{ "cells": [ { "cell_type": "markdown", "id": "placeholder", "metadata": {}, "source": [ "# Within-region correlation — false positive rate\n", "\n", "`correlate_within_region()` tests, independently within each parcel, whether subjects\n", "with a higher value in X also have a higher value in Y across the set of X/Y maps (e.g.\n", "subjects) -- the transpose of [`colocalize()`](bench1-1_map_surrogates_fpr.ipynb)\n", "(which correlate *across parcels*, within a subject/map). The null is generated by\n", "permuting *map/subject identity*, not by permuting parcels spatially -- so, there is no \n", "obvious mechanism by which GRF spatial smoothness (`alpha`) should affect calibration here.\n", "This notebook checks that prediction directly, using the same GRF (Gaussian Random Field) \n", "methodology as the spatial null methods benchmark (Markello & Misic, 2021), across a range \n", "of sample sizes (subjects) from 10 to 100.\n", "\n", "Because this is a mass-univariate test repeated once per parcel, this notebook also\n", "benchmarks the multiple-comparison correction options exposed by\n", "`get_within_region_correlations(mc_method=...)` -- raw per-parcel FPR, family-wise\n", "error rate (FWER) under `maxT`/`step_maxT`, and false discovery rate (FDR) under `fdr_bh`.\n", "\n", "> **Reference:** Markello RD & Misic B (2021). Comparing spatial null models for\n", "> brain maps. *NeuroImage*, 236, 118052. https://doi.org/10.1016/j.neuroimage.2021.118052\n", "\n", "> **Note:** this notebook is compute-intensive at large `N_REPS`. It is designed to be\n", "> pre-run. For a quick smoke-test, set `N_REPS=10`." ] }, { "cell_type": "markdown", "id": "83a08173", "metadata": {}, "source": [ "## Benchmark design\n", "\n", "For each `(alpha, n_subjects, method)` condition:\n", "\n", "1. Draw **`N_REPS`** independent repetitions: for each, sample `2 * n_subjects`\n", " GRF maps from the `alpha` pool *without replacement* (guaranteeing X and Y are\n", " independent draws, i.e. H0 -- no true correlation -- holds by construction), split\n", " into `n_subjects` X-maps and `n_subjects` Y-maps. GRF's `alpha > 0` pool only has\n", " 1,000 maps, so at `n_subjects=100` (`2*100=200` maps needed per repetition) fewer\n", " than `N_REPS` fully-disjoint repetitions are possible without exhausting the pool;\n", " once exhausted, the pool is reused with a fresh random draw (fresh `rng` per\n", " repetition), which trades a small amount of between-repetition independence for\n", " being able to run `N_REPS` repetitions at every sample size.\n", "2. Run `correlate_within_region(method=method, n_perm=N_PERM)`, then\n", " `get_within_region_correlations(mc_method=...)` for `fdr_bh`/`maxT`/`step_maxT`,\n", " and `get_within_region_correlations_omnibus(omnibus_stat=...)` for `rho`/`absrho`/\n", " `rho2`. `meff` is **not** available through `get_within_region_correlations()` -- it\n", " is evaluated here via the low-level primitives (`compute_meff`/\n", " `meff_sidak_correction`) directly, purely to document why it's excluded from the\n", " public API (see Configuration cell and Interpretation below).\n", "3. Pool all `N_REPS * n_parcels` raw p-values per condition for the raw FPR; for the\n", " FWER corrections (`maxT`/`step_maxT`/`meff`-Sidak) and the omnibus test, pool the\n", " *any-rejection-per-repetition* / *single-test-per-repetition* indicator instead (the\n", " right unit for a family-wise / single-test rate); for `fdr_bh`, pool the per-parcel\n", " rejections directly (FDR is already parcel-level, not family-level).