{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Brain-behaviour association simulation example\n", "\n", "A multiverse is defined as a dictionary of decision/option pairs. For example, consider a hypothetical analysis pipeline which correlates global efficiency of static brain networks with general cognitive abiity. Such an analysis pipeline involves many decision points, for example the software package for preprocessing, parametrs for data cleaning, or different methods for the connectivity estimation.\n", "\n", "We here illustrate this with a hypothetical multiverse with the following forking paths:\n", "\n", "- 3 software packages (fMRIprep, CONN, or SPM) for preprocessing\n", "- 2 options for global signal regression (True/False)\n", "- 4 parcellation schemes (AAL, Schaefer 200, or Glasser MMP atlas)\n", "- 3 connectivity measures (pearson correlation, partial correlation, or mutual information)\n", "- 3 density values for thresholding the connectivity matrix (10%, 30%, and 50%)\n", "\n", "The total number of possible combinations is $3 \\times 2 \\times 4 \\times 3 \\times 3 = 216$, which means our multiverse will contain 216 universes." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from comet.multiverse import Multiverse\n", "\n", "forking_paths = {\n", " \"software\": [\"fMRIprep\", \"CONN\", \"SPM\"],\n", " \"gsr\": [True, False],\n", " \"parcellation\": [\"AAL\", \"Power 160\", \"Schaefer 200\", \"Glasser MMP\"],\n", " \"connectivity\": [\"pearson\", \"partial\", \"mutual info\"],\n", " \"threshold\": [0.1, 0.3, 0.5],\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then simulate some results by adding systematic differences (depending on the analytical choices) and noise to a baseline value:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def analysis_template():\n", " import comet\n", " import numpy as np\n", " from scipy.stats import ttest_1samp\n", "\n", " # Base correlation between global efficiency and cognitive ability\n", " base_correlation = 0.15\n", " \n", " # Global signal regression reduces the association by 0.1\n", " if {{gsr}} == True:\n", " base_correlation -= 0.1\n", " # More detailed parcellations increase the association by 0.1\n", " if {{parcellation}} in [\"Schaefer 200\", \"Glasser MMP\"]:\n", " base_correlation += 0.1\n", " # Pearson correlation increases the association by 0.03\n", " if {{connectivity}} == \"pearson\":\n", " base_correlation += 0.03\n", " # Higher threshold increase the association\n", " base_correlation += {{threshold}} * 0.1\n", "\n", " # Simulate 100 participants with some added variability\n", " brain_behaviour = [base_correlation + np.random.normal(0, 1) for _ in range(100)]\n", " _, p_val = ttest_1samp(brain_behaviour, popmean=0)\n", "\n", " result = {\n", " \"brain_behaviour\": [round(association, 3) for association in brain_behaviour],\n", " \"p_val\": round(p_val, 3),\n", " }\n", "\n", " comet.utils.save_universe_results(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the forking paths and the analysis template defined, we can create and visualize the multiverse:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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UniverseDecision 1Value 1Decision 2Value 2Decision 3Value 3Decision 4Value 4Decision 5Value 5
0Universe_1softwarefMRIprepgsrTrueparcellationAALconnectivitypearsonthreshold0.1
1Universe_2softwarefMRIprepgsrTrueparcellationAALconnectivitypearsonthreshold0.3
2Universe_3softwarefMRIprepgsrTrueparcellationAALconnectivitypearsonthreshold0.5
3Universe_4softwarefMRIprepgsrTrueparcellationAALconnectivitypartialthreshold0.1
4Universe_5softwarefMRIprepgsrTrueparcellationAALconnectivitypartialthreshold0.3
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211Universe_212softwareSPMgsrFalseparcellationGlasser MMPconnectivitypartialthreshold0.3
212Universe_213softwareSPMgsrFalseparcellationGlasser MMPconnectivitypartialthreshold0.5
213Universe_214softwareSPMgsrFalseparcellationGlasser MMPconnectivitymutual infothreshold0.1
214Universe_215softwareSPMgsrFalseparcellationGlasser MMPconnectivitymutual infothreshold0.3
215Universe_216softwareSPMgsrFalseparcellationGlasser MMPconnectivitymutual infothreshold0.5
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216 rows × 11 columns

