False</td></tr><tr><td>batch_size</td><td>0</td></tr><tr><td>compute_mahalanobis</td><td>True</td></tr><tr><td>condition1</td><td>Young</td></tr><tr><td>condition2</td><td>Old</td></tr><tr><td>copy</td><td>False</td></tr><tr><td>eps</td><td>1e-08</td></tr><tr><td>fdr_threshold</td><td>0.05</td></tr><tr><td>groupby</td><td>Age</td></tr><tr><td>inplace</td><td>True</td></tr><tr><td>jit_compile</td><td>False</td></tr><tr><td>landmarks</td><td>False</td></tr><tr><td>layer</td><td>logged_counts</td></tr><tr><td>ls_factor</td><td>10.0</td></tr><tr><td>max_memory_ratio</td><td>0.8</td></tr><tr><td>min_cells</td><td>2</td></tr><tr><td>n_landmarks</td><td>5000</td></tr><tr><td>null_genes</td><td>2000</td></tr><tr><td>null_seed</td><td>42</td></tr><tr><td>obsm_key</td><td>DM_EigenVectors</td></tr><tr><td>result_key</td><td>kompot_de</td></tr><tr><td>sigma</td><td>1.0</td></tr><tr><td>store_landmarks</td><td>False</td></tr><tr><td>store_posterior_covariance</td><td>False</td></tr><tr><td>use_sample_variance</td><td>False</td></tr><tr><td>used_landmarks</td><td>False</td></tr></table></details><details><summary>Environment</summary><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>hostname</td><td>gizmok39</td></tr><tr><td>pid</td><td>35268</td></tr><tr><td>platform</td><td>Linux-4.15.0-213-generic-x86_64-with-glibc2.27</td></tr><tr><td>python_version</td><td>3.12.10</td></tr><tr><td>timestamp</td><td>2025-10-03T19:33:09.986565</td></tr><tr><td>username</td><td>dotto</td></tr></table></details><details><summary>Fields Created by This Run</summary><div class='field-section'><div class='summary-box'><strong>Total Fields:</strong> 9 &nbsp;|&nbsp; <strong>Present:</strong> 5 &nbsp;|&nbsp; <strong>Missing:</strong> 0 &nbsp;|&nbsp; <strong>Overwritten:</strong> 4</div><table><tr><th style='width:40%'>Field Name</th><th style='width:10%'>Location</th><th style='width:35%'>Description</th><th style='width:15%'>Status</th></tr><tr><td colspan='4' class='location-header'>LAYERS Fields</td></tr><tr class='field-row'><td>kompot_de_Old_imputed</td><td>layers</td><td><small>[imputed]</small> Imputed expression for Old</td><td class='overwritten'>Overwritten by Run 1</td></tr><tr class='field-row'><td>kompot_de_Young_imputed</td><td>layers</td><td><small>[imputed]</small> Imputed expression for Young</td><td class='overwritten'>Overwritten by Run 1</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_fold_change</td><td>layers</td><td><small>[fold_change]</small> Log fold change for each cell and gene</td><td class='overwritten'>Overwritten by Run 1</td></tr><tr><td colspan='4' class='location-header'>OBS Fields</td></tr><tr class='field-row'><td>kompot_de_Old_std</td><td>obs</td><td><small>[std]</small> Posterior standard deviation of imputed expression for Old (same for all genes)</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_std</td><td>obs</td><td><small>[std]</small> Posterior standard deviation of imputed expression for Young (same for all genes)</td><td class='active'>Present</td></tr><tr><td colspan='4' class='location-header'>VAR Fields</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_is_de</td><td>var</td><td><small>[is_de]</small> Boolean indicator of differential expression at local FDR < 0.05</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mahalanobis</td><td>var</td><td><small>[mahalanobis]</small> Mahalanobis distances</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mahalanobis_local_fdr</td><td>var</td><td><small>[mahalanobis_local_fdr]</small> Local FDR values using empirical null estimation similar to R's fdrtool</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mean_lfc</td><td>var</td><td><small>[mean_log_fold_change]</small> Mean log fold change values</td><td class='overwritten'>Overwritten by Run 1</td></tr></table></div></details></div>"
      ],
      "text/plain": [
       "RunInfo(analysis_type=de, run_id=0, timestamp=2025-10-03T19:33:09.986415)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standard analysis\n",
    "run0 = kompot.RunInfo(adata, run_id=0, analysis_type=\"de\")\n",
    "run0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-04T04:12:06.870622Z",
     "iopub.status.busy": "2025-10-04T04:12:06.870018Z",
     "iopub.status.idle": "2025-10-04T04:12:07.020992Z",
     "shell.execute_reply": "2025-10-04T04:12:07.020328Z",
     "shell.execute_reply.started": "2025-10-04T04:12:06.870583Z"
    }
   },
   "outputs": [
