{ "cells": [ { "cell_type": "markdown", "id": "379a98f9", "metadata": {}, "source": [ "# Advanced topics\n", "\n", "This notebook covers advanced features of NiSpace:\n", "\n", "**Individual-level colocalization** — compute colocalization for each subject separately. \n", "**Individual-level deviation colocalization** — compute colocalization for each subject separately using z-score maps. \n", "**Dimensionality reduction** (`reduce_x()`) — summarize a large set of reference maps into a smaller number of components before colocalization. \n", "**Alternative colocalization methods** — partial correlation, PLS, ridge regression, and more. \n", "\n", "We use the ENIGMA reference datasets (`enigmathick` and `enigmaarea`) as our input maps here — these contain published cortical thickness and surface area effect sizes (Cohen's d) for many psychiatric disorders vs. healthy controls. Note that we're using *reference* data as our input maps, which, in the case of ENIGMA maps, is however often done: it lets us ask questions like \"which reference systems explain patterns of grey matter alterations across psychiatric disorders?\"" ] }, { "cell_type": "code", "execution_count": 1, "id": "bda625fc", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:41.223074Z", "iopub.status.busy": "2026-06-01T13:07:41.222959Z", "iopub.status.idle": "2026-06-01T13:07:41.541196Z", "shell.execute_reply": "2026-06-01T13:07:41.540910Z" } }, "outputs": [], "source": [ "import tqdm.notebook\n", "tqdm.notebook.tqdm = tqdm.tqdm\n", "\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "2ae7851b", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:41.542762Z", "iopub.status.busy": "2026-06-01T13:07:41.542632Z", "iopub.status.idle": "2026-06-01T13:07:43.294775Z", "shell.execute_reply": "2026-06-01T13:07:43.294472Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.datasets: Loading enigmathick maps.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.datasets: Loading integrated collection 'Adult' for dataset 'enigmathick'.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.datasets: Filtering maps by collection.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.datasets: Loading data parcellated with 'DesikanKilliany'\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ENIGMA thickness: 17 disorders x 68 cortical parcels\n", "Disorders: [('dx-mdd_age-adult_pub-schmaal2017',), ('dx-adhd_age-allages_pub-hoogman2019',), ('dx-adhd_age-adult_pub-hoogman2019',), ('dx-asd_pub-vanrooij2018',), ('dx-bd_age-adult_pub-hibar2018',), ('dx-scz_pub-vanerp2018',), ('dx-ocd_age-adult_pub-boedhoe2018',), ('dx-epilepsy_pub-whelan2018',), ('dx-epilepsy_subtype-gge_pub-whelan2018',), ('dx-epilepsy_subtype-ltle_pub-whelan2018',), ('dx-epilepsy_subtype-rtle_pub-whelan2018',), ('dx-22q_pub-sun2020',), ('dx-an_pub-walton2022',), ('dx-an_subtype-acAN_pub-walton2022',), ('dx-an_subtype-pwrAN_pub-walton2022',), ('dx-antisocial_pub-gao2024',), ('dx-pd_pub-laansma2021',)]\n", "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.datasets: Loading rsn maps.