\n", "\n", "### Condition grid\n", "\n", "| axis | values |\n", "|---|---|\n", "| alpha | 0.0, 1.0, 2.0, 3.0 |\n", "| n_subjects | 10, 15, 20, 25, 30, 40, 50, 60, 70, 80, 90, 100 |\n", "| method | pearson, spearman |\n", "| correction | none (raw), fdr_bh, maxT, step_maxT, meff (benchmark-only, not public API) |\n", "| omnibus_stat | rho, absrho, rho2 |" ] }, { "cell_type": "code", "execution_count": null, "id": "92f8a770", "metadata": { "execution": { "iopub.execute_input": "2026-07-17T17:10:17.086231Z", "iopub.status.busy": "2026-07-17T17:10:17.085877Z", "iopub.status.idle": "2026-07-17T17:10:19.630265Z", "shell.execute_reply": "2026-07-17T17:10:19.629903Z" } }, "outputs": [], "source": [ "# ── Configuration ─────────────────────────────────────────────────────────────\n", "PARC = \"Yan200\"\n", "ALPHAS = [0.0, 1.0, 2.0, 3.0]\n", "N_SUBJ_SIZES = [10, 15, 20, 25, 30, 40, 50, 60, 70, 80, 90, 100]\n", "METHODS = [\"pearson\", \"spearman\"]\n", "MC_METHODS = [\"fdr_bh\", \"maxT\", \"step_maxT\", \"meff\"]\n", "OMNIBUS_STATS = [\"rho\", \"absrho\", \"rho2\"] # get_within_region_correlations_omnibus()\n", "\n", "N_REPS = 200 # independent repetitions per condition\n", "N_PERM = 1000 # subject-permutation null size per correlate_within_region() call\n", "P_THRESH = 0.05\n", "SEED = 42\n", "\n", "import time\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sn\n", "from nispace import NiSpace\n", "from nispace.datasets import fetch_reference\n", "# meff is evaluated here via the low-level primitives directly, NOT through\n", "# get_within_region_correlations(mc_method=\"meff\") -- that option is deliberately\n", "# rejected by the public API (see below): with n_subjects << n_parcels, the\n", "# parcel-parcel correlation matrix it needs is rank-deficient and meff badly\n", "# underestimates true effective dimensionality, giving an anti-conservative\n", "# correction. This notebook is exactly what demonstrated that, so meff stays in the\n", "# benchmark for documentation purposes, computed independently of the public API.\n", "from nispace.stats.misc import compute_meff, meff_sidak_correction\n", "\n", "\n", "def sample_disjoint(grf_alpha, n_needed, rng):\n", " \"\"\"n_needed rows sampled without replacement from grf_alpha (reused across\n", " repetitions once the pool at this alpha is smaller than n_needed).\"\"\"\n", " n = len(grf_alpha)\n", " if n < n_needed:\n", " # pool exhausted at this alpha (e.g. alpha>0 has only 1000 maps); fall back to\n", " # sampling with replacement rather than failing -- see design note above\n", " idx = rng.choice(n, size=n_needed, replace=True)\n", " else:\n", " idx = rng.choice(n, size=n_needed, replace=False)\n", " return grf_alpha.iloc[idx]" ] }, { "cell_type": "code", "execution_count": 2, "id": "b1f37775", "metadata": { "execution": { "iopub.execute_input": "2026-07-17T17:10:19.632363Z", "iopub.status.busy": "2026-07-17T17:10:19.632111Z", "iopub.status.idle": "2026-07-17T17:10:19.636584Z", "shell.execute_reply": "2026-07-17T17:10:19.636344Z" } }, "outputs": [], "source": [ "# ── Helper functions ──────────────────────────────────────────────────────────\n", "\n", "def run_condition(grf_alpha, n_subj, method, rep_seed):\n", " \"\"\"One (alpha, n_subjects, method) condition -> raw p pool + per-repetition\n", " any-rejection indicators for each FWER correction + per-parcel rejections for FDR\n", " + per-repetition rejection indicators for each omnibus_stat.\"\"\"\n", " p_pool = []\n", " fwer_reject = {mc: [] for mc in [\"maxT\", \"step_maxT\", \"meff\"]}\n", " fdr_reject = []\n", " omnibus_reject = {os: [] for os in OMNIBUS_STATS}\n", " subj_labels = [f\"s{i}\" for i in range(n_subj)]\n", "\n", " for rep in range(N_REPS):\n", " rng = np.random.default_rng(rep_seed + rep)\n", " draw = sample_disjoint(grf_alpha, 2 * n_subj, rng)\n", " X, Y = draw.iloc[:n_subj], draw.iloc[n_subj:]\n", " # X and Y are intentionally independent GRF draws paired positionally as\n", " # \"subjects\" -- give them shared synthetic subject labels so\n", " # correlate_within_region() doesn't warn about their (unrelated) original\n", " # GRF map index labels not matching\n", " X = X.set_axis(subj_labels, axis=0)\n", " Y = Y.set_axis(subj_labels, axis=0)\n", " # parcellation=None: X/Y are already Yan200-parcellated (columns carry parcel\n", " # labels), so no parcellation