Abstract
Posttraumatic stress disorder (PTSD) is associated with lower cortical thickness (CT) in prefrontal, cingulate, and insular cortices in diverse trauma-affected samples. However, some studies have failed to detect differences between PTSD patients and healthy controls or reported that PTSD is associated with greater CT. Using data-driven dimensionality reduction, we sought to conduct a well-powered study to identify vulnerable networks without regard to neuroanatomic boundaries. Moreover, this approach enabled us to avoid the excessive burden of multiple comparison correction that plagues vertex-wise methods. We derived structural covariance networks (SCNs) by applying non-negative matrix factorization (NMF) to CT data from 961 PTSD patients and 1124 trauma-exposed controls without PTSD. We used regression analyses to investigate associations between CT within SCNs and PTSD diagnosis (with and without accounting for the potential confounding effect of trauma type) and symptom severity in the full sample. We performed additional regression analyses in subsets of the data to examine associations between SCNs and comorbid depression, childhood trauma severity, and alcohol abuse. NMF identified 20 unbiased SCNs, which aligned closely with functionally defined brain networks. PTSD diagnosis was most strongly associated with diminished CT in SCNs that encompassed the bilateral superior frontal cortex, motor cortex, insular cortex, orbitofrontal cortex, medial occipital cortex, anterior cingulate cortex, and posterior cingulate cortex. CT in these networks was significantly negatively correlated with PTSD symptom severity. Collectively, these findings suggest that PTSD diagnosis is associated with widespread reductions in CT, particularly within prefrontal regulatory regions and broader emotion and sensory processing cortical regions.
| Original language | English |
|---|---|
| Pages (from-to) | 609-619 |
| Number of pages | 11 |
| Journal | Neuropsychopharmacology |
| Volume | 49 |
| Issue number | 3 |
| Early online date | 28 Nov 2023 |
| DOIs | |
| Publication status | Published - 2024 |
Bibliographical note
Publisher Copyright:© 2023, This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply.
Funding
The study was supported by ZonMw, the Netherlands organization for Health Research and Development (40-00812-98-10041), and by a grant from the Academic Medical Center Research Council (110614) (Miranda Olff); NIMH K01 MH118428-01 (BS-J); NARSAD 27040 (XZ); R01 MH105355 (YN); RO1 MH111671 and VISN6 MIRECC (RAM); Grant 01J05415 from the Special Research Fund (BOF) at Ghent University (SCM); K01 MH118467, Julia Kasparian Fund for Neuroscience Research (LAML); R21 MH112956, R01 MH119227, McLean Hospital Trauma Scholars Fund, Barlow Family Fund, Julia Kasaparian Fund for Neuroscience Research (MLK); The Natural Science Foundation of Jiangsu Province (No. BK20221554), and the Foundation for the Social Development Project of Jiangsu (No. BE2022705) (RQ); grant no. AZV NV18-7 04-00559 from the Ministry of Health of the Czech Republic, (PŘ); NIH U54 EB020403, R01 MH116147, R01 MH129742 (CRKC); R01 MH111671, R01 MH117601, R01 AG059874, MJFF 14848 (NJ); Department of Defense award number W81XWH-12-2-0012; ENIGMA was also supported in part by NIH U54 EB020403 from the Big Data to Knowledge (BD2K) program, R56 AG058854, R01 MH116147, R01 MH111671, and P41 EB015922 (PMT); funding from the SAMRC Unit on Risk & Resilience in Mental Disorders (DJS); the South African Research Chairs Initiative in Posttraumatic Stress Disorder through the Department of Science and Technology and the National Research Foundation (SS); the South African Medical Research Council for the “Shared Roots” Flagship Project, Grant no. MRC-RFA-IFSP-01-2013/SHARED ROOTS” through funding received from the South African National Treasury under its Economic Competitiveness and Support Package (SdP); funding by the South African Medical Research Council through its Division of Research Capacity Development under the SAMRC CLINICIAN RESEARCHER (M.D PHD) SCHOLARSHIP PROGRAMME from funding received from the South African National Treasury (LLvdH); the National Natural Science Foundation of China (No. U21A20364 and No. 31971020), the Key Project of the National Social Science Foundation of China (No. 20ZDA079), the Key Project of Research Base of Humanities and Social Sciences of Ministry of Education (No.16JJD190006), and the Scientific Foundation of Institute of Psychology, Chinese Academy of Sciences (No. E2CX4115CX) (LW); German Research Foundation grant to JKD (numbers DA 1222/4-1 and WA 1539/8-2) (JKD, AS, AM, HW); R01 MH113574 (IL); VA RR&D 1IK2RX000709 (NDD); VA RR&D I01RX000622; CDMRP W81XWH-08–2–0038 (SRS); VA RR&D 1K1RX002325; 1K2RX002922 (SGD); German Research Society (Deutsche Forschungsgemeinschaft, DFG; SFB/TRR 58: C06, C07) (TS, DH); Dana Foundation (to JBN); the University of Wisconsin Institute for Clinical and Translational Research (to Dr. Emma Seppala); a National Science Foundation Graduate Research Fellowship (to DWG); the National Institute of Mental Health (NIMH) R01-MH043454 and T32-MH018931 (to RJD); and a core grant to the Waisman Center from the National Institute of Child Health and Human Development (P30-HD003352); R01 MH106574 (CL & TAdeR-C); VA CSR&D 1IK2CX001680; VISN17 Center of Excellence Pilot funding (EMG, GM, SMN); VA National Center for PTSD; The Beth K and Stuart Yudofsky Chair in the Neuropsychiatry of Military Post Traumatic Stress Syndrome (CGA); R21 MH102634 (IL); R01 MH105535 (IR);Department of Veterans Affairs via support for the National Center for PTSD, NIAAA via its support for (P50) Center for the Translational Neuroscience if Alcohol, and NCATS via its support of (CTSA) Yale Center for Clinical Investigation (JHK); and R01AG067103 (ASotiras). The content of this article is the sole responsibility of the authors and does not necessarily reflect the position, policy or official views of the Department of Veterans Affairs, the U.S. Government, the South African Medical Research Council, or any other funding sources listed here.
