PT
Paul M. Thompson
Magnetic Resonance ImagingneuroscienceBrainMRINeuroimagingAlgorithmsBrain MappingAlzheimer's diseaseAlzheimer’s diseaseWhite Matter
On Valency
published · living versionsW_7ktvcfty·v1 · currentpublished
Data Amount Heterogeneity Improves Performance in Federated Learning for Neuroimaging
with Paul Kurian, Tamoghna Chattopadhyay, Abhijith Shaji, Greg Ver Steeg +1
1 version
Preprints & journals
1,586 papers in the corpus · 1988–2026Retrospective harmonization of neuropsychiatric questionnaires in a large multi-site research consortium using expert mappings and semantic textual similaritygjd7v_v1 · Julia-Katharina Pfarr, Eva van Heese, Joshua Curtiss et al.2026 · 0 citationsPsyArXiv
Limited sex-specific structural alterations across common epilepsies: A worldwide ENIGMA study.42873626 · Wen, Huantao, Wan, Bin, Gholipour, Taha et al.2026 · 0 citationsEpilepsia. 2026
Big data and psychiatry: advances, constraints and future directions.42742616 · Stein, Dan J, Kessler, Ronald C, Torous, John et al.2026 · 0 citationsWorld psychiatry : official journal of the World Psychiatric Association (WPA). 2026;25(3):388-413
Cell-based polygenic risk scores predict clinical progression and prioritize network-based therapeutic targets in Alzheimer's disease.42836738 · Sahelijo, Nathan, Rajagopalan, Priya, Qian, Lu et al.2026 · 0 citationsAlzheimer's & dementia : the journal of the Alzheimer's Association. 2026;22(10):e71895
MEMOIR-VLM-a multimodal vision-language model for Alzheimer's disease classification and question answering.42889096 · Gidwani, Sohail Haresh, Chattopadhyay, Tamoghna, Thomopoulos, Sophia I et al.2026 · 0 citationsFrontiers in computational neuroscience. 2026;20:1902258
Beyond Feature Reliability: Repeat-Informed Multifractal Curve Regression for Brain-Age Prediction2609.29307v2 · Yu Chang, Anzhe Cheng, Jiahao Chen et al.2026 · 0 citationsarXiv
Comparison of automated white matter lesion segmentation approaches for use in large, multi-site data analyses in Parkinson's disease.42852118 · Al-Bachari, Sarah, Yoon, So Hoon, Emson, Phoebe et al.2026 · 0 citationsFrontiers in neuroscience. 2026;20:1904361
Predicting cognitive-behavioral therapy outcomes in obsessive-compulsive disorder from inhibitory control neural activity: A mega-analysis and machine learning study from the ENIGMA-OCD consortium.42887161 · Džinalija, Nadža, van den Heuvel, Odile A, Simpson, H Blair et al.2026 · 0 citationsEuropean neuropsychopharmacology : the journal of the European College of Neuropsychopharmacology. 2026;114:113879
Structural Brain Correlates of Bulimia Nervosa Diagnosis and Symptom Severity: A Coordinated ENIGMA Eating Disorders Working Group Analysis.42747849 · Berner, Laura A, Phadnis, Anusha, Westwater, Margaret L et al.2026 · 0 citationsJAMA psychiatry. 2026;83(11):1159-1167
Sex-specific biological aging clocks across organs and omics.42749890 · MULTI Consortium, Song, Zhiyuan, Fong, Derek et al.2026 · 0 citationsNature medicine. 2026
Discovering Subtypes of Neurodegenerative Progression with a Scalable Connectome-Constrained Dynamic Model2609.10890v1 · Daniel Semchin, Emile d'Angremont, Hao Ding et al.2026 · 0 citationsarXivon Valency
Distribution and age-interactions of cortical thickness associated with specific classes of medication used to treat obsessive-compulsive disorder: Results from the international ENIGMA consortium.42753307 · Ivanov, Iliyan, Dzinalija, Nadza, Abe, Yoshinari et al.2026 · 0 citationsCortex; a journal devoted to the study of the nervous system and behavior. 2026;205:1-23
Interpretable multimodal learning for integrating neuroimaging and genetic data in Alzheimer's disease.42707167 · Zhao, Kun, Dai, Siyuan, Zhang, Yingying et al.2026 · 0 citationsFrontiers in radiology. 2026;6:1912277
Erratum to "Air pollution is linked to divergent cortical thickness patterns in brain regions vulnerable to Alzheimer's disease" [Neurotoxicology 115 (2026) 103495].42632804 · Salminen, Lauren E, Wang, Xinhui, Petkus, Andrew J et al.2026 · 0 citationsNeurotoxicology. 2026;116:103551