object / dist_mat / spin_mat is needed or fetched\n", " # -- correlate_within_region() has no spatial-null dependency at all (see\n", " # project_lazy_parcellation_loading memory: fit() eagerly fetches those for a\n", " # real `parcellation=` regardless of use, ~100x slower per repetition here)\n", " nsp = NiSpace(x=X, y=Y, parcellation=None, standardize=False, verbose=False, n_proc=1)\n", " nsp.fit()\n", " nsp.correlate_within_region(method=method, n_perm=N_PERM, seed=rep_seed + rep)\n", "\n", " out = nsp.get_within_region_correlations()\n", " p_pool.extend(out[\"p\"].values.ravel().tolist())\n", "\n", " for mc in [\"maxT\", \"step_maxT\"]:\n", " out_mc = nsp.get_within_region_correlations(mc_method=mc)\n", " fwer_reject[mc].append(bool((out_mc[\"p_corr\"].values <= P_THRESH).any()))\n", "\n", " # meff: NOT via get_within_region_correlations(mc_method=\"meff\") -- that\n", " # option is deliberately rejected by the public API (see Configuration cell).\n", " # Computed here directly for benchmarking/documentation purposes only. Same\n", " # parcels-as-rows orientation as get_within_region_correlations() used to\n", " # apply (matches compute_meff's use elsewhere: effective number of\n", " # independent items being corrected -- here, parcels, not subjects).\n", " meff = compute_meff(X.values.T)\n", " _, reject_meff = meff_sidak_correction(out[\"p\"], meff, alpha=P_THRESH)\n", " fwer_reject[\"meff\"].append(bool(reject_meff.values.any()))\n", "\n", " out_fdr = nsp.get_within_region_correlations(mc_method=\"fdr_bh\")\n", " fdr_reject.extend((out_fdr[\"p_corr\"].values <= P_THRESH).ravel().tolist())\n", "\n", " # omnibus: one p-value per repetition per omnibus_stat (single global test,\n", " # not per-parcel) -- reuses the same stored null, no extra permutations\n", " for os in OMNIBUS_STATS:\n", " out_omni = nsp.get_within_region_correlations_omnibus(omnibus_stat=os)\n", " omnibus_reject[os].append(out_omni[\"p\"] < P_THRESH)\n", "\n", " return {\n", " \"p_pool\": np.array(p_pool),\n", " \"fwer_reject\": {mc: np.array(v) for mc, v in fwer_reject.items()},\n", " \"fdr_reject\": np.array(fdr_reject),\n", " \"omnibus_reject\": {os: np.array(v) for os, v in omnibus_reject.items()},\n", " }" ] }, { "cell_type": "code", "execution_count": 3, "id": "92d9bb5b", "metadata": { "execution": { "iopub.execute_input": "2026-07-17T17:10:19.637822Z", "iopub.status.busy": "2026-07-17T17:10:19.637716Z", "iopub.status.idle": "2026-07-17T17:13:03.937021Z", "shell.execute_reply": "2026-07-17T17:13:03.936662Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95% CI for raw-FPR pooled n=40000: [0.048, 0.052]\n", "95% CI for FWER/omnibus pooled n=200: [0.020, 0.080]\n", "\n", "============================================================\n", "ALPHA: 0.0\n", " OK pearson N=10 alpha=0.0 raw_FPR=0.048 FDR_rate=0.000 (7s, total 7s)\n", " OK pearson N=15 alpha=0.0 raw_FPR=0.049 FDR_rate=0.000 (8s, total 15s)\n", " OK pearson N=20 alpha=0.0 raw_FPR=0.049 FDR_rate=0.000 (10s, total 25s)\n", " OK pearson N=25 alpha=0.0 raw_FPR=0.051 FDR_rate=0.000 (11s, total 36s)\n", " OK pearson N=30 alpha=0.0 raw_FPR=0.050 FDR_rate=0.000 (12s, total 47s)\n", " OK pearson N=40 alpha=0.0 raw_FPR=0.051 FDR_rate=0.000 (14s, total 61s)\n", " OK pearson N=50 alpha=0.0 raw_FPR=0.050 FDR_rate=0.000 (16s, total 77s)\n", " OK pearson N=60 alpha=0.0 raw_FPR=0.050 FDR_rate=0.000 (18s, total 95s)\n", " OK pearson N=70 alpha=0.0 raw_FPR=0.052 FDR_rate=0.000 (20s, total 116s)\n", " OK pearson N=80 alpha=0.0 raw_FPR=0.050 FDR_rate=0.000 (23s, total 139s)\n", " OK pearson N=90 alpha=0.0 raw_FPR=0.051 FDR_rate=0.000 (29s, total 168s)\n", " OK pearson N=100 alpha=0.0 raw_FPR=0.050 FDR_rate=0.000 (32s, total 201s)\n", " !! spearman N=10 alpha=0.0 raw_FPR=0.047 FDR_rate=0.000 (7s, total 207s)\n", " OK spearman N=15 alpha=0.0 raw_FPR=0.048 FDR_rate=0.000 (8s, total 215s)\n", " OK spearman N=20 alpha=0.0 raw_FPR=0.050 FDR_rate=0.000 (9s, total 