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For: Bzdok D, Yeo BTT. Inference in the age of big data: Future perspectives on neuroscience. Neuroimage 2017;155:549-64. [PMID: 28456584 DOI: 10.1016/j.neuroimage.2017.04.061] [Citation(s) in RCA: 117] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2016] [Revised: 04/25/2017] [Accepted: 04/25/2017] [Indexed: 11/23/2022]  Open
Number Cited by Other Article(s)
51
Zhang J, Kucyi A, Raya J, Nielsen AN, Nomi JS, Damoiseaux JS, Greene DJ, Horovitz SG, Uddin LQ, Whitfield-Gabrieli S. What have we really learned from functional connectivity in clinical populations? Neuroimage 2021;242:118466. [PMID: 34389443 DOI: 10.1016/j.neuroimage.2021.118466] [Citation(s) in RCA: 52] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 07/06/2021] [Accepted: 08/09/2021] [Indexed: 02/09/2023]  Open
52
The default mode network in cognition: a topographical perspective. Nat Rev Neurosci 2021;22:503-513. [PMID: 34226715 DOI: 10.1038/s41583-021-00474-4] [Citation(s) in RCA: 435] [Impact Index Per Article: 108.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/20/2021] [Indexed: 02/06/2023]
53
Bolt T, Nomi JS, Bzdok D, Uddin LQ. Educating the future generation of researchers: A cross-disciplinary survey of trends in analysis methods. PLoS Biol 2021;19:e3001313. [PMID: 34324488 PMCID: PMC8321514 DOI: 10.1371/journal.pbio.3001313] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 06/07/2021] [Indexed: 12/20/2022]  Open
54
Wong-Lin K, Wang DH, Joshi A. Multiscale modeling and analytical methods in neuroscience: Molecules, neural circuits, cognition and brain disorders. J Neurosci Methods 2021;359:109225. [PMID: 34023364 DOI: 10.1016/j.jneumeth.2021.109225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
55
Sachdeva PS, Livezey JA, Dougherty ME, Gu BM, Berke JD, Bouchard KE. Improved inference in coupling, encoding, and decoding models and its consequence for neuroscientific interpretation. J Neurosci Methods 2021;358:109195. [PMID: 33905791 DOI: 10.1016/j.jneumeth.2021.109195] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 04/08/2021] [Accepted: 04/10/2021] [Indexed: 10/21/2022]
56
O'Connor D, Lake EMR, Scheinost D, Constable RT. Resample aggregating improves the generalizability of connectome predictive modeling. Neuroimage 2021;236:118044. [PMID: 33848621 PMCID: PMC8282199 DOI: 10.1016/j.neuroimage.2021.118044] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 04/04/2021] [Accepted: 04/05/2021] [Indexed: 11/25/2022]  Open
57
Numssen O, Bzdok D, Hartwigsen G. Functional specialization within the inferior parietal lobes across cognitive domains. eLife 2021;10:63591. [PMID: 33650486 PMCID: PMC7946436 DOI: 10.7554/elife.63591] [Citation(s) in RCA: 85] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 03/01/2021] [Indexed: 11/13/2022]  Open
58
Lacosse E, Scheffler K, Lohmann G, Martius G. Jumping over baselines with new methods to predict activation maps from resting-state fMRI. Sci Rep 2021;11:3480. [PMID: 33568695 PMCID: PMC7875973 DOI: 10.1038/s41598-021-82681-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 01/21/2021] [Indexed: 11/09/2022]  Open
59
Horien C, Noble S, Greene AS, Lee K, Barron DS, Gao S, O'Connor D, Salehi M, Dadashkarimi J, Shen X, Lake EMR, Constable RT, Scheinost D. A hitchhiker's guide to working with large, open-source neuroimaging datasets. Nat Hum Behav 2021;5:185-193. [PMID: 33288916 PMCID: PMC7992920 DOI: 10.1038/s41562-020-01005-4] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 10/21/2020] [Indexed: 12/11/2022]
60