Longitudinal Bayesian Learning of Continuous Disease Position across the Alzheimer's Disease Continuum2608.19436v1 · Yingying Zhang, Kun Zhao, Guodong Liu et al.2026 · 0 citationsarXiv
GenFAR: A generalized representation of brain structure, derived from 49,246 multi-cohort MRIs via deep learning2608.12185v1 · Vishnu M. Bashyam, Guray Erus, Junhao Wen et al.2026 · 0 citationsarXiv
Structural brain alterations in autism: A voxel-based morphometry mega-analysis in 3,051 participants across 51 sites.42427497 · Rajagopalan, Priya, Kim, Gaon S, Overholtzer, L Nate et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Predicting Brain Morphometry with MT-GNN: Mesh Evolution in Continuous Time with Graph-Based Metric Tensor Embeddings2608.05132v1 · Hao Ding, Daniel Semchin, Paul M. Thompson et al.2026 · 0 citationsarXiv
Brain Morphology Mediators of the Association of Childhood Trauma With Bipolar Disorder: An International ENIGMA Bipolar Disorder Working Group Study.42234441 · Tozzi, Leonardo, Dauvermann, Maria R, Corley, Emma et al.2026 · 1 citationJAMA psychiatry. 2026;83(8):847-856
TIER-MoE: Trust-Informed Expert Routing via Conditional Modality Risk for Multimodal Fusion in Biomedical Classification2607.27289v1 · Yu Chang, Anzhe Cheng, Chenwei Wu et al.2026 · 0 citationsarXiv
Multi-modal deep learning and explainable AI for predicting multiple dementia-related neuropathologies from brain MRI, clinical, and genetic data.42577341 · Chattopadhyay, Tamoghna, Kush, Rudransh, Ankarath, Rahul H et al.2026 · 0 citationsFrontiers in neurology. 2026;17:1839071
When does more data help? Spectral Geometry and Scaling Laws in MRI Transformers.42539283 · Chattopadhyay, Tamoghna, Shelar, Kartik, Thomopoulos, Sophia et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Mapping Focal and Generalized Effects of Common Genetic Variants on Human Brain Structure.42523408 · Gleave, Emma J, García-Marín, Luis M, Ceja, Zuriel et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Comparing Harmonization Approaches for Protocol-Related Variability in Multisite Diffusion MRI Data.42465495 · Liou, Kenny, Thomopoulos, Sophia I, Villalon-Reina, Julio E et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Global network and local vulnerabilities underlie brain atrophy across Parkinson's disease stages.41237265 · Vo, Andrew, Tremblay, Christina, Rahayel, Shady et al.2026 · 3 citationsBrain : a journal of neurology. 2026;149(7):2380-2394
Brain Ageing in Social Anxiety Disorder: An ENIGMA-Anxiety Mega-Analysis Across 26 International Cohorts.42465901 · Blake, Kimberly V, Ipser, Jonathan C, Amod, Alyssa R et al.2026 · 0 citationsmedRxiv : the preprint server for health sciences. 2026
Shared and specific associations of amygdala nuclei volumes with PTSD symptom domains and childhood trauma: An ENIGMA-PGC PTSD mega-analysis.42393252 · Mufford, Mary S, van der Meer, Dennis, Baird, C Lexi et al.2026 · 0 citationsMolecular psychiatry. 2026;31(11):6488-6497
A 3D Brain Geometry Toolkit for Multisite Neuroimaging Analysis.42427731 · Im, Yanghee, Kang, Melody J Y, Gutman, Boris A et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Variations of global brain asymmetry are associated with aging and related diseases.42384796 · Hu, Haoyu, Guo, Duxiao, Pu, Yi et al.2026 · 1 citationScience advances. 2026;12(27):eadu9309
Brain Aging in Specific Phobia: An ENIGMA-Anxiety Mega-Analysis.42403080 · Blake, Kimberly V, Hilbert, Kevin, Ipser, Jonathan C et al.2026 · 0 citationsHuman brain mapping. 2026;47(10):e70595
Genetic architecture of the limbic white matter microstructure in aging and Alzheimer's Disease.42410730 · Lorenz, Anna S, Sathe, Aditi, Yang, Yisu et al.2026 · 0 citationsAlzheimer's & dementia : the journal of the Alzheimer's Association. 2026;22(7):e71630
Disease detection and classification in temporal lobe epilepsy: step-wise versus simultaneous AI decision models in a multisite neuroimaging study.42534493 · Kaestner, Erik, Sawant, Jay, Arienzo, Donatello et al.2026 · 1 citationBrain communications. 2026;8(4):fcag253
Decomposing neuroanatomical heterogeneity in depression: insights from an ENIGMA major depressive disorder working group study in 5146 individuals.42337246 · Sempach, Lukas, Ulrich, Sarah, Bauduin, Stéphanie E E C et al.2026 · 0 citationsTranslational psychiatry. 2026;16(1)
