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51. Challenges and opportunities for neuroimaging in young patients with traumatic brain injury: a coordinated effort towards advancing discovery from the ENIGMA pediatric moderate/severe TBI group

Author

Dennis, Emily L, Caeyenberghs, Karen, Asarnow, Robert F, Babikian, Talin, Bartnik-Olson, Brenda, Bigler, Erin D, Figaji, Anthony, Giza, Christopher C, Goodrich-Hunsaker, Naomi J, Hodges, Cooper B, Hoskinson, Kristen R, Königs, Marsh, Levin, Harvey S, Lindsey, Hannah M, Livny, Abigail, Max, Jeffrey E, Merkley, Tricia L, Newsome, Mary R, Olsen, Alexander, Ryan, Nicholas P, Spruiell, Matthew S, Suskauer, Stacy J, Thomopoulos, Sophia I, Ware, Ashley L, Watson, Christopher G, Wheeler, Anne L, Yeates, Keith Owen, Zielinski, Brandon A, Thompson, Paul M, Tate, David F, and Wilde, Elisabeth A

Subjects
Brain Disorders, Clinical Research, Neurosciences, Biomedical Imaging, Physical Injury - Accidents and Adverse Effects, Pediatric, Childhood Injury, Pediatric Research Initiative, Unintentional Childhood Injury, Traumatic Brain Injury (TBI), Traumatic Head and Spine Injury, Injuries and accidents, Adolescent, Adult, Biomarkers, Brain Injuries, Traumatic, Child, Humans, Magnetic Resonance Imaging, Neuroimaging, traumatic brain injury, ENIGMA, Moderate-severe TBI, Medical and Health Sciences, Psychology and Cognitive Sciences, Experimental Psychology
Abstract

Traumatic brain injury (TBI) is a major cause of death and disability in children in both developed and developing nations. Children and adolescents suffer from TBI at a higher rate than the general population, and specific developmental issues require a unique context since findings from adult research do not necessarily directly translate to children. Findings in pediatric cohorts tend to lag behind those in adult samples. This may be due, in part, both to the smaller number of investigators engaged in research with this population and may also be related to changes in safety laws and clinical practice that have altered length of hospital stays, treatment, and access to this population. The ENIGMA (Enhancing NeuroImaging Genetics through Meta-Analysis) Pediatric Moderate/Severe TBI (msTBI) group aims to advance research in this area through global collaborative meta-analysis of neuroimaging data. In this paper, we discuss important challenges in pediatric TBI research and opportunities that we believe the ENIGMA Pediatric msTBI group can provide to address them. With the paucity of research studies examining neuroimaging biomarkers in pediatric patients with TBI and the challenges of recruiting large numbers of participants, collaborating to improve statistical power and to address technical challenges like lesions will significantly advance the field. We conclude with recommendations for future research in this field of study.

Published
2021

52. Circular-SWAT for deep learning based diagnostic classification of Alzheimer's disease: application to metabolome data

Author

Kaddurah-Daouk, Rima, Kueider-Paisley, Alexandra, Doraiswamy, P. Murali, Blach, Colette, Moseley, Arthur, Thompson, Will, St John-Williams, Lisa, Mahmoudiandehkhordi, Siamak, Tenenbaum, Jessica, Welsh-Balmer, Kathleen, Plassman, Brenda, Saykin, Andrew J., Nho, Kwangsik, Risacher, Shannon L., Kastenmüller, Gabi, Arnold, Matthias, Han, Xianlin, Baillie, Rebecca, Knight, Rob, Dorrestein, Pieter, Brewer, James, Mayer, Emeran, Labus, Jennifer, Baldi, Pierre, Gupta, Arpana, Fiehn, Oliver, Barupal, Dinesh, Meikle, Peter, Mazmanian, Sarkis, Rader, Dan, Kling, Mitchel, Shaw, Leslie, Trojanowski, John, van Duijin, Cornelia, Nevado-Holgado, Alejo, Bennett, David, Krishnan, Ranga, Keshavarzian, Ali, Vogt, Robin, Ikram, Arfan, Hankemeier, Thomas, Thiele, Ines, Price, Nathan, Funk, Cory, Baloni, Priyanka, Jia, Wei, Wishart, David, Brinton, Roberta, Chang, Rui, Farrer, Lindsay, Au, Rhoda, Qiu, Wendy, Würtz, Peter, Koal, Therese, Mangravite, Lara, Krumsiek, Jan, Suhre, Karsten, Newman, John, Moreno, Herman, Foroud, Tatania, Sacks, Frank, Jansson, Janet, Weiner, Michael W., Aisen, Paul, Petersen, Ronald, Jack, Clifford R., Jr., Jagust, William, Trojanowki, John Q., Toga, Arthur W., Beckett, Laurel, Green, Robert C., Morris, John C., Perrin, Richard J., Shaw, Leslie M., Khachaturian, Zaven, Carrillo, Maria, Potter, William, Barnes, Lisa, Bernard, Marie, Gonzalez, Hector, Ho, Carole, Hsiao, John K., Jackson, Jonathan, Masliah, Eliezer, Masterman, Donna, Okonkwo, Ozioma, Perrin, Richard, Ryan, Laurie, Silverberg, Nina, Fleisher, Adam, Sacrey, Diana Truran, Fockler, Juliet, Conti, Cat, Veitch, Dallas, Neuhaus, John, Jin, Chengshi, Nosheny, Rachel, Ashford, Miriam, Flenniken, Derek, Kormos, Adrienne, Montine, Tom, Rafii, Michael, Raman, Rema, Jimenez, Gustavo, Donohue, Michael, Gessert, Devon, Salazar, Jennifer, Zimmerman, Caileigh, Cabrera, Yuliana, Walter, Sarah, Miller, Garrett, Coker, Godfrey, Clanton, Taylor, Hergesheimer, Lindsey, Smith, Stephanie, Adegoke, Olusegun, Mahboubi, Payam, Moore, Shelley, Pizzola, Jeremy, Shaffer, Elizabeth, Sloan, Brittany, Harvey, Danielle, Forghanian-Arani, Arvin, Borowski, Bret, Ward, Chad, Schwarz, Christopher, Jones, David, Gunter, Jeff, Kantarci, Kejal, Senjem, Matthew, Vemuri, Prashanthi, Reid, Robert, Fox, Nick C., Malone, Ian, Thompson, Paul, Thomopoulos, Sophia I., Nir, Talia M., Jahanshad, Neda, DeCarli, Charles, Knaack, Alexander, Fletcher, Evan, Tosun-Turgut, Duygu, Chen, Stephanie Rossi, Choe, Mark, Crawford, Karen, Yushkevich, Paul A., Das, Sandhitsu, Koeppe, Robert A., Reiman, Eric M., Chen, Kewei, Mathis, Chet, Landau, Susan, Cairns, Nigel J., Householder, Erin, Franklin, Erin, Bernhardt, Haley, Taylor-Reinwald, Lisa, Korecka, Magdalena, Figurski, Michal, Neu, Scott, Apostolova, Liana G., Shen, Li, Foroud, Tatiana M., Nudelman, Kelly, Faber, Kelley, Wilmes, Kristi, Thal, Leon, Silbert, Lisa C., Lind, Betty, Crissey, Rachel, Kaye, Jeffrey A., Carter, Raina, Dolen, Sara, Quinn, Joseph, Schneider, Lon S., Pawluczyk, Sonia, Becerra, Mauricio, Teodoro, Liberty, Dagerman, Karen, Spann, Bryan M., Vanderswag, Helen, Ziolkowski, Jaimie, Heidebrink, Judith L., Zbizek-Nulph, Lisa, Lord, Joanne L., Mason, Sara S., Albers, Colleen S., Knopman, David, Johnson, Kris, Villanueva-Meyer, Javier, Pavlik, Valory, Pacini, Nathaniel, Lamb, Ashley, Kass, Joseph S., Doody, Rachelle S., Shibley, Victoria, Chowdhury, Munir, Rountree, Susan, Dang, Mimi, Stern, Yaakov, Honig, Lawrence S., Mintz, Akiva, Ances, Beau, Winkfield, David, Carroll, Maria, Stobbs-Cucchi, Georgia, Oliver, Angela, Creech, Mary L., Mintun, Mark A., Schneider, Stacy, Geldmacher, David, Love, Marissa Natelson, Griffith, Randall, Clark, David, Brockington, John, Marson, Daniel, Grossman, Hillel, Goldstein, Martin A., Greenberg, Jonathan, Mitsis, Effie, Shah, Raj C., Lamar, Melissa, Samuels, Patricia, Duara, Ranjan, Greig-Custo, Maria T., Rodriguez, Rosemarie, Albert, Marilyn, Onyike, Chiadi, Farrington, Leonie, Rudow, Scott, Brichko, Rottislav, Kielb, Stephanie, Smith, Amanda, Raj, Balebail Ashok, Fargher, Kristin, Sadowski, Martin, Wisniewski, Thomas, Shulman, Melanie, Faustin, Arline, Rao, Julia, Castro, Karen M., Ulysse, Anaztasia, Chen, Shannon, Sheikh, Mohammed O., Singleton-Garvin, Jamika, Petrella, JeffreyR., James, Olga, Wong, Terence Z., Borges-Neto, Salvador, Karlawish, Jason H., Wolk, David A., Vaishnavi, Sanjeev, Clark, Christopher M., Arnold, Steven E., Smith, Charles D., Jicha, Gregory A., Raslau, Flavius D., Lopez, Oscar L., Oakley, MaryAnn, Simpson, Donna M., Porsteinsson, Anton P., Martin, Kim, Kowalski, Nancy, Keltz, Melanie, Goldstein, Bonnie S., Makino, Kelly M., Ismail, M. Saleem, Brand, Connie, Thai, Gaby, Pierce, Aimee, Yanez, Beatriz, Sosa, Elizabeth, Witbracht, Megan, Kelley, Brendan, Nguyen, Trung, Womack, Kyle, Mathews, Dana, Quiceno, Mary, Levey, Allan I., Lah, James J., Hajjar, Ihab, Cellar, Janet S., Burns, Jeffrey M., Swerdlow, Russell H., Brooks, William M., Silverman, Daniel H.S., Kremen, Sarah, Apostolova, Liana, Tingus, Kathleen, Lu, Po H., Bartzokis, George, Woo, Ellen, Teng, Edmond, Graff-Radford, Neill R., Parfitt, Francine, Poki-Walker, Kim, Farlow, Martin R., Hake, Ann Marie, Matthews, Brandy R., Brosch, Jared R., Herring, Scott, van, Christopher H., Mecca, Adam P., Good, Susan P., MacAvoy, Martha G., Carson, Richard E., Varma, Pradeep, Chertkow, Howard, Vaitekunis, Susan, Hosein, Chris, Black, Sandra, Stefanovic, Bojana, Heyn, Chris (Chinthaka), Robin Hsiung, Ging-Yuek, Kim, Ellen, Mudge, Benita, Sossi, Vesna, Feldman, Howard, Assaly, Michele, Finger, Elizabeth, Pasternak, Stephen, Rachinsky, Irina, Kertesz, Andrew, Drost, Dick, Rogers, John, Grant, Ian, Muse, Brittanie, Rogalski, Emily, Robson, Jordan, Mesulam, M.-Marsel, Kerwin, Diana, Wu, Chuang-Kuo, Johnson, Nancy, Lipowski, Kristine, Weintraub, Sandra, Bonakdarpour, Borna, Pomara, Nunzio, Hernando, Raymundo, Sarrael, Antero, Rosen, Howard J., Miller, Bruce L., Perry, David, Turner, Raymond Scott, Johnson, Kathleen, Reynolds, Brigid, MCCann, Kelly, Poe, Jessica, Sperling, Reisa A., Johnson, Keith A., Marshall, Gad A., Yesavage, Jerome, Taylor, Joy L., Chao, Steven, Coleman, Jaila, White, Jessica D., Lane, Barton, Rosen, Allyson, Tinklenberg, Jared, Belden, Christine M., Atri, Alireza, Clark, Kelly A., Zamrini, Edward, Sabbagh, Marwan, Killiany, Ronald, Stern, Robert, Mez, Jesse, Kowall, Neil, Budson, Andrew E., Obisesan, Thomas O., Ntekim, Oyonumo E., Wolday, Saba, Khan, Javed I., Nwulia, Evaristus, Nadarajah, Sheeba, Lerner, Alan, Ogrocki, Paula, Tatsuoka, Curtis, Fatica, Parianne, Maillard, Pauline, Olichney, John, Carmichael, Owen, Bates, Vernice, Capote, Horacio, Rainka, Michelle, Borrie, Michael, Lee, T.-Y., Bartha, Dr Rob, Johnson, Sterling, Asthana, Sanjay, Carlsson, Cynthia M., Perrin, Allison, Burke, Anna, Scharre, Douglas W., Kataki, Maria, Tarawneh, Rawan, Hart, David, Zimmerman, Earl A., Celmins, Dzintra, Miller, Delwyn D., BolesPonto, Laura L., Smith, Karen Ekstam, Koleva, Hristina, Shim, Hyungsub, Nam, Ki Won, Schultz, Susan K., Williamson, Jeff D., Craft, Suzanne, Cleveland, Jo, Yang, Mia, Sink, Kaycee M., Ott, Brian R., Drake, Jonathan, Tremont, Geoffrey, Daiello, Lori A., Drake, Jonathan D., Ritter, Aaron, Bernick, Charles, Munic, Donna, O'Connelll, Abigail, Mintzer, Jacobo, Wiliams, Arthur, Masdeu, Joseph, Shi, Jiong, Garcia, Angelica, Newhouse, Paul, Potkin, Steven, Salloway, Stephen, Malloy, Paul, Correia, Stephen, Kittur, Smita, Pearlson, Godfrey D., Blank, Karen, Anderson, Karen, Flashman, Laura A., Seltzer, Marc, Hynes, Mary L., Santulli, Robert B., Relkin, Norman, Chiang, Gloria, Lee, Athena, Lin, Michael, Ravdin, Lisa, Petersen, Ron, Neylan, Thomas, Grafman, Jordan, Danowski, Sarah, Nguyen-Barrera, Catherine, Hayes, Jacqueline, Finley, Shannon, Bernstein, Matthew, Senjem, Matt, Foster, Norm, Kim, Sungeun, Sood, Ajay, Blanchard, Kimberly S., Fleischman, Debra, Arfanakis, Konstantinos, Varon, Daniel, Greig, Maria T., Petrella, Jeffrey R., Goldstein, Bonnie, Martin, Kimberly S., Reist, Christopher, Sadowsky, Carl, Martinez, Walter, Villena, Teresa, Rosen, Howard, Marshall, Gad, Peskind, Elaine R., Petrie, Eric C., Li, Gail, Mackin, Scott, Jimenez-Maggiora, Gustavo, Drake, Erin, Donohue, Mike, Nelson, Craig, Bickford, David, Butters, Meryl, Zmuda, Michelle, Reyes, Denise, Faber, Kelley M., Nudelman, Kelly N., Au, Yiu Ho, Scherer, Kelly, Catalinotto, Daniel, Stark, Samuel, Ong, Elise, Fernandez, Dariella, Jo, Taeho, Kim, Junpyo, Bice, Paula, Huynh, Kevin, Wang, Tingting, Meikle, Peter J., and Giles, Corey

