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Casey, Jillian P. ; Magalhães, Tiago R. ; Conroy, Judith M. ; Regan, Regina ; Shah, Naisha ; Anney, Richard ; Shields, Denis C. ; Abrahams, Brett S. ; Almeida, Joana ; Bacchelli, Elena ; Bailey, Anthony J. ; Baird, Gillian ; Battaglia, Agatino ; Berney, Tom ; Bolshakova, Nadia ; Bolton, Patrick F. ; Bourgeron, Thomas ; Brennan, Sean ; Cali, Phil ; Correia, Catarina ; Corsello, Christina ; Coutanche, Marc ; Dawson, Geraldine ; Jonge, Maretha de ; Delorme, Richard ; Duketis, Eftichia ; Duque, Frederico ; Estes, Annette ; Farrar, Penny ; Fernandez, Bridget A. ; Folstein, Susan E. ; Foley, Suzanne ; Fombonne, Eric ; Freitag, Christine M. ; Gilbert, John ; Gillberg, Christopher ; Glessner, Joseph T. ; Green, Jonathan ; Guter, Stephen J. ; Hakonarson, Hakon ; Holt, Richard ; Hughes, Gillian ; Hus, Vanessa ; Igliozzi, Roberta ; Kim, Cecilia ; Klauck, Sabine M. ; Kolevzon, Alexander ; Lamb, Janine A. ; Leboyer, Marion ; Le Couteur, Ann ; Leventhal, Bennett L. ; Lord, Catherine ; Lund, Sabata C. ; Maestrini, Elena ; Mantoulan, Carine ; Marshall, Christian R. ; McConachie, Helen ; McDougle, Christopher J. ; McGrath, Jane ; McMahon, William M. ; Merikangas, Alison ; Miller, Judith ; Minopoli, Fiorella ; Mirza, Ghazala K. ; Munson, Jeff ; Nelson, Stanley F. ; Nygren, Gudrun ; Oliveira, Guiomar ; Pagnamenta, Alistair T. ; Papanikolaou, Katerina ; Parr, Jeremy R. ; Parrini, Barbara ; Pickles, Andrew ; Pinto, Dalila ; Piven, Joseph ; Posey, David J. ; Poustka, Annemarie ; Poustka, Fritz ; Ragoussis, Jiannis ; Roge, Bernadette ; Rutter, Michael L. ; Sequeira, Ana F. ; Soorya, Latha ; Sousa, Inês ; Sykes, Nuala ; Stoppioni, Vera ; Tancredi, Raffaella ; Tauber, Maïté ; Thompson, Ann P. ; Thomson, Susanne ; Tsiantis, John ; Engeland, Herman van ; Vincent, John B. ; Volkmar, Fred ; Vorstman, Jacob A. S. ; Wallace, Simon ; Wang, Kai ; Wassink, Thomas H. ; White, Kathy ; Wing, Kirsty ; Wittemeyer, Kerstin ; Yaspan, Brian L. ; Zwaigenbaum, Lonnie ; Betancur, Catalina ; Buxbaum, Joseph D. ; Cantor, Rita M. ; Cook, Edwin H. ; Coon, Hilary ; Cuccaro, Michael L. ; Geschwind, Daniel H. ; Haines, Jonathan L. ; Hallmayer, Joachim ; Monaco, Anthony P. ; Nurnberger, John I. ; Pericak-Vance, Margaret Ann ; Schellenberg, Gerard D. ; Scherer, Stephen W. ; Sutcliffe, James S. ; Szatmari, Peter ; Vieland, Veronica J. ; Wijsman, Ellen M. ; Green, Andrew ; Gill, Michael ; Gallagher, Louise ; Vicente, Astrid M. ; Ennis, Sean
Autism spectrum disorder (ASD) is a highly heritable disorder of complex and heterogeneous aetiology. It is primarily characterized by altered cognitive ability including impaired language and communication skills and fundamental deficits in social reciprocity. Despite some notable successes in neuropsychiatric genetics, overall, the high heritability of ASD (~90%) remains poorly explained by common genetic risk variants. However, recent studies suggest that rare genomic variation, in particular copy number variation, may account for a significant proportion of the genetic basis of ASD. We present a large scale analysis to identify candidate genes which may contain low-frequency recessive variation contributing to ASD while taking into account the potential contribution of population differences to the genetic heterogeneity of ASD. Our strategy, homozygous haplotype (HH) mapping, aims to detect homozygous segments of identical haplotype structure that are shared at a higher frequency amongst ASD patients compared to parental controls. The analysis was performed on 1,402 Autism Genome Project trios genotyped for 1 million single nucleotide polymorphisms (SNPs). We identified 25 known and 1,218 novel ASD candidate genes in the discovery analysis including CADM2, ABHD14A, CHRFAM7A, GRIK2, GRM3, EPHA3, FGF10, KCND2, PDZK1, IMMP2L and FOXP2. Furthermore, 10 of the previously reported ASD genes and 300 of the novel candidates identified in the discovery analysis were replicated in an independent sample of 1,182 trios. Our results demonstrate that regions of HH are significantly enriched for previously reported ASD candidate genes and the observed association is independent of gene size (odds ratio 2.10). Our findings highlight the applicability of HH mapping in complex disorders such as ASD and offer an alternative approach to the analysis of genome-wide association data.
