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Assessment of brain age in posttraumatic stress disorder: Findings from the ENIGMA PTSD and brain age working groups
Clausen, Ashley N.1,2,3; Fercho, Kelene A.6,10,41,57; Monsour, Molly2; Disner, Seth6,27,53; Salminen, Lauren66; Haswell, Courtney C.1,2; Rubright, Emily Clarke1,2; Watts, Amanda A.1,2; Buckley, M. Nicole1,2; Maron-Katz, Adi21; Sierk, Anika60; Manthey, Antje60; Suarez-Jimenez, Benjamin12,54; Olatunji, Bunmi O.34; Averill, Christopher L.11,30; Hofmann, David48; Veltman, Dick J.24; Olson, Elizabeth A.45,51; Li, Gen32,49; Forster, Gina L.5,41; Walter, Henrik60; Fitzgerald, Jacklynn50; Theberge, Jean15,29,46; Simons, Jeffrey S.6,57; Bomyea, Jessica A.59,63; Frijling, Jessie L.23; Krystal, John H.11,30; Baker, Justin T.47; Phan, K. Luan18; Ressler, Kerry26,42; Han, Laura K. M.25; Nawijn, Laura23,24; Lebois, Lauren A. M.26,42; Schmaall, Lianne9,55; Densmore, Maria29; Shenton, Martha E.26,28,37,56; van Zuiden, Mirjam23; Stein, Murray58,59; Fani, Negar20; Simons, Raluca M.6,33; Neufeld, Richard W. J.16,29,31,65; Lanius, Ruth16,29; van Rooij, Sanne20; Koch, Saskia B. J.23,44; Bonomo, Serena54; Jovanovic, Tanja19; DeRoon-Cassini, Terri52; Ely, Timothy D.20; Magnotta, Vincent A.38,39,40; He, Xiaofu12,54; Abdallah, Chadi G.11,30,67,68; Etkin, Amit21,64; Schmahl, Christian35; Larson, Christine62; Rosso, Isabelle M.45,51; Blackford, Jennifer Urbano22,36; Stevens, Jennifer S.20; Daniels, Judith K.61; Herzog, Julia35; Kaufman, Milissa L.43; Olff, Miranda4,23; Davidson, Richard J.7; Sponheim, Scott R.27,53; Mueller, Sven C.14,17; Straube, Thomas48; Zhu, Xi12,54; Neria, Yuval12,54; Baugh, Lee A.6,41,57; Cole, James H.8,13; Thompson, Paul M.66; Morey, Rajendra A.1,2,3,4,25
第一作者Clausen, Ashley N.
通讯作者邮箱ashley.n.clausen@gmail.com, ashley.clausen@sclhealth.org
心理所单位排序1
摘要

Background Posttraumatic stress disorder (PTSD) is associated with markers of accelerated aging. Estimates of brain age, compared to chronological age, may clarify the effects of PTSD on the brain and may inform treatment approaches targeting the neurobiology of aging in the context of PTSD. Method Adult subjects (N = 2229; 56.2% male) aged 18-69 years (mean = 35.6, SD = 11.0) from 21 ENIGMA-PGC PTSD sites underwent T1-weighted brain structural magnetic resonance imaging, and PTSD assessment (PTSD+, n = 884). Previously trained voxel-wise (brainageR) and region-of-interest (BARACUS and PHOTON) machine learning pipelines were compared in a subset of control subjects (n = 386). Linear mixed effects models were conducted in the full sample (those with and without PTSD) to examine the effect of PTSD on brain predicted age difference (brain PAD; brain age - chronological age) controlling for chronological age, sex, and scan site. Results BrainageR most accurately predicted brain age in a subset (n = 386) of controls (brainageR: ICC = 0.71, R = 0.72, MAE = 5.68; PHOTON: ICC = 0.61, R = 0.62, MAE = 6.37; BARACUS: ICC = 0.47, R = 0.64, MAE = 8.80). Using brainageR, a three-way interaction revealed that young males with PTSD exhibited higher brain PAD relative to male controls in young and old age groups; old males with PTSD exhibited lower brain PAD compared to male controls of all ages. Discussion Differential impact of PTSD on brain PAD in younger versus older males may indicate a critical window when PTSD impacts brain aging, followed by age-related brain changes that are consonant with individuals without PTSD. Future longitudinal research is warranted to understand how PTSD impacts brain aging across the lifespan.