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" ], "text/plain": [ " Universe Decision 1 Value 1 Decision 2 Value 2 Decision 3 \\\n", "0 Universe_1 software fMRIprep gsr True parcellation \n", "1 Universe_2 software fMRIprep gsr True parcellation \n", "2 Universe_3 software fMRIprep gsr True parcellation \n", "3 Universe_4 software fMRIprep gsr True parcellation \n", "4 Universe_5 software fMRIprep gsr True parcellation \n", ".. ... ... ... ... ... ... \n", "211 Universe_212 software SPM gsr False parcellation \n", "212 Universe_213 software SPM gsr False parcellation \n", "213 Universe_214 software SPM gsr False parcellation \n", "214 Universe_215 software SPM gsr False parcellation \n", "215 Universe_216 software SPM gsr False parcellation \n", "\n", " Value 3 Decision 4 Value 4 Decision 5 Value 5 \n", "0 AAL connectivity pearson threshold 0.1 \n", "1 AAL connectivity pearson threshold 0.3 \n", "2 AAL connectivity pearson threshold 0.5 \n", "3 AAL connectivity partial threshold 0.1 \n", "4 AAL connectivity partial threshold 0.3 \n", ".. ... ... ... ... ... \n", "211 Glasser MMP connectivity partial threshold 0.3 \n", "212 Glasser MMP connectivity partial threshold 0.5 \n", "213 Glasser MMP connectivity mutual info threshold 0.1 \n", "214 Glasser MMP connectivity mutual info threshold 0.3 \n", "215 Glasser MMP connectivity mutual info threshold 0.5 \n", "\n", "[216 rows x 11 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mverse = Multiverse(name=\"example_mv_features\")\n", "mverse.create(analysis_template, forking_paths)\n", "mverse.summary()\n", "mverse.visualize(universe=42, figsize=(10, 4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And subsequently run it:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "mverse.run(parallel=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once completed, the results can be visualised in a specification curve:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mverse.specification_curve(measure=\"brain_behaviour\", baseline=0, p_value=0.05, ci=95, smooth_ci=True,\n", " cmap=\"Set3\", figsize=(10,9), fontsize=10, height_ratio=(1,1), line_pad=0.1, ftype=\"pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or as a multiverse plot:\n", "\n", "*Note: Both specification curves and multiverse plots can be provided with a name map for nicer visualisation*" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name_map = {\n", " \"brain_behaviour\": \"Correlation between global efficiency and general cognitive ability\",\n", " \"software\": \"Analysis Software\",\n", " \"gsr\": \"Global Signal Regression\",\n", " \"parcellation\": \"Parcellation scheme\",\n", " \"connectivity\": \"Connectivity measure\",\n", " \"threshold\": \"Network density\"\n", "}\n", "\n", "mverse.multiverse_plot(measure=\"brain_behaviour\", n_bins=20, sig_col=\"p_val\", name_map=name_map, baseline=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Results can be accessed in multiple ways:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Universe 1 results: [-0.856, 0.494, 0.3, 0.354, -1.421, 1.165, 0.705, -2.198, 0.046, -0.618, 0.096, 0.138, 0.711, -1.252, 0.008, 1.021, -1.858, 1.11, -0.83, 0.69, 0.602, -0.484, -1.375, -0.085, -0.647, -2.876, 0.013, -0.178, 0.309, 0.38, -0.259, 0.769, 1.452, 0.338, -0.571, -0.308, 0.067, 1.369, -1.191, 0.591, 1.49, 0.652, 0.212, -0.422, 0.449, -0.971, 0.863, 0.264, -0.205, 0.466, -0.479, -0.41, -1.397, 0.849, -0.822, -1.567, 0.543, 1.708, 0.249, 2.123, 0.786, 0.636, -0.903, 0.099, 2.435, 2.165, -0.028, 2.523, -0.774, 0.345, -0.634, -0.607, -0.782, 0.748, 0.205, -0.275, 1.268, 0.45, 0.087, 0.692, 0.493, -0.278, 1.09, 1.176, -0.028, 0.378, -1.191, 1.295, -0.029, -0.136, -0.654, 0.821, -0.209, 0.446, 2.072, -0.479, -0.259, -2.544, 0.922, -0.142]\n", "Universe 1 results: [-0.856, 0.494, 0.3, 0.354, -1.421, 1.165, 0.705, -2.198, 0.046, -0.618, 0.096, 0.138, 0.711, -1.252, 0.008, 1.021, -1.858, 1.11, -0.83, 0.69, 0.602, -0.484, -1.375, -0.085, -0.647, -2.876, 0.013, -0.178, 0.309, 0.38, -0.259, 0.769, 1.452, 0.338, -0.571, -0.308, 0.067, 1.369, -1.191, 0.591, 1.49, 0.652, 0.212, -0.422, 0.449, -0.971, 0.863, 0.264, -0.205, 0.466, -0.479, -0.41, -1.397, 0.849, -0.822, -1.567, 0.543, 1.708, 0.249, 2.123, 0.786, 0.636, -0.903, 0.099, 2.435, 2.165, -0.028, 2.523, -0.774, 0.345, -0.634, -0.607, -0.782, 0.748, 0.205, -0.275, 1.268, 0.45, 0.087, 0.692, 0.493, -0.278, 1.09, 1.176, -0.028, 0.378, -1.191, 1.295, -0.029, -0.136, -0.654, 0.821, -0.209, 0.446, 2.072, -0.479, -0.259, -2.544, 0.922, -0.142]\n" ] }, { "data": { "text/html": [ "
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universebrain_behaviourp_valdecisions
1universe_1[-0.856, 0.494, 0.3, 0.354, -1.421, 1.165, 0.7...0.296{'Decision 1': 'software', 'Value 1': 'fMRIpre...