Non-standard errors
(2021)
Menkveld, Albert J. ; Dreber, Anna ; Holzmeister, Felix ; Huber, Jürgen ; Johannesson, Magnus ; Kirchler, Michael ; Razen, Michael ; Weitzel, Utz ; Abad Díaz, David ; Abudy, Menachem ; Adrian, Tobias ; Ait-Sahalia, Yacine ; Akmansoy, Olivier ; Alcock, Jamie ; Alexeev, Vitali ; Aloosh, Arash ; Amato, Livia ; Amaya, Diego ; Angel, James ; Bach, Amadeus ; Baidoo, Edwin ; Bakalli, Gaetan ; Barbon, Andrea ; Bashchenko, Oksana ; Bindra, Parampreet Christopher ; Bjonnes, Geir Hoidal ; Black, Jeff ; Black, Bernard S. ; Bohorquez, Santiago ; Bondarenko, Oleg ; Bos, Charles S. ; Bosch-Rosa, Ciril ; Bouri, Elie ; Brownlees, Christian ; Calamia, Anna ; Cao, Viet Nga ; Capelle-Blancard, Gunther ; Capera, Laura ; Caporin, Massimiliano ; Carrion, Allen ; Caskurlu, Tolga ; Chakrabarty, Bidisha ; Chernov, Mikhail ; Cheung, William M. ; Chincarini, Ludwig Boris ; Chordia, Tarun ; Chow, Sheung Chi ; Clapham, Benjamin ; Colliard, Jean-Edouard ; Comerton-Forde, Carole ; Curran, Edward ; Dao, Thong ; Dare, Wale ; Davies, Ryan J. ; De Blasis, Riccardo ; De Nard, Gianluca ; Declerck, Fany ; Deev, Oleg ; Degryse, Hans ; Deku, Solomon ; Desagre, Christophe ; Dijk, Mathijs van ; Dim, Chukwuma ; Dimpfl, Thomas ; Dong, Yun Jiang ; Drummond, Philip ; Dudda, Tom ; Dumitrescu, Ariadna ; Dyakov, Teodor ; Haubo Dyhrberg, Anne ; Dzieliński, Michał ; Eksi, Asli ; El Kalak, Izidin ; Ellen, Saskia ter ; Eugster, Nicolas ; Evans, Martin D. D. ; Farrell, Michael ; Félez-Viñas, Ester ; Ferrara, Gerardo ; Ferrouhi, El Mehdi ; Flori, Andrea ; Fluharty-Jaidee, Jonathan ; Foley, Sean ; Fong, Kingsley Y. L. ; Foucault, Thierry ; Franus, Tatiana ; Franzoni, Francesco ; Frijns, Bart ; Frömmel, Michael ; Fu, Servanna ; Füllbrunn, Sascha ; Gan, Baoqing ; Gehrig, Thomas ; Gerritsen, Dirk ; Gil-Bazo, Javier ; Glosten, Lawrence R. ; Gomez, Thomas ; Gorbenko, Arseny ; Güçbilmez, Ufuk ; Grammig, Joachim ; Gregoire, Vincent ; Hagströmer, Björn ; Hambuckers, Julien ; Hapnes, Erik ; Harris, Jeffrey H. ; Harris, Lawrence ; Hartmann, Simon ; Hasse, Jean-Baptiste ; Hautsch, Nikolaus ; He, Xuezhong ; Heath, Davidson ; Hediger, Simon ; Hendershott, Terrence ; Hibbert, Ann Marie ; Hjalmarsson, Erik ; Hoelscher, Seth A. ; Hoffmann, Peter ; Holden, Craig W. ; Horenstein, Alex R. ; Huang, Wenqian ; Huang, Da ; Hurlin, Christophe ; Ivashchenko, Alexey ; Iyer, Subramanian Rama ; Jahanshahloo, Hossein ; Jalkh, Naji ; Jones, Charles M. ; Jurkatis, Simon ; Jylha, Petri ; Kaeck, Andreas ; Kaiser, Gabriel ; Karam, Arzé ; Karmaziene, Egle ; Kassner, Bernhard ; Kaustia, Markku ; Kazak, Ekaterina ; Kearney, Fearghal ; Kervel, Vincent van ; Khan, Saad ; Khomyn, Marta ; Klein, Tony ; Klein, Olga ; Klos, Alexander ; Koetter, Michael ; Krahnen, Jan Pieter ; Kolokolov, Aleksey ; Korajczyk, Robert A. ; Kozhan, Roman ; Kwan, Amy ; Lajaunie, Quentin ; Lam, FY Eric C ; Lambert, Marie ; Langlois, Hugues ; Lausen, Jens ; Lauter, Tobias ; Leippold, Markus ; Levin, Vladimir ; Li, Yijie ; Li, Hui ; Liew, Chee Yoong ; Lindner, Thomas ; Linton, Oliver B. ; Liu, Jiacheng ; Liu, Anqi ; Llorente, Guillermo ; Lof, Matthijs ; Lohr, Ariel ; Longstaff, Francis A. ; Lopez-Lira, Alejandro ; Mankad, Shawn ; Mano, Nicola ; Marchal, Alexis ; Martineau, Charles ; Mazzola, Francesco ; Meloso, Debrah ; Mihet, Roxana ; Mohan, Vijay ; Moinas, Sophie ; Moore, David ; Mu, Liangyi ; Muravyev, Dmitriy ; Murphy, Dermot ; Neszveda, Gabor ; Neumeier, Christian ; Nielsson, Ulf ; Nimalendran, Mahendrarajah ; Nolte, Sven ; Norden, Lars L. ; O'Neill, Peter ; Obaid, Khaled ; Ødegaard, Bernt Arne ; Östberg, Per ; Painter, Marcus ; Palan, Stefan ; Palit, Imon ; Park, Andreas ; Pascual, Roberto ; Pasquariello, Paolo ; Pastor, Lubos ; Patel, Vinay ; Patton, Andrew J. ; Pearson, Neil D. ; Pelizzon, Loriana ; Rzeźnik, Aleksandra ; Sanford, Anthony ; Sankaran, Harikumar ; Sarkar, Asani ; Sarno, Lucio ; Scaillet, O. ; Scharnowski, Stefan ; Schenk-Hoppé, Klaus Reiner ; Schertler, Andrea ; Schneider, Michael ; Schroeder, Florian ; Schürhoff, Norman ; Schuster, Philipp ; Schwarz, Marco A. ; Seasholes, Mark S. ; Seeger, Norman ; Shachar, Or ; Shkilko, Andriy ; Shui, Jessica ; Sikic, Mario ; Simion, Giorgia ; Smales, Lee A. ; Söderlind, Paul ; Sojli, Elvira ; Sokolov, Konstantin ; Spokeviciute, Laima ; Stefanova, Denitsa ; Subrahmanyam, Marti G. ; Neusüss, Sebastian ; Szaszi, Barnabas ; Talavera, Oleksandr ; Tang, Yuehua ; Taylor, Nicholas ; Tham, Wing Wah ; Theissen, Erik ; Thimme, Julian ; Tonks, Ian ; Tran, Hai ; Trapin, Luca ; Trolle, Anders B. ; Valente, Giorgio ; Van Ness, Robert A. ; Vasquez, Aurelio ; Verousis, Thanos ; Verwijmeren, Patrick ; Vilhelmsson, Anders ; Vilkov, Grigory ; Vladimirov, Vladimir ; Vogel, Sebastian ; Voigt, Stefan ; Wagner, Wolf ; Walther, Thomas ; Weiss, Patrick ; Wel, Michel van der ; Werner, Ingrid M. ; Westerholm, Joakim ; Westheide, Christian ; Wipplinger, Evert ; Wolf, Michael ; Wolff, Christiaan Cornelis Petrus ; Wolk, Leonard ; Wong, Wing Keung ; Wrampelmeyer, Jan ; Xia, Shuo ; Xiu, Dacheng ; Xu, Ke ; Xu, Caihong ; Yadav, Pradeep ; Yagüe, José ; Yan, Cheng ; Yang, Antti ; Yoo, Woongsun ; Yu, Wenjia ; Yu, Shihao ; Yueshen, Bart Zhou ; Yuferova, Darya ; Zamojski, Marcin ; Zareei, Abalfazl ; Zeisberger, Stefan ; Zhang, Sarah ; Zhang, Xiaoyu ; Zhong, Zhuo ; Zhou, Z. Ivy ; Zhou, Chen ; Zhu, Xingyu Sonya ; Zoican, Marius ; Zwinkels, Remco C. J. ; Chen, Jian ; Duevski, Teodor ; Gao, Ge ; Gemayel, Roland ; Gilder, Dudley ; Kuhle, Paul ; Pagnotta, Emiliano ; Pelli, Michele ; Sönksen, Jantje ; Zhang, Lu ; Ilczuk, Konrad ; Bogoev, Dimitar ; Qian, Ya ; Wika, Hans C. ; Yu, Yihe ; Zhao, Lu ; Mi, Michael ; Bao, Li ; Vaduva, Andreea ; Prokopczuk, Marcel ; Avetikian, Alejandro ; Wu, Zhen-Xing
In statistics, samples are drawn from a population in a data-generating process (DGP). Standard errors measure the uncertainty in sample estimates of population parameters. In science, evidence is generated to test hypotheses in an evidence-generating process (EGP). We claim that EGP variation across researchers adds uncertainty: non-standard errors. To study them, we let 164 teams test six hypotheses on the same sample. We find that non-standard errors are sizeable, on par with standard errors. Their size (i) co-varies only weakly with team merits, reproducibility, or peer rating, (ii) declines significantly after peer-feedback, and (iii) is underestimated by participants.