关键词aging machine learning mega-analysis neuroimaging posttraumatic stress disorder trauma
2021-12-14
语种英语
DOI10.1002/brb3.2413
发表期刊BRAIN AND BEHAVIOR
ISSN2162-3279
页码14
期刊论文类型实证研究
收录类别SCI
资助项目Academic Medical Center Research Council ; Center for Brain and Behavior Research Pilot Grant ; National Center for Advancing Translational Sciences ; Department of Veterans Affairs RRD ; Canadian Institute for Military and Veteran Health Research ; National Center for Research Resources[CX001600] ; National Institutes of Health[K01MH122774] ; National Institutes of Health[R01 MH106574] ; Brain and Behavior Research Foundation[07040] ; VA Career Development Award ; National Institute on Alcohol Abuse and Alcoholism ; South Dakota Governor's Research Center Grant ; National Institute of Mental Health[F31MH113271] ; National Institute of Mental Health[K23MH112873] ; National Institute of Mental Health[R01-MH043454] ; National Institute of Mental Health[T32MH018931] ; National Institute of Mental Health[T32MH13043] ; Trauma Scholars Fund ; NIH from the Big Data to Knowledge (BD2K) program[U54 EB020403] ; German Research Society ; U.S. Department of Defense[W81XWH-10-1-0925] ; U.S. Department of Defense[W81XWH082-0159] ; NHMRC Career Development Fellowship ; Deutsche Forschungsgemeinschaft[DA1222/4-1] ; Deutsche Forschungsgemeinschaft[SFB/TRR 58] ; Deutsche Forschungsgemeinschaft[WA1539/8-2] ; U.S. Department of Veterans Affairs ; Barlow Family Fund ; Veterans Affairs Merit Review Program ; Institute of Neurosciences, Mental Health and Addiction ; German Federal Ministry of Education and Research ; Congressionally Directed Medical Research Programs[W81XWH08-2-0038] ; Kasparian Fund ; Netherlands organization for Health Research and Development ; MRC/UKRI Innovation Fellowship ; VISN6 MIRECC ; Bijzonder Onderzoeksfonds UGent ; Anonymous Women's Health Fund
出版者WILEY
WOS关键词CHILDHOOD TRAUMA ; DEPRESSION ; ANXIETY ; SCHIZOPHRENIA ; PREDICTION ; MATURITY ; VALIDITY ; VOLUME
WOS研究方向Behavioral Sciences ; Neurosciences & Neurology
WOS类目Behavioral Sciences ; Neurosciences
WOS记录号WOS:000730010700001
资助机构Academic Medical Center Research Council ; Center for Brain and Behavior Research Pilot Grant ; National Center for Advancing Translational Sciences ; Department of Veterans Affairs RRD ; Canadian Institute for Military and Veteran Health Research ; National Center for Research Resources ; National Institutes of Health ; Brain and Behavior Research Foundation ; VA Career Development Award ; National Institute on Alcohol Abuse and Alcoholism ; South Dakota Governor's Research Center Grant ; National Institute of Mental Health ; Trauma Scholars Fund ; NIH from the Big Data to Knowledge (BD2K) program ; German Research Society ; U.S. Department of Defense ; NHMRC Career Development Fellowship ; Deutsche Forschungsgemeinschaft ; U.S. Department of Veterans Affairs ; Barlow Family Fund ; Veterans Affairs Merit Review Program ; Institute of Neurosciences, Mental Health and Addiction ; German Federal Ministry of Education and Research ; Congressionally Directed Medical Research Programs ; Kasparian Fund ; Netherlands organization for Health Research and Development ; MRC/UKRI Innovation Fellowship ; VISN6 MIRECC ; Bijzonder Onderzoeksfonds UGent ; Anonymous Women's Health Fund
引用统计
被引频次:17[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/41401
专题中国科学院心理健康重点实验室
通讯作者Clausen, Ashley N.