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.datasets: Loading data parcellated with 'DesikanKilliany'\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "PET: 14 maps x 68 parcels\n" ] } ], "source": [ "from nispace.datasets import fetch_reference, fetch_example\n", "from nispace.api import NiSpace\n", "\n", "# ENIGMA cortical thickness effect sizes (Cohen's d, cases vs. controls)\n", "# These are reference datasets — we use them as target maps (Y) here\n", "enigma_thick = fetch_reference(\"enigmathick\", parcellation=\"DesikanKilliany\", collection=\"Adult\",\n", " print_references=False)\n", "print(f\"ENIGMA thickness: {enigma_thick.shape[0]} disorders x {enigma_thick.shape[1]} cortical parcels\")\n", "print(\"Disorders:\", list(enigma_thick.index))\n", "\n", "# Continuous resting-state network (RSN) reference maps for colocalization\n", "pet_maps = fetch_reference(\"rsn\", parcellation=\"DesikanKilliany\",\n", " print_references=False)\n", "print(f\"PET: {pet_maps.shape[0]} maps x {pet_maps.shape[1]} parcels\")" ] }, { "cell_type": "markdown", "id": "535e2f67", "metadata": {}, "source": [ "## Individual-level colocalization\n", "\n", "The ENIGMA dataset gives us effect size maps for multiple disorders simultaneously. We can test all disorders at once by passing the full DataFrame as `y`." ] }, { "cell_type": "code", "execution_count": 3, "id": "ff73bf7e", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:43.296352Z", "iopub.status.busy": "2026-06-01T13:07:43.296236Z", "iopub.status.idle": "2026-06-01T13:07:48.496229Z", "shell.execute_reply": "2026-06-01T13:07:48.495885Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: *** NiSpace.fit() - Data extraction and preparation. ***\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.core.parcellation: Building multi-space Parcellation for 'DesikanKilliany' from library.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.core.parcellation: Available spaces: MNI152NLin2009cAsym, MNI152NLin6Asym, fsaverage, fsLR\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.core.parcellation: Parcellation 'DesikanKilliany': validation passed.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: Checking input data for 'x' (should be, e.g., PET data):\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.io: Input type: DataFrame, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: Got 'x' data for 14 x 68 parcels.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: Checking input data for 'y' (should be, e.g., subject data):\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.io: Input type: DataFrame, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mWARNING | 01/06/26 15:07:43 | nispace.io: Parcellated data contains nan values!\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: Got 'y' data for 17 x 68 parcels.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: Z-standardizing 'X' data.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: *** NiSpace.colocalize() - Estimating X & Y colocalizations. ***\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: Running 'spearman' colocalization.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:43 | nispace.api: Pre-ranking X and Y data.\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r", "Colocalizing (spearman, 4 proc): 0%| | 0/17 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
,\n", " ,\n", " )" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot all disorders\n", "nsp.plot(sort_by=\"p\")" ] }, { "cell_type": "markdown", "id": "8e33aa92", "metadata": {}, "source": [ "That is interesting in itself. But we might now want to know how each individual ENIGMA map colocalizes with each individual resting-state network. \n", "\n", "To achieve that, we can set a flag in `NiSpace.permute()`, which deactivates the group-level p value computation." ] }, { "cell_type": "code", "execution_count": 