White matter abnormalities across different epilepsy syndromes in adults: an ENIGMA Epilepsy study
(2019)
Hatton, Sean N. ; Huynh, Khoa H. ; Bonilha, Leonardo ; Abela, Eugenio Cecilio ; Alhusaini, Saud ; Altmann, André ; Alvim, Marina K. M. ; Balachandra, Akshara R. ; Bartolini, Emanuele ; Bender, Benjamin ; Bernasconi, Neda ; Bernasconi, Andrea ; Bernhardt, Boris ; Bargallo, Núria ; Caldairou, Benoit ; Caligiuri, Maria Eugenia ; Carr, Sarah J. A. ; Cavalleri, Gianpiero L. ; Cendes, Fernando ; Concha, Luis ; Davoodi-Bojd, Esmaeil ; Desmond, Patricia M. ; Devinsky, Orrin ; Doherty, Colin P. ; Domin, Martin ; Duncan, John S. ; Focke, Niels K. ; Foley, Sonya F. ; Gambardella, Antonio ; Gleichgerrcht, Ezequiel ; Guerrini, Renzo ; Hamandi, Khalid ; Ishikawa, Akari ; Keller, Simon S. ; Kochunov, Peter V. ; Kotikalapudi, Raviteja ; Kreilkamp, Barbara A. K. ; Kwan, Patrick ; Labate, Angelo ; Langner, Sönke ; Lenge, Matteo ; Liu, Min ; Lui, Elaine ; Martin, Pascal ; Mascalchi, Mario ; Moreira, José Carlos Vasques ; Morita-Sherman, Marcia Elisabete ; O’Brien, Terence J. ; Pardoe, Heath R. ; Pariente Zorrilla, José Carlos ; Ribeiro, Letı́cia F. ; Richardson, Mark Philip ; Rocha, Cristiane S. ; Rodrı́guez-Cruces, Raúl ; Rosenow, Felix ; Severino, Mariasavina ; Sinclair, Benjamin ; Soltanian-Zadeh, Hamid ; Striano, Pasquale ; Taylor, Peter N. ; Thomas, Rhys H. ; Tortora, Domenico ; Velakoulis, Dennis ; Vezzani, Annamaria ; Vivash, Lucy ; Podewils, Felix von ; Vos, Sjoerd B. ; Weber, Bernd ; Winston, Gavin P. ; Yasuda, Clarissa L. ; Thompson, Paul M. ; Jahanshad, Neda ; Sisodiya, Sanjay M. ; McDonald, Carrie R.