作者单位1.VA Mid Atlantic Mental Illness Res Educ & Clin Ct, Durham, NC 27705 USA
2.Duke Univ, Brain Imaging & Anal Ctr, Durham, NC USA
3.Kansas City VA Med Ctr, Kansas City, MO USA
4.ARQ Natl Psychotrauma Ctr, Diemen, Netherlands
5.Univ Otago, Brain Hlth Res Ctr, Dept Anat, Dunedin, New Zealand
6.Univ South Dakota, Ctr Brain & Behav Res, Vermillion, SD USA
7.Univ Wisconsin, Dept Psychol, Ctr Hlth Minds, 1202 W Johnson St, Madison, WI 53706 USA
8.UCL, Ctr Med Image Comp Comp Sci, London, England
9.Univ Melbourne, Ctr Youth Mental Hlth, Melbourne, Vic, Australia
10.US Fed Aviat Adm, Civil Aerosp Med Inst, Oklahoma City, OK USA
11.Natl Ctr PTSD, Clin Neurosci Div, West Haven, CT USA
12.Columbia Univ, Med Ctr, Manhattan, KS USA
13.UCL, Inst Neurol, Dementia Res Ctr, London, England
14.Univ Ghent, Dept Expt Clin & Hlth Psychol, Ghent, Belgium
15.Univ Western Ontario, Dept Med Biophys, London, ON, Canada
16.Western Univ, Dept Neurosci, London, ON, Canada
17.Univ Deusto, Dept Personal Psychol Assessment & Treatment, Bilbao, Spain
18.Ohio State Univ, Dept Psychiat & Behav Hlth, Columbus, OH 43210 USA
19.Wayne State Univ, Dept Psychiat & Behav Neurosci, Detroit, MI USA
20.Emory Univ, Sch Med, Dept Psychiat & Behav Sci, Atlanta, GA USA
21.Stanford Univ, Dept Psychiat & Behav Sci, Stanford, CA USA
22.Vanderbilt Univ Sch Med, Dept Psychiat & Behav Sci, Nashville, TN USA
23.Univ Amsterdam, Dept Psychiat, Amsterdam Univ Med Ctr Locat, Acad Med Ctr,Amsterdam Neurosci, Amsterdam, Netherlands
24.Vrije Univ Amsterdam, VU Univ Med Ctr, Amsterdam Univ Med Ctr Locat, Dept Psychiat, Amsterdam, Netherlands
25.Vrije Univ Amsterdam Med Ctr, GGZ Geest Amsterdam Neurosci, Amsterdam Univ Med Ctr, Dept Psychiat, Amsterdam, Netherlands
26.Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USA
27.Univ Minnesota, Sch Med, Dept Psychiat, Minneapolis, MN 55455 USA
28.VA Boston Healthcare Syst, Dept Psychiat, Brockton, MA USA
29.Western Univ, Dept Psychiat, London, ON, Canada
30.Yale Univ, Sch Med, Dept Psychiat, New Haven, CT USA
31.Univ British Columbia, Dept Psychol, Okanagan, BC, Canada
32.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
33.Univ South Dakota, Dept Psychol, Vermillion, SD USA
34.Vanderbilt Univ, Dept Psychol, Nashville, TN 37240 USA
35.Heidelberg Univ, Med Fac Mannheim, Cent Inst Mental Hlth, Dept Psychosomat Med & Psychotherapy, Mannheim, Germany
36.Tennessee Valley Healthcare Syst, Dept Vet Affairs, Nashville, TN USA
37.Harvard Med Sch, Dept Radiol, Boston, MA 02115 USA
38.Univ Iowa, Dept Radiol, Iowa City, IA 52242 USA
39.Univ Iowa, Dept Psychiat, Iowa City, IA 52242 USA
