Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium

Xi Zhu; Yoojean Kim; Orren Ravid; Xiaofu He; Benjamin Suarez-Jimenez; Sigal Zilcha-Mano; Amit Lazarov; Seonjoo Lee; Chadi G. Abdallah; Michael Angstadt; Christopher L. Averill; C. Lexi Baird; Lee A. Baugh; Jennifer U. Blackford; Jessica Bomyea; Steven E. Bruce; Richard A. Bryant; Zhihong Cao; Kyle Choi; Josh Cisler; Andrew S. Cotton; Judith K. Daniels; Nicholas D. Davenport; Richard J. Davidson; Michael D. DeBellis; Emily L. Dennis; Maria Densmore; Terri deRoon-Cassini; Seth G. Disner; Wissam El Hage; Amit Etkin; Negar Fani; Kelene A. Fercho; Jacklynn Fitzgerald; Gina L. Forster; Jessie L. Frijling; Elbert Geuze; Atilla Gonenc; Evan M. Gordon; Staci Gruber; Daniel W. Grupe; Jeffrey P. Guenette; Courtney C. Haswell; Ryan J. Herringa; Julia Herzog; David Bernd Hofmann; Bobak Hosseini; Anna R. Hudson; Ashley A. Huggins; Jonathan C. Ipser; Neda Jahanshad; Meilin Jia-Richards; Tanja Jovanovic; Milissa L. Kaufman; Mitzy Kennis; Anthony King; Philipp Kinzel; Saskia B.J. Koch; Inga K. Koerte; Sheri M. Koopowitz; Mayuresh S. Korgaonkar; John H. Krystal; Ruth Lanius; Christine L. Larson; Lauren A.M. Lebois; Gen Li; Israel Liberzon; Guang Ming Lu; Yifeng Luo; Vincent A. Magnotta; Antje Manthey; Adi Maron-Katz; Geoffery May; Katie McLaughlin; Sven C. Mueller; Laura Nawijn; Steven M. Nelson; Richard W.J. Neufeld; Jack B. Nitschke; Erin M. O'Leary; Bunmi O. Olatunji; Miranda Olff; Matthew Peverill; K. Luan Phan; Rongfeng Qi; Yann Quidé; Ivan Rektor; Kerry Ressler; Pavel Riha; Marisa Ross; Isabelle M. Rosso; Lauren E. Salminen; Kelly Sambrook; Christian Schmahl; Martha E. Shenton; Margaret Sheridan; Chiahao Shih; Maurizio Sicorello; Anika Sierk; Alan N. Simmons; Raluca M. Simons; Jeffrey S. Simons; Scott R. Sponheim; Murray B. Stein; Dan J. Stein; Jennifer S. Stevens; Thomas Straube; Delin Sun; Jean Théberge; Paul M. Thompson; Sophia I. Thomopoulos; Nic J.A. van der Wee; Steven J.A. van der Werff; Theo G.M. van Erp; Sanne J.H. van Rooij; Mirjam van Zuiden; Tim Varkevisser; Dick J. Veltman; Robert R.J.M. Vermeiren; Henrik Walter; Li Wang; Xin Wang; Carissa Weis; Sherry Winternitz; Hong Xie; Ye Zhu; Melanie Wall; Yuval Neria; Rajendra A. Morey

