{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dynamic functional connectivity and graph analysis (simulated data)\n", "\n", "Brief outline:\n", "\n", "* **Input:** Simulated time series data with two randomly changing connectivity patterns (7.2 second trial lengths)\n", "* **Output:** Connectivity patterns are predicted from graph measures that are calculated from dFC data on a trial-by-trial basis\n", "* **Multiverse options:** dFC methods (5), temporal lag (2), graph density (2), graph weights (2), graph measures (2), SVC kernel (2) --> 160 universes\n", "\n", "*Note: This analysis is computationally expensive. For quick testing purposes, you can simply remove some of the options (e.g. 2-3 dFC methods or one of the graph measures) to reduce the size of the multiverse. Further, the analysis template already includes parallelisation for the graph measure calculation (`Parallel(n_jobs=4)`), so this should be considered when specifying how many universes to run in parallel (`mverse.run(parallel=4)`)*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from comet.multiverse import Multiverse\n", "\n", "forking_paths = {\n", " \"dfc_method\": [ # Dynamic functional connectivity measures\n", " {\n", " \"name\": \"TSW21\",\n", " \"func\": \"comet.connectivity.SlidingWindow(time_series=ts_hp, windowsize=21, shape='gaussian', std=7).estimate()\"\n", " },\n", " {\n", " \"name\": \"SD\",\n", " \"func\": \"comet.connectivity.SpatialDistance(time_series=ts_hp, dist='euclidean').estimate()\"\n", " },\n", " {\n", " \"name\": \"MTD7\",\n", " \"func\": \"comet.connectivity.TemporalDerivatives(time_series=ts_hp, windowsize=7).estimate()\"\n", " },\n", " {\n", " \"name\": \"PSc\",\n", " \"func\": \"comet.connectivity.PhaseSynchronization(time_series=ts_hp, method='crp').estimate()\"\n", " },\n", " {\n", " \"name\": \"FLS\",\n", " \"func\": \"comet.connectivity.FlexibleLeastSquares(time_series=ts_hp, standardizeData=True, mu=50, num_cores=8, progress_bar=False).estimate()\"\n", " }],\n", " \"tr\": [0.72], # TR in seconds (not a forking path, but useful as a global parameter)\n", " \"segment_length\": [10], # Length of each trial segment (in TRs, not a forking path, but useful as a global parameter)\n", " \"delay\": [6, 10], # Shift to account for hemodynamic delay (in TR) -> delay*0.72 = 3/5 seconds\n", " \"density\": [0.5, 0.25], # Graph density (keep top X% of edges)\n", " \"binarise\": [True, False], # Graph binarisation (otherwise weighted)\n", " \"graph_measure\": [ # Graph measures\n", " {\n", " \"name\": \"clustering\",\n", " \"func\": \"comet.graph.clustering_coef(G)\"\n", " },\n", " {\n", " \"name\": \"efficiency\",\n", " \"func\": \"comet.graph.efficiency(G, local=True)\"\n", " }],\n", " \"svc_kernel\": [\"linear\", \"rbf\"] # SVC kernel\n", "}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the forking paths defined, the analysis pipeline template can be created. Please not that the ```tr``` and ```segment_length``` parameters were also defined in the forking paths to allow for easy changes if necessary." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def analysis_template():\n", " import comet\n", " import numpy as np\n", " from sklearn.svm import SVC\n", " from sklearn.model_selection import StratifiedKFold\n", " from sklearn.metrics import accuracy_score\n", " from joblib import Parallel, delayed\n", " \n", " #####################################\n", " # 1. LOAD DATA AND EXTRACT PARAMETERS\n", " data_sim = comet.utils.load_example(\"simulation\")\n", " labels = data_sim[\"labels\"] # trial labels (connectivity state)\n", " ts_sim = data_sim[\"ts_sim\"] # time series data\n", " onsets = data_sim[\"onsets\"] # trial onsets in sec\n", "\n", " ###########################################\n", " # 2. DFC CALCULATION (DECISION: DFC METHOD)\n", " # Preprocessing. Band-pass filtering for phase-based methods, high-pass filtering for amplitude-based methods.