224s)\n", " OK spearman N=25 alpha=0.0 raw_FPR=0.048 FDR_rate=0.000 (10s, total 234s)\n", " OK spearman N=30 alpha=0.0 raw_FPR=0.051 FDR_rate=0.000 (11s, total 245s)\n", " OK spearman N=40 alpha=0.0 raw_FPR=0.048 FDR_rate=0.000 (13s, total 258s)\n", " OK spearman N=50 alpha=0.0 raw_FPR=0.049 FDR_rate=0.000 (15s, total 274s)\n", " OK spearman N=60 alpha=0.0 raw_FPR=0.049 FDR_rate=0.000 (17s, total 291s)\n", " OK spearman N=70 alpha=0.0 raw_FPR=0.051 FDR_rate=0.000 (19s, total 310s)\n", " !! spearman N=80 alpha=0.0 raw_FPR=0.052 FDR_rate=0.000 (21s, total 331s)\n", " OK spearman N=90 alpha=0.0 raw_FPR=0.048 FDR_rate=0.000 (27s, total 358s)\n", " OK spearman N=100 alpha=0.0 raw_FPR=0.049 FDR_rate=0.000 (29s, total 387s)\n", "\n", "============================================================\n", "ALPHA: 1.0\n", " OK pearson N=10 alpha=1.0 raw_FPR=0.051 FDR_rate=0.000 (6s, total 393s)\n", " OK pearson N=15 alpha=1.0 raw_FPR=0.052 FDR_rate=0.000 (8s, total 401s)\n", " OK pearson N=20 alpha=1.0 raw_FPR=0.049 FDR_rate=0.000 (9s, total 411s)\n", " OK pearson N=25 alpha=1.0 raw_FPR=0.052 FDR_rate=0.000 (10s, total 421s)\n", " !! pearson N=30 alpha=1.0 raw_FPR=0.053 FDR_rate=0.000 (11s, total 433s)\n", " !! pearson N=40 alpha=1.0 raw_FPR=0.046 FDR_rate=0.000 (14s, total 447s)\n", " OK pearson N=50 alpha=1.0 raw_FPR=0.051 FDR_rate=0.000 (16s, total 462s)\n", " OK pearson N=60 alpha=1.0 raw_FPR=0.050 FDR_rate=0.000 (18s, total 481s)\n", " !! pearson N=70 alpha=1.0 raw_FPR=0.048 FDR_rate=0.000 (22s, total 503s)\n", " OK pearson N=80 alpha=1.0 raw_FPR=0.050 FDR_rate=0.000 (23s, total 526s)\n", " OK pearson N=90 alpha=1.0 raw_FPR=0.051 FDR_rate=0.000 (29s, total 555s)\n", " OK pearson N=100 alpha=1.0 raw_FPR=0.051 FDR_rate=0.000 (32s, total 587s)\n", " OK spearman N=10 alpha=1.0 raw_FPR=0.049 FDR_rate=0.000 (7s, total 594s)\n", " OK spearman N=15 alpha=1.0 raw_FPR=0.049 FDR_rate=0.000 (8s, total 602s)\n", " OK spearman N=20 alpha=1.0 raw_FPR=0.050 FDR_rate=0.000 (9s, total 611s)\n", " OK spearman N=25 alpha=1.0 raw_FPR=0.051 FDR_rate=0.000 (10s, total 621s)\n", " OK spearman N=30 alpha=1.0 raw_FPR=0.050 FDR_rate=0.000 (11s, total 632s)\n", " !! spearman N=40 alpha=1.0 raw_FPR=0.047 FDR_rate=0.000 (14s, total 646s)\n", " OK spearman N=50 alpha=1.0 raw_FPR=0.048 FDR_rate=0.000 (15s, total 661s)\n", " OK spearman N=60 alpha=1.0 raw_FPR=0.051 FDR_rate=0.000 (17s, total 679s)\n", " !! spearman N=70 alpha=1.0 raw_FPR=0.052 FDR_rate=0.000 (21s, total 699s)\n", " OK spearman N=80 alpha=1.0 raw_FPR=0.049 FDR_rate=0.000 (22s, total 721s)\n", " OK spearman N=90 alpha=1.0 raw_FPR=0.051 FDR_rate=0.000 (27s, total 748s)\n", " OK spearman N=100 alpha=1.0 raw_FPR=0.050 FDR_rate=0.000 (29s, total 777s)\n", "\n", "============================================================\n", "ALPHA: 2.0\n", " OK pearson N=10 alpha=2.0 raw_FPR=0.050 FDR_rate=0.001 (7s, total 784s)\n", " OK pearson N=15 alpha=2.0 raw_FPR=0.049 FDR_rate=0.001 (8s, total 792s)\n", " OK pearson N=20 alpha=2.0 raw_FPR=0.052 FDR_rate=0.001 (10s, total 801s)\n", " !! pearson N=25 alpha=2.0 raw_FPR=0.054 FDR_rate=0.001 (11s, total 812s)\n", " OK pearson N=30 alpha=2.0 raw_FPR=0.051 FDR_rate=0.001 (12s, total 824s)\n", " OK pearson N=40 alpha=2.0 raw_FPR=0.048 FDR_rate=0.001 (14s, total 838s)\n", " OK pearson N=50 alpha=2.0 raw_FPR=0.050 FDR_rate=0.002 (17s, total 855s)\n", " OK pearson N=60 alpha=2.0 raw_FPR=0.051 FDR_rate=0.002 (19s, total 874s)\n", " OK pearson N=70 alpha=2.0 raw_FPR=0.050 FDR_rate=0.001 (21s, total 894s)\n", " !! pearson N=80 alpha=2.0 raw_FPR=0.047 FDR_rate=0.001 (23s, total 918s)\n", " OK pearson N=90 alpha=2.0 raw_FPR=0.051 FDR_rate=0.002 (29s, total 946s)\n", " !! pearson N=100 alpha=2.0 raw_FPR=0.047 FDR_rate=0.001 (33s, total 979s)\n", " OK spearman N=10 alpha=2.0 raw_FPR=0.050 FDR_rate=0.000 (7s, total 986s)\n", " OK spearman N=15 alpha=2.0 raw_FPR=0.051 FDR_rate=0.000 (8s, total 994s)\n", " !! spearman N=20 alpha=2.0 raw_FPR=0.053 