doi:10.1016/j.neuroimage.2023.120412

Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium

Xi Zhu, Yoojean Kim, Orren Ravid, Xiaofu He, Benjamin Suarez-Jimenez, Sigal Zilcha-Mano, Amit Lazarov, Seonjoo Lee, Chadi G. Abdallah, Michael Angstadt, Christopher L. Averill, C. Lexi Baird, Lee A. Baugh, Jennifer U. Blackford, Jessica Bomyea, Steven E. Bruce, Richard A. Bryant, Zhihong Cao, Kyle Choi, Josh CislerAndrew S. Cotton, Judith K. Daniels, Nicholas D. Davenport, Richard J. Davidson, Michael D. DeBellis, Emily L. Dennis, Maria Densmore, Terri deRoon-Cassini, Seth G. Disner, Wissam El Hage, Amit Etkin, Negar Fani, Kelene A. Fercho, Jacklynn Fitzgerald, Gina L. Forster, Jessie L. Frijling, Elbert Geuze, Atilla Gonenc, Evan M. Gordon, Staci Gruber, Daniel W. Grupe, Jeffrey P. Guenette, Courtney C. Haswell, Ryan J. Herringa, Julia Herzog, David Bernd Hofmann, Bobak Hosseini, Anna R. Hudson, Ashley A. Huggins, Jonathan C. Ipser, Neda Jahanshad, Meilin Jia-Richards, Tanja Jovanovic, Milissa L. Kaufman, Mitzy Kennis, Anthony King, Philipp Kinzel, Saskia B.J. Koch, Inga K. Koerte, Sheri M. Koopowitz, Mayuresh S. Korgaonkar, John H. Krystal, Ruth Lanius, Christine L. Larson, Lauren A.M. Lebois, Gen Li, Israel Liberzon, Guang Ming Lu, Yifeng Luo, Vincent A. Magnotta, Antje Manthey, Adi Maron-Katz, Geoffery May, Katie McLaughlin, Sven C. Mueller, Laura Nawijn, Steven M. Nelson, Richard W.J. Neufeld, Jack B. Nitschke, Erin M. O'Leary, Bunmi O. Olatunji, Miranda Olff, Matthew Peverill, K. Luan Phan, Rongfeng Qi, Yann Quidé, Ivan Rektor, Kerry Ressler, Pavel Riha, Marisa Ross, Isabelle M. Rosso, Lauren E. Salminen, Kelly Sambrook, Christian Schmahl, Martha E. Shenton, Margaret Sheridan, Chiahao Shih, Maurizio Sicorello, Anika Sierk, Alan N. Simmons, Raluca M. Simons, Jeffrey S. Simons, Scott R. Sponheim, Murray B. Stein, Dan J. Stein, Jennifer S. Stevens, Thomas Straube, Delin Sun, Jean Théberge, Paul M. Thompson, Sophia I. Thomopoulos, Nic J.A. van der Wee, Steven J.A. van der Werff, Theo G.M. van Erp, Sanne J.H. van Rooij, Mirjam van Zuiden, Tim Varkevisser, Dick J. Veltman, Robert R.J.M. Vermeiren, Henrik Walter, Li Wang, Xin Wang, Carissa Weis, Sherry Winternitz, Hong Xie, Ye Zhu, Melanie Wall, Yuval Neria, Rajendra A. Morey

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	120412
Journal	NeuroImage
Volume	283
DOIs	https://doi.org/10.1016/j.neuroimage.2023.120412
State	Published - Dec 1 2023

ASJC Scopus Subject Areas

Neurology
Cognitive Neuroscience

Keywords

Classification
Deep learning
Machine learning
Multimodal MRI
Posttraumatic stress disorder

Access to Document

10.1016/j.neuroimage.2023.120412

Cite this

Zhu, X., Kim, Y., Ravid, O., He, X., Suarez-Jimenez, B., Zilcha-Mano, S., Lazarov, A., Lee, S., Abdallah, C. G., Angstadt, M., Averill, C. L., Baird, C. L., Baugh, L. A., Blackford, J. U., Bomyea, J., Bruce, S. E., Bryant, R. A., Cao, Z., Choi, K., ... Morey, R. A. (2023). Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium. NeuroImage, 283, Article 120412. https://doi.org/10.1016/j.neuroimage.2023.120412