5, "id": "e84c2320", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:48.928411Z", "iopub.status.busy": "2026-06-01T13:07:48.928267Z", "iopub.status.idle": "2026-06-01T13:07:49.443063Z", "shell.execute_reply": "2026-06-01T13:07:49.442445Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\r", "Colocalizing (spearman, 4 proc): 0%| | 0/17 [00:00" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "sns.heatmap(\n", " colocs.T,\n", " center=0,\n", " square=True,\n", " annot=((p_values.T < 0.05).astype(int) + (pc_values.T.astype(int) < 0.05)) \\\n", " .replace({0: \"\", 1: \"☆\", 2: \"★\"}),\n", " fmt=\"s\"\n", ")" ] }, { "cell_type": "markdown", "id": "4d2b0e0a", "metadata": {}, "source": [ "## Individual-level deviation colocalization\n", "\n", "Except for the last, the analyses so far have produced group-level results: one colocalization value per disorder or condition. But we often may want to compute colocalization for each subject individually.\n", "\n", "The `\"zscore(a,b)\"` transform in `transform_y()` produces one deviation map per subject in group A (patients). We can then colocalize each map separately and look at the distribution across subjects.\n", "\n", "This is particularly useful for stratifying patients by their colocalization profile (e.g., identifying subgroups with different neurotransmitter involvement).\n", "\n", "We return to the anorexia nervosa example dataset here — as a reminder, it is **simulated** and not intended for scientific use." ] }, { "cell_type": "code", "execution_count": 7, "id": "711becb6", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:49.681137Z", "iopub.status.busy": "2026-06-01T13:07:49.680998Z", "iopub.status.idle": "2026-06-01T13:07:49.764001Z", "shell.execute_reply": "2026-06-01T13:07:49.763725Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.datasets: Loading example dataset: 'anorexianervosa', parcellated with: Schaefer200Parcels7Networks.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.datasets: Loading pet maps.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.datasets: Loading integrated collection 'UniqueTracers' for dataset 'pet'.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.datasets: Filtering maps by collection.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.datasets: Loading data parcellated with 'Schaefer200Parcels7Networks'\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.core.parcellation: Building multi-space Parcellation for 'Schaefer200Parcels7Networks' from library.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.core.parcellation: Available spaces: MNI152NLin2009cAsym, MNI152NLin6Asym, fsaverage, fsLR\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.core.parcellation: Parcellation 'Schaefer200Parcels7Networks': validation passed.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.io: Input type: DataFrame, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mWARNING | 01/06/26 15:07:49 | nispace.io: Parcellated data contains nan values!\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.io: Input type: DataFrame, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Individual z-score maps: (50, 200)\n" ] } ], "source": [ "from nispace.datasets import fetch_example\n", "\n", "an_data = fetch_example(\"anorexianervosa\", parcellation=\"Schaefer200\")\n", "groups = an_data.index.str.extract(r'(AN|HC)$')[0].values\n", "\n", "pet_s200 = fetch_reference(\"pet\", parcellation=\"Schaefer200\",\n", " collection=\"UniqueTracers\", print_references=False)\n", "\n", "nsp_indiv = NiSpace(\n", " x=pet_s200,\n", " y=an_data,\n", " parcellation=\"Schaefer200\",\n", " seed=42,\n", " n_proc=4\n", ")\n", "nsp_indiv.fit()\n", "\n", "# compute z-scores: each AN patient mapped relative to HC mean and SD\n", "nsp_indiv.transform_y(\"zscore(a,b)\", groups=groups)\n", "\n", "print(f\"Individual z-score maps: {nsp_indiv.get_y().shape}\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "0c1b0082", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:49.765449Z", "iopub.status.busy": "2026-06-01T13:07:49.765327Z", "iopub.status.idle": "2026-06-01T13:07:49.817521Z", "shell.execute_reply": "2026-06-01T13:07:49.817233Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\r", "Colocalizing (spearman, 4 proc): 0%| | 0/50 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 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setGeneralImmunityGlutamateGABA...SerotoninNoradrenaline/AcetylcholineOpioids/EndocannabinoidsHistamine
maptarget-CMRglu_tracer-fdg_n-20_dx-hc_pub-castrillon2023target-rCPS_tracer-leucine_n-42_dx-hc_pub-smith2023target-SV2A_tracer-ucbj_n-76_dx-hc_pub-finnema2016target-HDAC_tracer-martinostat_n-8_dx-hc_pub-wey2016target-VMAT2_tracer-dtbz_n-76_dx-hc_pub-larsen2020target-TSPO_tracer-pbr28_n-6_dx-hc_pub-lois2018target-COX1_tracer-ps13_n-11_dx-hc_pub-kim2020target-mGluR5_tracer-abp688_n-73_dx-hc_pub-smart2019target-NMDA_tracer-ge179_n-29_dx-hc_pub-galovic2021target-GABAa5_tracer-ro154513_n-10_dx-hc_pub-lukow2022...target-5HT6_tracer-gsk215083_n-30_dx-hc_pub-radhakrishnan2018target-5HTT_tracer-dasb_n-18_dx-hc_pub-savli2012target-NET_tracer-mrb_n-10_dx-hc_pub-hesse2017target-A4B2_tracer-flubatine_n-30_dx-hc_pub-hillmer2016target-M1_tracer-lsn3172176_n-24_dx-hc_pub-naganawa2020target-VAChT_tracer-feobv_n-18_dx-hc_pub-aghourian2017target-MOR_tracer-carfentanil_n-204_dx-hc_pub-kantonen2020target-KOR_tracer-ly2795050_n-28_dx-hc_pub-vijay2018target-CB1_tracer-omar_n-77_dx-hc_pub-normandin2015target-H3_tracer-gsk189254_n-8_dx-hc_pub-gallezot2017
sub-001AN0.0170470.0634810.0775120.0227130.000522-0.0518700.0313160.1485100.0333670.015989...0.069499-0.0241010.1388240.1031260.0790420.0828000.0283060.1487800.002946-0.026949
sub-002AN0.0506850.0285440.0493360.0590770.0101090.077949-0.0630880.0632280.0195090.024376...0.106034-0.0443160.0082650.0822610.0890200.0443100.0471420.1097170.0623020.077379
sub-003AN0.0491660.004716-0.0157890.042196-0.058407-0.0954770.0238310.051145-0.006990-0.146041...-0.019279-0.1176990.021439-0.0758020.021563-0.054418-0.077310-0.029879-0.0720180.011837
sub-004AN-0.063293-0.073066-0.114253-0.047778-0.121368-0.006215-0.059130-0.078576-0.080251-0.033082...0.032534-0.075188-0.018891-0.018200-0.0735740.0186960.0534930.0721370.081855-0.017590
sub-005AN-0.048554-0.017159-0.094473-0.034040-0.040044-0.007892-0.018086-0.036658-0.035953-0.065498...-0.004646-0.065861-0.006555-0.031980-0.044842-0.027111-0.0764320.0274790.0156030.016296
\n", "

5 rows × 29 columns

\n", "" ], "text/plain": [ "set General \\\n", "map target-CMRglu_tracer-fdg_n-20_dx-hc_pub-castrillon2023 \n", "sub-001AN 0.017047 \n", "sub-002AN 0.050685 \n", "sub-003AN 0.049166 \n", "sub-004AN -0.063293 \n", "sub-005AN -0.048554 \n", "\n", "set \\\n", "map target-rCPS_tracer-leucine_n-42_dx-hc_pub-smith2023 \n", "sub-001AN 0.063481 \n", "sub-002AN 0.028544 \n", "sub-003AN 0.004716 \n", "sub-004AN -0.073066 \n", "sub-005AN -0.017159 \n", "\n", "set \\\n", "map target-SV2A_tracer-ucbj_n-76_dx-hc_pub-finnema2016 \n", "sub-001AN 0.077512 \n", "sub-002AN 0.049336 \n", "sub-003AN -0.015789 \n", "sub-004AN -0.114253 \n", "sub-005AN -0.094473 \n", "\n", "set \\\n", "map target-HDAC_tracer-martinostat_n-8_dx-hc_pub-wey2016 \n", "sub-001AN 0.022713 \n", "sub-002AN 0.059077 \n", "sub-003AN 0.042196 \n", "sub-004AN -0.047778 \n", "sub-005AN -0.034040 \n", "\n", "set \\\n", "map target-VMAT2_tracer-dtbz_n-76_dx-hc_pub-larsen2020 \n", "sub-001AN 0.000522 \n", "sub-002AN 0.010109 \n", "sub-003AN -0.058407 \n", "sub-004AN -0.121368 \n", "sub-005AN -0.040044 \n", "\n", "set Immunity \\\n", "map target-TSPO_tracer-pbr28_n-6_dx-hc_pub-lois2018 \n", "sub-001AN -0.051870 \n", "sub-002AN 0.077949 \n", "sub-003AN -0.095477 \n", "sub-004AN -0.006215 \n", "sub-005AN -0.007892 \n", "\n", "set \\\n", "map target-COX1_tracer-ps13_n-11_dx-hc_pub-kim2020 \n", "sub-001AN 0.031316 \n", "sub-002AN -0.063088 \n", "sub-003AN 0.023831 \n", "sub-004AN -0.059130 \n", "sub-005AN -0.018086 \n", "\n", "set Glutamate \\\n", "map target-mGluR5_tracer-abp688_n-73_dx-hc_pub-smart2019 \n", "sub-001AN 0.148510 \n", "sub-002AN 0.063228 \n", "sub-003AN 0.051145 \n", "sub-004AN -0.078576 \n", "sub-005AN -0.036658 \n", "\n", "set \\\n", "map target-NMDA_tracer-ge179_n-29_dx-hc_pub-galovic2021 \n", "sub-001AN 0.033367 \n", "sub-002AN 0.019509 \n", "sub-003AN -0.006990 \n", "sub-004AN -0.080251 \n", "sub-005AN -0.035953 \n", "\n", "set GABA ... \\\n", "map target-GABAa5_tracer-ro154513_n-10_dx-hc_pub-lukow2022 ... \n", "sub-001AN 0.015989 ... \n", "sub-002AN 0.024376 ... \n", "sub-003AN -0.146041 ... \n", "sub-004AN -0.033082 ... \n", "sub-005AN -0.065498 ... \n", "\n", "set Serotonin \\\n", "map target-5HT6_tracer-gsk215083_n-30_dx-hc_pub-radhakrishnan2018 \n", "sub-001AN 0.069499 \n", "sub-002AN 0.106034 \n", "sub-003AN -0.019279 \n", "sub-004AN 0.032534 \n", "sub-005AN -0.004646 \n", "\n", "set \\\n", "map target-5HTT_tracer-dasb_n-18_dx-hc_pub-savli2012 \n", "sub-001AN -0.024101 \n", "sub-002AN -0.044316 \n", "sub-003AN -0.117699 \n", "sub-004AN -0.075188 \n", "sub-005AN -0.065861 \n", "\n", "set Noradrenaline/Acetylcholine \\\n", "map target-NET_tracer-mrb_n-10_dx-hc_pub-hesse2017 \n", "sub-001AN 0.138824 \n", "sub-002AN 0.008265 \n", "sub-003AN 0.021439 \n", "sub-004AN -0.018891 \n", "sub-005AN -0.006555 \n", "\n", "set \\\n", "map target-A4B2_tracer-flubatine_n-30_dx-hc_pub-hillmer2016 \n", "sub-001AN 0.103126 \n", "sub-002AN 0.082261 \n", "sub-003AN -0.075802 \n", "sub-004AN -0.018200 \n", "sub-005AN -0.031980 \n", "\n", "set \\\n", "map target-M1_tracer-lsn3172176_n-24_dx-hc_pub-naganawa2020 \n", "sub-001AN 0.079042 \n", "sub-002AN 0.089020 \n", "sub-003AN 0.021563 \n", "sub-004AN -0.073574 \n", "sub-005AN -0.044842 \n", "\n", "set \\\n", "map target-VAChT_tracer-feobv_n-18_dx-hc_pub-aghourian2017 \n", "sub-001AN 0.082800 \n", "sub-002AN 0.044310 \n", "sub-003AN -0.054418 \n", "sub-004AN 0.018696 \n", "sub-005AN -0.027111 \n", "\n", "set Opioids/Endocannabinoids \\\n", "map target-MOR_tracer-carfentanil_n-204_dx-hc_pub-kantonen2020 \n", "sub-001AN 0.028306 \n", "sub-002AN 0.047142 \n", "sub-003AN -0.077310 \n", "sub-004AN 0.053493 \n", "sub-005AN -0.076432 \n", "\n", "set \\\n", "map target-KOR_tracer-ly2795050_n-28_dx-hc_pub-vijay2018 \n", "sub-001AN 0.148780 \n", "sub-002AN 0.109717 \n", "sub-003AN -0.029879 \n", "sub-004AN 0.072137 \n", "sub-005AN 0.027479 \n", "\n", "set \\\n", "map target-CB1_tracer-omar_n-77_dx-hc_pub-normandin2015 \n", "sub-001AN 0.002946 \n", "sub-002AN 0.062302 \n", "sub-003AN -0.072018 \n", "sub-004AN 0.081855 \n", "sub-005AN 0.015603 \n", "\n", "set Histamine \n", "map