The epilepsies are commonly accompanied by widespread abnormalities in cerebral white matter. ENIGMA-Epilepsy is a large quantitative brain imaging consortium, aggregating data to investigate patterns of neuroimaging abnormalities in common epilepsy syndromes, including temporal lobe epilepsy, extratemporal epilepsy, and genetic generalized epilepsy. Our goal was to rank the most robust white matter microstructural differences across and within syndromes in a multicentre sample of adult epilepsy patients. Diffusion-weighted MRI data were analyzed from 1,069 non-epileptic controls and 1,249 patients: temporal lobe epilepsy with hippocampal sclerosis (N=599), temporal lobe epilepsy with normal MRI (N=275), genetic generalized epilepsy (N=182) and nonlesional extratemporal epilepsy (N=193). A harmonized protocol using tract-based spatial statistics was used to derive skeletonized maps of fractional anisotropy and mean diffusivity for each participant, and fiber tracts were segmented using a diffusion MRI atlas. Data were harmonized to correct for scanner-specific variations in diffusion measures using a batch-effect correction tool (ComBat). Analyses of covariance, adjusting for age and sex, examined differences between each epilepsy syndrome and controls for each white matter tract (Bonferroni corrected at p<0.001). Across “all epilepsies” lower fractional anisotropy was observed in most fiber tracts with small to medium effect sizes, especially in the corpus callosum, cingulum and external capsule. Less robust effects were seen with mean diffusivity. Syndrome-specific fractional anisotropy and mean diffusivity differences were most pronounced in patients with hippocampal sclerosis in the ipsilateral parahippocampal cingulum and external capsule, with smaller effects across most other tracts. Those with temporal lobe epilepsy and normal MRI showed a similar pattern of greater ipsilateral than contralateral abnormalities, but less marked than those in patients with hippocampal sclerosis. Patients with generalized and extratemporal epilepsies had pronounced differences in fractional anisotropy in the corpus callosum, corona radiata and external capsule, and in mean diffusivity of the anterior corona radiata. Earlier age of seizure onset and longer disease duration were associated with a greater extent of microstructural abnormalities in patients with hippocampal sclerosis. We demonstrate microstructural abnormalities across major association, commissural, and projection fibers in a large multicentre study of epilepsy. Overall, epilepsy patients showed white matter abnormalities in the corpus callosum, cingulum and external capsule, with differing severity across epilepsy syndromes. These data further define the spectrum of white matter abnormalities in common epilepsy syndromes, yielding new insights into pathological substrates that may be used to guide future therapeutic and genetic studies.