Published
2023
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53. Artificial intelligence for classification of temporal lobe epilepsy with ROI-level MRI data: A worldwide ENIGMA-Epilepsy study

Author

Gleichgerrcht, Ezequiel, Munsell, Brent C, Alhusaini, Saud, Alvim, Marina KM, Bargalló, Núria, Bender, Benjamin, Bernasconi, Andrea, Bernasconi, Neda, Bernhardt, Boris, Blackmon, Karen, Caligiuri, Maria Eugenia, Cendes, Fernando, Concha, Luis, Desmond, Patricia M, Devinsky, Orrin, Doherty, Colin P, Domin, Martin, Duncan, John S, Focke, Niels K, Gambardella, Antonio, Gong, Bo, Guerrini, Renzo, Hatton, Sean N, Kälviäinen, Reetta, Keller, Simon S, Kochunov, Peter, Kotikalapudi, Raviteja, Kreilkamp, Barbara AK, Labate, Angelo, Langner, Soenke, Larivière, Sara, Lenge, Matteo, Lui, Elaine, Martin, Pascal, Mascalchi, Mario, Meletti, Stefano, O'Brien, Terence J, Pardoe, Heath R, Pariente, Jose C, Rao, Jun Xian, Richardson, Mark P, Rodríguez-Cruces, Raúl, Rüber, Theodor, Sinclair, Ben, Soltanian-Zadeh, Hamid, Stein, Dan J, Striano, Pasquale, Taylor, Peter N, Thomas, Rhys H, Vaudano, Anna Elisabetta, Vivash, Lucy, von Podewills, Felix, Vos, Sjoerd B, Weber, Bernd, Yao, Yi, Yasuda, Clarissa Lin, Zhang, Junsong, Thompson, Paul M, Sisodiya, Sanjay M, McDonald, Carrie R, Bonilha, Leonardo, Group, ENIGMA-Epilepsy Working, Altmann, Andre, Depondt, Chantal, Galovic, Marian, Thomopoulos, Sophia I, and Wiest, Roland

Subjects
Biomedical Imaging, Neurodegenerative, Neurosciences, Brain Disorders, Prevention, Epilepsy, 2.1 Biological and endogenous factors, Aetiology, Neurological, Artificial Intelligence, Brain, Epilepsy, Temporal Lobe, Hippocampus, Humans, Magnetic Resonance Imaging, Sclerosis, Support Vector Machine, Temporal lobe epilepsy, Machine learning, Artificial inteligence, ENIGMA-Epilepsy Working Group
Abstract

Artificial intelligence has recently gained popularity across different medical fields to aid in the detection of diseases based on pathology samples or medical imaging findings. Brain magnetic resonance imaging (MRI) is a key assessment tool for patients with temporal lobe epilepsy (TLE). The role of machine learning and artificial intelligence to increase detection of brain abnormalities in TLE remains inconclusive. We used support vector machine (SV) and deep learning (DL) models based on region of interest (ROI-based) structural (n = 336) and diffusion (n = 863) brain MRI data from patients with TLE with ("lesional") and without ("non-lesional") radiographic features suggestive of underlying hippocampal sclerosis from the multinational (multi-center) ENIGMA-Epilepsy consortium. Our data showed that models to identify TLE performed better or similar (68-75%) compared to models to lateralize the side of TLE (56-73%, except structural-based) based on diffusion data with the opposite pattern seen for structural data (67-75% to diagnose vs. 83% to lateralize). In other aspects, structural and diffusion-based models showed similar classification accuracies. Our classification models for patients with hippocampal sclerosis were more accurate (68-76%) than models that stratified non-lesional patients (53-62%). Overall, SV and DL models performed similarly with several instances in which SV mildly outperformed DL. We discuss the relative performance of these models with ROI-level data and the implications for future applications of machine learning and artificial intelligence in epilepsy care.

Published
2021

54. The genetic architecture of the human cerebral cortex

Author

Grasby, Katrina L, Jahanshad, Neda, Painter, Jodie N, Colodro-Conde, Lucía, Bralten, Janita, Hibar, Derrek P, Lind, Penelope A, Pizzagalli, Fabrizio, Ching, Christopher RK, McMahon, Mary Agnes B, Shatokhina, Natalia, Zsembik, Leo CP, Thomopoulos, Sophia I, Zhu, Alyssa H, Strike, Lachlan T, Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio AA, Alnæs, Dag, Amlien, Inge K, Andersson, Micael, Ard, Tyler, Armstrong, Nicola J, Ashley-Koch, Allison, Atkins, Joshua R, Bernard, Manon, Brouwer, Rachel M, Buimer, Elizabeth EL, Bülow, Robin, Bürger, Christian, Cannon, Dara M, Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W, Couvy-Duchesne, Baptiste, Dale, Anders M, Dalvie, Shareefa, de Araujo, Tânia K, de Zubicaray, Greig I, de Zwarte, Sonja MC, Braber, Anouk den, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Engelbrecht, Hannah-Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O, Foley, Sonya F, Ford, Judith M, Fukunaga, Masaki, Garrett, Melanie E, Ge, Tian, Giddaluru, Sudheer, Goldman, Aaron L, Green, Melissa J, Groenewold, Nynke A, Grotegerd, Dominik, Gurholt, Tiril P, Gutman, Boris A, Hansell, Narelle K, Harris, Mathew A, Harrison, Marc B, Haswell, Courtney C, Hauser, Michael, Herms, Stefan, Heslenfeld, Dirk J, Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke-Jan, Ikeda, Masashi, Janowitz, Deborah, Jansen, Iris E, Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Karama, Sherif, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Knapp, Michael, Knodt, Annchen R, Krämer, Bernd, Lam, Max, Lancaster, Thomas M, Lee, Phil H, Lett, Tristram A, Lewis, Lindsay B, Lopes-Cendes, Iscia, Luciano, Michelle, Macciardi, Fabio, Marquand, Andre F, Mathias, Samuel R, Melzer, Tracy R, and Milaneschi, Yuri

Subjects
Biological Sciences, Genetics, Neurosciences, Mental Health, Brain Disorders, Stem Cell Research, 2.1 Biological and endogenous factors, Aetiology, Neurological, Attention Deficit Disorder with Hyperactivity, Brain Mapping, Cerebral Cortex, Cognition, Genetic Loci, Genetic Variation, Genome-Wide Association Study, Humans, Magnetic Resonance Imaging, Organ Size, Parkinson Disease, Alzheimer’s Disease Neuroimaging Initiative, CHARGE Consortium, EPIGEN Consortium, IMAGEN Consortium, SYS Consortium, Parkinson’s Progression Markers Initiative, Enhancing NeuroImaging Genetics through Meta-Analysis Consortium (ENIGMA)—Genetics working group, General Science & Technology
Abstract

The cerebral cortex underlies our complex cognitive capabilities, yet little is known about the specific genetic loci that influence human cortical structure. To identify genetic variants that affect cortical structure, we conducted a genome-wide association meta-analysis of brain magnetic resonance imaging data from 51,665 individuals. We analyzed the surface area and average thickness of the whole cortex and 34 regions with known functional specializations. We identified 199 significant loci and found significant enrichment for loci influencing total surface area within regulatory elements that are active during prenatal cortical development, supporting the radial unit hypothesis. Loci that affect regional surface area cluster near genes in Wnt signaling pathways, which influence progenitor expansion and areal identity. Variation in cortical structure is genetically correlated with cognitive function, Parkinson's disease, insomnia, depression, neuroticism, and attention deficit hyperactivity disorder.

Published
2020

55. ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries.

Author

Thompson, Paul M, Jahanshad, Neda, Ching, Christopher RK, Salminen, Lauren E, Thomopoulos, Sophia I, Bright, Joanna, Baune, Bernhard T, Bertolín, Sara, Bralten, Janita, Bruin, Willem B, Bülow, Robin, Chen, Jian, Chye, Yann, Dannlowski, Udo, de Kovel, Carolien GF, Donohoe, Gary, Eyler, Lisa T, Faraone, Stephen V, Favre, Pauline, Filippi, Courtney A, Frodl, Thomas, Garijo, Daniel, Gil, Yolanda, Grabe, Hans J, Grasby, Katrina L, Hajek, Tomas, Han, Laura KM, Hatton, Sean N, Hilbert, Kevin, Ho, Tiffany C, Holleran, Laurena, Homuth, Georg, Hosten, Norbert, Houenou, Josselin, Ivanov, Iliyan, Jia, Tianye, Kelly, Sinead, Klein, Marieke, Kwon, Jun Soo, Laansma, Max A, Leerssen, Jeanne, Lueken, Ulrike, Nunes, Abraham, Neill, Joseph O', Opel, Nils, Piras, Fabrizio, Piras, Federica, Postema, Merel C, Pozzi, Elena, Shatokhina, Natalia, Soriano-Mas, Carles, Spalletta, Gianfranco, Sun, Daqiang, Teumer, Alexander, Tilot, Amanda K, Tozzi, Leonardo, van der Merwe, Celia, Van Someren, Eus JW, van Wingen, Guido A, Völzke, Henry, Walton, Esther, Wang, Lei, Winkler, Anderson M, Wittfeld, Katharina, Wright, Margaret J, Yun, Je-Yeon, Zhang, Guohao, Zhang-James, Yanli, Adhikari, Bhim M, Agartz, Ingrid, Aghajani, Moji, Aleman, André, Althoff, Robert R, Altmann, Andre, Andreassen, Ole A, Baron, David A, Bartnik-Olson, Brenda L, Marie Bas-Hoogendam, Janna, Baskin-Sommers, Arielle R, Bearden, Carrie E, Berner, Laura A, Boedhoe, Premika SW, Brouwer, Rachel M, Buitelaar, Jan K, Caeyenberghs, Karen, Cecil, Charlotte AM, Cohen, Ronald A, Cole, James H, Conrod, Patricia J, De Brito, Stephane A, de Zwarte, Sonja MC, Dennis, Emily L, Desrivieres, Sylvane, Dima, Danai, Ehrlich, Stefan, Esopenko, Carrie, Fairchild, Graeme, Fisher, Simon E, Fouche, Jean-Paul, and Francks, Clyde

Subjects
ENIGMA Consortium, Brain, Humans, Magnetic Resonance Imaging, Reproducibility of Results, Depressive Disorder, Major, Neuroimaging, Neurosciences, Clinical Research, Mental Health, Brain Disorders, Behavioral and Social Science, Genetics, Basic Behavioral and Social Science, Prevention, 2.1 Biological and endogenous factors, 2.3 Psychological, social and economic factors, Mental health, Neurological, Clinical Sciences, Public Health and Health Services, Psychology
Abstract

This review summarizes the last decade of work by the ENIGMA (Enhancing NeuroImaging Genetics through Meta Analysis) Consortium, a global alliance of over 1400 scientists across 43 countries, studying the human brain in health and disease. Building on large-scale genetic studies that discovered the first robustly replicated genetic loci associated with brain metrics, ENIGMA has diversified into over 50 working groups (WGs), pooling worldwide data and expertise to answer fundamental questions in neuroscience, psychiatry, neurology, and genetics. Most ENIGMA WGs focus on specific psychiatric and neurological conditions, other WGs study normal variation due to sex and gender differences, or development and aging; still other WGs develop methodological pipelines and tools to facilitate harmonized analyses of "big data" (i.e., genetic and epigenetic data, multimodal MRI, and electroencephalography data). These international efforts have yielded the largest neuroimaging studies to date in schizophrenia, bipolar disorder, major depressive disorder, post-traumatic stress disorder, substance use disorders, obsessive-compulsive disorder, attention-deficit/hyperactivity disorder, autism spectrum disorders, epilepsy, and 22q11.2 deletion syndrome. More recent ENIGMA WGs have formed to study anxiety disorders, suicidal thoughts and behavior, sleep and insomnia, eating disorders, irritability, brain injury, antisocial personality and conduct disorder, and dissociative identity disorder. Here, we summarize the first decade of ENIGMA's activities and ongoing projects, and describe the successes and challenges encountered along the way. We highlight the advantages of collaborative large-scale coordinated data analyses for testing reproducibility and robustness of findings, offering the opportunity to identify brain systems involved in clinical syndromes across diverse samples and associated genetic, environmental, demographic, cognitive, and psychosocial factors.

Published
2020

56. Right Prefrontal Cortical Thickness Is Associated With Response to Cognitive-Behavioral Therapy in Children With Obsessive-Compulsive Disorder

Author

Real, Eva, Segalas, Cinto, Morer, Astrid, Brem, Silvia, Ferreira, Sonia, Moreira, Pedro Silva, Hagen, Kristen, Hamatani, Sayo, Takahashi, Jumpei, Yoshida, Tokiko, de Mathis, Maria Alice, Miguel, Euripedes C., Pariente, Jose C., Tang, Jinsong, Bertolín, Sara, Alonso, Pino, Martínez-Zalacaín, Ignacio, Menchón, Jose M., Jimenez-Murcia, Susana, Baker, Justin T., Bargalló, Nuria, Batistuzzo, Marcelo Camargo, Boedhoe, Premika S.W., Brennan, Brian P., Feusner, Jamie D., Fitzgerald, Kate D., Fontaine, Martine, Hansen, Bjarne, Hirano, Yoshiyuki, Hoexter, Marcelo Q., Huyser, Chaim, Jahanshad, Neda, Jaspers-Fayer, Fern, Kuno, Masaru, Kvale, Gerd, Lazaro, Luisa, Machado-Sousa, Mafalda, Marsh, Rachel, Morgado, Pedro, Nakagawa, Akiko, Norman, Luke, Nurmi, Erika L., O’Neill, Joseph, Ortiz, Ana E., Perriello, Chris, Piacentini, John, Picó-Pérez, Maria, Shavitt, Roseli G., Shimizu, Eiji, Simpson, Helen Blair, Stewart, S. Evelyn, Thomopoulos, Sophia I., Thorsen, Anders Lillevik, Walitza, Susanne, Wolters, Lidewij H., Thompson, Paul M., van den Heuvel, Odile A., Stein, Dan J., and Soriano-Mas, Carles

Published
2023
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59. Cortical and Subcortical Brain Alterations in Specific Phobia and Its Animal and Blood-Injection-Injury Subtypes: A Mega-Analysis From the ENIGMA Anxiety Working Group