target-H3_tracer-gsk189254_n-8_dx-hc_pub-gallezot2017 \n", "sub-001AN -0.026949 \n", "sub-002AN 0.077379 \n", "sub-003AN 0.011837 \n", "sub-004AN -0.017590 \n", "sub-005AN 0.016296 \n", "\n", "[5 rows x 29 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# colocalize each subject's z-score map with PET maps\n", "nsp_indiv.colocalize(\"spearman\")\n", "\n", "# result: one row per AN subject, one column per receptor\n", "indiv_colocs = nsp_indiv.get_colocalizations()\n", "print(f\"Individual colocalizations: {indiv_colocs.shape}\")\n", "indiv_colocs.head(5)" ] }, { "cell_type": "code", "execution_count": 9, "id": "325f57b7", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:49.819004Z", "iopub.status.busy": "2026-06-01T13:07:49.818898Z", "iopub.status.idle": "2026-06-01T13:07:51.832075Z", "shell.execute_reply": "2026-06-01T13:07:51.831794Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:49 | nispace.core.parcellation: Lazy-loading parcellation image for space 'fsLR'.\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r", "Permuting groups (4 proc): 0%| | 0/1000 [00:00 compare to the section above\n", "nsp_indiv.permute(\"groups\", groups=groups, n_perm=1000)\n", "nsp_indiv.correct_p()\n", "p_indiv = nsp_indiv.get_p_values()\n", "\n", "print(f\"P-values shape: {p_indiv.shape}\")\n", "print(p_indiv.T.sort_values(by=p_indiv.index[0]).head(10))" ] }, { "cell_type": "code", "execution_count": 10, "id": "21b15089", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:51.833674Z", "iopub.status.busy": "2026-06-01T13:07:51.833504Z", "iopub.status.idle": "2026-06-01T13:07:52.408096Z", "shell.execute_reply": "2026-06-01T13:07:52.407797Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:52 | nispace.plotting: Significance annotation: 12/29 p_uncorrected < 0.05, 6/29 p_meffgalwey < 0.05\u001b[0m\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
,\n", " ,\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot\n", "nsp_indiv.plot()" ] }, { "cell_type": "markdown", "id": "0e6a1727", "metadata": {}, "source": [ "## Dimensionality reduction with `reduce_x()`\n", "\n", "When you have many reference maps (30 PET tracers, thousands of genes), interpreting individual colocalizations can be difficult — and many maps are correlated with each other. `reduce_x()` summarizes the reference maps into a smaller set of components using PCA, ICA, or factor analysis.\n", "\n", "After reduction, `colocalize()` operates on the components instead of individual maps." ] }, { "cell_type": "code", "execution_count": 11, "id": "cd18c4c3", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:52.410408Z", "iopub.status.busy": "2026-06-01T13:07:52.410312Z", "iopub.status.idle": "2026-06-01T13:07:52.936334Z", "shell.execute_reply": "2026-06-01T13:07:52.936011Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:52 | nispace.core.reduce_x: Performing dimensionality reduction using pca (max components: 5, min EV: None).\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:52 | nispace.core.reduce_x: Returning 5 principal component(s).\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r", "Colocalizing (spearman, 4 proc): 0%| | 0/17 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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dx-epilepsy_subtype-rtle_pub-whelan2018-0.4725730.2281920.0478870.4927190.115260
dx-22q_pub-sun20200.1370770.1616030.192222-0.435269-0.060933
dx-an_pub-walton2022-0.162079-0.120526-0.2377590.8021550.065844
dx-an_subtype-acAN_pub-walton2022-0.0608530.031242-0.0940120.768742-0.226304