Eitel F, Schulz MA, Seiler M, Walter H, Ritter K. Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research. Exp Neurol 2021;339:113608. [PMID: 33513353 DOI: 10.1016/j.expneurol.2021.113608] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 01/07/2021] [Accepted: 01/09/2021] [Indexed: 12/13/2022]
61
Deep learning identifies partially overlapping subnetworks in the human social brain. Commun Biol 2021;4:65. [PMID: 33446815 PMCID: PMC7809473 DOI: 10.1038/s42003-020-01559-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 12/03/2020] [Indexed: 12/23/2022]  Open
62
Rodriguez FS, Huhn S, Vega WA, Aranda MP, Schroeter ML, Engel C, Baber R, Burkhardt R, Löffler M, Thiery J, Villringer A, Luck T, Riedel-Heller SG, Witte AV. Do High Mental Demands at Work Protect Cognitive Health in Old Age via Hippocampal Volume? Results From a Community Sample. Front Aging Neurosci 2021;12:622321. [PMID: 33536897 PMCID: PMC7848890 DOI: 10.3389/fnagi.2020.622321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Accepted: 12/21/2020] [Indexed: 11/13/2022]  Open
63
Park SM, Jeong B, Oh DY, Choi CH, Jung HY, Lee JY, Lee D, Choi JS. Identification of Major Psychiatric Disorders From Resting-State Electroencephalography Using a Machine Learning Approach. Front Psychiatry 2021;12:707581. [PMID: 34483999 PMCID: PMC8416434 DOI: 10.3389/fpsyt.2021.707581] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 07/20/2021] [Indexed: 12/03/2022]  Open
64
Pua EPK, Thomson P, Yang JYM, Craig JM, Ball G, Seal M. Individual Differences in Intrinsic Brain Networks Predict Symptom Severity in Autism Spectrum Disorders. Cereb Cortex 2021;31:681-693. [PMID: 32959054 DOI: 10.1093/cercor/bhaa252] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Revised: 08/06/2020] [Accepted: 08/07/2020] [Indexed: 12/18/2022]  Open
65
Menara T, Lisi G, Pasqualetti F, Cortese A. Brain network dynamics fingerprints are resilient to data heterogeneity. J Neural Eng 2020;18:026004. [PMID: 33361552 DOI: 10.1088/1741-2552/abd684] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
66
Brain anatomical covariation patterns linked to binge drinking and age at first full drink. NEUROIMAGE-CLINICAL 2020;29:102529. [PMID: 33321271 PMCID: PMC7745054 DOI: 10.1016/j.nicl.2020.102529] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 11/10/2020] [Accepted: 12/06/2020] [Indexed: 12/21/2022]
67
Stange JP, Jenkins LM, Pocius S, Kreutzer K, Bessette KL, DelDonno SR, Kling LR, Bhaumik R, Welsh RC, Keilp JG, Phan KL, Langenecker SA. Using resting-state intrinsic network connectivity to identify suicide risk in mood disorders. Psychol Med 2020;50:2324-2334. [PMID: 31597581 PMCID: PMC7368462 DOI: 10.1017/s0033291719002356] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
68
Johnson JK, Geng S, Hoffman MW, Adesnik H, Wessel R. Precision multidimensional neural population code recovered from single intracellular recordings. Sci Rep 2020;10:15997. [PMID: 32994474 PMCID: PMC7524839 DOI: 10.1038/s41598-020-72936-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Accepted: 08/20/2020] [Indexed: 11/08/2022]  Open
69
Schulz MA, Yeo BTT, Vogelstein JT, Mourao-Miranada J, Kather JN, Kording K, Richards B, Bzdok D. Different scaling of linear models and deep learning in UKBiobank brain images versus machine-learning datasets. Nat Commun 2020;11:4238. [PMID: 32843633 PMCID: PMC7447816 DOI: 10.1038/s41467-020-18037-z] [Citation(s) in RCA: 124] [Impact Index Per Article: 24.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Accepted: 07/31/2020] [Indexed: 12/12/2022]  Open
70