Author

Hilbert, Kevin, primary, Boeken, Ole Jonas, additional, Langhammer, Till, additional, Groenewold, Nynke A., additional, Bas-Hoogendam, Janna Marie, additional, Aghajani, Moji, additional, Zugman, André, additional, Åhs, Fredrik, additional, Arolt, Volker, additional, Beesdo-Baum, Katja, additional, Björkstrand, Johannes, additional, Blackford, Jennifer U., additional, Blanco-Hinojo, Laura, additional, Böhnlein, Joscha, additional, Bülow, Robin, additional, Cano, Marta, additional, Cardoner, Narcis, additional, Caseras, Xavier, additional, Dannlowski, Udo, additional, Domschke, Katharina, additional, Fehm, Lydia, additional, Feola, Brandee, additional, Fredrikson, Mats, additional, Goossens, Liesbet, additional, Grabe, Hans J., additional, Grotegerd, Dominik, additional, Gur, Raquel E., additional, Hamm, Alfons O., additional, Harrewijn, Anita, additional, Heinig, Ingmar, additional, Herrmann, Martin J., additional, Hofmann, David, additional, Jackowski, Andrea P., additional, Jansen, Andreas, additional, Kaczkurkin, Antonia N., additional, Kindt, Merel, additional, Kingsley, Ellen N., additional, Kircher, Tilo, additional, Klahn, Anna L., additional, Koelkebeck, Katja, additional, Krug, Axel, additional, Kugel, Harald, additional, Larsen, Bart, additional, Leehr, Elisabeth J., additional, Leonhardt, Lieselotte, additional, Lotze, Martin, additional, Margraf, Jürgen, additional, Michałowski, Jarosław, additional, Muehlhan, Markus, additional, Nenadić, Igor, additional, Pan, Pedro M., additional, Pauli, Paul, additional, Peñate, Wenceslao, additional, Pittig, Andre, additional, Plag, Jens, additional, Pujol, Jesus, additional, Richter, Jan, additional, Rivero, Francisco L., additional, Salum, Giovanni A., additional, Satterthwaite, Theodore D., additional, Schäfer, Axel, additional, Schäfer, Judith, additional, Schienle, Anne, additional, Schneider, Silvia, additional, Schrammen, Elisabeth, additional, Schruers, Koen, additional, Schulz, Stefan M., additional, Seidl, Esther, additional, Stark, Rudolf M., additional, Stein, Frederike, additional, Straube, Benjamin, additional, Straube, Thomas, additional, Ströhle, Andreas, additional, Suchan, Boris, additional, Thomopoulos, Sophia I., additional, Ventura-Bort, Carlos, additional, Visser, Renee, additional, Völzke, Henry, additional, Wabnegger, Albert, additional, Wannemüller, André, additional, Wendt, Julia, additional, Wiemer, Julian, additional, Wittchen, Hans-Ulrich, additional, Wittfeld, Katharina, additional, Wright, Barry, additional, Yang, Yunbo, additional, Zilverstand, Anna, additional, Zwanzger, Peter, additional, Veltman, Dick J., additional, Winkler, Anderson M., additional, Pine, Daniel S., additional, Jahanshad, Neda, additional, Thompson, Paul M., additional, Stein, Dan J., additional, Van der Wee, Nic J.A., additional, and Lueken, Ulrike, additional

Published
2024
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60. Diffusion MRI Indices and Their Relation to Cognitive Impairment in Brain Aging: The Updated Multi-protocol Approach in ADNI3

Author

Zavaliangos-Petropulu, Artemis, Nir, Talia M, Thomopoulos, Sophia I, Reid, Robert I, Bernstein, Matt A, Borowski, Bret, Jack, Clifford R, Weiner, Michael W, Jahanshad, Neda, and Thompson, Paul M

Subjects
Biomedical and Clinical Sciences, Information and Computing Sciences, Neurosciences, Applied Computing, Machine Learning, Mental Health, Acquired Cognitive Impairment, Dementia, Alzheimer's Disease including Alzheimer's Disease Related Dementias (AD/ADRD), Alzheimer's Disease, Aging, Neurodegenerative, Biomedical Imaging, Clinical Research, Brain Disorders, 4.2 Evaluation of markers and technologies, Neurological, Good Health and Well Being, Alzheimer's disease, ADNI3, white matter, DTI, multi-site, harmonization, TDF, ComBat, Alzheimer’s disease, Cognitive Sciences, Applied computing, Machine learning
Abstract

Brain imaging with diffusion-weighted MRI (dMRI) is sensitive to microstructural white matter (WM) changes associated with brain aging and neurodegeneration. In its third phase, the Alzheimer's Disease Neuroimaging Initiative (ADNI3) is collecting data across multiple sites and scanners using different dMRI acquisition protocols, to better understand disease effects. It is vital to understand when data can be pooled across scanners, and how the choice of dMRI protocol affects the sensitivity of extracted measures to differences in clinical impairment. Here, we analyzed ADNI3 data from 317 participants (mean age: 75.4 ± 7.9 years; 143 men/174 women), who were each scanned at one of 47 sites with one of six dMRI protocols using scanners from three different manufacturers. We computed four standard diffusion tensor imaging (DTI) indices including fractional anisotropy (FADTI) and mean, radial, and axial diffusivity, and one FA index based on the tensor distribution function (FATDF), in 24 bilaterally averaged WM regions of interest. We found that protocol differences significantly affected dMRI indices, in particular FADTI. We ranked the diffusion indices for their strength of association with four clinical assessments. In addition to diagnosis, we evaluated cognitive impairment as indexed by three commonly used screening tools for detecting dementia and AD: the AD Assessment Scale (ADAS-cog), the Mini-Mental State Examination (MMSE), and the Clinical Dementia Rating scale sum-of-boxes (CDR-sob). Using a nested random-effects regression model to account for protocol and site, we found that across all dMRI indices and clinical measures, the hippocampal-cingulum and fornix (crus)/stria terminalis regions most consistently showed strong associations with clinical impairment. Overall, the greatest effect sizes were detected in the hippocampal-cingulum (CGH) and uncinate fasciculus (UNC) for associations between axial or mean diffusivity and CDR-sob. FATDF detected robust widespread associations with clinical measures, while FADTI was the weakest of the five indices for detecting associations. Ultimately, we were able to successfully pool dMRI data from multiple acquisition protocols from ADNI3 and detect consistent and robust associations with clinical impairment and age.

Published
2019

61. Brain Structure in Acutely Underweight and Partially Weight-Restored Individuals With Anorexia Nervosa: A Coordinated Analysis by the ENIGMA Eating Disorders Working Group

Author

Walton, Esther, Bernardoni, Fabio, Batury, Victoria-Luise, Bahnsen, Klaas, Larivière, Sara, Abbate-Daga, Giovanni, Andres-Perpiña, Susana, Bang, Lasse, Bischoff-Grethe, Amanda, Brooks, Samantha J., Campbell, Iain C., Cascino, Giammarco, Castro-Fornieles, Josefina, Collantoni, Enrico, D’Agata, Federico, Dahmen, Brigitte, Danner, Unna N., Favaro, Angela, Feusner, Jamie D., Frank, Guido K.W., Friederich, Hans-Christoph, Graner, John L., Herpertz-Dahlmann, Beate, Hess, Andreas, Horndasch, Stefanie, Kaplan, Allan S., Kaufmann, Lisa-Katrin, Kaye, Walter H., Khalsa, Sahib S., LaBar, Kevin S., Lavagnino, Luca, Lazaro, Luisa, Manara, Renzo, Miles, Amy E., Milos, Gabriella F., Monteleone, Alessio Maria, Monteleone, Palmiero, Mwangi, Benson, O’Daly, Owen, Pariente, Jose, Roesch, Julie, Schmidt, Ulrike H., Seitz, Jochen, Shott, Megan E., Simon, Joe J., Smeets, Paul A.M., Tamnes, Christian K., Tenconi, Elena, Thomopoulos, Sophia I., van Elburg, Annemarie A., Voineskos, Aristotle N., von Polier, Georg G., Wierenga, Christina E., Zucker, Nancy L., Jahanshad, Neda, King, Joseph A., Thompson, Paul M., Berner, Laura A., and Ehrlich, Stefan

Published
2022
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62. Remodeling of the Cortical Structural Connectome in Posttraumatic Stress Disorder: Results From the ENIGMA-PGC Posttraumatic Stress Disorder Consortium

Author

Sun, Delin, Rakesh, Gopalkumar, Clarke-Rubright, Emily K., Haswell, Courtney C., Logue, Mark W., O’Leary, Erin N., Cotton, Andrew S., Xie, Hong, Dennis, Emily L., Jahanshad, Neda, Salminen, Lauren E., Thomopoulos, Sophia I., Rashid, Faisal M., Ching, Christopher R.K., Koch, Saskia B.J., Frijling, Jessie L., Nawijn, Laura, van Zuiden, Mirjam, Zhu, Xi, Suarez-Jimenez, Benjamin, Sierk, Anika, Walter, Henrik, Manthey, Antje, Stevens, Jennifer S., Fani, Negar, van Rooij, Sanne J.H., Stein, Murray B., Bomyea, Jessica, Koerte, Inga, Choi, Kyle, van der Werff, Steven J.A., Vermeiren, Robert R.J.M., Herzog, Julia I., Lebois, Lauren A.M., Baker, Justin T., Ressler, Kerry J., Olson, Elizabeth A., Straube, Thomas, Korgaonkar, Mayuresh S., Andrew, Elpiniki, Zhu, Ye, Li, Gen, Ipser, Jonathan, Hudson, Anna R., Peverill, Matthew, Sambrook, Kelly, Gordon, Evan, Baugh, Lee A., Forster, Gina, Simons, Raluca M., Simons, Jeffrey S., Magnotta, Vincent A., Maron-Katz, Adi, du Plessis, Stefan, Disner, Seth G., Davenport, Nicholas D., Grupe, Dan, Nitschke, Jack B., deRoon-Cassini, Terri A., Fitzgerald, Jacklynn, Krystal, John H., Levy, Ifat, Olff, Miranda, Veltman, Dick J., Wang, Li, Neria, Yuval, De Bellis, Michael D., Jovanovic, Tanja, Daniels, Judith K., Shenton, Martha E., van de Wee, Nic J.A., Schmahl, Christian, Kaufman, Milissa L., Rosso, Isabelle M., Sponheim, Scott R., Hofmann, David Bernd, Bryant, Richard A., Fercho, Kelene A., Stein, Dan J., Mueller, Sven C., Phan, K. Luan, McLaughlin, Katie A., Davidson, Richard J., Larson, Christine, May, Geoffrey, Nelson, Steven M., Abdallah, Chadi G., Gomaa, Hassaan, Etkin, Amit, Seedat, Soraya, Harpaz-Rotem, Ilan, Liberzon, Israel, Wang, Xin, Thompson, Paul M., and Morey, Rajendra A.

Published
2022
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63. 10. Shared and Distinct Alterations in Brain Structure of Children and Adolescents with Internalising or Externalising Disorders: Findings From the ENIGMA Antisocial Behavior, ADHD, MDD and Anxiety Working Groups

Author

Townend, Sophie, primary, Staginnus, Marlene, additional, Gao, Yidian, additional, Franke, Barbara, additional, Hoogman, Martine, additional, Schmaal, Lianne, additional, Veltman, Dick, additional, Pozzi, Elena, additional, Bas-Hoogendam, Janna Marie, additional, Groenewold, Nynke A., additional, Stein, Dan J., additional, van der Wee, Nic.J.A., additional, Aghajani, Moji, additional, Cecil, Charlotte, additional, Klapwijk, Eduard, additional, Baskin-Sommers, Arielle, additional, Pine, Daniel S., additional, Thomopoulos, Sophia I., additional, Jahanshad, Neda, additional, Thompson, Paul, additional, Walton, Esther, additional, De Brito, Stephane A., additional, and Fairchild, Graeme, additional

Published
2024
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65. The ENIGMA Neuromodulation Working Group: Goals, Challenges, and Opportunities for the Field

Author

Kuhn, Taylor, primary, Indahlastari, Aprinda, additional, Vila-Rodriguez, Fidel, additional, Fonzo, Gregory, additional, Petersen, Nicole, additional, Rotstein, Natalie, additional, Mehler, David Marc Anton, additional, Repple, Jonathan, additional, Hahn, Tim, additional, Bertazzoli, Giacomo, additional, Reggente, Nicco, additional, Woods, Adam, additional, Halavi, Sabrina, additional, Dang, Bianca Hoang, additional, Mason, Xenos, additional, Laidi, Charles, additional, Chou, Tina, additional, Bortoletto, Marta, additional, Kallioniemi, Elisa, additional, Begue, Indrit, additional, Balderston, Nicholas L., additional, Porges, Eric, additional, Oathes, Desmond, additional, Subramanian, Venkat R., additional, Thomopoulos, Sophia I, additional, Jahanshad, Neda, additional, and Thompson, Paul, additional

Published
2024
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66. A worldwide ENIGMA study on epilepsy-related gray and white matter compromise across the adult lifespan

Author

Chen, Judy, primary, Ngo, Alexander, additional, Rodríguez-Cruces, Raúl, additional, Royer, Jessica, additional, Caligiuri, Maria Eugenia, additional, Gambardella, Antonio, additional, Concha, Luis, additional, Keller, Simon S., additional, Cendes, Fernando, additional, Yasuda, Clarissa L., additional, Alvim, Marina K. M., additional, Bonilha, Leonardo, additional, Gleichgerrcht, Ezequiel, additional, Focke, Niels K., additional, Kreilkamp, Barbara, additional, Domin, Martin, additional, von Podewils, Felix, additional, Langner, Soenke, additional, Rummel, Christian, additional, Wiest, Roland, additional, Martin, Pascal, additional, Kotikalapudi, Raviteja, additional, Bender, Benjamin, additional, O’Brien, Terence J., additional, Sinclair, Benjamin, additional, Vivash, Lucy, additional, Kwan, Patrick, additional, Desmond, Patricia M., additional, Lui, Elaine, additional, Duma, Gian Marco, additional, Bonanni, Paolo, additional, Ballerini, Alice, additional, Vaudano, Anna Elisabetta, additional, Meletti, Stefano, additional, Tondelli, Manuela, additional, Alhusaini, Saud, additional, Doherty, Colin P., additional, Cavalleri, Gianpiero L., additional, Delanty, Norman, additional, Kälviäinen, Reetta, additional, Jackson, Graeme D., additional, Kowalczyk, Magdalena, additional, Mascalchi, Mario, additional, Semmelroch, Mira, additional, Thomas, Rhys H., additional, Soltanian-Zadeh, Hamid, additional, Davoodi-Bojd, Esmaeil, additional, Zhang, Junsong, additional, Lenge, Matteo, additional, Guerrini, Renzo, additional, Bartolini, Emanuele, additional, Hamandi, Khalid, additional, Foley, Sonya, additional, Rüber, Theodor, additional, Bauer, Tobias, additional, Weber, Bernd, additional, Caldairou, Benoit, additional, Depondt, Chantal, additional, Absil, Julie, additional, Carr, Sarah J. A., additional, Abela, Eugenio, additional, Richardson, Mark P., additional, Devinsky, Orrin, additional, Pardoe, Heath, additional, Severino, Mariasavina, additional, Striano, Pasquale, additional, Tortora, Domenico, additional, Kaestner, Erik, additional, Hatton, Sean N., additional, Arienzo, Donatello, additional, Vos, Sjoerd B., additional, Ryten, Mina, additional, Taylor, Peter N., additional, Duncan, John S., additional, Whelan, Christopher D., additional, Galovic, Marian, additional, Winston, Gavin P., additional, Thomopoulos, Sophia I., additional, Thompson, Paul M., additional, Sisodiya, Sanjay M., additional, Labate, Angelo, additional, McDonald, Carrie R., additional, Caciagli, Lorenzo, additional, Bernasconi, Neda, additional, Bernasconi, Andrea, additional, Larivière, Sara, additional, Schrader, Dewi, additional, and Bernhardt, Boris C., additional

Published
2024
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67. Normative modelling of brain morphometry across the lifespan with CentileBrain: algorithm benchmarking and model optimisation