Air pollution is linked to divergent cortical thickness patterns in brain regions vulnerable to Alzheimer's disease.42314912 · Salminen, Lauren E, Wang, Xinhui, Petkus, Andrew J et al.2026 · 0 citationsNeurotoxicology. 2026;115:103495
The ENIGMA-PD-WML Pipeline: A Containerized, User-Friendly Approach for Accurate, Standardized Segmentation of White Matter Lesions in Multi-Site MRI Data.42367875 · Al-Bachari, Sarah, Angell, Shauna, Abraham, Aswin et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Artemis: Anatomy-Resolved inTervention for Eliminating Multimodal NeuroImage confounderS2606.18287v1 · Siyuan Dai, Yang Du, Kun Zhao et al.2026 · 0 citationsarXiv
Prediction of cognitive performance by demographics, sleep, and brain morphometry: machine learning findings from ENIGMA-Sleep Working Group.42326492 · Bi, Hanwen, Åkerstedt, Torbjörn, Bülow, Robin et al.2026 · 0 citationsResearch square. 2026
Sex-related structural alterations across common epilepsies: a worldwide ENIGMA study.42327327 · Wen, Huantao, Wan, Bin, Gholipour, Taha et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
The ENIGMA MEG Pipeline: Automated cortically localized spectral analysis of multi-site resting state MEG datasets.42327237 · Nugent, Allison C, Namyst, Anna M, Carver, Frederick W et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Cross-subject decoding of internal mental states using predictive time-series modeling.42285800 · Wang, Zi-Han, Chen, Xiao, Lu, Bin et al.2026 · 0 citationsScience bulletin. 2026;71(16):4117-4122
The Regional Vulnerability Index (RVI) as a Neuroimaging-Based Biomarker for Autism: Associations with Likelihood, Cognition, and Longitudinal Social Outcomes.42244570 · Pagán, Antonio, Lawrence, Katherine E, Buitelaar, Jan et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Predicting Autopsy-Confirmed Neuropathology across Clinical, Neuroimaging, and CSF Biomarkers using Machine Learning.42239211 · Patterson, Christopher, Chattopadhyay, Tamoghna, Thomopoulos, Sophia I et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Nipoppy: A framework for standardizing neuroimaging studies to facilitate international derived-data sharing10.64898/2026.05.18.723593v2 · Bhagwat, N., Wang, M., Dugre, M. et al.2026 · 1 citationbioRxiv
White matter microstructure in relatives of people with schizophrenia or bipolar disorder: an ENIGMA meta-analysis.42168580 · Barendse, Marjolein E A, Poortman, Simon R, Ching, Christopher R K et al.2026 · 0 citationsMolecular psychiatry. 2026;31(9):5423-5430
The Hidden Architecture of Brain Structural Variability in 22q11.2 Deletion Syndrome: A Multi-site Study.42238402 · Boen, Rune, O'Hora, Kathleen P, Fung, Hoki et al.2026 · 1 citationmedRxiv : the preprint server for health sciences. 2026
Brain morphology in Anorexia Nervosa and its subtypes: A multi-cohort study of individual participant data.42160333 · Bernardoni, Fabio, Arold, Dominic, Schoppik, Luis et al.2026 · 3 citationsPLoS medicine. 2026;23(5):e1004809
Altered neurodevelopmental trajectories of brain structure in Tourette syndrome and Chronic Tic Disorders.42238458 · Jin, Yin, Guo, Yuxin, Koller, Jonathan M et al.2026 · 2 citationsmedRxiv : the preprint server for health sciences. 2026
Geometric brain signatures of Alzheimer's disease progression and subtypes.42238467 · Tong, Boning, Cao, Trang, Duong-Tran, Duy et al.2026 · 0 citationsmedRxiv : the preprint server for health sciences. 2026
SPECTRA: Spatial Inference for Tractometry Toward Precision Mapping of White Matter Microstructure.42182228 · Feng, Yixue, Villalón-Reina, Julio E, Gari, Iyad Ba et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Empirical validation of race-neutral normative brain morphometry models across ethnoracially diverse populations.42118844 · Ge, Ruiyang, Yu, Yuetong, New, Faye et al.2026 · 0 citationsProceedings of the National Academy of Sciences of the United States of America. 2026;123(20):e2521055123
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