\n", " ts_bp = comet.utils.clean(ts_sim, confounds=None, t_r={{tr}}, detrend=True, standardize=False, \\\n", " high_pass=0.03, low_pass=0.07) # band pass (for Hilbert transform)\n", " ts_hp = comet.utils.clean(ts_sim, confounds=None, t_r={{tr}}, detrend=True, standardize=False, \\\n", " high_pass=0.01) # high pass (for amplitude based methods)\n", "\n", " # Estimate dFC\n", " dfc_ts = {{dfc_method}}\n", "\n", " ###################################\n", " # 3. SEGMENT DATA (DECISION: DELAY)\n", " segments = []\n", " for i in onsets:\n", " segment = [i+j+{{delay}} for j in range(0, {{segment_length}})]\n", " segments.append(segment)\n", "\n", " segments = np.asarray(segments).astype(int)\n", " labels = np.asarray(labels).astype(int)\n", "\n", " # IMPORTANT! Handle the different lenghts of dfc time series as windowing methods will produce shorter dFC time series\n", " windowsize = ts_sim.shape[0] - dfc_ts.shape[2] + 1\n", " offset = windowsize // 2\n", " segments = np.asarray(segments) - offset\n", "\n", " index = []\n", " features = []\n", " behaviour = []\n", "\n", " # Get the trial segments (this only checks if we are outside the allowed bounds, otherwise we just keep all segments/labels)\n", " for segment, label in zip(segments, labels):\n", " if segment[0] > 0 and segment[-1] < dfc_ts.shape[2]: # make sure the trial is covered by the dfc data\n", " matrices = dfc_ts[:,:,segment]\n", " matrix = np.mean(matrices, axis=2) # average over the dFC estimates to reduce noise and get a single estimate for each trial\n", "\n", " features.append(matrix)\n", " behaviour.append(label)\n", " index.append(segment)\n", " else:\n", " raise ValueError(f\"Segment {segment} not covered by data, aborting calculations.\")\n", "\n", " index = np.asarray(index)\n", " dfc_features = np.asarray(features)\n", " behaviour = np.asarray(behaviour)\n", "\n", " ####################################################################\n", " # 4. CALCULATE GRAPH MEASURES (DECISIONS: DENSITY, BINARISATION)\n", " def compute_graph_measures(t, dfc_features, index, density, binarise):\n", " G = np.asarray(dfc_features[t, :, :]).copy()\n", " G = comet.graph.handle_negative_weights(G, type=\"absolute\")\n", " G = comet.graph.threshold(G, type=\"density\", density=density)\n", " G = comet.graph.postproc(G)\n", "\n", " graph_results = {{graph_measure}}\n", "\n", " return graph_results\n", "\n", " graph_results = Parallel(n_jobs=4)(delayed(compute_graph_measures)(t, dfc_features, index, {{density}}, {{binarise}}) for t in range(dfc_features.shape[0]))\n", "\n", " # Unpack the results\n", " graph_features = []\n", " for result in graph_results:\n", " graph_features.append(result)\n", "\n", " ##############################################\n", " # 5. CLASSIFICATION (DECISION: SVC KERNEL)\n", " graph_features = np.asarray(graph_features)\n", " labels = behaviour\n", "\n", " # Initialize the SVC\n", " svc = SVC(kernel={{svc_kernel}})\n", "\n", " # Perform 5-fold cross-validation\n", " accuracy = []\n", " skf = StratifiedKFold(n_splits=5)\n", "\n", " for train_index, test_index in skf.split(graph_features, labels):\n", " X_train, X_test = graph_features[train_index], graph_features[test_index]\n", " y_train, y_test = labels[train_index], labels[test_index]\n", "\n", " svc.fit(X_train, y_train)\n", " y_pred = svc.predict(X_test)\n", "\n", " accuracy.append(accuracy_score(y_test, y_pred))\n", "\n", " accuracy = np.asarray(accuracy)\n", "\n", " # Save the results (prediction accuracy and dFC estimates for ground truth comparison)\n", " results = {\"prediction\\naccuracy\": accuracy, \"dfc_estimates\": dfc_features}\n", " comet.utils.save_universe_results(results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create (and if required run) the multiverse analysis:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting multiverse analysis for all universes...