dx-an_subtype-pwrAN_pub-walton2022-0.221277-0.236615-0.2353400.7564210.055607
dx-antisocial_pub-gao2024-0.104394-0.1928690.5221420.1329580.064234
dx-pd_pub-laansma20210.1233940.376470-0.0375720.3393910.208653
\n", "" ], "text/plain": [ " c0 c1 c2 \\\n", "map \n", "dx-mdd_age-adult_pub-schmaal2017 0.350335 -0.381529 -0.178854 \n", "dx-adhd_age-allages_pub-hoogman2019 -0.132182 -0.057538 0.045820 \n", "dx-adhd_age-adult_pub-hoogman2019 -0.014370 -0.526697 -0.062857 \n", "dx-asd_pub-vanrooij2018 -0.310917 0.311928 0.475533 \n", "dx-bd_age-adult_pub-hibar2018 0.180692 -0.700799 0.065560 \n", "dx-scz_pub-vanerp2018 -0.054100 -0.472228 0.179924 \n", "dx-ocd_age-adult_pub-boedhoe2018 0.471912 -0.214527 -0.215989 \n", "dx-epilepsy_pub-whelan2018 -0.191002 0.080550 0.122663 \n", "dx-epilepsy_subtype-gge_pub-whelan2018 -0.044712 0.110665 0.224301 \n", "dx-epilepsy_subtype-ltle_pub-whelan2018 -0.248365 0.134195 0.039337 \n", "dx-epilepsy_subtype-rtle_pub-whelan2018 -0.472573 0.228192 0.047887 \n", "dx-22q_pub-sun2020 0.137077 0.161603 0.192222 \n", "dx-an_pub-walton2022 -0.162079 -0.120526 -0.237759 \n", "dx-an_subtype-acAN_pub-walton2022 -0.060853 0.031242 -0.094012 \n", "dx-an_subtype-pwrAN_pub-walton2022 -0.221277 -0.236615 -0.235340 \n", "dx-antisocial_pub-gao2024 -0.104394 -0.192869 0.522142 \n", "dx-pd_pub-laansma2021 0.123394 0.376470 -0.037572 \n", "\n", " c3 c4 \n", "map \n", "dx-mdd_age-adult_pub-schmaal2017 -0.356347 -0.011331 \n", "dx-adhd_age-allages_pub-hoogman2019 -0.319895 0.396888 \n", "dx-adhd_age-adult_pub-hoogman2019 -0.445011 0.198560 \n", "dx-asd_pub-vanrooij2018 -0.249393 0.087193 \n", "dx-bd_age-adult_pub-hibar2018 0.539223 0.002533 \n", "dx-scz_pub-vanerp2018 0.260594 -0.159836 \n", "dx-ocd_age-adult_pub-boedhoe2018 0.270299 0.046994 \n", "dx-epilepsy_pub-whelan2018 0.522908 0.284856 \n", "dx-epilepsy_subtype-gge_pub-whelan2018 0.256793 0.414935 \n", "dx-epilepsy_subtype-ltle_pub-whelan2018 0.534235 0.306862 \n", "dx-epilepsy_subtype-rtle_pub-whelan2018 0.492719 0.115260 \n", "dx-22q_pub-sun2020 -0.435269 -0.060933 \n", "dx-an_pub-walton2022 0.802155 0.065844 \n", "dx-an_subtype-acAN_pub-walton2022 0.768742 -0.226304 \n", "dx-an_subtype-pwrAN_pub-walton2022 0.756421 0.055607 \n", "dx-antisocial_pub-gao2024 0.132958 0.064234 \n", "dx-pd_pub-laansma2021 0.339391 0.208653 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# reduce the PET maps to their principal components\n", "nsp.reduce_x(\"pca\", n_components=5) # keep 5 components\n", "\n", "# colocalize on the reduced space\n", "nsp.colocalize(\"spearman\", X_reduction=\"pca\")\n", "nsp.permute(\"maps\", n_perm=1000, X_reduction=\"pca\")\n", "\n", "pca_colocs = nsp.get_colocalizations(X_reduction=\"pca\")\n", "print(f\"PCA colocalizations: {pca_colocs.shape[0]} disorders x {pca_colocs.shape[1]} components\")\n", "pca_colocs" ] }, { "cell_type": "code", "execution_count": 12, "id": "51eb3214", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:52.937910Z", "iopub.status.busy": "2026-06-01T13:07:52.937785Z", "iopub.status.idle": "2026-06-01T13:07:53.131855Z", "shell.execute_reply": "2026-06-01T13:07:53.131323Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:53 | nispace.plotting: Significance annotation: 1/5 p_uncorrected < 0.05, 0/5 p_meffgalwey < 0.05 (no correction applied)\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