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       "        <div class='kompot-comparison'><h3>Comparison of Run 0 and Run 1</h3><details><summary>Summary</summary><div class='summary-box'><strong>Analysis Type:</strong> DE &nbsp;|&nbsp; <strong>Run 0:</strong> unknown (2025-10-03T19:33:09.986415) &nbsp;|&nbsp; <strong>Run 1:</strong> unknown (2025-10-03T19:45:12.097844)</div><div style='margin: 10px 0;'><span class='badge badge-warning'>Parameters: 5 different, 32 same</span><span class='badge badge-warning'>Fields: 8 different, 4 same</span></div><table><tr><th rowspan='2'>Aspect</th><th colspan='2'>Run Details</th></tr><tr><th>Run 0</th><th>Run 1</th></tr><tr><td>conditions</td><td class=''>Young to Old</td><td class=''>Young to Old</td></tr><tr><td>result_key</td><td class=''>kompot_de</td><td class=''>kompot_de</td></tr><tr><td>uses_sample_variance</td><td class='diff-changed'>False</td><td class='diff-changed'>True</td></tr><tr><td>timestamp</td><td class='diff-changed'>2025-10-03T19:33:09.986415</td><td class='diff-changed'>2025-10-03T19:45:12.097844</td></tr><tr><td>Field Count</td><td class='diff-changed'>9</td><td class='diff-changed'>7</td></tr></table></details><details open><summary>Parameter Differences</summary><div class='summary-box'><strong>Total Parameters:</strong> 37 &nbsp;|&nbsp; <strong>Different:</strong> 5 &nbsp;|&nbsp; <strong>Only in Run 0:</strong> 0 &nbsp;|&nbsp; <strong>Only in Run 1:</strong> 0<div style='margin-top:8px'><span class='badge badge-warning'>Different Variance Method</span></div></div><h5 style='margin-top:15px; color:#d32f2f;'>Key Parameter Differences</h5><table><tr><th style='width:30%'>Parameter</th><th style='width:35%'>Run 0</th><th style='width:35%'>Run 1</th></tr><tr class='diff-changed'><td><strong>use_sample_variance</strong></td><td>False</td><td>True</td></tr></table><h5 style='margin-top:15px;'>All Parameter Differences</h5><table><tr><th style='width:30%'>Parameter</th><th style='width:35%'>Run 0</th><th style='width:35%'>Run 1</th></tr><tr><td colspan='3' class='field-category diff-changed'>Different Parameters</td></tr><tr class='diff-changed'><td>genes</td><td>None</td><td>Index(['H2-Q7', 'Cd74', 'H2-Aa', 'H2-Ab1', 'Igkc', 'H2-Eb1', 'AW112010',\n",
       "       'S100a9', 'Ifitm3', 'S100a8',\n",
       "       ...\n",
       "       'Rpl12', 'Dnaja1', 'Meis1', 'H2-T23', 'Pafah1b3', 'Il7r', 'Mmp8',\n",
       "       'Spi1', 'Bcl11a', 'Atpif1'],\n",
       "      dtype='object', length=200)</td></tr><tr class='diff-changed'><td>null_genes</td><td>2000</td><td>0</td></tr><tr class='diff-changed'><td>sample_col</td><td>None</td><td>Replicate</td></tr><tr class='diff-changed'><td>store_arrays_on_disk</td><td>None</td><td>True</td></tr><tr><td colspan='3' class='field-category diff-unchanged'>32 parameters are the same in both runs</td></tr></table></details><details><summary>Field Differences</summary><div class='summary-box'><strong>Fields in both runs:</strong> 4 &nbsp;|&nbsp; <strong>Only in Run 0:</strong> 5 &nbsp;|&nbsp; <strong>Only in Run 1:</strong> 3</div><table><tr><th style='width:40%'>Field Name</th><th style='width:10%'>Location</th><th style='width:25%'>Status</th><th style='width:25%'>Last Modified By</th></tr><tr><td colspan='4' class='location-header-shared'>LAYERS Shared Fields</td></tr><tr class='diff-unchanged'><td>kompot_de_Old_imputed</td><td>layers</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr class='diff-unchanged'><td>kompot_de_Young_imputed</td><td>layers</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr class='diff-unchanged'><td>kompot_de_Young_to_Old_fold_change</td><td>layers</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr><td colspan='4' class='location-header-shared'>VAR Shared Fields</td></tr><tr class='diff-unchanged'><td>kompot_de_Young_to_Old_mean_lfc</td><td>var</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr><td colspan='4' class='location-header'>LAYERS Different Fields</td></tr><tr class='diff-added'><td>kompot_de_Old_std</td><td>layers</td><td>Only in Run 1</td><td class='run2-only'>Run 1</td></tr><tr class='diff-added'><td>kompot_de_Young_std</td><td>layers</td><td>Only in Run 1</td><td class='run2-only'>Run 1</td></tr><tr><td colspan='4' class='location-header'>OBS Different Fields</td></tr><tr class='diff-removed'><td>kompot_de_Old_std</td><td>obs</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-removed'><td>kompot_de_Young_std</td><td>obs</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr><td colspan='4' class='location-header'>VAR Different Fields</td></tr><tr class='diff-removed'><td>kompot_de_Young_to_Old_is_de</td><td>var</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-removed'><td>kompot_de_Young_to_Old_mahalanobis</td><td>var</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-removed'><td>kompot_de_Young_to_Old_mahalanobis_local_fdr</td><td>var</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-added'><td>kompot_de_Young_to_Old_mahalanobis_sample_var</td><td>var</td><td>Only in Run 1</td><td class='run2-only'>Run 1</td></tr></table><div class='note-box'><strong>Note on shared fields:</strong> When both runs define the same field, the last run to write to the field overwrites the previous value. The 'Last Modified By' column shows which run's value is currently stored.</div></details></div>"