Zhu, X, Kim, Y, Ravid, O, He, X, Suarez-Jimenez, B, Zilcha-Mano, S, Lazarov, A, Lee, S, Abdallah, CG, Angstadt, M, Averill, CL, Baird, CL, Baugh, LA, Blackford, JU, Bomyea, J, Bruce, SE, Bryant, RA, Cao, Z, Choi, K, Cisler, J, Cotton, AS, Daniels, JK, Davenport, ND, Davidson, RJ, DeBellis, MD, Dennis, EL, Densmore, M, deRoon-Cassini, T, Disner, SG, Hage, WE, Etkin, A, Fani, N, Fercho, KA, Fitzgerald, J, Forster, GL, Frijling, JL, Geuze, E, Gonenc, A, Gordon, EM, Gruber, S, Grupe, DW, Guenette, JP, Haswell, CC, Herringa, RJ, Herzog, J, Hofmann, DB, Hosseini, B, Hudson, AR, Huggins, AA, Ipser, JC, Jahanshad, N, Jia-Richards, M, Jovanovic, T, Kaufman, ML, Kennis, M, King, A, Kinzel, P, Koch, SBJ, Koerte, IK, Koopowitz, SM, Korgaonkar, MS, Krystal, JH, Lanius, R, Larson, CL, Lebois, LAM, Li, G, Liberzon, I, Lu, GM, Luo, Y, Magnotta, VA, Manthey, A, Maron-Katz, A, May, G, McLaughlin, K, Mueller, SC, Nawijn, L, Nelson, SM, Neufeld, RWJ, Nitschke, JB, O'Leary, EM, Olatunji, BO, Olff, M, Peverill, M, Phan, KL, Qi, R, Quidé, Y, Rektor, I, Ressler, K, Riha, P, Ross, M, Rosso, IM, Salminen, LE, Sambrook, K, Schmahl, C, Shenton, ME, Sheridan, M, Shih, C, Sicorello, M, Sierk, A, Simmons, AN, Simons, RM, Simons, JS, Sponheim, SR, Stein, MB, Stein, DJ, Stevens, JS, Straube, T, Sun, D, Théberge, J, Thompson, PM, Thomopoulos, SI, van der Wee, NJA, van der Werff, SJA, van Erp, TGM, van Rooij, SJH, van Zuiden, M, Varkevisser, T, Veltman, DJ, Vermeiren, RRJM, Walter, H, Wang, L, Wang, X, Weis, C, Winternitz, S, Xie, H, Zhu, Y, Wall, M, Neria, Y & Morey, RA 2023, 'Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium', NeuroImage, vol. 283, 120412. https://doi.org/10.1016/j.neuroimage.2023.120412

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title = "Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium",

keywords = "Classification, Deep learning, Machine learning, Multimodal MRI, Posttraumatic stress disorder",