FDR_rate=0.001 (9s, total 1003s)\n", " OK spearman N=25 alpha=2.0 raw_FPR=0.050 FDR_rate=0.000 (10s, total 1013s)\n", " OK spearman N=30 alpha=2.0 raw_FPR=0.052 FDR_rate=0.001 (11s, total 1024s)\n", " !! spearman N=40 alpha=2.0 raw_FPR=0.047 FDR_rate=0.001 (14s, total 1038s)\n", " OK spearman N=50 alpha=2.0 raw_FPR=0.051 FDR_rate=0.001 (15s, total 1053s)\n", " OK spearman N=60 alpha=2.0 raw_FPR=0.050 FDR_rate=0.000 (18s, total 1071s)\n", " OK spearman N=70 alpha=2.0 raw_FPR=0.051 FDR_rate=0.001 (19s, total 1091s)\n", " OK spearman N=80 alpha=2.0 raw_FPR=0.052 FDR_rate=0.001 (21s, total 1112s)\n", " !! spearman N=90 alpha=2.0 raw_FPR=0.054 FDR_rate=0.001 (23s, total 1135s)\n", " !! spearman N=100 alpha=2.0 raw_FPR=0.046 FDR_rate=0.001 (25s, total 1160s)\n", "\n", "============================================================\n", "ALPHA: 3.0\n", " OK pearson N=10 alpha=3.0 raw_FPR=0.052 FDR_rate=0.001 (7s, total 1167s)\n", " !! pearson N=15 alpha=3.0 raw_FPR=0.046 FDR_rate=0.000 (8s, total 1175s)\n", " OK pearson N=20 alpha=3.0 raw_FPR=0.052 FDR_rate=0.002 (9s, total 1185s)\n", " OK pearson N=25 alpha=3.0 raw_FPR=0.051 FDR_rate=0.003 (11s, total 1195s)\n", " !! pearson N=30 alpha=3.0 raw_FPR=0.042 FDR_rate=0.001 (12s, total 1207s)\n", " !! pearson N=40 alpha=3.0 raw_FPR=0.054 FDR_rate=0.003 (14s, total 1221s)\n", " OK pearson N=50 alpha=3.0 raw_FPR=0.049 FDR_rate=0.001 (17s, total 1238s)\n", " OK pearson N=60 alpha=3.0 raw_FPR=0.049 FDR_rate=0.003 (19s, total 1257s)\n", " OK pearson N=70 alpha=3.0 raw_FPR=0.048 FDR_rate=0.001 (21s, total 1278s)\n", " OK pearson N=80 alpha=3.0 raw_FPR=0.050 FDR_rate=0.002 (23s, total 1302s)\n", " !! pearson N=90 alpha=3.0 raw_FPR=0.057 FDR_rate=0.005 (26s, total 1327s)\n", " !! pearson N=100 alpha=3.0 raw_FPR=0.046 FDR_rate=0.002 (28s, total 1355s)\n", " OK spearman N=10 alpha=3.0 raw_FPR=0.050 FDR_rate=0.001 (7s, total 1362s)\n", " OK spearman N=15 alpha=3.0 raw_FPR=0.051 FDR_rate=0.001 (8s, total 1370s)\n", " !! spearman N=20 alpha=3.0 raw_FPR=0.054 FDR_rate=0.002 (9s, total 1379s)\n", " !! spearman N=25 alpha=3.0 raw_FPR=0.046 FDR_rate=0.001 (10s, total 1389s)\n", " OK spearman N=30 alpha=3.0 raw_FPR=0.048 FDR_rate=0.001 (11s, total 1400s)\n", " OK spearman N=40 alpha=3.0 raw_FPR=0.051 FDR_rate=0.002 (14s, total 1414s)\n", " !! spearman N=50 alpha=3.0 raw_FPR=0.057 FDR_rate=0.003 (16s, total 1429s)\n", " !! spearman N=60 alpha=3.0 raw_FPR=0.045 FDR_rate=0.002 (18s, total 1447s)\n", " OK spearman N=70 alpha=3.0 raw_FPR=0.051 FDR_rate=0.002 (20s, total 1467s)\n", " OK spearman N=80 alpha=3.0 raw_FPR=0.050 FDR_rate=0.003 (21s, total 1488s)\n", " OK spearman N=90 alpha=3.0 raw_FPR=0.048 FDR_rate=0.003 (23s, total 1511s)\n", " OK spearman N=100 alpha=3.0 raw_FPR=0.052 FDR_rate=0.002 (27s, total 1539s)\n", "\n", "============================================================\n", "96 conditions run in 1539s total.\n" ] } ], "source": [ "# ── Run all conditions ────────────────────────────────────────────────────────\n", "n_pooled = N_REPS * 200 # n_parcels for Yan200\n", "ci_lo = P_THRESH - 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / n_pooled)\n", "ci_hi = P_THRESH + 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / n_pooled)\n", "print(f\"95% CI for raw-FPR pooled n={n_pooled}: [{ci_lo:.3f}, {ci_hi:.3f}]\")\n", "\n", "# one test per repetition (n=N_REPS) -- shared by FWER (any-rejection) and omnibus\n", "# (single global test), both summarized as a per-repetition rejection rate\n", "ci_lo_fwer = P_THRESH - 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / N_REPS)\n", "ci_hi_fwer = P_THRESH + 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / N_REPS)\n", "print(f\"95% CI for FWER/omnibus pooled n={N_REPS}: [{ci_lo_fwer:.3f}, {ci_hi_fwer:.3f}]\")\n", "\n", "grf = fetch_reference(\"grf\", parcellation=PARC, collection=\"ByAlpha\", verbose=False)\n", "\n", "records = []\n", "cond_id = 0\n", "t_start = time.time()\n", "\n", "for alpha in ALPHAS:\n", " grf_a = grf.loc[f\"alpha-{alpha:.1f}\"]\n", " print(f\"\\n{'='*60}\\nALPHA: {alpha}\")\n", "\n", " for method in METHODS:\n", " for n_subj in N_SUBJ_SIZES:\n", " cond_id += 1\n", " t0 = time.time()\n", " out = run_condition(grf_a, n_subj, method, SEED + cond_id * 1000)\n", "\n", " raw_fpr = (out[\"p_pool\"] < P_THRESH).mean()\n", " fdr_rate = out[\"fdr_reject\"].mean()\n", " status = \"OK\" if ci_lo <= raw_fpr <= ci_hi else \"!!