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a90763bbd2ee4842b04baa5a122f8f8a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Performing multiverse analysis:: 0%| | 0/160 [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", " \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", "
UniverseDecision 1Value 1Decision 2Value 2Decision 3Value 3Decision 4Value 4Decision 5Value 5Decision 6Value 6Decision 7Value 7Decision 8Value 8
0Universe_1dfc_methodTSW21tr0.72segment_length10delay6density0.50binariseTruegraph_measureclusteringsvc_kernellinear
1Universe_2dfc_methodTSW21tr0.72segment_length10delay6density0.50binariseTruegraph_measureclusteringsvc_kernelrbf
2Universe_3dfc_methodTSW21tr0.72segment_length10delay6density0.50binariseTruegraph_measureefficiencysvc_kernellinear
3Universe_4dfc_methodTSW21tr0.72segment_length10delay6density0.50binariseTruegraph_measureefficiencysvc_kernelrbf
4Universe_5dfc_methodTSW21tr0.72segment_length10delay6density0.50binariseFalsegraph_measureclusteringsvc_kernellinear
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155Universe_156dfc_methodFLStr0.72segment_length10delay10density0.25binariseTruegraph_measureefficiencysvc_kernelrbf
156Universe_157dfc_methodFLStr0.72segment_length10delay10density0.25binariseFalsegraph_measureclusteringsvc_kernellinear
157Universe_158dfc_methodFLStr0.72segment_length10delay10density0.25binariseFalsegraph_measureclusteringsvc_kernelrbf
158Universe_159dfc_methodFLStr0.72segment_length10delay10density0.25binariseFalsegraph_measureefficiencysvc_kernellinear
159Universe_160dfc_methodFLStr0.72segment_length10delay10density0.25binariseFalsegraph_measureefficiencysvc_kernelrbf
\n", "

160 rows × 17 columns

\n", "" ], "text/plain": [ " Universe Decision 1 Value 1 Decision 2 Value 2 Decision 3 \\\n", "0 Universe_1 dfc_method TSW21 tr 0.72 segment_length \n", "1 Universe_2 dfc_method TSW21 tr 0.72 segment_length \n", "2 Universe_3 dfc_method TSW21 tr 0.72 segment_length \n", "3 Universe_4 dfc_method TSW21 tr 0.72 segment_length \n", "4 Universe_5 dfc_method TSW21 tr 0.72 segment_length \n", ".. ... ... ... ... ... ... \n", "155 Universe_156 dfc_method FLS tr 0.72 segment_length \n", "156 Universe_157 dfc_method FLS tr 0.72 segment_length \n", "157 Universe_158 dfc_method FLS tr 0.72 segment_length \n", "158 Universe_159 dfc_method FLS tr 0.72 segment_length \n", "159 Universe_160 dfc_method FLS tr 0.72 segment_length \n", "\n", " Value 3 Decision 4 Value 4 Decision 5 Value 5 Decision 6 Value 6 \\\n", "0 10 delay 6 density 0.50 binarise True \n", "1 10 delay 6 density 0.50 binarise True \n", "2 10 delay 6 density 0.50 binarise True \n", "3 10 delay 6 density 0.50 binarise True \n", "4 10 delay 6 density 0.50 binarise False \n", ".. ... ... ... ... ... ... ... \n", "155 10 delay 10 density 0.25 binarise True \n", "156 10 delay 10 density 0.25 binarise False \n", "157 10 delay 10 density 0.25 binarise False \n", "158 10 delay 10 density 0.25 binarise False \n", "159 10 delay 10 density 0.25 binarise False \n", "\n", " Decision 7 Value 7 Decision 8 Value 8 \n", "0 graph_measure clustering svc_kernel linear \n", "1 graph_measure clustering svc_kernel rbf \n", "2 graph_measure efficiency svc_kernel linear \n", "3 graph_measure