Author

Ge, Ruiyang, primary, Yu, Yuetong, additional, Qi, Yi Xuan, additional, Fan, Yu-nan, additional, Chen, Shiyu, additional, Gao, Chuntong, additional, Haas, Shalaila S, additional, New, Faye, additional, Boomsma, Dorret I, additional, Brodaty, Henry, additional, Brouwer, Rachel M, additional, Buckner, Randy, additional, Caseras, Xavier, additional, Crivello, Fabrice, additional, Crone, Eveline A, additional, Erk, Susanne, additional, Fisher, Simon E, additional, Franke, Barbara, additional, Glahn, David C, additional, Dannlowski, Udo, additional, Grotegerd, Dominik, additional, Gruber, Oliver, additional, Hulshoff Pol, Hilleke E, additional, Schumann, Gunter, additional, Tamnes, Christian K, additional, Walter, Henrik, additional, Wierenga, Lara M, additional, Jahanshad, Neda, additional, Thompson, Paul M, additional, Frangou, Sophia, additional, Agartz, Ingrid, additional, Asherson, Philip, additional, Ayesa-Arriola, Rosa, additional, Banaj, Nerisa, additional, Banaschewski, Tobias, additional, Baumeister, Sarah, additional, Bertolino, Alessandro, additional, Borgwardt, Stefan, additional, Bourque, Josiane, additional, Brandeis, Daniel, additional, Breier, Alan, additional, Buitelaar, Jan K, additional, Cannon, Dara M, additional, Cervenka, Simon, additional, Conrod, Patricia J, additional, Crespo-Facorro, Benedicto, additional, Davey, Christopher G, additional, de Haan, Lieuwe, additional, de Zubicaray, Greig I, additional, Di Giorgio, Annabella, additional, Frodl, Thomas, additional, Gruner, Patricia, additional, Gur, Raquel E, additional, Gur, Ruben C, additional, Harrison, Ben J, additional, Hatton, Sean N, additional, Hickie, Ian, additional, Howells, Fleur M, additional, Huyser, Chaim, additional, Jernigan, Terry L, additional, Jiang, Jiyang, additional, Joska, John A, additional, Kahn, René S, additional, Kalnin, Andrew J, additional, Kochan, Nicole A, additional, Koops, Sanne, additional, Kuntsi, Jonna, additional, Lagopoulos, Jim, additional, Lazaro, Luisa, additional, Lebedeva, Irina S, additional, Lochner, Christine, additional, Martin, Nicholas G, additional, Mazoyer, Bernard, additional, McDonald, Brenna C, additional, McDonald, Colm, additional, McMahon, Katie L, additional, Medland, Sarah, additional, Modabbernia, Amirhossein, additional, Mwangi, Benson, additional, Nakao, Tomohiro, additional, Nyberg, Lars, additional, Piras, Fabrizio, additional, Portella, Maria J, additional, Qiu, Jiang, additional, Roffman, Joshua L, additional, Sachdev, Perminder S, additional, Sanford, Nicole, additional, Satterthwaite, Theodore D, additional, Saykin, Andrew J, additional, Sellgren, Carl M, additional, Sim, Kang, additional, Smoller, Jordan W, additional, Soares, Jair C, additional, Sommer, Iris E, additional, Spalletta, Gianfranco, additional, Stein, Dan J, additional, Thomopoulos, Sophia I, additional, Tomyshev, Alexander S, additional, Tordesillas-Gutiérrez, Diana, additional, Trollor, Julian N, additional, van 't Ent, Dennis, additional, van den Heuvel, Odile A, additional, van Erp, Theo GM, additional, van Haren, Neeltje EM, additional, Vecchio, Daniela, additional, Veltman, Dick J, additional, Wang, Yang, additional, Weber, Bernd, additional, Wei, Dongtao, additional, Wen, Wei, additional, Westlye, Lars T, additional, Williams, Steven CR, additional, Wright, Margaret J, additional, Wu, Mon-Ju, additional, and Yu, Kevin, additional

Published
2024
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68. A Deep Transfer Learning Framework for 3D Brain Imaging Based on Optimal Mass Transport

Author

Zeng, Ling-Li, Ching, Christopher R. K., Abaryan, Zvart, Thomopoulos, Sophia I., Gao, Kai, Zhu, Alyssa H., Ragothaman, Anjanibhargavi, Rashid, Faisal, Harrison, Marc, Salminen, Lauren E., Riedel, Brandalyn C., Jahanshad, Neda, Hu, Dewen, Thompson, Paul M., Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Kia, Seyed Mostafa, editor, Mohy-ud-Din, Hassan, editor, Abdulkadir, Ahmed, editor, Bass, Cher, editor, Habes, Mohamad, editor, Rondina, Jane Maryam, editor, Tax, Chantal, editor, Wang, Hongzhi, editor, Wolfers, Thomas, editor, Rathore, Saima, editor, and Ingalhalikar, Madhura, editor

Published
2020
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69. Principal component analysis as an efficient method for capturing multivariate brain signatures of complex disorders—ENIGMA study in people with bipolar disorders and obesity

Author

Onderzoeksgroep 1, McWhinney, Sean R., Hlinka, Jaroslav, Bakstein, Eduard, Dietze, Lorielle M.F., Corkum, Emily L.V., Abé, Christoph, Alda, Martin, Alexander, Nina, Benedetti, Francesco, Berk, Michael, Bøen, Erlend, Bonnekoh, Linda M., Boye, Birgitte, Brosch, Katharina, Canales-Rodríguez, Erick J., Cannon, Dara M., Dannlowski, Udo, Demro, Caroline, Diaz-Zuluaga, Ana, Elvsåshagen, Torbjørn, Eyler, Lisa T., Fortea, Lydia, Fullerton, Janice M., Goltermann, Janik, Gotlib, Ian H., Grotegerd, Dominik, Haarman, Bartholomeus, Hahn, Tim, Howells, Fleur M., Jamalabadi, Hamidreza, Jansen, Andreas, Kircher, Tilo, Klahn, Anna Luisa, Kuplicki, Rayus, Lahud, Elijah, Landén, Mikael, Leehr, Elisabeth J., Lopez-Jaramillo, Carlos, Mackey, Scott, Malt, Ulrik, Martyn, Fiona, Mazza, Elena, McDonald, Colm, McPhilemy, Genevieve, Meier, Sandra, Meinert, Susanne, Melloni, Elisa, Mitchell, Philip B., Nabulsi, Leila, Nenadić, Igor, Nitsch, Robert, Opel, Nils, Ophoff, Roel A., Ortuño, Maria, Overs, Bronwyn J., Pineda-Zapata, Julian, Pomarol-Clotet, Edith, Radua, Joaquim, Repple, Jonathan, Roberts, Gloria, Rodriguez-Cano, Elena, Sacchet, Matthew D., Salvador, Raymond, Savitz, Jonathan, Scheffler, Freda, Schofield, Peter R., Schürmeyer, Navid, Shen, Chen, Sim, Kang, Sponheim, Scott R., Stein, Dan J., Stein, Frederike, Straube, Benjamin, Suo, Chao, Temmingh, Henk, Teutenberg, Lea, Thomas-Odenthal, Florian, Thomopoulos, Sophia I., Urosevic, Snezana, Usemann, Paula, van Haren, Neeltje E.M., Vargas, Cristian, Vieta, Eduard, Vilajosana, Enric, Vreeker, Annabel, Winter, Nils R., Yatham, Lakshmi N., Thompson, Paul M., Andreassen, Ole A., Ching, Christopher R.K., Hajek, Tomas, Onderzoeksgroep 1, McWhinney, Sean R., Hlinka, Jaroslav, Bakstein, Eduard, Dietze, Lorielle M.F., Corkum, Emily L.V., Abé, Christoph, Alda, Martin, Alexander, Nina, Benedetti, Francesco, Berk, Michael, Bøen, Erlend, Bonnekoh, Linda M., Boye, Birgitte, Brosch, Katharina, Canales-Rodríguez, Erick J., Cannon, Dara M., Dannlowski, Udo, Demro, Caroline, Diaz-Zuluaga, Ana, Elvsåshagen, Torbjørn, Eyler, Lisa T., Fortea, Lydia, Fullerton, Janice M., Goltermann, Janik, Gotlib, Ian H., Grotegerd, Dominik, Haarman, Bartholomeus, Hahn, Tim, Howells, Fleur M., Jamalabadi, Hamidreza, Jansen, Andreas, Kircher, Tilo, Klahn, Anna Luisa, Kuplicki, Rayus, Lahud, Elijah, Landén, Mikael, Leehr, Elisabeth J., Lopez-Jaramillo, Carlos, Mackey, Scott, Malt, Ulrik, Martyn, Fiona, Mazza, Elena, McDonald, Colm, McPhilemy, Genevieve, Meier, Sandra, Meinert, Susanne, Melloni, Elisa, Mitchell, Philip B., Nabulsi, Leila, Nenadić, Igor, Nitsch, Robert, Opel, Nils, Ophoff, Roel A., Ortuño, Maria, Overs, Bronwyn J., Pineda-Zapata, Julian, Pomarol-Clotet, Edith, Radua, Joaquim, Repple, Jonathan, Roberts, Gloria, Rodriguez-Cano, Elena, Sacchet, Matthew D., Salvador, Raymond, Savitz, Jonathan, Scheffler, Freda, Schofield, Peter R., Schürmeyer, Navid, Shen, Chen, Sim, Kang, Sponheim, Scott R., Stein, Dan J., Stein, Frederike, Straube, Benjamin, Suo, Chao, Temmingh, Henk, Teutenberg, Lea, Thomas-Odenthal, Florian, Thomopoulos, Sophia I., Urosevic, Snezana, Usemann, Paula, van Haren, Neeltje E.M., Vargas, Cristian, Vieta, Eduard, Vilajosana, Enric, Vreeker, Annabel, Winter, Nils R., Yatham, Lakshmi N., Thompson, Paul M., Andreassen, Ole A., Ching, Christopher R.K., and Hajek, Tomas

Published
2024

70. Principal component analysis as an efficient method for capturing multivariate brain signatures of complex disorders—ENIGMA study in people with bipolar disorders and obesity

Author

McWhinney, Sean R., Hlinka, Jaroslav, Bakstein, Eduard, Dietze, Lorielle M.F., Corkum, Emily L.V., Abé, Christoph, Alda, Martin, Alexander, Nina, Benedetti, Francesco, Berk, Michael, Bøen, Erlend, Bonnekoh, Linda M., Boye, Birgitte, Brosch, Katharina, Canales-Rodríguez, Erick J., Cannon, Dara M., Dannlowski, Udo, Demro, Caroline, Diaz-Zuluaga, Ana, Elvsåshagen, Torbjørn, Eyler, Lisa T., Fortea, Lydia, Fullerton, Janice M., Goltermann, Janik, Gotlib, Ian H., Grotegerd, Dominik, Haarman, Bartholomeus, Hahn, Tim, Howells, Fleur M., Jamalabadi, Hamidreza, Jansen, Andreas, Kircher, Tilo, Klahn, Anna Luisa, Kuplicki, Rayus, Lahud, Elijah, Landén, Mikael, Leehr, Elisabeth J., Lopez-Jaramillo, Carlos, Mackey, Scott, Malt, Ulrik, Martyn, Fiona, Mazza, Elena, McDonald, Colm, McPhilemy, Genevieve, Meier, Sandra, Meinert, Susanne, Melloni, Elisa, Mitchell, Philip B., Nabulsi, Leila, Nenadić, Igor, Nitsch, Robert, Opel, Nils, Ophoff, Roel A., Ortuño, Maria, Overs, Bronwyn J., Pineda-Zapata, Julian, Pomarol-Clotet, Edith, Radua, Joaquim, Repple, Jonathan, Roberts, Gloria, Rodriguez-Cano, Elena, Sacchet, Matthew D., Salvador, Raymond, Savitz, Jonathan, Scheffler, Freda, Schofield, Peter R., Schürmeyer, Navid, Shen, Chen, Sim, Kang, Sponheim, Scott R., Stein, Dan J., Stein, Frederike, Straube, Benjamin, Suo, Chao, Temmingh, Henk, Teutenberg, Lea, Thomas-Odenthal, Florian, Thomopoulos, Sophia I., Urosevic, Snezana, Usemann, Paula, van Haren, Neeltje E.M., Vargas, Cristian, Vieta, Eduard, Vilajosana, Enric, Vreeker, Annabel, Winter, Nils R., Yatham, Lakshmi N., Thompson, Paul M., Andreassen, Ole A., Ching, Christopher R.K., Hajek, Tomas, McWhinney, Sean R., Hlinka, Jaroslav, Bakstein, Eduard, Dietze, Lorielle M.F., Corkum, Emily L.V., Abé, Christoph, Alda, Martin, Alexander, Nina, Benedetti, Francesco, Berk, Michael, Bøen, Erlend, Bonnekoh, Linda M., Boye, Birgitte, Brosch, Katharina, Canales-Rodríguez, Erick J., Cannon, Dara M., Dannlowski, Udo, Demro, Caroline, Diaz-Zuluaga, Ana, Elvsåshagen, Torbjørn, Eyler, Lisa T., Fortea, Lydia, Fullerton, Janice M., Goltermann, Janik, Gotlib, Ian H., Grotegerd, Dominik, Haarman, Bartholomeus, Hahn, Tim, Howells, Fleur M., Jamalabadi, Hamidreza, Jansen, Andreas, Kircher, Tilo, Klahn, Anna Luisa, Kuplicki, Rayus, Lahud, Elijah, Landén, Mikael, Leehr, Elisabeth J., Lopez-Jaramillo, Carlos, Mackey, Scott, Malt, Ulrik, Martyn, Fiona, Mazza, Elena, McDonald, Colm, McPhilemy, Genevieve, Meier, Sandra, Meinert, Susanne, Melloni, Elisa, Mitchell, Philip B., Nabulsi, Leila, Nenadić, Igor, Nitsch, Robert, Opel, Nils, Ophoff, Roel A., Ortuño, Maria, Overs, Bronwyn J., Pineda-Zapata, Julian, Pomarol-Clotet, Edith, Radua, Joaquim, Repple, Jonathan, Roberts, Gloria, Rodriguez-Cano, Elena, Sacchet, Matthew D., Salvador, Raymond, Savitz, Jonathan, Scheffler, Freda, Schofield, Peter R., Schürmeyer, Navid, Shen, Chen, Sim, Kang, Sponheim, Scott R., Stein, Dan J., Stein, Frederike, Straube, Benjamin, Suo, Chao, Temmingh, Henk, Teutenberg, Lea, Thomas-Odenthal, Florian, Thomopoulos, Sophia I., Urosevic, Snezana, Usemann, Paula, van Haren, Neeltje E.M., Vargas, Cristian, Vieta, Eduard, Vilajosana, Enric, Vreeker, Annabel, Winter, Nils R., Yatham, Lakshmi N., Thompson, Paul M., Andreassen, Ole A., Ching, Christopher R.K., and Hajek, Tomas