Pati, Sarthak ; Baid, Ujjwal ; Edwards, Brandon ; Sheller, Micah ; Wang, Shih-Han ; Reina, G. Anthony ; Foley, Patrick ; Gruzdev, Alexey ; Karkada, Deepthi ; Davatzikos, Christos ; Sako, Chiharu ; Ghodasara, Satyam ; Bilello, Michel ; Mohan, Suyash ; Vollmuth, Philipp ; Brugnara, Gianluca ; Jayachandran Preetha, Chandrakanth ; Sahm, Felix ; Maier-Hein, Klaus ; Zenk, Maximilian ; Bendszus, Martin ; Wick, Wolfgang ; Calabrese, Evan ; Rudie, Jeffrey ; Villanueva-Meyer, Javier ; Cha, Soonmee ; Ingalhalikar, Madhura ; Jadhav, Manali ; Pandey, Umang ; Saini, Jitender ; Garrett, John ; Larson, Matthew ; Jeraj, Robert ; Currie, Stuart ; Frood, Russell ; Fatania, Kavi ; Huang, Raymond Y. ; Chang, Ken ; Balaña, Carmen ; Capellades, Jaume ; Puig, Josep ; Trenkler, Johannes ; Pichler, Josef ; Necker, Georg ; Haunschmidt, Andreas ; Meckel, Stephan ; Shukla, Gaurav ; Liem, Spencer ; Alexander, Gregory S. ; Lombardo, Joseph ; Palmer, Joshua D. ; Flanders, Adam E. ; Dicker, Adam P. ; Sair, Haris I. ; Jones, Craig K. ; Venkataraman, Archana ; Jiang, Meirui ; So, Tiffany Y. ; Chen, Cheng ; Heng, Pheng Ann ; Dou, Qi ; Kozubek, Michal ; Lux, Filip ; Michálek, Jan ; Matula, Petr ; Keřkovský, Miloš ; Kopřivová, Tereza ; Dostál, Marek ; Vybíhal, Václav ; Vogelbaum, Michael A. ; Mitchell, J. Ross ; Farinhas, Joaquim ; Maldjian, Joseph A. ; Bangalore Yogananda, Chandan Ganesh ; Pinho, Marco C. ; Reddy, Divya ; Holcomb, James ; Wagner, Benjamin C. ; Ellingson, Benjamin M. ; Cloughesy, Timothy F. ; Raymond, Catalina ; Oughourlian, Talia ; Hagiwara, Akifumi ; Wang, Chencai ; To, Minh-Son ; Bhardwaj, Sargam ; Chong, Chee ; Agzarian, Marc ; Falcão, Alexandre Xavier ; Martins, Samuel B. ; Teixeira, Bernardo Corrêa de Almeida ; Sprenger, Flávia ; Menotti, David ; Lucio, Diego R. ; LaMontagne, Pamela ; Marcus, Daniel ; Wiestler, Benedikt ; Kofler, Florian ; Ezhov, Ivan ; Metz, Marie ; Jain, Rajan ; Lee, Matthew ; Lui, Yvonne W. ; McKinley, Richard ; Slotboom, Johannes ; Radojewski, Piotr ; Meier, Raphael ; Wiest, Roland Gerhard Rudi ; Murcia, Derrick ; Fu, Eric ; Haas, Rourke ; Thompson, John ; Ormond, David Ryan ; Badve, Chaitra ; Sloan, Andrew E. ; Vadmal, Vachan ; Waite, Kristin ; Colen, Rivka R. ; Pei, Linmin ; Ak, Murat ; Srinivasan, Ashok ; Bapuraj, Jayapalli Rajiv ; Rao, Arvind ; Wang, Nicholas ; Yoshiaki, Ota ; Moritani, Toshio ; Turk, Sevcan ; Lee, Joonsang ; Prabhudesai, Snehal ; Morón, Fanny ; Mandel, Jacob ; Kamnitsas, Konstantinos ; Glocker, Ben ; Dixon, Luke V. M. ; Williams, Matthew ; Zampakis, Peter ; Panagiotopoulos, Vasileios ; Tsiganos, Panagiotis ; Alexiou, Sotiris ; Haliassos, Ilias ; Zacharaki, Evangelia I. ; Moustakas, Konstantinos ; Kalogeropoulou, Christina ; Kardamakis, Dimitrios M. ; Choi, Yoon Seong ; Lee, Seung-Koo ; Chang, Jong Hee ; Ahn, Sung Soo ; Luo, Bing ; Poisson, Laila ; Wen, Ning ; Tiwari, Pallavi ; Verma, Ruchika ; Bareja, Rohan ; Yadav, Ipsa ; Chen, Jonathan ; Kumar, Neeraj ; Smits, Marion ; Voort, Sebastian R. van der ; Alafandi, Ahmed ; Incekara, Fatih ; Wijnenga, Maarten M. J. ; Kapsas, Georgios ; Gahrmann, Renske ; Schouten, Joost W. ; Dubbink, Hendrikus J. ; Vincent, Arnaud J. P. E. ; Van den Bent, Martin J. ; French, Pim J. ; Klein, Stefan ; Yuan, Yading ; Sharma, Sonam ; Tseng, Tzu-Chi ; Adabi, Saba ; Niclou, Simone P. ; Keunen, Olivier ; Hau, Ann-Christin ; Vallières, Martin ; Fortin, David ; Lepage, Martin ; Landman, Bennett ; Ramadass, Karthik ; Xu, Kaiwen ; Chotai, Silky ; Chambless, Lola B. ; Mistry, Akshitkumar ; Thompson, Reid C. ; Gusev, Yuriy ; Bhuvaneshwar, Krithika ; Sayah, Anousheh ; Bencheqroun, Camelia ; Belouali, Anas ; Madhavan, Subha ; Booth, Thomas C. ; Chelliah, Alysha ; Modat, Marc ; Shuaib, Haris ; Dragos, Carmen ; Abayazeed, Aly ; Kolodziej, Kenneth ; Hill, Michael ; Abbassy, Ahmed ; Gamal, Shady ; Mekhaimar, Mahmoud ; Qayati, Mohamed ; Reyes, Mauricio ; Park, Ji Eun ; Yun, Jihye ; Kim, Ho Sung ; Mahajan, Abhishek ; Muzi, Mark ; Benson, Sean ; Beets-Tan, Regina G. H. ; Teuwen, Jonas ; Herrera-Trujillo, Alejandro ; Trujillo, Maria ; Escobar, William ; Abello, Ana Lorena ; Bernal, Jose ; Gómez, Jhon ; Choi, Joseph ; Baek, Stephen ; Kim, Yusung ; Ismael, Heba ; Allen, Bryan ; Buatti, John M. ; Kotrotsou, Aikaterini ; Li, Hongwei ; Weiss, Tobias ; Weller, Michael ; Bink, Andrea ; Pouymayou, Bertrand ; Shaykh, Hassan F. ; Saltz, Joel ; Prasanna, Prateek ; Shrestha, Sampurna ; Mani, Kartik M. ; Payne, David ; Kurc, Tahsin ; Pelaez, Enrique ; Franco-Maldonado, Heydy ; Loayza, Francis ; Quevedo Sacoto, Andrés Sebastián ; Guevara, Pamela ; Torche, Esteban ; Mendoza, Cristobal ; Vera, Franco ; Ríos, Elvis ; López, Eduardo ; Velastin, Sergio Alejandro ; Ogbole, Godwin ; Soneye, Mayowa ; Oyekunle, Dotun ; Odafe-Oyibotha, Olubunmi ; Osobu, Babatunde ; Shu’aibu, Mustapha ; Dorcas, Adeleye ; Dako, Farouk ; Simpson, Amber L. ; Hamghalam, Mohammad ; Peoples, Jacob J. ; Hu, Ricky ; Tran, Anh ; Cutler, Danielle ; Moraes, Fabio Y. ; Boss, Michael A. ; Gimpel, James ; Kattil Veettil, Deepak ; Schmidt, Kendall ; Bialecki, Brian ; Marella, Sailaja ; Price, Cynthia ; Cimino, Lisa ; Apgar, Charles ; Shah, Prashant ; Menze, Bjoern Holger ; Barnholtz-Sloan, Jill S. ; Martin, Jason ; Bakas, Spyridon
Pati, Sarthak ; Baid, Ujjwal ; Edwards, Brandon ; Sheller, Micah ; Wang, Shih-Han ; Reina, G. Anthony ; Foley, Patrick ; Gruzdev, Alexey ; Karkada, Deepthi ; Davatzikos, Christos ; Sako, Chiharu ; Ghodasara, Satyam ; Bilello, Michel ; Mohan, Suyash ; Vollmuth, Philipp ; Brugnara, Gianluca ; Jayachandran Preetha, Chandrakanth ; Sahm, Felix ; Maier-Hein, Klaus ; Zenk, Maximilian ; Bendszus, Martin ; Wick, Wolfgang ; Calabrese, Evan ; Rudie, Jeffrey ; Villanueva-Meyer, Javier ; Cha, Soonmee ; Ingalhalikar, Madhura ; Jadhav, Manali ; Pandey, Umang ; Saini, Jitender ; Garrett, John ; Larson, Matthew ; Jeraj, Robert ; Currie, Stuart ; Frood, Russell ; Fatania, Kavi ; Huang, Raymond Y. ; Chang, Ken ; Balaña, Carmen ; Capellades, Jaume ; Puig, Josep ; Trenkler, Johannes ; Pichler, Josef ; Necker, Georg ; Haunschmidt, Andreas ; Meckel, Stephan ; Shukla, Gaurav ; Liem, Spencer ; Alexander, Gregory S. ; Lombardo, Joseph ; Palmer, Joshua D. ; Flanders, Adam E. ; Dicker, Adam P. ; Sair, Haris I. ; Jones, Craig K. ; Venkataraman, Archana ; Jiang, Meirui ; So, Tiffany Y. ; Chen, Cheng ; Heng, Pheng Ann ; Dou, Qi ; Kozubek, Michal ; Lux, Filip ; Michálek, Jan ; Matula, Petr ; Keřkovský, Miloš ; Kopřivová, Tereza ; Dostál, Marek ; Vybíhal, Václav ; Vogelbaum, Michael A. ; Mitchell, J. Ross ; Farinhas, Joaquim ; Maldjian, Joseph A. ; Bangalore Yogananda, Chandan Ganesh ; Pinho, Marco C. ; Reddy, Divya ; Holcomb, James ; Wagner, Benjamin C. ; Ellingson, Benjamin M. ; Cloughesy, Timothy F. ; Raymond, Catalina ; Oughourlian, Talia ; Hagiwara, Akifumi ; Wang, Chencai ; To, Minh-Son ; Bhardwaj, Sargam ; Chong, Chee ; Agzarian, Marc ; Falcão, Alexandre Xavier ; Martins, Samuel B. ; Teixeira, Bernardo Corrêa de Almeida ; Sprenger, Flávia ; Menotti, David ; Lucio, Diego R. ; LaMontagne, Pamela ; Marcus, Daniel ; Wiestler, Benedikt ; Kofler, Florian ; Ezhov, Ivan ; Metz, Marie ; Jain, Rajan ; Lee, Matthew ; Lui, Yvonne W. ; McKinley, Richard ; Slotboom, Johannes ; Radojewski, Piotr ; Meier, Raphael ; Wiest, Roland Gerhard Rudi ; Murcia, Derrick ; Fu, Eric ; Haas, Rourke ; Thompson, John ; Ormond, David Ryan ; Badve, Chaitra ; Sloan, Andrew E. ; Vadmal, Vachan ; Waite, Kristin ; Colen, Rivka R. ; Pei, Linmin ; Ak, Murat ; Srinivasan, Ashok ; Bapuraj, Jayapalli Rajiv ; Rao, Arvind ; Wang, Nicholas ; Yoshiaki, Ota ; Moritani, Toshio ; Turk, Sevcan ; Lee, Joonsang ; Prabhudesai, Snehal ; Morón, Fanny ; Mandel, Jacob ; Kamnitsas, Konstantinos ; Glocker, Ben ; Dixon, Luke V. M. ; Williams, Matthew ; Zampakis, Peter ; Panagiotopoulos, Vasileios ; Tsiganos, Panagiotis ; Alexiou, Sotiris ; Haliassos, Ilias ; Zacharaki, Evangelia I. ; Moustakas, Konstantinos ; Kalogeropoulou, Christina ; Kardamakis, Dimitrios M. ; Choi, Yoon Seong ; Lee, Seung-Koo ; Chang, Jong Hee ; Ahn, Sung Soo ; Luo, Bing ; Poisson, Laila ; Wen, Ning ; Tiwari, Pallavi ; Verma, Ruchika ; Bareja, Rohan ; Yadav, Ipsa ; Chen, Jonathan ; Kumar, Neeraj ; Smits, Marion ; Voort, Sebastian R. van der ; Alafandi, Ahmed ; Incekara, Fatih ; Wijnenga, Maarten M. J. ; Kapsas, Georgios ; Gahrmann, Renske ; Schouten, Joost W. ; Dubbink, Hendrikus J. ; Vincent, Arnaud J. P. E. ; Van den Bent, Martin J. ; French, Pim J. ; Klein, Stefan ; Yuan, Yading ; Sharma, Sonam ; Tseng, Tzu-Chi ; Adabi, Saba ; Niclou, Simone P. ; Keunen, Olivier ; Hau, Ann-Christin ; Vallières, Martin ; Fortin, David ; Lepage, Martin ; Landman, Bennett ; Ramadass, Karthik ; Xu, Kaiwen ; Chotai, Silky ; Chambless, Lola B. ; Mistry, Akshitkumar ; Thompson, Reid C. ; Gusev, Yuriy ; Bhuvaneshwar, Krithika ; Sayah, Anousheh ; Bencheqroun, Camelia ; Belouali, Anas ; Madhavan, Subha ; Booth, Thomas C. ; Chelliah, Alysha ; Modat, Marc ; Shuaib, Haris ; Dragos, Carmen ; Abayazeed, Aly ; Kolodziej, Kenneth ; Hill, Michael ; Abbassy, Ahmed ; Gamal, Shady ; Mekhaimar, Mahmoud ; Qayati, Mohamed ; Reyes, Mauricio ; Park, Ji Eun ; Yun, Jihye ; Kim, Ho Sung ; Mahajan, Abhishek ; Muzi, Mark ; Benson, Sean ; Beets-Tan, Regina G. H. ; Teuwen, Jonas ; Herrera-Trujillo, Alejandro ; Trujillo, Maria ; Escobar, William ; Abello, Ana Lorena ; Bernal, Jose ; Gómez, Jhon ; Choi, Joseph ; Baek, Stephen ; Kim, Yusung ; Ismael, Heba ; Allen, Bryan ; Buatti, John M. ; Kotrotsou, Aikaterini ; Li, Hongwei ; Weiss, Tobias ; Weller, Michael ; Bink, Andrea ; Pouymayou, Bertrand ; Shaykh, Hassan F. ; Saltz, Joel ; Prasanna, Prateek ; Shrestha, Sampurna ; Mani, Kartik M. ; Payne, David ; Kurc, Tahsin ; Pelaez, Enrique ; Franco-Maldonado, Heydy ; Loayza, Francis ; Quevedo Sacoto, Andrés Sebastián ; Guevara, Pamela ; Torche, Esteban ; Mendoza, Cristobal ; Vera, Franco ; Ríos, Elvis ; López, Eduardo ; Velastin, Sergio Alejandro ; Ogbole, Godwin ; Soneye, Mayowa ; Oyekunle, Dotun ; Odafe-Oyibotha, Olubunmi ; Osobu, Babatunde ; Shu’aibu, Mustapha ; Dorcas, Adeleye ; Dako, Farouk ; Simpson, Amber L. ; Hamghalam, Mohammad ; Peoples, Jacob J. ; Hu, Ricky ; Tran, Anh ; Cutler, Danielle ; Moraes, Fabio Y. ; Boss, Michael A. ; Gimpel, James ; Kattil Veettil, Deepak ; Schmidt, Kendall ; Bialecki, Brian ; Marella, Sailaja ; Price, Cynthia ; Cimino, Lisa ; Apgar, Charles ; Shah, Prashant ; Menze, Bjoern Holger ; Barnholtz-Sloan, Jill S. ; Martin, Jason ; Bakas, Spyridon
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