| Funders | Funder number |
|---|---|
| Academic Medical Center Research Council | K01 MH118428-01, 110614 |
| Foundation for the Social Development Project of Jiangsu | BE2022705 |
| SAMRC Unit on Risk & Resilience in Mental Disorders | |
| Translational Neuroscience if Alcohol | |
| National Science Foundation | |
| National Institutes of Health | K01MH118467, P41 EB015922, R01 MH117601, R56AG058854, R01MH119227, U54 EB020403, R01 AG059874, R01 MH131532, R01 MH116147, R01MH113574, MJFF 14848, R01 MH129742, R01MH105355-01A, RO1 MH111671 |
| National Institutes of Health | |
| U.S. Department of Defense | R56 AG058854, W81XWH-12-2-0012 |
| U.S. Department of Defense | |
| National Institute of Mental Health | R21MH106998, K01MH122774, R21MH102634, R01MH105535, R01-MH043454, K01 MH118428, T32-MH018931 |
| National Institute of Mental Health | |
| National Institute on Alcohol Abuse and Alcoholism | P50 |
| National Institute on Alcohol Abuse and Alcoholism | |
| National Institute of Child Health and Human Development | P30-HD003352, R01 MH106574, VA CSR&D 1IK2CX001680 |
| National Institute of Child Health and Human Development | |
| Congressionally Directed Medical Research Programs | W81XWH-08–2–0038 |
| Congressionally Directed Medical Research Programs | |
| U.S. Department of Veterans Affairs | VISN6 MIRECC, D 1IK2CX001680, CSR&, D 1K2RX002922, I01RX000622, D 1IK2RX000709, RR& |
| U.S. Department of Veterans Affairs | |
| Michael J. Fox Foundation for Parkinson's Research | 14848 |
| Michael J. Fox Foundation for Parkinson's Research | |
| Brain and Behavior Research Foundation | NARSAD 27040 |
| Brain and Behavior Research Foundation | |
| Dana Foundation | |
| Scoliosis Research Society | 1K2RX002922, VA RR&D 1K1RX002325 |
| Scoliosis Research Society | |
| California Department of Fish and Game | C06 |
| California Department of Fish and Game | |
| Institute for Clinical and Translational Research, University of Wisconsin, Madison | |
| National Center for Advancing Translational Sciences | R01AG067103 |
| National Center for Advancing Translational Sciences | |
| National Alliance for Research on Schizophrenia and Depression | 01J05415, 27040, R01 MH105355 |
| National Alliance for Research on Schizophrenia and Depression | |
| National Center for PTSD, U.S. Department of Veterans Affairs | R01 MH105535, R21 MH102634 |
| National Center for PTSD, U.S. Department of Veterans Affairs | |
| National Research Foundation | |
| South African Medical Research Council | MRC-RFA-IFSP-01-2013 |
| South African Medical Research Council | |
| Department of Science and Technology, Republic of South Africa | |
| Department of Science and Technology, Ministry of Science and Technology, India | |
| Deutsche Forschungsgemeinschaft | DA 1222/4-1, VA RR&D I01RX000622, WA 1539/8-2, R01 MH113574, VA RR&D 1IK2RX000709 |
| Deutsche Forschungsgemeinschaft | |
| National Natural Science Foundation of China | |
| ZonMw | 40-00812-98-10041 |
| ZonMw | |
| Chinese Academy of Sciences | |
| Ministry of Education | 16JJD190006 |
| Ministry of Education | |
| Academisch Medisch Centrum | |
| Ministerstvo Zdravotnictví Ceské Republiky | AZV NV18-7 04-00559 |
| Ministerstvo Zdravotnictví Ceské Republiky | |
| Universiteit Gent | K01 MH118467, R21 MH112956, R01 MH119227 |
| Universiteit Gent | |
| Natural Science Foundation of Jiangsu Province | BK20221554 |
| Natural Science Foundation of Jiangsu Province | |
| Bijzonder Onderzoeksfonds UGent | |
| National Natural Science Foundation of China-Yunnan Joint Fund | U21A20364, 31971020 |
| National Natural Science Foundation of China-Yunnan Joint Fund | |
| National Office for Philosophy and Social Sciences | 20ZDA079 |
| National Office for Philosophy and Social Sciences | |
| National Treasury |