Abstract

Multivariate techniques better fit the anatomy of complex neuropsychiatric disorders which are characterized not by alterations in a single region, but rather by variations across distributed brain networks. Here, we used principal component analysis (PCA) to identify patterns of covariance across brain regions and relate them to clinical and demographic variables in a large generalizable dataset of individuals with bipolar disorders and controls. We then compared performance of PCA and clustering on identical sample to identify which methodology was better in capturing links between brain and clinical measures. Using data from the ENIGMA-BD working group, we investigated T1-weighted structural MRI data from 2436 participants with BD and healthy controls, and applied PCA to cortical thickness and surface area measures. We then studied the association of principal components with clinical and demographic variables using mixed regression models. We compared the PCA model with our prior clustering analyses of the same data and also tested it in a replication sample of 327 participants with BD or schizophrenia and healthy controls. The first principal component, which indexed a greater cortical thickness across all 68 cortical regions, was negatively associated with BD, BMI, antipsychotic medications, and age and was positively associated with Li treatment. PCA demonstrated superior goodness of fit to clustering when predicting diagnosis and BMI. Moreover, applying the PCA model to the replication sample yielded significant differences in cortical thickness between healthy controls and individuals with BD or schizophrenia. Cortical thickness in the same widespread regional network as determined by PCA was negatively associated with different clinical and demographic variables, including diagnosis, age, BMI, and treatment with antipsychotic medications or lithium. PCA outperformed clustering and provided an easy-to-use and interpret method to study multivariate associ

Published
2024

71. Smaller total and subregional cerebellar volumes in posttraumatic stress disorder:a mega-analysis by the ENIGMA-PGC PTSD workgroup

Author

Huggins, Ashley A., Baird, C. Lexi, Briggs, Melvin, Laskowitz, Sarah, Hussain, Ahmed, Fouda, Samar, Haswell, Courtney, Sun, Delin, Salminen, Lauren E., Jahanshad, Neda, Thomopoulos, Sophia I., Veltman, Dick J., Frijling, Jessie L., Olff, Miranda, van Zuiden, Mirjam, Koch, Saskia B.J., Nawjin, Laura, Wang, Li, Zhu, Ye, Li, Gen, Stein, Dan J., Ipser, Jonathan, Seedat, Soraya, du Plessis, Stefan, van den Heuvel, Leigh L., Suarez-Jimenez, Benjamin, Zhu, Xi, Kim, Yoojean, He, Xiaofu, Zilcha-Mano, Sigal, Lazarov, Amit, Neria, Yuval, Stevens, Jennifer S., Ressler, Kerry J., Jovanovic, Tanja, van Rooij, Sanne J.H., Fani, Negar, Hudson, Anna R., Mueller, Sven C., Sierk, Anika, Manthey, Antje, Walter, Henrik, Daniels, Judith K., Schmahl, Christian, Herzog, Julia I., Říha, Pavel, Rektor, Ivan, Lebois, Lauren A.M., Kaufman, Milissa L., Olson, Elizabeth A., Baker, Justin T., Rosso, Isabelle M., King, Anthony P., Liberzon, Isreal, Angstadt, Mike, Davenport, Nicholas D., Sponheim, Scott R., Disner, Seth G., Straube, Thomas, Hofmann, David, Qi, Rongfeng, Lu, Guang Ming, Baugh, Lee A., Forster, Gina L., Simons, Raluca M., Simons, Jeffrey S., Magnotta, Vincent A., Fercho, Kelene A., Maron-Katz, Adi, Etkin, Amit, Cotton, Andrew S., O’Leary, Erin N., Xie, Hong, Wang, Xin, Quidé, Yann, El-Hage, Wissam, Lissek, Shmuel, Berg, Hannah, Bruce, Steven, Cisler, Josh, Ross, Marisa, Herringa, Ryan J., Grupe, Daniel W., Nitschke, Jack B., Davidson, Richard J., Larson, Christine L., deRoon-Cassini, Terri A., Tomas, Carissa W., Fitzgerald, Jacklynn M., Blackford, Jennifer Urbano, Olatunji, Bunmi O., Kremen, William S., Lyons, Michael J., Franz, Carol E., Gordon, Evan M., May, Geoffrey, Nelson, Steven M., Abdallah, Chadi G., Levy, Ifat, Harpaz-Rotem, Ilan, Krystal, John H., Dennis, Emily L., Tate, David F., Cifu, David X., Walker, William C., Wilde, Elizabeth A., Harding, Ian H., Kerestes, Rebecca, Thompson, Paul M., Morey, Rajendra, Huggins, Ashley A., Baird, C. Lexi, Briggs, Melvin, Laskowitz, Sarah, Hussain, Ahmed, Fouda, Samar, Haswell, Courtney, Sun, Delin, Salminen, Lauren E., Jahanshad, Neda, Thomopoulos, Sophia I., Veltman, Dick J., Frijling, Jessie L., Olff, Miranda, van Zuiden, Mirjam, Koch, Saskia B.J., Nawjin, Laura, Wang, Li, Zhu, Ye, Li, Gen, Stein, Dan J., Ipser, Jonathan, Seedat, Soraya, du Plessis, Stefan, van den Heuvel, Leigh L., Suarez-Jimenez, Benjamin, Zhu, Xi, Kim, Yoojean, He, Xiaofu, Zilcha-Mano, Sigal, Lazarov, Amit, Neria, Yuval, Stevens, Jennifer S., Ressler, Kerry J., Jovanovic, Tanja, van Rooij, Sanne J.H., Fani, Negar, Hudson, Anna R., Mueller, Sven C., Sierk, Anika, Manthey, Antje, Walter, Henrik, Daniels, Judith K., Schmahl, Christian, Herzog, Julia I., Říha, Pavel, Rektor, Ivan, Lebois, Lauren A.M., Kaufman, Milissa L., Olson, Elizabeth A., Baker, Justin T., Rosso, Isabelle M., King, Anthony P., Liberzon, Isreal, Angstadt, Mike, Davenport, Nicholas D., Sponheim, Scott R., Disner, Seth G., Straube, Thomas, Hofmann, David, Qi, Rongfeng, Lu, Guang Ming, Baugh, Lee A., Forster, Gina L., Simons, Raluca M., Simons, Jeffrey S., Magnotta, Vincent A., Fercho, Kelene A., Maron-Katz, Adi, Etkin, Amit, Cotton, Andrew S., O’Leary, Erin N., Xie, Hong, Wang, Xin, Quidé, Yann, El-Hage, Wissam, Lissek, Shmuel, Berg, Hannah, Bruce, Steven, Cisler, Josh, Ross, Marisa, Herringa, Ryan J., Grupe, Daniel W., Nitschke, Jack B., Davidson, Richard J., Larson, Christine L., deRoon-Cassini, Terri A., Tomas, Carissa W., Fitzgerald, Jacklynn M., Blackford, Jennifer Urbano, Olatunji, Bunmi O., Kremen, William S., Lyons, Michael J., Franz, Carol E., Gordon, Evan M., May, Geoffrey, Nelson, Steven M., Abdallah, Chadi G., Levy, Ifat, Harpaz-Rotem, Ilan, Krystal, John H., Dennis, Emily L., Tate, David F., Cifu, David X., Walker, William C., Wilde, Elizabeth A., Harding, Ian H., Kerestes, Rebecca, Thompson, Paul M., and Morey, Rajendra

Abstract

Although the cerebellum contributes to higher-order cognitive and emotional functions relevant to posttraumatic stress disorder (PTSD), prior research on cerebellar volume in PTSD is scant, particularly when considering subregions that differentially map on to motor, cognitive, and affective functions. In a sample of 4215 adults (PTSD n = 1642; Control n = 2573) across 40 sites from the ENIGMA-PGC PTSD working group, we employed a new state-of-the-art deep-learning based approach for automatic cerebellar parcellation to obtain volumetric estimates for the total cerebellum and 28 subregions. Linear mixed effects models controlling for age, gender, intracranial volume, and site were used to compare cerebellum volumes in PTSD compared to healthy controls (88% trauma-exposed). PTSD was associated with significant grey and white matter reductions of the cerebellum. Compared to controls, people with PTSD demonstrated smaller total cerebellum volume, as well as reduced volume in subregions primarily within the posterior lobe (lobule VIIB, crus II), vermis (VI, VIII), flocculonodular lobe (lobule X), and corpus medullare (all p -FDR < 0.05). Effects of PTSD on volume were consistent, and generally more robust, when examining symptom severity rather than diagnostic status. These findings implicate regionally specific cerebellar volumetric differences in the pathophysiology of PTSD. The cerebellum appears to play an important role in higher-order cognitive and emotional processes, far beyond its historical association with vestibulomotor function. Further examination of the cerebellum in trauma-related psychopathology will help to clarify how cerebellar structure and function may disrupt cognitive and affective processes at the center of translational models for PTSD.

Published
2024

72. Normative Modeling of Brain Morphometry in Clinical High Risk for Psychosis

Author

Haas, Shalaila S., Ge, Ruiyang, Agartz, Ingrid, Amminger, G. Paul, Andreassen, Ole A., Bachman, Peter, Baeza, Inmaculada, Choi, Sunah, Colibazzi, Tiziano, Cropley, Vanessa L., De La Fuente-Sandoval, Camilo, Ebdrup, Bjørn H., Fortea, Adriana, Fusar-Poli, Paolo, Glenthøj, Birte Yding, Glenthøj, Louise Birkedal, Haut, Kristen M., Hayes, Rebecca A., Heekeren, Karsten, Hooker, Christine I., Hwang, Wu Jeong, Jahanshad, Neda, Kaess, Michael, Kasai, Kiyoto, Katagiri, Naoyuki, Kim, Minah, Kindler, Jochen, Koike, Shinsuke, Kristensen, Tina D., Kwon, Jun Soo, Lawrie, Stephen M., Lebedeva, Irina, Lee, Jimmy, Lemmers-Jansen, Imke L.J., Lin, Ashleigh, Ma, Xiaoqian, Mathalon, Daniel H., McGuire, Philip, Michel, Chantal, Mizrahi, Romina, Mizuno, Masafumi, Møller, Paul, Mora-Durán, Ricardo, Nelson, Barnaby, Nemoto, Takahiro, Nordentoft, Merete, Nordholm, Dorte, Omelchenko, Maria A., Pantelis, Christos, Pariente, Jose C., Raghava, Jayachandra M., Reyes-Madrigal, Francisco, Røssberg, Jan I., Rössler, Wulf, Salisbury, Dean F., Sasabayashi, Daiki, Schall, Ulrich, Smigielski, Lukasz, Sugranyes, Gisela, Suzuki, Michio, Takahashi, Tsutomu, Tamnes, Christian K., Theodoridou, Anastasia, Thomopoulos, Sophia I., Thompson, Paul M., Tomyshev, Alexander S., Uhlhaas, Peter J., Værnes, Tor G., Van Amelsvoort, Therese A.M.J., Van Erp, Theo G.M., Waltz, James A., Wenneberg, Christina, Westlye, Lars T., Wood, Stephen J., Zhou, Juan H., Hernaus, Dennis, Jalbrzikowski, Maria, Kahn, René S., Corcoran, Cheryl M., Frangou, Sophia, Haas, Shalaila S., Ge, Ruiyang, Agartz, Ingrid, Amminger, G. Paul, Andreassen, Ole A., Bachman, Peter, Baeza, Inmaculada, Choi, Sunah, Colibazzi, Tiziano, Cropley, Vanessa L., De La Fuente-Sandoval, Camilo, Ebdrup, Bjørn H., Fortea, Adriana, Fusar-Poli, Paolo, Glenthøj, Birte Yding, Glenthøj, Louise Birkedal, Haut, Kristen M., Hayes, Rebecca A., Heekeren, Karsten, Hooker, Christine I., Hwang, Wu Jeong, Jahanshad, Neda, Kaess, Michael, Kasai, Kiyoto, Katagiri, Naoyuki, Kim, Minah, Kindler, Jochen, Koike, Shinsuke, Kristensen, Tina D., Kwon, Jun Soo, Lawrie, Stephen M., Lebedeva, Irina, Lee, Jimmy, Lemmers-Jansen, Imke L.J., Lin, Ashleigh, Ma, Xiaoqian, Mathalon, Daniel H., McGuire, Philip, Michel, Chantal, Mizrahi, Romina, Mizuno, Masafumi, Møller, Paul, Mora-Durán, Ricardo, Nelson, Barnaby, Nemoto, Takahiro, Nordentoft, Merete, Nordholm, Dorte, Omelchenko, Maria A., Pantelis, Christos, Pariente, Jose C., Raghava, Jayachandra M., Reyes-Madrigal, Francisco, Røssberg, Jan I., Rössler, Wulf, Salisbury, Dean F., Sasabayashi, Daiki, Schall, Ulrich, Smigielski, Lukasz, Sugranyes, Gisela, Suzuki, Michio, Takahashi, Tsutomu, Tamnes, Christian K., Theodoridou, Anastasia, Thomopoulos, Sophia I., Thompson, Paul M., Tomyshev, Alexander S., Uhlhaas, Peter J., Værnes, Tor G., Van Amelsvoort, Therese A.M.J., Van Erp, Theo G.M., Waltz, James A., Wenneberg, Christina, Westlye, Lars T., Wood, Stephen J., Zhou, Juan H., Hernaus, Dennis, Jalbrzikowski, Maria, Kahn, René S., Corcoran, Cheryl M., and Frangou, Sophia

Abstract

Question Are brain morphometric changes that deviate significantly from healthy variation associated with the risk of psychosis? Findings In this case-control study of 1340 individuals at clinical high risk for psychosis and 1237 healthy participants, individual-level variation in macroscale neuromorphometric measures in the group at clinical high risk for psychosis was largely nested within healthy variation and was not associated with the severity of positive symptoms or conversion to a psychotic disorder. Meaning The findings suggest the macroscale neuromorphometric measures have limited utility as diagnostic biomarkers of psychosis risk. Abstract Importance The lack of robust neuroanatomical markers of psychosis risk has been traditionally attributed to heterogeneity. A complementary hypothesis is that variation in neuroanatomical measures in individuals at psychosis risk may be nested within the range observed in healthy individuals. Objective To quantify deviations from the normative range of neuroanatomical variation in individuals at clinical high risk for psychosis (CHR-P) and evaluate their overlap with healthy variation and their association with positive symptoms, cognition, and conversion to a psychotic disorder. Design, Setting, and Participants This case-control study used clinical-, IQ-, and neuroimaging software (FreeSurfer)–derived regional measures of cortical thickness (CT), cortical surface area (SA), and subcortical volume (SV) from 1340 individuals with CHR-P and 1237 healthy individuals pooled from 29 international sites participating in the Enhancing Neuroimaging Genetics Through Meta-analysis (ENIGMA) Clinical High Risk for Psychosis Working Group. Healthy individuals and individuals with CHR-P were matched on age and sex within each recruitment site. Data were analyzed between September 1, 2021, and November 30, 2022. Main Outcomes and Measures For each regional morphometric measure, Importance: The lack of robust neuroanatomical markers of psychosis risk has been traditionally attributed to heterogeneity. A complementary hypothesis is that variation in neuroanatomical measures in individuals at psychosis risk may be nested within the range observed in healthy individuals. Objective: To quantify deviations from the normative range of neuroanatomical variation in individuals at clinical high risk for psychosis (CHR-P) and evaluate their overlap with healthy variation and their association with positive symptoms, cognition, and conversion to a psychotic disorder. Design, Setting, and Participants: This case-control study used clinical-, IQ-, and neuroimaging software (FreeSurfer)-derived regional measures of cortical thickness (CT), cortical surface area (SA), and subcortical volume (SV) from 1340 individuals with CHR-P and 1237 healthy individuals pooled from 29 international sites participating in the Enhancing Neuroimaging Genetics Through Meta-analysis (ENIGMA) Clinical High Risk for Psychosis Working Group. Healthy individuals and individuals with CHR-P were matched on age and sex within each recruitment site. Data were analyzed between September 1, 2021, and November 30, 2022. Main Outcomes and Measures: For each regional morphometric measure, deviation scores were computed as z scores indexing the degree of deviation from their normative means from a healthy reference population. Average deviation scores (ADS) were also calculated for regional CT, SA, and SV measures and globally across all measures. Regression analyses quantified the association of deviation scores with clinical severity and cognition, and 2-proportion z tests identified case-control differences in the proportion of individuals with infranormal (z < -1.96) or supranormal (z > 1.96) scores. Results: Among 1340 individuals with CHR-P, 709 (52.91%) were male, and the mean (SD) age was 20.75 (4.74) years. Among 1237 healthy individuals, 684 (55.30%) were male, and the

Published
2024

73. Comparison of deep learning architectures for predicting amyloid positivity in Alzheimer's disease, mild cognitive impairment, and healthy aging, from T1-weighted brain structural MRI.