      ],
      "text/plain": [
       "RunComparison(run1=0, run2=1, same_fields=4, different_params=5)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compare runs\n",
    "run0.compare_with(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Best Practices\n",
    "\n",
    "### When to Use Sample Variance\n",
    "\n",
    "**Use sample variance when:**\n",
    "- You have ≥3 biological replicates per condition\n",
    "- You want conservative, reproducible results\n",
    "- Inter-sample variability is expected (e.g., patient samples)\n",
    "\n",
    "**Skip sample variance when:**\n",
    "- Only one sample per condition\n",
    "- Computational resources are limited\n",
    "\n",
    "### Resource Considerations\n",
    "\n",
    "Sample variance increases computation time and memory:\n",
    "\n",
    "- **DA**: Modest increase (one estimator per sample)\n",
    "- **DE**: Substantial increase (gene-specific covariances)\n",
    "\n",
    "For DE with sample variance:\n",
    "1. Always run `dry_run_differential_expression` first\n",
    "2. Consider analyzing a subset of genes (top hits from standard analysis)\n",
    "3. Use `store_arrays_on_disk=True` for large datasets\n",
    "4. Set `null_genes=0` if you don't need FDR thresholds\n",
    "\n",
    "### Interpretation\n",
    "\n",
    "Results with sample variance are:\n",
    "- **More conservative**: Fewer significant findings\n",
    "- **More reproducible**: Robust to sample-specific effects\n",
    "- **More biologically meaningful**: Account for natural variation\n",
    "\n",
    "Genes/cell states that remain significant after sample variance correction represent robust biological signals consistent across replicates."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
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     "iopub.status.idle": "2025-10-03T20:42:38.099887Z",
     "shell.execute_reply": "2025-10-03T20:42:38.099203Z",
     "shell.execute_reply.started": "2025-10-03T20:42:38.048288Z"
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:42:38,074] [INFO    ] Cleaning up all 2 run(s)\n",
      "[2025-10-03 13:42:38,087] [INFO    ] Cleaned up 3 field(s) from run 0:\n",
      "[2025-10-03 13:42:38,088] [INFO    ]   layers (3 field(s)):\n",
      "[2025-10-03 13:42:38,088] [INFO    ]     - kompot_de_Young_imputed\n",
      "[2025-10-03 13:42:38,089] [INFO    ]     - kompot_de_Old_imputed\n",
      "[2025-10-03 13:42:38,090] [INFO    ]     - kompot_de_Young_to_Old_fold_change\n",
      "[2025-10-03 13:42:38,092] [INFO    ] Cleaned up 2 field(s) from run 1:\n",
      "[2025-10-03 13:42:38,092] [INFO    ]   layers (2 field(s)):\n",
      "[2025-10-03 13:42:38,093] [INFO    ]     - kompot_de_Young_std\n",
      "[2025-10-03 13:42:38,094] [INFO    ]     - kompot_de_Old_std\n",
      "[2025-10-03 13:42:38,094] [INFO    ] Total: Cleaned up 5 field(s) across 2 run(s)\n"
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   ],
   "source": [
    "# Cleanup large layers from both runs\n",
    "kompot.cleanup(adata)"
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  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2025-10-03T20:42:38.100568Z",
     "iopub.status.idle": "2025-10-03T20:42:51.837387Z",
     "shell.execute_reply": "2025-10-03T20:42:51.836064Z",
     "shell.execute_reply.started": "2025-10-03T20:42:38.100824Z"
    }
   },
   "outputs": [],
   "source": [
    "adata.write_h5ad(\"../data/murine_bone_marrow_aging_with_sample_variance.h5ad\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "This tutorial demonstrated:\n",
    "\n",
    "✓ Why sample variance matters in multi-sample studies  \n",
    "✓ How to enable sample variance with `sample_col` parameter  \n",
    "✓ Resource planning for sample variance analyses  \n",
    "✓ Comparing results with/without sample variance  \n",
    "✓ Identifying sample-variable genes  \n",
    "✓ Best practices for sample variance analysis  \n",
    "\n",
    "### Key Takeaways\n",
    "\n",
    "1. Sample variance provides **more reliable** significance estimates when you have biological replicates\n",
    "2. Effect sizes remain **identical**; only statistical significance changes\n",
    "3. Results are **more conservative** but also more reproducible\n",
    "4. Use **resource planning** for DE with sample variance due to increased memory requirements\n",
    "\n",
    "For more information, see the [Kompot documentation](https://kompot.readthedocs.io/en/latest/)."
   ]
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