40.Univ Iowa, Dept Biomed Engn, Iowa City, IA 52242 USA
41.Univ South Dakota, Sanford Sch Med, Div Basic Biomed Sci, Vermillion, SD USA
42.McLean Hosp, Div Depress & Anxiety Disorders, 115 Mill St, Belmont, MA 02178 USA
43.McLean Hosp, Div Womens Mental Hlth, 115 Mill St, Belmont, MA 02178 USA
44.Radboud Univ Nijmegen, Ctr Cognit Neuroimaging, Donders Inst Brain Cognit & Behav, Nijmegen, Netherlands
45.Harvard Med Sch, Boston, MA 02115 USA
46.Lawson Hlth Res Inst, Imaging Div, London, ON, Canada
47.Harvard Univ, McLean Hosp, Inst Technol Psychiat, Belmont, MA 02178 USA
48.Univ Munster, Inst Med Psychol & Syst Neurosci, Munster, Germany
49.Chinese Acad Sci, Inst Psychol, CAS Key Lab Mental Hlth, Lab Traumat Stress Studies, Beijing, Peoples R China
50.Marquette Univ, Milwaukee, WI 53233 USA
51.McLean Hosp, 115 Mill St, Belmont, MA 02178 USA
52.Med Coll Wisconsin, Milwaukee, WI 53226 USA
53.Minneapolis VA Hlth Care Syst, Minneapolis, MN USA
54.New York State Psychiat Inst & Hosp, New York, NY 10032 USA
55.Orygen, Parkville, Vic, Australia
56.Brigham & Womens Hosp, Psychiat Neuroimaging Lab, 75 Francis St, Boston, MA 02115 USA
57.Sioux Falls VA Hlth Care Syst, Sioux Falls, SD USA
58.Univ Calif San Diego, Dept Family Med & Publ Hlth, San Deigo, CA USA
59.Univ Calif San Diego, Dept Psychiat, San Deigo, CA USA
60.Univ Med Ctr Charite, Berlin, Germany
61.Univ Groningen, Groningen, Netherlands
62.Univ Wisconsin, Milwaukee, WI 53201 USA
63.VA San Diego Healthcare Syst, Ctr Excellence Stress & Mental Hlth, San Deigo, CA USA
64.Stanford Univ, Wu Tsai Neurosci Inst, Stanford, CA 94305 USA
65.Western Univ, Dept Psychol, London, ON, Canada
66.Univ Southern Calif, Keck Sch Med, Imaging Genet Ctr, Mark & Mary Stevens Neuroimaging & Informat Inst, Marina Del Rey, CA USA
67.Michael E DeBakey VA Med Ctr, Houston, TX USA
68.Baylor Coll Med, Menninger Dept Psychiat, Houston, TX 77030 USA
推荐引用方式
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Clausen, Ashley N.,Fercho, Kelene A.,Monsour, Molly,et al. Assessment of brain age in posttraumatic stress disorder: Findings from the ENIGMA PTSD and brain age working groups[J]. BRAIN AND BEHAVIOR,2021:14.
APA Clausen, Ashley N..,Fercho, Kelene A..,Monsour, Molly.,Disner, Seth.,Salminen, Lauren.,...&Morey, Rajendra A..(2021).Assessment of brain age in posttraumatic stress disorder: Findings from the ENIGMA PTSD and brain age working groups.BRAIN AND BEHAVIOR,14.
MLA Clausen, Ashley N.,et al."Assessment of brain age in posttraumatic stress disorder: Findings from the ENIGMA PTSD and brain age working groups".BRAIN AND BEHAVIOR (2021):14.
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