Author

Chattopadhyay, Tamoghna, Ozarkar, Saket S., Buwa, Ketaki, Joshy, Neha Ann, Komandur, Dheeraj, Naik, Jayati, Thomopoulos, Sophia I., Steeg, Greg Ver, Ambite, Jose Luis, and Thompson, Paul M.

Subjects
ARTIFICIAL neural networks, DEEP learning, ALZHEIMER'S disease, MILD cognitive impairment, MACHINE learning, SIGNAL convolution
Abstract

Abnormal β-amyloid (Aβ) accumulation in the brain is an early indicator of Alzheimer's disease (AD) and is typically assessed through invasive procedures such as PET (positron emission tomography) or CSF (cerebrospinal fluid) assays. As new anti-Alzheimer's treatments can now successfully target amyloid pathology, there is a growing interest in predicting Aβ positivity (Aβ+) from less invasive, more widely available types of brain scans, such as T1-weighted (T1w) MRI. Here we compare multiple approaches to infer Aβ + from standard anatomical MRI: (1) classical machine learning algorithms, including logistic regression, XGBoost, and shallow artificial neural networks, (2) deep learning models based on 2D and 3D convolutional neural networks (CNNs), (3) a hybrid ANN-CNN, combining the strengths of shallow and deep neural networks, (4) transfer learning models based on CNNs, and (5) 3D Vision Transformers. All models were trained on paired MRI/PET data from 1,847 elderly participants (mean age: 75.1 yrs. ± 7.6SD; 863 females/984 males; 661 healthy controls, 889 with mild cognitive impairment (MCI), and 297 with Dementia), scanned as part of the Alzheimer's Disease Neuroimaging Initiative. We evaluated each model's balanced accuracy and F1 scores. While further tests on more diverse data are warranted, deep learning models trained on standard MRI showed promise for estimating Aβ + status, at least in people with MCI. This may offer a potential screening option before resorting to more invasive procedures. [ABSTRACT FROM AUTHOR]

Published
2024
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74. Support Vector Based Autoregressive Mixed Models of Longitudinal Brain Changes and Corresponding Genetics in Alzheimer’s Disease

Author

for the Alzheimer’s Disease Neuroimaging Initiative, Yang, Qifan, Thomopoulos, Sophia I., Ding, Linda, Surento, Wesley, Thompson, Paul M., Jahanshad, Neda, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Rekik, Islem, editor, Adeli, Ehsan, editor, and Park, Sang Hyun, editor

Published
2019
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75. Patterns of subregional cerebellar atrophy across epilepsy syndromes: An ENIGMA‐Epilepsy study

Author

Kerestes, Rebecca, primary, Perry, Andrew, additional, Vivash, Lucy, additional, O'Brien, Terence J., additional, Alvim, Marina K. M., additional, Arienzo, Donatello, additional, Aventurato, Ítalo K., additional, Ballerini, Alice, additional, Baltazar, Gabriel F., additional, Bargalló, Núria, additional, Bender, Benjamin, additional, Brioschi, Ricardo, additional, Bürkle, Eva, additional, Caligiuri, Maria Eugenia, additional, Cendes, Fernando, additional, de Tisi, Jane, additional, Duncan, John S., additional, Engel, Jerome P., additional, Foley, Sonya, additional, Fortunato, Francesco, additional, Gambardella, Antonio, additional, Giacomini, Thea, additional, Guerrini, Renzo, additional, Hall, Gerard, additional, Hamandi, Khalid, additional, Ives‐Deliperi, Victoria, additional, João, Rafael B., additional, Keller, Simon S., additional, Kleiser, Benedict, additional, Labate, Angelo, additional, Lenge, Matteo, additional, Marotta, Cassandra, additional, Martin, Pascal, additional, Mascalchi, Mario, additional, Meletti, Stefano, additional, Owens‐Walton, Conor, additional, Parodi, Costanza B., additional, Pascual‐Diaz, Saül, additional, Powell, David, additional, Rao, Jun, additional, Rebsamen, Michael, additional, Reiter, Johannes, additional, Riva, Antonella, additional, Rüber, Theodor, additional, Rummel, Christian, additional, Scheffler, Freda, additional, Severino, Mariasavina, additional, Silva, Lucas S., additional, Staba, Richard J., additional, Stein, Dan J., additional, Striano, Pasquale, additional, Taylor, Peter N., additional, Thomopoulos, Sophia I., additional, Thompson, Paul M., additional, Tortora, Domenico, additional, Vaudano, Anna Elisabetta, additional, Weber, Bernd, additional, Wiest, Roland, additional, Winston, Gavin P., additional, Yasuda, Clarissa L., additional, Zheng, Hong, additional, McDonald, Carrie R., additional, Sisodiya, Sanjay M., additional, and Harding, Ian H., additional

Published
2024
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76. Genotype-specific spinal cord damage in spinocerebellar ataxias: an ENIGMA-Ataxia study

Author

Rezende, Thiago Junqueira Ribeiro, primary, Adanyaguh, Isaac, additional, Barsottini, Orlando G P, additional, Bender, Benjamin, additional, Cendes, Fernando, additional, Coutinho, Leo, additional, Deistung, Andreas, additional, Dogan, Imis, additional, Durr, Alexandra, additional, Fernandez-Ruiz, Juan, additional, Göricke, Sophia L, additional, Grisoli, Marina, additional, Hernandez-Castillo, Carlos R, additional, Lenglet, Christophe, additional, Mariotti, Caterina, additional, Martinez, Alberto R M, additional, Massuyama, Breno K, additional, Mochel, Fanny, additional, Nanetti, Lorenzo, additional, Nigri, Anna, additional, Ono, Sergio E, additional, Öz, Gülin, additional, Pedroso, José Luiz, additional, Reetz, Kathrin, additional, Synofzik, Matthis, additional, Teive, Helio, additional, Thomopoulos, Sophia I, additional, Thompson, Paul M, additional, Timmann, Dagmar, additional, van de Warrenburg, Bart P C, additional, van Gaalen, Judith, additional, França, Marcondes C, additional, and Harding, Ian H, additional

Published
2024
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78. Brain Age Analysis and Dementia Classification using Convolutional Neural Networks trained on Diffusion MRI: Tests in Indian and North American Cohorts

Author

Chattopadhyay, Tamoghna, primary, Joshy, Neha Ann, additional, Ozarkar, Saket S., additional, Buwa, Ketaki, additional, Feng, Yixue, additional, Laltoo, Emily, additional, Thomopoulos, Sophia I., additional, Villalon, Julio E., additional, Joshi, Himanshu, additional, Venkatasubramanian, Ganesan, additional, John, John P., additional, and Thompson, Paul M., additional

Published
2024
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79. Deep Normative Tractometry for Identifying Joint White Matter Macro- and Micro-structural Abnormalities in Alzheimer’s Disease

Author

Feng, Yixue, primary, Chandio, Bramsh Q., additional, Villalon-Reina, Julio E., additional, Benavidez, Sebastian, additional, Chattopadhyay, Tamoghna, additional, Chehrzadeh, Sasha, additional, Laltoo, Emily, additional, Thomopoulos, Sophia I., additional, Joshi, Himanshu, additional, Venkatasubramanian, Ganesan, additional, John, John P., additional, Jahanshad, Neda, additional, and Thompson, Paul M., additional

Published
2024
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80. A Worldwide Study of White Matter Microstructural Alterations in People Living with Parkinson’s Disease

Author

Owens-Walton, Conor, primary, Nir, Talia M., additional, Al-Bachari, Sarah, additional, Ambrogi, Sonia, additional, Anderson, Tim J., additional, Aventurato, Ítalo Karmann, additional, Cendes, Fernando, additional, Chen, Yao-Liang, additional, Ciullo, Valentina, additional, Cook, Phil, additional, Dalrymple-Alford, John C., additional, Dirkx, Michiel F., additional, Druzgal, Jason, additional, Emsley, Hedley C. A., additional, Guimarães, Rachel, additional, Haroon, Hamied A., additional, Helmich, Rick C., additional, Hu, Michele T., additional, Johansson, Martin E., additional, Kim, Ho Bin, additional, Klein, Johannes C., additional, Laansma, Max, additional, Lawrence, Katherine E., additional, Lochner, Christine, additional, Mackay, Clare, additional, McMillan, Corey, additional, Melzer, Tracy R., additional, Nabulsi, Leila, additional, Newman, Ben, additional, Opriessnig, Peter, additional, Parkes, Laura M., additional, Pellicano, Clelia, additional, Piras, Fabrizio, additional, Piras, Federica, additional, Pirpamer, Lukas, additional, Pitcher, Toni L., additional, Poston, Kathleen L., additional, Roos, Annerine, additional, Silva, Lucas Scárdua, additional, Schmidt, Reinhold, additional, Schwingenschuh, Petra, additional, Shahid, Marian, additional, Spalletta, Gianfranco, additional, Stein, Dan J., additional, Thomopoulos, Sophia I., additional, Tosun, Duygu, additional, Tsai, Chih-Chien, additional, van den Heuvel, Odile A., additional, van Heese, Eva, additional, Vecchio, Daniela, additional, Villalón-Reina, Julio E., additional, Vriend, Chris, additional, Wang, Jiun-Jie, additional, Wu, Yih-Ru, additional, Yasuda, Clarissa Lin, additional, Thompson, Paul M., additional, Jahanshad, Neda, additional, and van der Werf, Ysbrand, additional

Published
2024
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81. Data harmonization across eight publicly available longitudinal studies of aging, neurodegeneration and dementia

Author

Low, Kevin, primary, Nourollahimoghadam, Elnaz, additional, Nir, Talia M, additional, Vargas, Hernan, additional, Nguyen, Uyen, additional, Shetty, Ankush, additional, Xiao, Cally, additional, Neu, Scott C., additional, Crawford, Karen, additional, Thomopoulos, Sophia I, additional, Thompson, Paul M, additional, Salminen, Lauren, additional, Toga, Arthur W., additional, Pappas, Ioannis, additional, and Jahanshad, Neda, additional

Published
2023
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84. Cortical and subcortical brain structure in generalized anxiety disorder: findings from 28 research sites in the ENIGMA-Anxiety Working Group

Author

Harrewijn, Anita, Cardinale, Elise M., Groenewold, Nynke A., Bas-Hoogendam, Janna Marie, Aghajani, Moji, Hilbert, Kevin, Cardoner, Narcis, Porta-Casteràs, Daniel, Gosnell, Savannah, Salas, Ramiro, Jackowski, Andrea P., Pan, Pedro M., Salum, Giovanni A., Blair, Karina S., Blair, James R., Hammoud, Mira Z., Milad, Mohammed R., Burkhouse, Katie L., Phan, K. Luan, Schroeder, Heidi K., Strawn, Jeffrey R., Beesdo-Baum, Katja, Jahanshad, Neda, Thomopoulos, Sophia I., Buckner, Randy, Nielsen, Jared A., Smoller, Jordan W., Soares, Jair C., Mwangi, Benson, Wu, Mon-Ju, Zunta-Soares, Giovana B., Assaf, Michal, Diefenbach, Gretchen J., Brambilla, Paolo, Maggioni, Eleonora, Hofmann, David, Straube, Thomas, Andreescu, Carmen, Berta, Rachel, Tamburo, Erica, Price, Rebecca B., Manfro, Gisele G., Agosta, Federica, Canu, Elisa, Cividini, Camilla, Filippi, Massimo, Kostić, Milutin, Munjiza Jovanovic, Ana, Alberton, Bianca A. V., Benson, Brenda, Freitag, Gabrielle F., Filippi, Courtney A., Gold, Andrea L., Leibenluft, Ellen, Ringlein, Grace V., Werwath, Kathryn E., Zwiebel, Hannah, Zugman, André, Grabe, Hans J., Van der Auwera, Sandra, Wittfeld, Katharina, Völzke, Henry, Bülow, Robin, Balderston, Nicholas L., Ernst, Monique, Grillon, Christian, Mujica-Parodi, Lilianne R., van Nieuwenhuizen, Helena, Critchley, Hugo D., Makovac, Elena, Mancini, Matteo, Meeten, Frances, Ottaviani, Cristina, Ball, Tali M., Fonzo, Gregory A., Paulus, Martin P., Stein, Murray B., Gur, Raquel E., Gur, Ruben C., Kaczkurkin, Antonia N., Larsen, Bart, Satterthwaite, Theodore D., Harper, Jennifer, Myers, Michael, Perino, Michael T., Sylvester, Chad M., Yu, Qiongru, Lueken, Ulrike, Veltman, Dick J., Thompson, Paul M., Stein, Dan J., Van der Wee, Nic J. A., Winkler, Anderson M., and Pine, Daniel S.

Published
2021
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85. Cortical structure and subcortical volumes in conduct disorder: a coordinated analysis of 15 international cohorts from the ENIGMA-Antisocial Behavior Working Group

Author

Gao, Yidian, Staginnus, Marlene, Gao, Yidian, Staginnus, Marlene, Townend, Sophie, Arango, Celso, Bajaj, Sahil, Banaschewski, Tobias, Barker, Edward D., Benegal, Vivek, Berluti, Kathryn, Bernhard, Anka, Blair, Robert J.R., Boateng, Charlotte P.S., Bokde, Arun L.W., Brandeis, Daniel, Buitelaar, Jan K., Burt, S. Alexandra, Cardinale, Elise M., Castro-Fornieles, Josefina, Chen, Hui, Chen, Xianliang, Chester, Sally C., Colins, Olivier F., Cornwell, Harriet, Craig, Michael, Cubillo, Ana I., Desrivieres, Sylvane, Díaz, Dana E., Dietrich, Andrea, Dong, Daifeng, Dykstra, Anouk H., Franke, Barbara, Freitag, Christine M., Glennon, Jeffrey C., Gonzalez-Madruga, Karen, Hagan, Cindy C., Hoekstra, Pieter J., Holla, Bharath, Hyde, Luke W., Ibrahim, Karim, Jabeen, Nimrah, Jackson, Rebecca L., Jiang, Yali, Kohls, Gregor, Konrad, Kerstin, Kypta-Vivanco, Alexandra, Lamers, Kim, Ma, Ren, Marsh, Abigail A., Martinelli, Anne, Martinot, Jean-Luc, Michalska, Kalina J., Ming, Qingsen, Minosse, Silvia, Mitchell, Colter, Monk, Christopher S., Murphy, Declan, Mycue, Leah E., Naaijen, Jilly, Oosterling, Maaike, Passamonti, Luca, Pauli, Ruth, Penzol Alonso, Maria Jose, Phillips, Harriet, Ploe, Montana L., Raschle, Nora M., Roberts, Ruth, Rogers, Jack C., Rosa-Justicia, Mireia, Sagar-Ouriaghli, Ilyas, Schulze, Ulrike M.E., Schumann, Gunter, Sethi, Arjun, Smaragdi, Areti, Sonuga-Barke, Edmund J.S., Stadler, Christina, Stevens, Michael C., Sukhodolsky, Denis G., Sully, Kate, Sun, Xiaoqiang, Toschi, Nicola, Townsend, Christopher D., van der Wee, Nic J.A., Vermeiren, Robert, Viding, Essi, Wang, Xiaoping, Westerman, Heidi B., Wu, Qiong, Yao, Shuqiao, Zhang, Jibiao, Zhou, Jiansong, Zhou, Jiawei, Jahanshad, Neda, Thomopoulos, Sophia I., Ching, Christopher R.K., Kang, Melody J.Y., Thompson, Paul M., Klapwijk, Eduard T., Pine, Daniel S., Baskin-Sommers, Arielle, Cecil, Charlotte A.M., Aghajani, Moji, Walton, Esther, Fairchild, Graeme, and De Brito, Stephane A.

