Using deep autoencoders to identify abnormal brain structural patterns in neuropsychiatric disorders: A large‐scale multi‐sample study

por Pinaya, Walter H. L., Mechelli, Andrea, Sato, João R.
Publicado 2018

Brain-Age Prediction Using Shallow Machine Learning: Predictive Analytics Competition 2019

por Da Costa, Pedro F., Dafflon, Jessica, Pinaya, Walter H. L.
Publicado 2020

Default Mode Network Maturation and Environmental Adversities During Childhood

por Rebello, Keila, Moura, Luciana M., Pinaya, Walter H. L., Rohde, Luis A., Sato, João R.
Publicado 2018

Unsupervised brain imaging 3D anomaly detection and segmentation with transformers

por Pinaya, Walter H.L., Tudosiu, Petru-Daniel, Gray, Robert, Rees, Geraint, Nachev, Parashkev, Ourselin, Sebastien, Cardoso, M. Jorge
Publicado 2022

Inferring the heritability of large-scale functional networks with a multivariate ACE modeling approach

por Ribeiro, Fernanda L., dos Santos, Felipe R. C., Sato, João R., Pinaya, Walter H. L., Biazoli, Claudinei E.
Publicado 2021

Using deep learning to classify pediatric posttraumatic stress disorder at the individual level

por Yang, Jing, Lei, Du, Qin, Kun, Pinaya, Walter H. L., Suo, Xueling, Li, Wenbin, Li, Lingjiang, Kemp, Graham J., Gong, Qiyong
Publicado 2021

Using graph convolutional network to characterize individuals with major depressive disorder across multiple imaging sites

por Qin, Kun, Lei, Du, Pinaya, Walter H.L., Pan, Nanfang, Li, Wenbin, Zhu, Ziyu, Sweeney, John A., Mechelli, Andrea, Gong, Qiyong
Publicado 2022

Using deep belief network modelling to characterize differences in brain morphometry in schizophrenia

por Pinaya, Walter H. L., Gadelha, Ary, Doyle, Orla M., Noto, Cristiano, Zugman, André, Cordeiro, Quirino, Jackowski, Andrea P., Bressan, Rodrigo A., Sato, João R.
Publicado 2016

Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia

por Lei, Du, Suo, Xueling, Qin, Kun, Pinaya, Walter H. L., Ai, Yuan, Li, Wenbin, Kuang, Weihong, Lui, Su, Kemp, Graham J., Sweeney, John A., Gong, Qiyong
Publicado 2022

Brain age prediction: A comparison between machine learning models using region‐ and voxel‐based morphometric data

por Baecker, Lea, Dafflon, Jessica, da Costa, Pedro F., Garcia‐Dias, Rafael, Vieira, Sandra, Scarpazza, Cristina, Calhoun, Vince D., Sato, João R., Mechelli, Andrea, Pinaya, Walter H. L.
Publicado 2021

An automated machine learning approach to predict brain age from cortical anatomical measures

por Dafflon, Jessica, Pinaya, Walter H. L., Turkheimer, Federico, Cole, James H., Leech, Robert, Harris, Mathew A., Cox, Simon R., Whalley, Heather C., McIntosh, Andrew M., Hellyer, Peter J.
Publicado 2020

Disruption of gray matter morphological networks in patients with paroxysmal kinesigenic dyskinesia

por Li, Xiuli, Lei, Du, Niu, Running, Li, Lei, Suo, Xueling, Li, Wenbin, Yang, Chen, Yang, Tianhua, Ren, Jiechuan, Pinaya, Walter H. L., Zhou, Dong, Kemp, Graham J., Gong, Qiyong
Publicado 2020

Using normative modelling to detect disease progression in mild cognitive impairment and Alzheimer’s disease in a cross-sectional multi-cohort study

por Pinaya, Walter H. L., Scarpazza, Cristina, Garcia-Dias, Rafael, Vieira, Sandra, Baecker, Lea, F da Costa, Pedro, Redolfi, Alberto, Frisoni, Giovanni B., Pievani, Michela, Calhoun, Vince D., Sato, João R., Mechelli, Andrea
Publicado 2021

Integrating machining learning and multimodal neuroimaging to detect schizophrenia at the level of the individual

por Lei, Du, Pinaya, Walter H. L., Young, Jonathan, van Amelsvoort, Therese, Marcelis, Machteld, Donohoe, Gary, Mothersill, David O., Corvin, Aiden, Vieira, Sandra, Huang, Xiaoqi, Lui, Su, Scarpazza, Cristina, Arango, Celso, Bullmore, Ed, Gong, Qiyong, McGuire, Philip, Mechelli, Andrea
Publicado 2019