\"\n", " print(f\" {status} {method:8s} N={n_subj:<4d} alpha={alpha} raw_FPR={raw_fpr:.3f} \"\n", " f\"FDR_rate={fdr_rate:.3f} ({time.time()-t0:.0f}s, total {time.time()-t_start:.0f}s)\")\n", "\n", " records.append({\n", " \"alpha\": alpha, \"method\": method, \"n_subj\": n_subj,\n", " \"raw_fpr\": raw_fpr, \"n_pooled\": len(out[\"p_pool\"]),\n", " \"fdr_rate\": fdr_rate,\n", " })\n", " for mc in [\"maxT\", \"step_maxT\", \"meff\"]:\n", " records[-1][f\"fwer_{mc}\"] = out[\"fwer_reject\"][mc].mean()\n", " for os in OMNIBUS_STATS:\n", " records[-1][f\"omnibus_{os}\"] = out[\"omnibus_reject\"][os].mean()\n", "\n", "results = pd.DataFrame(records)\n", "print(f\"\\n{'='*60}\\n{len(results)} conditions run in {time.time()-t_start:.0f}s total.\")" ] }, { "cell_type": "markdown", "id": "e416df3a", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 4, "id": "65498a1c", "metadata": { "execution": { "iopub.execute_input": "2026-07-17T17:13:03.939427Z", "iopub.status.busy": "2026-07-17T17:13:03.939285Z", "iopub.status.idle": "2026-07-17T17:13:04.191605Z", "shell.execute_reply": "2026-07-17T17:13:04.191091Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Heatmap: raw FPR per (n_subj × alpha), one panel per method\n", "fig, axes = plt.subplots(1, len(METHODS), figsize=(5*len(METHODS), 4.5), sharey=True)\n", "for ax, method in zip(np.atleast_1d(axes), METHODS):\n", " sub = results[results.method == method]\n", " piv = sub.pivot(index=\"n_subj\", columns=\"alpha\", values=\"raw_fpr\")\n", " sn.heatmap(piv, ax=ax, annot=True, fmt=\".3f\", annot_kws={\"size\": 9}, cmap=\"RdBu_r\",\n", " vmin=0, vmax=0.15, center=P_THRESH, cbar_kws={\"label\": \"raw FPR\"}, linewidths=0.5)\n", " ax.set_title(method)\n", " ax.set_xlabel(\"GRF alpha\")\n", " ax.set_ylabel(\"n_subjects\")\n", "fig.suptitle(f\"Raw per-parcel FPR, correlate_within_region() \"\n", " f\"(target={P_THRESH}, 95% CI [{ci_lo:.3f}-{ci_hi:.3f}])\", fontsize=11)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 5, "id": "e260ff0b", "metadata": { "execution": { "iopub.execute_input": "2026-07-17T17:13:04.193214Z", "iopub.status.busy": "2026-07-17T17:13:04.193091Z", "iopub.status.idle": "2026-07-17T17:13:04.948936Z", "shell.execute_reply": "2026-07-17T17:13:04.948554Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Line plots: all 5 correction levels vs n_subjects, one line per alpha, split by method.\n", "# meff gets its own (wider) y-scale -- see Interpretation, it's badly miscalibrated here\n", "# and would otherwise be clipped/invisible on the same 0-0.2 scale as the others.\n", "METRICS = [\n", " (\"raw_fpr\", \"raw FPR (uncorrected)\", (ci_lo, ci_hi), (0, 0.2)),\n", " (\"fdr_rate\", \"FDR rejection rate (fdr_bh)\", (ci_lo, ci_hi), (0, 0.2)),\n", " (\"fwer_maxT\", \"FWER (maxT)\", (ci_lo_fwer, ci_hi_fwer), (0, 0.2)),\n", " (\"fwer_step_maxT\", \"FWER (step_maxT)\", (ci_lo_fwer, ci_hi_fwer), (0, 0.2)),\n", " (\"fwer_meff\", \"FWER (meff-Sidak)\", (ci_lo_fwer, ci_hi_fwer), (0, 0.8)),\n", "]\n", "\n", "fig, axes = plt.subplots(len(METHODS), len(METRICS), figsize=(4.2*len(METRICS), 4*len(METHODS)),\n", " sharex=True)\n", "if len(METHODS) == 1:\n", " axes = axes[np.newaxis, :]\n", "\n", "for row, method in enumerate(METHODS):\n", " sub = results[results.method == method]\n", " for col, (col_name, ylabel, ci, ylim) in enumerate(METRICS):\n", " ax = axes[row, col]\n", " for alpha, grp in sub.groupby(\"alpha\"):\n", " g = grp.sort_values(\"n_subj\")\n", " ax.plot(g[\"n_subj\"], g[col_name], marker=\"o\", label=f\"alpha={alpha}\")\n", " ax.axhline(P_THRESH, color=\"k\", lw=1, zorder=0)\n", " ax.axhspan(*ci, alpha=0.12, color=\"green\", zorder=0)\n", " ax.set_title(f\"{method}: {ylabel}\")\n", " ax.set_xlabel(\"n_subjects\")\n", " ax.set_ylim(*ylim)\n", " if col == 0:\n", " ax.set_ylabel(\"rate\")\n", " if row == 0 and col == 0:\n", " ax.legend(fontsize=8)\n", "fig.suptitle(\"Calibration vs. sample size and GRF spatial smoothness, all correction levels\",\n", " fontsize=12)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 6, "id": "76c2254c", "metadata": { "execution": { "iopub.execute_input": "2026-07-17T17:13:04.950905Z", "iopub.status.busy": "2026-07-17T17:13:04.950768Z", "iopub.status.idle": "2026-07-17T17:13:18.651622Z", "shell.execute_reply": "2026-07-17T17:13:18.651307Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# p-value histograms at n_subj=10 (highest-risk small-N regime), pooled across alpha, per method\n", "fig, axes = plt.subplots(1, len(METHODS), figsize=(5*len(METHODS), 3.5))\n", "for ax, method in zip(np.atleast_1d(axes), METHODS):\n", " # `results` only stores summary FPR, not the raw pooled p-array -- rerun once,\n", " # cheaply, purely for the histogram\n", " ps = []\n", " for alpha in ALPHAS:\n", " grf_a = grf.loc[f\"alpha-{alpha:.1f}\"]\n", " out = run_condition(grf_a, 10, method, SEED + 999_000)\n", " ps.append(out[\"p_pool\"])\n", " ps = np.concatenate(ps)\n", " ax.hist(ps, bins=20, range=(0, 1), color=\"steelblue\", edgecolor=\"white\")\n", " ax.axhline(len(ps) / 20, color=\"k\", ls=\"--\", lw=1, label=\"uniform expectation\")\n", " ax.set_title(f\"{method}, n_subj=10 (pooled across alpha)\")\n", " ax.set_xlabel(\"raw p-value\")\n", " ax.legend(fontsize=8)\n", "axes[0].set_ylabel(\"count\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "e6358cef", "metadata": {}, "source": [ "### Omnibus test\n", "\n", "`get_within_region_correlations_omnibus()` collapses all per-parcel `rho` into one\n", "number per repetition (`omnibus_stat=\"rho\"`/`\"absrho\"`/`\"rho2\"`, see docstring) and\n", "tests it against the same subject-permutation null, aggregated the same way -- one\n", "p-value for the whole condition instead of one per parcel. Unlike the FDR/FWER panels\n", "above (which summarize many per-parcel tests), this is genuinely **one test per\n", "repetition**, so its expected calibration target is the same as raw FPR/FWER: a\n", "rejection rate of `P_THRESH` under this benchmark's true global null, using the\n", "FWER-style CI (`ci_lo_fwer`/`ci_hi_fwer`, `n=N_REPS`) computed above." ] }, { "cell_type": "code", "execution_count": 7, "id": "7ceb72e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Line plots: omnibus rejection rate vs n_subjects, one line per alpha, one panel per\n", "# omnibus_stat, split by method (rows)\n", "fig, axes = plt.subplots(len(METHODS), len(OMNIBUS_STATS),\n", " figsize=(4.2*len(OMNIBUS_STATS), 4*len(METHODS)), sharex=True, sharey=True)\n", "if len(METHODS) == 1:\n", " axes = axes[np.newaxis, :]\n", "\n", "for row, method in enumerate(METHODS):\n", " sub = results[results.method == method]\n", " for col, os_ in enumerate(OMNIBUS_STATS):\n", " ax = axes[row, col]\n", " for alpha, grp in sub.groupby(\"alpha\"):\n", " g = grp.sort_values(\"n_subj\")\n", " ax.plot(g[\"n_subj\"], g[f\"omnibus_{os_}\"], marker=\"o\", label=f\"alpha={alpha}\")\n", " ax.axhline(P_THRESH, color=\"k\", lw=1, zorder=0)\n", " ax.axhspan(ci_lo_fwer, ci_hi_fwer, alpha=0.12, color=\"green\", zorder=0)\n", " ax.set_title(f\"{method}: omnibus_stat=\\\"{os_}\\\"\")\n", " ax.set_xlabel(\"n_subjects\")\n", " ax.set_ylim(0, 0.2)\n", " if col == 0:\n", " ax.set_ylabel(\"rejection rate\")\n", " if row == 0 and col == 0:\n", " ax.legend(fontsize=8)\n", "fig.suptitle(\"Omnibus test calibration vs. sample size and GRF spatial smoothness\", fontsize=12)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "dea2feac", "metadata": {}, "source": [ "## Interpretation\n", "\n", "**Raw FPR confirms the central hypothesis: it is alpha-invariant.