Boeke EA, Holmes AJ, Phelps EA. Toward Robust Anxiety Biomarkers: A Machine Learning Approach in a Large-Scale Sample. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2020;5:799-807. [PMID: 31447329 PMCID: PMC6925354 DOI: 10.1016/j.bpsc.2019.05.018] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Revised: 05/20/2019] [Accepted: 05/28/2019] [Indexed: 12/26/2022]
71
Toba MN, Godefroy O, Rushmore RJ, Zavaglia M, Maatoug R, Hilgetag CC, Valero-Cabré A. Revisiting 'brain modes' in a new computational era: approaches for the characterization of brain-behavioural associations. Brain 2020;143:1088-1098. [PMID: 31764975 DOI: 10.1093/brain/awz343] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 08/07/2019] [Accepted: 08/28/2019] [Indexed: 11/12/2022]  Open
72
Wang HT, Ho NSP, Bzdok D, Bernhardt BC, Margulies DS, Jefferies E, Smallwood J. Neurocognitive patterns dissociating semantic processing from executive control are linked to more detailed off-task mental time travel. Sci Rep 2020;10:11904. [PMID: 32681101 PMCID: PMC7368037 DOI: 10.1038/s41598-020-67605-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Accepted: 06/08/2020] [Indexed: 12/14/2022]  Open
73
Cai MB, Shvartsman M, Wu A, Zhang H, Zhu X. Incorporating structured assumptions with probabilistic graphical models in fMRI data analysis. Neuropsychologia 2020;144:107500. [PMID: 32433952 PMCID: PMC7387580 DOI: 10.1016/j.neuropsychologia.2020.107500] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 05/09/2020] [Accepted: 05/15/2020] [Indexed: 01/27/2023]
74
Engemann DA, Kozynets O, Sabbagh D, Lemaître G, Varoquaux G, Liem F, Gramfort A. Combining magnetoencephalography with magnetic resonance imaging enhances learning of surrogate-biomarkers. eLife 2020;9:e54055. [PMID: 32423528 PMCID: PMC7308092 DOI: 10.7554/elife.54055] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Accepted: 05/09/2020] [Indexed: 12/14/2022]  Open
75
Nyberg L, Wåhlin A. The many facets of brain aging. eLife 2020;9:56640. [PMID: 32297862 PMCID: PMC7162651 DOI: 10.7554/elife.56640] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2020] [Accepted: 04/09/2020] [Indexed: 11/13/2022]  Open
76
Bzdok D, Floris DL, Marquand AF. Analysing brain networks in population neuroscience: a case for the Bayesian philosophy. Philos Trans R Soc Lond B Biol Sci 2020;375:20190661. [PMID: 32089111 PMCID: PMC7061951 DOI: 10.1098/rstb.2019.0661] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/06/2019] [Indexed: 01/26/2023]  Open
77
Wang HT, Smallwood J, Mourao-Miranda J, Xia CH, Satterthwaite TD, Bassett DS, Bzdok D. Finding the needle in a high-dimensional haystack: Canonical correlation analysis for neuroscientists. Neuroimage 2020;216:116745. [PMID: 32278095 DOI: 10.1016/j.neuroimage.2020.116745] [Citation(s) in RCA: 135] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 02/12/2020] [Accepted: 03/12/2020] [Indexed: 12/12/2022]  Open
78
Xia CH, Ma Z, Cui Z, Bzdok D, Thirion B, Bassett DS, Satterthwaite TD, Shinohara RT, Witten DM. Multi-scale network regression for brain-phenotype associations. Hum Brain Mapp 2020;41:2553-2566. [PMID: 32216125 PMCID: PMC7383128 DOI: 10.1002/hbm.24982] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Revised: 01/31/2020] [Accepted: 02/26/2020] [Indexed: 02/03/2023]  Open
79
Müller A, Vetsch S, Pershin I, Candrian G, Baschera GM, Kropotov JD, Kasper J, Rehim HA, Eich D. EEG/ERP-based biomarker/neuroalgorithms in adults with ADHD: Development, reliability, and application in clinical practice. World J Biol Psychiatry 2020;21:172-182. [PMID: 30990349 DOI: 10.1080/15622975.2019.1605198] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