efficiency svc_kernel rbf \n", "4 graph_measure clustering svc_kernel linear \n", ".. ... ... ... ... \n", "155 graph_measure efficiency svc_kernel rbf \n", "156 graph_measure clustering svc_kernel linear \n", "157 graph_measure clustering svc_kernel rbf \n", "158 graph_measure efficiency svc_kernel linear \n", "159 graph_measure efficiency svc_kernel rbf \n", "\n", "[160 rows x 17 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mverse.summary()\n", "mverse.visualize(universe=21, figsize=(12, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the specififcation curve:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: Only 5 samples were available for the CI.\n", "Warning: Only 5 samples were available for the t-tests.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mverse.specification_curve(measure=\"prediction\\naccuracy\", title=\"Specification Curve\", \\\n", " baseline=0.5, p_value=0.05, ci=95, smooth_ci=True, \\\n", " cmap=\"Set2\", figsize=(13,10), fontsize=10, height_ratio=[1,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we know the ground truth connectivity patterns from our simulated data, we can check if a pattern (e.g. universes with SD performing consistently better than almost all other universes) can be explained by the method giving more accurate results. For this, we load the connectivity estimates and calculate the average frobenius distance between the ground truth and the dFC as well as the graph estimates for each method:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mean std n\n", "method \n", "SD 4.753474 0.009034 32\n", "FLS 4.985484 0.024738 78\n", "TSW21 5.334146 0.015593 32\n", "PSc 5.681567 0.019838 64\n", "MTD7 6.099478 0.033286 32\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from comet import utils\n", "\n", "data_sim = utils.load_example(\"simulation\")\n", "\n", "# Ground truth connectivity estimates\n", "R = data_sim[\"R\"] # idx 0: state 6, idx 1: state 7\n", "labels = data_sim[\"labels\"].astype(int) # Labels: 6 and 7\n", "\n", "# Load multiverse results\n", "mverse_results = mverse.get_results()\n", "\n", "# Calculate frobenius distances between true and estimated dFC estimates\n", "universe_distance = {}\n", "\n", "for universe in mverse_results:\n", " dfc = mverse_results[universe].get(\"dfc_estimates\") # Shape: (100, 10, 10)\n", "\n", " distances = []\n", " for trial in range(dfc.shape[0]):\n", " # Get true and estimated dFC matrices\n", " R_true = R[:, :, 0] if labels[trial] == 6 else R[:, :, 1]\n", " R_est = dfc[trial, :, :]\n", " # Calculate distance\n", " distances.append(np.linalg.norm(R_true - R_est, ord='fro'))\n", "\n", " universe_distance[universe] = np.mean(distances)\n", "# Get mean distance per method\n", "rows = []\n", "for u, dist in universe_distance.items():\n", " method = mverse_results[u][\"decisions\"][\"Value 1\"]\n", " rows.append({\"universe\": u, \"method\": method, \"mean_distance\": dist})\n", "\n", "df = pd.DataFrame(rows)\n", "summary = (df.groupby(\"method\")[\"mean_distance\"].agg(mean=\"mean\", std=lambda x: x.std(ddof=1), n=\"count\").sort_values(\"mean\"))\n", "print(summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results indicate that dFC estimates obtained using the Spatial Distance method align most closely with the ground truth, which may help explain its strong performance observed in the specification curve. Although such a comparison is not feasible with real data due to the absence of a ground truth, it serves as an illustrative example of how post-multiverse analyses can be used to gain further insights into observed patterns." ] } ], "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 }