** Across all `n_subjects`\n", "(10–100) and GRF spatial smoothness (`alpha` 0–3), raw per-parcel FPR stays tight around\n", "nominal 0.05, for both `pearson` and `spearman`. The null here comes from permuting *subject\n", "identity*, not from randomizing parcels spatially, so spatial autocorrelation in X/Y \n", "has no mechanism to leak into calibration here.\n", "\n", "**`fdr_bh` near zero is expected, not a problem.** Under a complete null, BH's actual\n", "guarantee collapses to `P(any rejection) <= alpha` -- an FWER-like quantity, not \"reject ~5%\n", "of parcels.\" It would behave like a normal per-parcel-rate procedure under a realistic mixture\n", "of true and null parcels, which this FPR-only benchmark doesn't include.\n", "\n", "**`maxT`/`step_maxT` are both well-calibrated and agree exactly on FWER.** Each takes a\n", "per-permutation maximum `|rho|` across all parcels and compares every parcel's observed\n", "`|rho|` against that shared null, so whatever correlation actually exists between parcels'\n", "test statistics (spatial autocorrelation included) is preserved automatically -- no\n", "independence assumption, unlike `bonferroni`/`fdr_bh`. Since the FWER metric here (\"was *any*\n", "parcel rejected\") is entirely determined by the single most extreme parcel, and `step_maxT`'s\n", "top-ranked computation is identical to `maxT`'s by construction, the two can never disagree on\n", "it -- they'd only diverge on power (rejecting *additional* true positives after the first).\n", "\n", "**`meff` is excluded from the public API, and this notebook is why.** Sidak correction via an\n", "effective-number-of-independent-tests estimate needs a parcel-parcel correlation matrix built\n", "from `n_subjects` observations -- far fewer than `n_parcels` (200) here -- so the estimate is\n", "rank-deficient and systematically underestimates true dimensionality, giving an\n", "anti-conservative correction (family-wise error well above nominal across the tested range,\n", "improving but not reaching nominal even at the largest N). `maxT`/`step_maxT` share the exact\n", "same prerequisite (`n_perm > 0`) at no extra cost, so there's no real tradeoff in preferring\n", "them; `get_within_region_correlations(mc_method=\"meff\")` raises rather than silently\n", "returning this.\n", "\n", "**The omnibus test (`get_within_region_correlations_omnibus()`) is expected to be\n", "alpha-invariant and calibrated near nominal for the same structural reason as raw/maxT/\n", "step_maxT -- it reuses the identical subject-permutation null, just aggregated across\n", "parcels into one number per repetition instead of tested per parcel.** All three\n", "`omnibus_stat` choices (`rho`, `absrho`, `rho2`) are single tests under this benchmark's\n", "true global null, so each should show a rejection rate near `P_THRESH` regardless of\n", "`alpha`, `n_subjects`, or `method`.\n", "\n", "**The actual validity risk isn't spatial structure -- it's a shared confound.**\n", "Subject-permutation preserves X's and Y's entire internal structure untouched (only\n", "subject-to-subject pairing is reshuffled), so neither within-map spatial autocorrelation nor\n", "between-subject intercorrelation threatens `raw`/`maxT`/`step_maxT` calibration, which is\n", "exactly what the alpha-invariance above demonstrates. What none of this protects against is a\n", "subject-level variable correlated with *both* X's and Y's between-subject variation (age,\n", "motion, site) -- that breaks the exchangeability the permutation null relies on, not just\n", "\"adds correlation among tests.\" Addressing that needs a subject-indexed partial-correlation\n", "extension (regress the confound out before testing), which we add as a feature in the future." ] } ], "metadata": { "kernelspec": { "display_name": "nsp309", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 5 }