Abstract

Conduct disorder is associated with the highest burden of any mental disorder in childhood, yet its neurobiology remains unclear. Inconsistent findings limit our understanding of the role of brain structure alterations in conduct disorder. This study aims to identify the most robust and replicable brain structural correlates of conduct disorder.

Published
2024
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86. Examining the association between posttraumatic stress disorder and disruptions in cortical networks identified using data-driven methods

Author

Yang, Jin, primary, Huggins, Ashley A., additional, Sun, Delin, additional, Baird, C. Lexi, additional, Haswell, Courtney C., additional, Frijling, Jessie L., additional, Olff, Miranda, additional, van Zuiden, Mirjam, additional, Koch, Saskia B. J., additional, Nawijn, Laura, additional, Veltman, Dick J., additional, Suarez-Jimenez, Benjamin, additional, Zhu, Xi, additional, Neria, Yuval, additional, Hudson, Anna R., additional, Mueller, Sven C., additional, Baker, Justin T., additional, Lebois, Lauren A. M., additional, Kaufman, Milissa L., additional, Qi, Rongfeng, additional, Lu, Guang Ming, additional, Říha, Pavel, additional, Rektor, Ivan, additional, Dennis, Emily L., additional, Ching, Christopher R. K., additional, Thomopoulos, Sophia I., additional, Salminen, Lauren E., additional, Jahanshad, Neda, additional, Thompson, Paul M., additional, Stein, Dan J., additional, Koopowitz, Sheri M., additional, Ipser, Jonathan C., additional, Seedat, Soraya, additional, du Plessis, Stefan, additional, van den Heuvel, Leigh L., additional, Wang, Li, additional, Zhu, Ye, additional, Li, Gen, additional, Sierk, Anika, additional, Manthey, Antje, additional, Walter, Henrik, additional, Daniels, Judith K., additional, Schmahl, Christian, additional, Herzog, Julia I., additional, Liberzon, Israel, additional, King, Anthony, additional, Angstadt, Mike, additional, Davenport, Nicholas D., additional, Sponheim, Scott R., additional, Disner, Seth G., additional, Straube, Thomas, additional, Hofmann, David, additional, Grupe, Daniel W., additional, Nitschke, Jack B., additional, Davidson, Richard J., additional, Larson, Christine L., additional, deRoon-Cassini, Terri A., additional, Blackford, Jennifer U., additional, Olatunji, Bunmi O., additional, Gordon, Evan M., additional, May, Geoffrey, additional, Nelson, Steven M., additional, Abdallah, Chadi G., additional, Levy, Ifat, additional, Harpaz-Rotem, Ilan, additional, Krystal, John H., additional, Morey, Rajendra A., additional, and Sotiras, Aristeidis, additional

Published
2023
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88. Along-Tract Parameterization of White Matter Microstructure using Medial Tractography Analysis (MeTA)

Author

Gari, Iyad Ba, primary, Javid, Shayan, additional, Zhu, Alyssa H., additional, Gadewar, Shruti P., additional, Narula, Siddharth, additional, Ramesh, Abhinaav, additional, Thomopoulos, Sophia I., additional, Strike, Lachlan, additional, Zubicaray, Greig I. de, additional, McMahon, Katie L., additional, Wright, Margaret J., additional, Thompson, Paul M., additional, Nir, Talia M., additional, and Jahanshad, Neda, additional

Published
2023
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89. Large-scale Normative Modeling of Brain Microstructure

Author

Villalón-Reina, Julio E., primary, Zhu, Alyssa H., additional, Nir, Talia M., additional, Thomopoulos, Sophia I., additional, Laltoo, Emily, additional, Kushan, Leila, additional, Bearden, Carrie E., additional, Jahanshad, Neda, additional, and Thompson, Paul M., additional

Published
2023
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91. Circular-SWAT for deep learning based diagnostic classification of Alzheimer's disease: application to metabolome data

Author

Jo, Taeho, primary, Kim, Junpyo, additional, Bice, Paula, additional, Huynh, Kevin, additional, Wang, Tingting, additional, Arnold, Matthias, additional, Meikle, Peter J., additional, Giles, Corey, additional, Kaddurah-Daouk, Rima, additional, Saykin, Andrew J., additional, Nho, Kwangsik, additional, Kueider-Paisley, Alexandra, additional, Doraiswamy, P. Murali, additional, Blach, Colette, additional, Moseley, Arthur, additional, Thompson, Will, additional, St John-Williams, Lisa, additional, Mahmoudiandehkhordi, Siamak, additional, Tenenbaum, Jessica, additional, Welsh-Balmer, Kathleen, additional, Plassman, Brenda, additional, Risacher, Shannon L., additional, Kastenmüller, Gabi, additional, Han, Xianlin, additional, Baillie, Rebecca, additional, Knight, Rob, additional, Dorrestein, Pieter, additional, Brewer, James, additional, Mayer, Emeran, additional, Labus, Jennifer, additional, Baldi, Pierre, additional, Gupta, Arpana, additional, Fiehn, Oliver, additional, Barupal, Dinesh, additional, Meikle, Peter, additional, Mazmanian, Sarkis, additional, Rader, Dan, additional, Kling, Mitchel, additional, Shaw, Leslie, additional, Trojanowski, John, additional, van Duijin, Cornelia, additional, Nevado-Holgado, Alejo, additional, Bennett, David, additional, Krishnan, Ranga, additional, Keshavarzian, Ali, additional, Vogt, Robin, additional, Ikram, Arfan, additional, Hankemeier, Thomas, additional, Thiele, Ines, additional, Price, Nathan, additional, Funk, Cory, additional, Baloni, Priyanka, additional, Jia, Wei, additional, Wishart, David, additional, Brinton, Roberta, additional, Chang, Rui, additional, Farrer, Lindsay, additional, Au, Rhoda, additional, Qiu, Wendy, additional, Würtz, Peter, additional, Koal, Therese, additional, Mangravite, Lara, additional, Krumsiek, Jan, additional, Suhre, Karsten, additional, Newman, John, additional, Moreno, Herman, additional, Foroud, Tatania, additional, Sacks, Frank, additional, Jansson, Janet, additional, Weiner, Michael W., additional, Aisen, Paul, additional, Petersen, Ronald, additional, Jack, Clifford R., additional, Jagust, William, additional, Trojanowki, John Q., additional, Toga, Arthur W., additional, Beckett, Laurel, additional, Green, Robert C., additional, Morris, John C., additional, Perrin, Richard J., additional, Shaw, Leslie M., additional, Khachaturian, Zaven, additional, Carrillo, Maria, additional, Potter, William, additional, Barnes, Lisa, additional, Bernard, Marie, additional, Gonzalez, Hector, additional, Ho, Carole, additional, Hsiao, John K., additional, Jackson, Jonathan, additional, Masliah, Eliezer, additional, Masterman, Donna, additional, Okonkwo, Ozioma, additional, Perrin, Richard, additional, Ryan, Laurie, additional, Silverberg, Nina, additional, Fleisher, Adam, additional, Sacrey, Diana Truran, additional, Fockler, Juliet, additional, Conti, Cat, additional, Veitch, Dallas, additional, Neuhaus, John, additional, Jin, Chengshi, additional, Nosheny, Rachel, additional, Ashford, Miriam, additional, Flenniken, Derek, additional, Kormos, Adrienne, additional, Montine, Tom, additional, Rafii, Michael, additional, Raman, Rema, additional, Jimenez, Gustavo, additional, Donohue, Michael, additional, Gessert, Devon, additional, Salazar, Jennifer, additional, Zimmerman, Caileigh, additional, Cabrera, Yuliana, additional, Walter, Sarah, additional, Miller, Garrett, additional, Coker, Godfrey, additional, Clanton, Taylor, additional, Hergesheimer, Lindsey, additional, Smith, Stephanie, additional, Adegoke, Olusegun, additional, Mahboubi, Payam, additional, Moore, Shelley, additional, Pizzola, Jeremy, additional, Shaffer, Elizabeth, additional, Sloan, Brittany, additional, Harvey, Danielle, additional, Forghanian-Arani, Arvin, additional, Borowski, Bret, additional, Ward, Chad, additional, Schwarz, Christopher, additional, Jones, David, additional, Gunter, Jeff, additional, Kantarci, Kejal, additional, Senjem, Matthew, additional, Vemuri, Prashanthi, additional, Reid, Robert, additional, Fox, Nick C., additional, Malone, Ian, additional, Thompson, Paul, additional, Thomopoulos, Sophia I., additional, Nir, Talia M., additional, Jahanshad, Neda, additional, DeCarli, Charles, additional, Knaack, Alexander, additional, Fletcher, Evan, additional, Tosun-Turgut, Duygu, additional, Chen, Stephanie Rossi, additional, Choe, Mark, additional, Crawford, Karen, additional, Yushkevich, Paul A., additional, Das, Sandhitsu, additional, Koeppe, Robert A., additional, Reiman, Eric M., additional, Chen, Kewei, additional, Mathis, Chet, additional, Landau, Susan, additional, Cairns, Nigel J., additional, Householder, Erin, additional, Franklin, Erin, additional, Bernhardt, Haley, additional, Taylor-Reinwald, Lisa, additional, Korecka, Magdalena, additional, Figurski, Michal, additional, Neu, Scott, additional, Apostolova, Liana G., additional, Shen, Li, additional, Foroud, Tatiana M., additional, Nudelman, Kelly, additional, Faber, Kelley, additional, Wilmes, Kristi, additional, Thal, Leon, additional, Silbert, Lisa C., additional, Lind, Betty, additional, Crissey, Rachel, additional, Kaye, Jeffrey A., additional, Carter, Raina, additional, Dolen, Sara, additional, Quinn, Joseph, additional, Schneider, Lon S., additional, Pawluczyk, Sonia, additional, Becerra, Mauricio, additional, Teodoro, Liberty, additional, Dagerman, Karen, additional, Spann, Bryan M., additional, Vanderswag, Helen, additional, Ziolkowski, Jaimie, additional, Heidebrink, Judith L., additional, Zbizek-Nulph, Lisa, additional, Lord, Joanne L., additional, Mason, Sara S., additional, Albers, Colleen S., additional, Knopman, David, additional, Johnson, Kris, additional, Villanueva-Meyer, Javier, additional, Pavlik, Valory, additional, Pacini, Nathaniel, additional, Lamb, Ashley, additional, Kass, Joseph S., additional, Doody, Rachelle S., additional, Shibley, Victoria, additional, Chowdhury, Munir, additional, Rountree, Susan, additional, Dang, Mimi, additional, Stern, Yaakov, additional, Honig, Lawrence S., additional, Mintz, Akiva, additional, Ances, Beau, additional, Winkfield, David, additional, Carroll, Maria, additional, Stobbs-Cucchi, Georgia, additional, Oliver, Angela, additional, Creech, Mary L., additional, Mintun, Mark A., additional, Schneider, Stacy, additional, Geldmacher, David, additional, Love, Marissa Natelson, additional, Griffith, Randall, additional, Clark, David, additional, Brockington, John, additional, Marson, Daniel, additional, Grossman, Hillel, additional, Goldstein, Martin A., additional, Greenberg, Jonathan, additional, Mitsis, Effie, additional, Shah, Raj C., additional, Lamar, Melissa, additional, Samuels, Patricia, additional, Duara, Ranjan, additional, Greig-Custo, Maria T., additional, Rodriguez, Rosemarie, additional, Albert, Marilyn, additional, Onyike, Chiadi, additional, Farrington, Leonie, additional, Rudow, Scott, additional, Brichko, Rottislav, additional, Kielb, Stephanie, additional, Smith, Amanda, additional, Raj, Balebail Ashok, additional, Fargher, Kristin, additional, Sadowski, Martin, additional, Wisniewski, Thomas, additional, Shulman, Melanie, additional, Faustin, Arline, additional, Rao, Julia, additional, Castro, Karen M., additional, Ulysse, Anaztasia, additional, Chen, Shannon, additional, Sheikh, Mohammed O., additional, Singleton-Garvin, Jamika, additional, Petrella, JeffreyR., additional, James, Olga, additional, Wong, Terence Z., additional, Borges-Neto, Salvador, additional, Karlawish, Jason H., additional, Wolk, David A., additional, Vaishnavi, Sanjeev, additional, Clark, Christopher M., additional, Arnold, Steven E., additional, Smith, Charles D., additional, Jicha, Gregory A., additional, Raslau, Flavius D., additional, Lopez, Oscar L., additional, Oakley, MaryAnn, additional, Simpson, Donna M., additional, Porsteinsson, Anton P., additional, Martin, Kim, additional, Kowalski, Nancy, additional, Keltz, Melanie, additional, Goldstein, Bonnie S., additional, Makino, Kelly M., additional, Ismail, M. Saleem, additional, Brand, Connie, additional, Thai, Gaby, additional, Pierce, Aimee, additional, Yanez, Beatriz, additional, Sosa, Elizabeth, additional, Witbracht, Megan, additional, Kelley, Brendan, additional, Nguyen, Trung, additional, Womack, Kyle, additional, Mathews, Dana, additional, Quiceno, Mary, additional, Levey, Allan I., additional, Lah, James J., additional, Hajjar, Ihab, additional, Cellar, Janet S., additional, Burns, Jeffrey M., additional, Swerdlow, Russell H., additional, Brooks, William M., additional, Silverman, Daniel H.S., additional, Kremen, Sarah, additional, Apostolova, Liana, additional, Tingus, Kathleen, additional, Lu, Po H., additional, Bartzokis, George, additional, Woo, Ellen, additional, Teng, Edmond, additional, Graff-Radford, Neill R., additional, Parfitt, Francine, additional, Poki-Walker, Kim, additional, Farlow, Martin R., additional, Hake, Ann Marie, additional, Matthews, Brandy R., additional, Brosch, Jared R., additional, Herring, Scott, additional, van, Christopher H., additional, Mecca, Adam P., additional, Good, Susan P., additional, MacAvoy, Martha G., additional, Carson, Richard E., additional, Varma, Pradeep, additional, Chertkow, Howard, additional, Vaitekunis, Susan, additional, Hosein, Chris, additional, Black, Sandra, additional, Stefanovic, Bojana, additional, Heyn, Chris (Chinthaka), additional, Robin Hsiung, Ging-Yuek, additional, Kim, Ellen, additional, Mudge, Benita, additional, Sossi, Vesna, additional, Feldman, Howard, additional, Assaly, Michele, additional, Finger, Elizabeth, additional, Pasternak, Stephen, additional, Rachinsky, Irina, additional, Kertesz, Andrew, additional, Drost, Dick, additional, Rogers, John, additional, Grant, Ian, additional, Muse, Brittanie, additional, Rogalski, Emily, additional, Robson, Jordan, additional, Mesulam, M.-Marsel, additional, Kerwin, Diana, additional, Wu, Chuang-Kuo, additional, Johnson, Nancy, additional, Lipowski, Kristine, additional, Weintraub, Sandra, additional, Bonakdarpour, Borna, additional, Pomara, Nunzio, additional, Hernando, Raymundo, additional, Sarrael, Antero, additional, Rosen, Howard J., additional, Miller, Bruce L., additional, Perry, David, additional, Turner, Raymond Scott, additional, Johnson, Kathleen, additional, Reynolds, Brigid, additional, MCCann, Kelly, additional, Poe, Jessica, additional, Sperling, Reisa A., additional, Johnson, Keith A., additional, Marshall, Gad A., additional, Yesavage, Jerome, additional, Taylor, Joy L., additional, Chao, Steven, additional, Coleman, Jaila, additional, White, Jessica D., additional, Lane, Barton, additional, Rosen, Allyson, additional, Tinklenberg, Jared, additional, Belden, Christine M., additional, Atri, Alireza, additional, Clark, Kelly A., additional, Zamrini, Edward, additional, Sabbagh, Marwan, additional, Killiany, Ronald, additional, Stern, Robert, additional, Mez, Jesse, additional, Kowall, Neil, additional, Budson, Andrew E., additional, Obisesan, Thomas O., additional, Ntekim, Oyonumo E., additional, Wolday, Saba, additional, Khan, Javed I., additional, Nwulia, Evaristus, additional, Nadarajah, Sheeba, additional, Lerner, Alan, additional, Ogrocki, Paula, additional, Tatsuoka, Curtis, additional, Fatica, Parianne, additional, Maillard, Pauline, additional, Olichney, John, additional, Carmichael, Owen, additional, Bates, Vernice, additional, Capote, Horacio, additional, Rainka, Michelle, additional, Borrie, Michael, additional, Lee, T.-Y., additional, Bartha, Dr Rob, additional, Johnson, Sterling, additional, Asthana, Sanjay, additional, Carlsson, Cynthia M., additional, Perrin, Allison, additional, Burke, Anna, additional, Scharre, Douglas W., additional, Kataki, Maria, additional, Tarawneh, Rawan, additional, Hart, David, additional, Zimmerman, Earl A., additional, Celmins, Dzintra, additional, Miller, Delwyn D., additional, BolesPonto, Laura L., additional, Smith, Karen Ekstam, additional, Koleva, Hristina, additional, Shim, Hyungsub, additional, Nam, Ki Won, additional, Schultz, Susan K., additional, Williamson, Jeff D., additional, Craft, Suzanne, additional, Cleveland, Jo, additional, Yang, Mia, additional, Sink, Kaycee M., additional, Ott, Brian R., additional, Drake, Jonathan, additional, Tremont, Geoffrey, additional, Daiello, Lori A., additional, Drake, Jonathan D., additional, Ritter, Aaron, additional, Bernick, Charles, additional, Munic, Donna, additional, O'Connelll, Abigail, additional, Mintzer, Jacobo, additional, Wiliams, Arthur, additional, Masdeu, Joseph, additional, Shi, Jiong, additional, Garcia, Angelica, additional, Newhouse, Paul, additional, Potkin, Steven, additional, Salloway, Stephen, additional, Malloy, Paul, additional, Correia, Stephen, additional, Kittur, Smita, additional, Pearlson, Godfrey D., additional, Blank, Karen, additional, Anderson, Karen, additional, Flashman, Laura A., additional, Seltzer, Marc, additional, Hynes, Mary L., additional, Santulli, Robert B., additional, Relkin, Norman, additional, Chiang, Gloria, additional, Lee, Athena, additional, Lin, Michael, additional, Ravdin, Lisa, additional, Petersen, Ron, additional, Neylan, Thomas, additional, Grafman, Jordan, additional, Danowski, Sarah, additional, Nguyen-Barrera, Catherine, additional, Hayes, Jacqueline, additional, Finley, Shannon, additional, Bernstein, Matthew, additional, Senjem, Matt, additional, Foster, Norm, additional, Kim, Sungeun, additional, Sood, Ajay, additional, Blanchard, Kimberly S., additional, Fleischman, Debra, additional, Arfanakis, Konstantinos, additional, Varon, Daniel, additional, Greig, Maria T., additional, Petrella, Jeffrey R., additional, Goldstein, Bonnie, additional, Martin, Kimberly S., additional, Reist, Christopher, additional, Sadowsky, Carl, additional, Martinez, Walter, additional, Villena, Teresa, additional, Rosen, Howard, additional, Marshall, Gad, additional, Peskind, Elaine R., additional, Petrie, Eric C., additional, Li, Gail, additional, Mackin, Scott, additional, Jimenez-Maggiora, Gustavo, additional, Drake, Erin, additional, Donohue, Mike, additional, Nelson, Craig, additional, Bickford, David, additional, Butters, Meryl, additional, Zmuda, Michelle, additional, Reyes, Denise, additional, Faber, Kelley M., additional, Nudelman, Kelly N., additional, Au, Yiu Ho, additional, Scherer, Kelly, additional, Catalinotto, Daniel, additional, Stark, Samuel, additional, Ong, Elise, additional, and Fernandez, Dariella, additional