author = "Xi Zhu and Yoojean Kim and Orren Ravid and Xiaofu He and Benjamin Suarez-Jimenez and Sigal Zilcha-Mano and Amit Lazarov and Seonjoo Lee and Abdallah, {Chadi G.} and Michael Angstadt and Averill, {Christopher L.} and Baird, {C. Lexi} and Baugh, {Lee A.} and Blackford, {Jennifer U.} and Jessica Bomyea and Bruce, {Steven E.} and Bryant, {Richard A.} and Zhihong Cao and Kyle Choi and Josh Cisler and Cotton, {Andrew S.} and Daniels, {Judith K.} and Davenport, {Nicholas D.} and Davidson, {Richard J.} and DeBellis, {Michael D.} and Dennis, {Emily L.} and Maria Densmore and Terri deRoon-Cassini and Disner, {Seth G.} and Hage, {Wissam El} and Amit Etkin and Negar Fani and Fercho, {Kelene A.} and Jacklynn Fitzgerald and Forster, {Gina L.} and Frijling, {Jessie L.} and Elbert Geuze and Atilla Gonenc and Gordon, {Evan M.} and Staci Gruber and Grupe, {Daniel W.} and Guenette, {Jeffrey P.} and Haswell, {Courtney C.} and Herringa, {Ryan J.} and Julia Herzog and Hofmann, {David Bernd} and Bobak Hosseini and Hudson, {Anna R.} and Huggins, {Ashley A.} and Ipser, {Jonathan C.} and Neda Jahanshad and Meilin Jia-Richards and Tanja Jovanovic and Kaufman, {Milissa L.} and Mitzy Kennis and Anthony King and Philipp Kinzel and Koch, {Saskia B.J.} and Koerte, {Inga K.} and Koopowitz, {Sheri M.} and Korgaonkar, {Mayuresh S.} and Krystal, {John H.} and Ruth Lanius and Larson, {Christine L.} and Lebois, {Lauren A.M.} and Gen Li and Israel Liberzon and Lu, {Guang Ming} and Yifeng Luo and Magnotta, {Vincent A.} and Antje Manthey and Adi Maron-Katz and Geoffery May and Katie McLaughlin and Mueller, {Sven C.} and Laura Nawijn and Nelson, {Steven M.} and Neufeld, {Richard W.J.} and Nitschke, {Jack B.} and O'Leary, {Erin M.} and Olatunji, {Bunmi O.} and Miranda Olff and Matthew Peverill and Phan, {K. Luan} and Rongfeng Qi and Yann Quid{\'e} and Ivan Rektor and Kerry Ressler and Pavel Riha and Marisa Ross and Rosso, {Isabelle M.} and Salminen, {Lauren E.} and Kelly Sambrook and Christian Schmahl and Shenton, {Martha E.} and Margaret Sheridan and Chiahao Shih and Maurizio Sicorello and Anika Sierk and Simmons, {Alan N.} and Simons, {Raluca M.} and Simons, {Jeffrey S.} and Sponheim, {Scott R.} and Stein, {Murray B.} and Stein, {Dan J.} and Stevens, {Jennifer S.} and Thomas Straube and Delin Sun and Jean Th{\'e}berge and Thompson, {Paul M.} and Thomopoulos, {Sophia I.} and {van der Wee}, {Nic J.A.} and {van der Werff}, {Steven J.A.} and {van Erp}, {Theo G.M.} and {van Rooij}, {Sanne J.H.} and {van Zuiden}, Mirjam and Tim Varkevisser and Veltman, {Dick J.} and Vermeiren, {Robert R.J.M.} and Henrik Walter and Li Wang and Xin Wang and Carissa Weis and Sherry Winternitz and Hong Xie and Ye Zhu and Melanie Wall and Yuval Neria and Morey, {Rajendra A.}",

note = "Publisher Copyright: {\textcopyright} 2023 The Author(s)",

year = "2023",

month = dec,

day = "1",

doi = "10.1016/j.neuroimage.2023.120412",

language = "English",

volume = "283",

journal = "NeuroImage",

issn = "1053-8119",

}

TY - JOUR

T1 - Neuroimaging-based classification of PTSD using data-driven computational approaches

T2 - A multisite big data study from the ENIGMA-PGC PTSD consortium

AU - Zhu, Xi

AU - Kim, Yoojean

AU - Ravid, Orren

AU - He, Xiaofu

AU - Suarez-Jimenez, Benjamin

AU - Zilcha-Mano, Sigal

AU - Lazarov, Amit

AU - Lee, Seonjoo

AU - Abdallah, Chadi G.

AU - Angstadt, Michael

AU - Averill, Christopher L.

AU - Baird, C. Lexi

AU - Baugh, Lee A.

AU - Blackford, Jennifer U.

AU - Bomyea, Jessica

AU - Bruce, Steven E.

AU - Bryant, Richard A.

AU - Cao, Zhihong

AU - Choi, Kyle

AU - Cisler, Josh

AU - Cotton, Andrew S.

AU - Daniels, Judith K.

AU - Davenport, Nicholas D.

AU - Davidson, Richard J.

AU - DeBellis, Michael D.

AU - Dennis, Emily L.

AU - Densmore, Maria

AU - deRoon-Cassini, Terri

AU - Disner, Seth G.

AU - Hage, Wissam El

AU - Etkin, Amit

AU - Fani, Negar

AU - Fercho, Kelene A.

AU - Fitzgerald, Jacklynn

AU - Forster, Gina L.

AU - Frijling, Jessie L.