2universe_2[0.387, -1.957, -0.59, -0.708, 0.863, -0.817, ...0.827{'Decision 1': 'software', 'Value 1': 'fMRIpre...
3universe_3[-0.332, -0.036, -0.766, 2.475, 0.499, 0.224, ...0.645{'Decision 1': 'software', 'Value 1': 'fMRIpre...
4universe_4[-0.13, -0.246, 0.65, -2.288, 0.201, -0.883, -...0.968{'Decision 1': 'software', 'Value 1': 'fMRIpre...
5universe_5[1.564, -0.337, 0.25, 0.642, 0.762, 0.625, 0.2...0.768{'Decision 1': 'software', 'Value 1': 'fMRIpre...
...............
212universe_212[0.575, 0.409, -0.434, 2.854, 0.657, 0.085, 0....0.003{'Decision 1': 'software', 'Value 1': 'SPM', '...
213universe_213[1.41, 1.325, -0.57, 0.711, 0.266, 0.516, 1.54...0.000{'Decision 1': 'software', 'Value 1': 'SPM', '...
214universe_214[-1.01, 0.975, 0.556, 2.215, 1.199, 0.502, 0.2...0.000{'Decision 1': 'software', 'Value 1': 'SPM', '...
215universe_215[0.436, 0.755, -0.568, 2.722, -0.013, 0.679, 1...0.000{'Decision 1': 'software', 'Value 1': 'SPM', '...
216universe_216[-0.765, 1.346, 0.881, -1.109, 0.543, -1.718, ...0.000{'Decision 1': 'software', 'Value 1': 'SPM', '...
\n", "

216 rows × 4 columns

\n", "
" ], "text/plain": [ " universe brain_behaviour p_val \\\n", "1 universe_1 [-0.856, 0.494, 0.3, 0.354, -1.421, 1.165, 0.7... 0.296 \n", "2 universe_2 [0.387, -1.957, -0.59, -0.708, 0.863, -0.817, ... 0.827 \n", "3 universe_3 [-0.332, -0.036, -0.766, 2.475, 0.499, 0.224, ... 0.645 \n", "4 universe_4 [-0.13, -0.246, 0.65, -2.288, 0.201, -0.883, -... 0.968 \n", "5 universe_5 [1.564, -0.337, 0.25, 0.642, 0.762, 0.625, 0.2... 0.768 \n", ".. ... ... ... \n", "212 universe_212 [0.575, 0.409, -0.434, 2.854, 0.657, 0.085, 0.... 0.003 \n", "213 universe_213 [1.41, 1.325, -0.57, 0.711, 0.266, 0.516, 1.54... 0.000 \n", "214 universe_214 [-1.01, 0.975, 0.556, 2.215, 1.199, 0.502, 0.2... 0.000 \n", "215 universe_215 [0.436, 0.755, -0.568, 2.722, -0.013, 0.679, 1... 0.000 \n", "216 universe_216 [-0.765, 1.346, 0.881, -1.109, 0.543, -1.718, ... 0.000 \n", "\n", " decisions \n", "1 {'Decision 1': 'software', 'Value 1': 'fMRIpre... \n", "2 {'Decision 1': 'software', 'Value 1': 'fMRIpre... \n", "3 {'Decision 1': 'software', 'Value 1': 'fMRIpre... \n", "4 {'Decision 1': 'software', 'Value 1': 'fMRIpre... \n", "5 {'Decision 1': 'software', 'Value 1': 'fMRIpre... \n", ".. ... \n", "212 {'Decision 1': 'software', 'Value 1': 'SPM', '... \n", "213 {'Decision 1': 'software', 'Value 1': 'SPM', '... \n", "214 {'Decision 1': 'software', 'Value 1': 'SPM', '... \n", "215 {'Decision 1': 'software', 'Value 1': 'SPM', '... \n", "216 {'Decision 1': 'software', 'Value 1': 'SPM', '... \n", "\n", "[216 rows x 4 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get all results as a nested dictionary\n", "results = mverse.get_results()\n", "print(\"Universe 1 results:\", results[\"universe_1\"][\"brain_behaviour\"])\n", "\n", "# Get single universe results\n", "results = mverse.get_results(universe=1)\n", "print(\"Universe 1 results:\", results[\"brain_behaviour\"])\n", "\n", "# Get all results as a pandas DataFrame\n", "df_results = mverse.get_results(as_df=True)\n", "df_results" ] } ], "metadata": { "kernelspec": { "display_name": "comet", "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 2 }