Graph Convolutional Networks Reveal Network-Level Functional Dysconnectivity in Schizophrenia

por Lei, Du, Qin, Kun, Pinaya, Walter H L, Young, Jonathan, Van Amelsvoort, Therese, Marcelis, Machteld, Donohoe, Gary, Mothersill, David O, Corvin, Aiden, Vieira, Sandra, Lui, Su, Scarpazza, Cristina, Arango, Celso, Bullmore, Ed, Gong, Qiyong, McGuire, Philip, Mechelli, Andrea
Publicado 2022

Brain morphometric features predict medication response in youth with bipolar disorder: a prospective randomized clinical trial

por Lei, Du, Qin, Kun, Li, Wenbin, Pinaya, Walter H. L., Tallman, Maxwell J., Patino, L. Rodrigo, Strawn, Jeffrey R., Fleck, David, Klein, Christina C., Lui, Su, Gong, Qiyong, Adler, Caleb M., Mechelli, Andrea, Sweeney, John A., DelBello, Melissa P.
Publicado 2023

Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics

por Lei, Du, Pinaya, Walter H. L., van Amelsvoort, Therese, Marcelis, Machteld, Donohoe, Gary, Mothersill, David O., Corvin, Aiden, Gill, Michael, Vieira, Sandra, Huang, Xiaoqi, Lui, Su, Scarpazza, Cristina, Young, Jonathan, Arango, Celso, Bullmore, Edward, Qiyong, Gong, McGuire, Philip, Mechelli, Andrea
Publicado 2020

Using Machine Learning and Structural Neuroimaging to Detect First Episode Psychosis: Reconsidering the Evidence

por Vieira, Sandra, Gong, Qi-yong, Pinaya, Walter H L, Scarpazza, Cristina, Tognin, Stefania, Crespo-Facorro, Benedicto, Tordesillas-Gutierrez, Diana, Ortiz-García, Victor, Setien-Suero, Esther, Scheepers, Floortje E, Van Haren, Neeltje E M, Marques, Tiago R, Murray, Robin M, David, Anthony, Dazzan, Paola, McGuire, Philip, Mechelli, Andrea
Publicado 2020

Neuroharmony: A new tool for harmonizing volumetric MRI data from unseen scanners

por Garcia-Dias, Rafael, Scarpazza, Cristina, Baecker, Lea, Vieira, Sandra, Pinaya, Walter H.L., Corvin, Aiden, Redolfi, Alberto, Nelson, Barnaby, Crespo-Facorro, Benedicto, McDonald, Colm, Tordesillas-Gutiérrez, Diana, Cannon, Dara, Mothersill, David, Hernaus, Dennis, Morris, Derek, Setien-Suero, Esther, Donohoe, Gary, Frisoni, Giovanni, Tronchin, Giulia, Sato, João, Marcelis, Machteld, Kempton, Matthew, van Haren, Neeltje E.M., Gruber, Oliver, McGorry, Patrick, Amminger, Paul, McGuire, Philip, Gong, Qiyong, Kahn, René S., Ayesa-Arriola, Rosa, van Amelsvoort, Therese, Ortiz-García de la Foz, Victor, Calhoun, Vince, Cahn, Wiepke, Mechelli, Andrea
Publicado 2020

Brazilian montane rainforest expansion induced by Heinrich Stadial 1 event

por Pinaya, Jorge L. D., Cruz, Francisco W., Ceccantini, Gregório C. T., Corrêa, Pedro L. P., Pitman, Nigel, Vemado, Felipe, Lopez, Maria del Carmen S., Pereira Filho, Augusto J., Grohmann, Carlos H., Chiessi, Cristiano M., Stríkis, Nicolás M., Horák-Terra, Ingrid, Pinaya, Walter H. L., de Medeiros, Vanda B., Santos, Rudney de A., Akabane, Thomas K., Silva, Maicon A., Cheddadi, Rachid, Bush, Mark, Henrot, Alexandra-Jane, François, Louis, Hambuckers, Alain, Boyer, Frédéric, Carré, Matthieu, Coissac, Eric, Ficetola, Francesco, Huang, Kangyou, Lézine, Anne-Marie, Nourelbait, Majda, Rhoujjati, Ali, Taberlet, Pierre, Sarmiento, Fausto, Abel-Schaad, Daniel, Alba-Sánchez, Francisca, Zheng, Zhuo, De Oliveira, Paulo E.
Publicado 2019