Published
2023
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92. Patterns of subregional cerebellar atrophy across epilepsy syndromes: An ENIGMA-Epilepsy study

Author

Kerestes, Rebecca, primary, Perry, Andrew, additional, Vivash, Lucy, additional, O'Brien, Terence, additional, Alvim, Marina K.M., additional, Arienzo, Donatello, additional, Aventurato, Ìtalo K., additional, Ballerini, Alice, additional, Baltazar, Gabriel F., additional, Bargalló, Núria, additional, Bender, Benjamin, additional, Brioschi, Ricardo, additional, Bürkle, Eva, additional, Caligiuri, Maria Eugenia, additional, Cendes, Fernando, additional, de Tisi, Jane, additional, Duncan, John S., additional, Engel, Jerome P., additional, Foley, Sonya, additional, Fortunato, Francesco, additional, Gambardella, Antonio, additional, Giacomini, Thea, additional, Guerrini, Renzo, additional, Hall, Gerard, additional, Hamandi, Khalid, additional, Ives-Deliperi, Victoria, additional, João, Rafael B., additional, Keller, Simon S., additional, Kleiser, Benedict, additional, Labate, Angelo, additional, Lenge, Matteo, additional, Marotta, Cassandra, additional, Martin, Pascal, additional, Mascalchi, Mario, additional, Meletti, Stefano, additional, Owens-Walton, Conor, additional, Parodi, Costanza b., additional, Pascual-Diaz, Saül, additional, Powell, David, additional, Rao, Jun, additional, Rebsamen, Michael, additional, Reiter, Johannes, additional, Riva, Antonella, additional, Rüeber, Theodor, additional, Rummel, Christian, additional, Scheffler, Freda, additional, Severino, Mariasavina, additional, Silva, Lucas S., additional, Staba, Richard J., additional, Stein, Dan J., additional, Striano, Pasquale, additional, Taylor, Peter N., additional, Thomopoulos, Sophia I., additional, Thompson, Paul M., additional, Tortora, Domenico, additional, Vaudano, Anna Elisabetta, additional, Weber, Bernd I, additional, Wiest, Roland, additional, Winston, Gavin P., additional, Yasuda, Clarissa L., additional, Zheng, Hong, additional, McDonald, Carrie, additional, Sisodiya, Sanjay, additional, and Harding, Ian H., additional

Published
2023
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93. Childhood trauma moderates schizotypy-related brain morphology: analyses of 1182 healthy individuals from the ENIGMA schizotypy working group

Author

Quidé, Yann, primary, Watkeys, Oliver J., additional, Tonini, Emiliana, additional, Grotegerd, Dominik, additional, Dannlowski, Udo, additional, Nenadić, Igor, additional, Kircher, Tilo, additional, Krug, Axel, additional, Hahn, Tim, additional, Meinert, Susanne, additional, Goltermann, Janik, additional, Gruber, Marius, additional, Stein, Frederike, additional, Brosch, Katharina, additional, Wroblewski, Adrian, additional, Thomas-Odenthal, Florian, additional, Usemann, Paula, additional, Straube, Benjamin, additional, Alexander, Nina, additional, Leehr, Elisabeth J., additional, Bauer, Jochen, additional, Winter, Nils R., additional, Fisch, Lukas, additional, Dohm, Katharina, additional, Rössler, Wulf, additional, Smigielski, Lukasz, additional, DeRosse, Pamela, additional, Moyett, Ashley, additional, Houenou, Josselin, additional, Leboyer, Marion, additional, Gilleen, James, additional, Thomopoulos, Sophia I., additional, Thompson, Paul M., additional, Aleman, André, additional, Modinos, Gemma, additional, and Green, Melissa J., additional

Published
2023
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94. Estimating multimodal brain variability in schizophrenia spectrum disorders: A worldwide ENIGMA study

Author

Omlor, Wolfgang, primary, Rabe, Finn, additional, Fuchs, Simon, additional, Cecere, Giacomo, additional, Homan, Stephanie, additional, Surbeck, Werner, additional, Kallen, Nils, additional, Georgiadis, Foivos, additional, Spiller, Tobias, additional, Seifritz, Erich, additional, Weickert, Thomas, additional, Bruggemann, Jason, additional, Weickert, Cynthia, additional, Potkin, Steven, additional, Hashimoto, Ryota, additional, Sim, Kang, additional, Rootes-Murdy, Kelly, additional, Quide, Yann, additional, Houenou, Josselin, additional, Banaj, Nerisa, additional, Vecchio, Daniela, additional, Piras, Fabrizio, additional, Piras, Federica, additional, Spalletta, Gianfranco, additional, Salvador, Raymond, additional, Karuk, Andriana, additional, Pomarol-Clotet, Edith, additional, Rodrigue, Amanda, additional, Pearlson, Godfrey, additional, Glahn, David, additional, Tomecek, David, additional, Spaniel, Filip, additional, Skoch, Antonin, additional, Kirschner, Matthias, additional, Kaiser, Stefan, additional, Kochunov, Peter, additional, Fan, Feng-Mei, additional, Andreassen, Ole A., additional, Westlye, Lars T., additional, Berthet, Pierre, additional, Calhoun, Vince D, additional, Howells, Fleur, additional, Uhlmann, Anne, additional, Scheffler, Freda, additional, Stein, Dan, additional, Iasevoli, Felice, additional, Cairns, Murray J., additional, Carr, Vaughan J., additional, Catts, Stanley V., additional, Di Biase, Maria A., additional, Jablensky, Assen, additional, Green, Melissa J., additional, Henskens, Frans A., additional, Klauser, Paul, additional, Loughland, Carmel, additional, Michie, Patricia T., additional, Mowry, Bryan, additional, Pantelis, Christos, additional, Rasser, Paul E., additional, Schall, Ulrich, additional, Scott, Rodney, additional, Zalesky, Andrew, additional, de Bartolomeis, Andrea, additional, Barone, Annarita, additional, Ciccarelli, Mariateresa, additional, Brunetti, Arturo, additional, Cocozza, Sirio, additional, Pontillo, Giuseppe, additional, Tranfa, Mario, additional, Di Giorgio, Annabella, additional, Thomopoulos, Sophia I., additional, Jahanshad, Neda, additional, Thompson, Paul M., additional, van Erp, Theo, additional, Turner, Jessica, additional, and Homan, Philipp, additional

Published
2023
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95. A Deep Transfer Learning Framework for 3D Brain Imaging Based on Optimal Mass Transport

Author

Zeng, Ling-Li, primary, Ching, Christopher R. K., additional, Abaryan, Zvart, additional, Thomopoulos, Sophia I., additional, Gao, Kai, additional, Zhu, Alyssa H., additional, Ragothaman, Anjanibhargavi, additional, Rashid, Faisal, additional, Harrison, Marc, additional, Salminen, Lauren E., additional, Riedel, Brandalyn C., additional, Jahanshad, Neda, additional, Hu, Dewen, additional, and Thompson, Paul M., additional

Published
2020
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96. FiberNET: An Ensemble Deep Learning Framework for Clustering White Matter Fibers

Author

Gupta, Vikash, Thomopoulos, Sophia I., Rashid, Faisal M., Thompson, Paul M., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Descoteaux, Maxime, editor, Maier-Hein, Lena, editor, Franz, Alfred, editor, Jannin, Pierre, editor, Collins, D. Louis, editor, and Duchesne, Simon, editor

Published
2017
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97. ENIGMA MDD: seven years of global neuroimaging studies of major depression through worldwide data sharing

Author

Schmaal, Lianne, Pozzi, Elena, C. Ho, Tiffany, van Velzen, Laura S., Veer, Ilya M., Opel, Nils, Van Someren, Eus J. W., Han, Laura K. M., Aftanas, Lybomir, Aleman, André, Baune, Bernhard T., Berger, Klaus, Blanken, Tessa F., Capitão, Liliana, Couvy-Duchesne, Baptiste, R. Cullen, Kathryn, Dannlowski, Udo, Davey, Christopher, Erwin-Grabner, Tracy, Evans, Jennifer, Frodl, Thomas, Fu, Cynthia H. Y., Godlewska, Beata, Gotlib, Ian H., Goya-Maldonado, Roberto, Grabe, Hans J., Groenewold, Nynke A., Grotegerd, Dominik, Gruber, Oliver, Gutman, Boris A., Hall, Geoffrey B., Harrison, Ben J., Hatton, Sean N., Hermesdorf, Marco, Hickie, Ian B., Hilland, Eva, Irungu, Benson, Jonassen, Rune, Kelly, Sinead, Kircher, Tilo, Klimes-Dougan, Bonnie, Krug, Axel, Landrø, Nils Inge, Lagopoulos, Jim, Leerssen, Jeanne, Li, Meng, Linden, David E. J., MacMaster, Frank P., M. McIntosh, Andrew, Mehler, David M. A., Nenadić, Igor, Penninx, Brenda W. J. H., Portella, Maria J., Reneman, Liesbeth, Rentería, Miguel E., Sacchet, Matthew D., G. Sämann, Philipp, Schrantee, Anouk, Sim, Kang, Soares, Jair C., Stein, Dan J., Tozzi, Leonardo, van Der Wee, Nic J. A., van Tol, Marie-José, Vermeiren, Robert, Vives-Gilabert, Yolanda, Walter, Henrik, Walter, Martin, Whalley, Heather C., Wittfeld, Katharina, Whittle, Sarah, Wright, Margaret J., Yang, Tony T., Zarate, Jr, Carlos, Thomopoulos, Sophia I., Jahanshad, Neda, Thompson, Paul M., and Veltman, Dick J.

Published
2020
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