,\n", " ,\n", " )" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nsp.plot(X_reduction=\"pca\")" ] }, { "cell_type": "markdown", "id": "bd6e4e2d", "metadata": {}, "source": [ "## Alternative colocalization methods\n", "\n", "Spearman correlation is the default, but NiSpace supports several other methods. Each has different assumptions and use cases. \n", "\n", "Importantly, methods might return multiple different colocalization metrics. For example, a linear regression model (`\"mlr\"`) already returns both beta coefficients (one for each X map, as for correlations) **and** the R^2 value (one across X maps). Each of these colocalization statistics will furthermore have an associated p values after `.permute()` has been run." ] }, { "cell_type": "code", "execution_count": 13, "id": "2f17502b", "metadata": { "execution": { "iopub.execute_input": "2026-06-01T13:07:53.133498Z", "iopub.status.busy": "2026-06-01T13:07:53.133355Z", "iopub.status.idle": "2026-06-01T13:07:53.459709Z", "shell.execute_reply": "2026-06-01T13:07:53.459347Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:53 | nispace.core.parcellation: Building multi-space Parcellation for 'DesikanKilliany' from library.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:53 | nispace.core.parcellation: Available spaces: MNI152NLin2009cAsym, MNI152NLin6Asym, fsaverage, fsLR\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:53 | nispace.core.parcellation: Parcellation 'DesikanKilliany': validation passed.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:53 | nispace.io: Input type: DataFrame, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:07:53 | nispace.io: Input type: DataFrame, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r", "Colocalizing (pearson, 1 proc): 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:08:57 | nispace.plotting: Significance annotation: 1/14 p_uncorrected < 0.05, 1/14 p_meffgalwey < 0.05\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:08:57 | nispace.plotting: Significance annotation: 2/14 p_uncorrected < 0.05, 1/14 p_meffgalwey < 0.05\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 01/06/26 15:08:58 | nispace.plotting: Significance annotation: 0/14 p_uncorrected < 0.05, 0/14 p_meffgalwey < 0.05\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'sum': (
,\n", " ,\n", " ),\n", " 'total': (
,\n", " ,\n", " ),\n", " 'individual': (
,\n", " ,\n", " ),\n", " 'relative': (
,\n", " ,\n", " )}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first: run the proper permutation; will take some time for dominance analysis\n", "nsp_methods.permute(\"maps\", n_perm=1000, n_proc=4)\n", "nsp_methods.correct_p()\n", "\n", "# show\n", "nsp_methods.plot()" ] }, { "cell_type": "markdown", "id": "53eb50c1", "metadata": {}, "source": [ "## Summary\n", "\n", "| Feature | How to use |\n", "|---------|------------|\n", "| Individual-level colocalization | `nsp.colocalize()` + `nsp.permute(pooled_p=False)` |\n", "| Individual-level deviation colocalization | `nsp.transform_y(\"zscore(a,b)\", groups=...)` + `nsp.colocalize()` + `nsp.permute(\"groups\")` |\n", "| Dimensionality reduction | `nsp.reduce_x(\"pca\", n_components=5)`, then `nsp.colocalize(..., X_reduction=\"pca\")` |\n", "| Alternative colocalization methods | `nsp.colocalize(\"partialpearson\")`, `\"pls\"`, `\"ridge\"`, etc. |\n", "\n", "This is the last notebook in the introduction series. For more, see the [API reference](../api_ref.rst) and the [Example notebooks](../examples.rst)." ] } ], "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" }, "nbsphinx": { "execute": "never" } }, "nbformat": 4, "nbformat_minor": 5 }