AU - Geuze, Elbert

AU - Gonenc, Atilla

AU - Gordon, Evan M.

AU - Gruber, Staci

AU - Grupe, Daniel W.

AU - Guenette, Jeffrey P.

AU - Haswell, Courtney C.

AU - Herringa, Ryan J.

AU - Herzog, Julia

AU - Hofmann, David Bernd

AU - Hosseini, Bobak

AU - Hudson, Anna R.

AU - Huggins, Ashley A.

AU - Ipser, Jonathan C.

AU - Jahanshad, Neda

AU - Jia-Richards, Meilin

AU - Jovanovic, Tanja

AU - Kaufman, Milissa L.

AU - Kennis, Mitzy

AU - King, Anthony

AU - Kinzel, Philipp

AU - Koch, Saskia B.J.

AU - Koerte, Inga K.

AU - Koopowitz, Sheri M.

AU - Korgaonkar, Mayuresh S.

AU - Krystal, John H.

AU - Lanius, Ruth

AU - Larson, Christine L.

AU - Lebois, Lauren A.M.

AU - Li, Gen

AU - Liberzon, Israel

AU - Lu, Guang Ming

AU - Luo, Yifeng

AU - Magnotta, Vincent A.

AU - Manthey, Antje

AU - Maron-Katz, Adi

AU - May, Geoffery

AU - McLaughlin, Katie

AU - Mueller, Sven C.

AU - Nawijn, Laura

AU - Nelson, Steven M.

AU - Neufeld, Richard W.J.

AU - Nitschke, Jack B.

AU - O'Leary, Erin M.

AU - Olatunji, Bunmi O.

AU - Olff, Miranda

AU - Peverill, Matthew

AU - Phan, K. Luan

AU - Qi, Rongfeng

AU - Quidé, Yann

AU - Rektor, Ivan

AU - Ressler, Kerry

AU - Riha, Pavel

AU - Ross, Marisa

AU - Rosso, Isabelle M.

AU - Salminen, Lauren E.

AU - Sambrook, Kelly

AU - Schmahl, Christian

AU - Shenton, Martha E.

AU - Sheridan, Margaret

AU - Shih, Chiahao

AU - Sicorello, Maurizio

AU - Sierk, Anika

AU - Simmons, Alan N.

AU - Simons, Raluca M.

AU - Simons, Jeffrey S.

AU - Sponheim, Scott R.

AU - Stein, Murray B.

AU - Stein, Dan J.

AU - Stevens, Jennifer S.

AU - Straube, Thomas

AU - Sun, Delin

AU - Théberge, Jean

AU - Thompson, Paul M.

AU - Thomopoulos, Sophia I.

AU - van der Wee, Nic J.A.

AU - van der Werff, Steven J.A.

AU - van Erp, Theo G.M.

AU - van Rooij, Sanne J.H.

AU - van Zuiden, Mirjam

AU - Varkevisser, Tim

AU - Veltman, Dick J.

AU - Vermeiren, Robert R.J.M.

AU - Walter, Henrik

AU - Wang, Li

AU - Wang, Xin

AU - Weis, Carissa

AU - Winternitz, Sherry

AU - Xie, Hong

AU - Zhu, Ye

AU - Wall, Melanie

AU - Neria, Yuval

AU - Morey, Rajendra A.

PY - 2023/12/1

Y1 - 2023/12/1

KW - Classification

KW - Deep learning

KW - Machine learning

KW - Multimodal MRI

KW - Posttraumatic stress disorder

UR - http://www.scopus.com/inward/record.url?scp=85174730385&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85174730385&partnerID=8YFLogxK

U2 - 10.1016/j.neuroimage.2023.120412

DO - 10.1016/j.neuroimage.2023.120412

M3 - Article

C2 - 37858907

AN - SCOPUS:85174730385

SN - 1053-8119

VL - 283

JO - NeuroImage

JF - NeuroImage

M1 - 120412

ER -

Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium

ASJC Scopus Subject Areas

Keywords

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