80
He T, Kong R, Holmes AJ, Nguyen M, Sabuncu MR, Eickhoff SB, Bzdok D, Feng J, Yeo BTT. Deep neural networks and kernel regression achieve comparable accuracies for functional connectivity prediction of behavior and demographics. Neuroimage 2020;206:116276. [PMID: 31610298 PMCID: PMC6984975 DOI: 10.1016/j.neuroimage.2019.116276] [Citation(s) in RCA: 141] [Impact Index Per Article: 28.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 09/16/2019] [Accepted: 10/10/2019] [Indexed: 12/14/2022]  Open
81
Vieira S, Gong QY, Pinaya WHL, Scarpazza C, Tognin S, Crespo-Facorro B, Tordesillas-Gutierrez D, Ortiz-García V, Setien-Suero E, Scheepers FE, Van Haren NEM, Marques TR, Murray RM, David A, Dazzan P, McGuire P, Mechelli A. Using Machine Learning and Structural Neuroimaging to Detect First Episode Psychosis: Reconsidering the Evidence. Schizophr Bull 2020;46:17-26. [PMID: 30809667 PMCID: PMC6942152 DOI: 10.1093/schbul/sby189] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
82
Vieira S, Lopez Pinaya WH, Mechelli A. Introduction to machine learning. Mach Learn 2020. [DOI: 10.1016/b978-0-12-815739-8.00001-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
83
Valentin S, Harkotte M, Popov T. Interpreting neural decoding models using grouped model reliance. PLoS Comput Biol 2020;16:e1007148. [PMID: 31905373 PMCID: PMC6964974 DOI: 10.1371/journal.pcbi.1007148] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2019] [Revised: 01/16/2020] [Accepted: 12/10/2019] [Indexed: 11/18/2022]  Open
84
Tandon N, Tandon R. Using machine learning to explain the heterogeneity of schizophrenia. Realizing the promise and avoiding the hype. Schizophr Res 2019;214:70-75. [PMID: 31500998 DOI: 10.1016/j.schres.2019.08.032] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Accepted: 08/28/2019] [Indexed: 01/09/2023]
85
Chakravarty MM. Guest editorial: Special issue on machine learning in schizophrenia. Schizophr Res 2019;214:1-2. [PMID: 31711732 DOI: 10.1016/j.schres.2019.10.044] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 10/20/2019] [Indexed: 11/16/2022]
86
Durstewitz D, Koppe G, Meyer-Lindenberg A. Deep neural networks in psychiatry. Mol Psychiatry 2019;24:1583-1598. [PMID: 30770893 DOI: 10.1038/s41380-019-0365-9] [Citation(s) in RCA: 119] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2018] [Revised: 01/02/2019] [Accepted: 01/24/2019] [Indexed: 01/03/2023]
87
Clinical-learning versus machine-learning for transdiagnostic prediction of psychosis onset in individuals at-risk. Transl Psychiatry 2019;9:259. [PMID: 31624229 PMCID: PMC6797779 DOI: 10.1038/s41398-019-0600-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2019] [Revised: 05/03/2019] [Accepted: 05/31/2019] [Indexed: 02/08/2023]  Open
88
Zhao Y, Klein A, Castellanos FX, Milham MP. Brain age prediction: Cortical and subcortical shape covariation in the developing human brain. Neuroimage 2019;202:116149. [PMID: 31476430 PMCID: PMC6819257 DOI: 10.1016/j.neuroimage.2019.116149] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Revised: 06/07/2019] [Accepted: 08/30/2019] [Indexed: 12/23/2022]  Open
89
Brunton BW, Beyeler M. Data-driven models in human neuroscience and neuroengineering. Curr Opin Neurobiol 2019;58:21-29. [PMID: 31325670 DOI: 10.1016/j.conb.2019.06.008] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2019] [Accepted: 06/22/2019] [Indexed: 12/26/2022]
90
Karrer TM, Bassett DS, Derntl B, Gruber O, Aleman A, Jardri R, Laird AR, Fox PT, Eickhoff SB, Grisel O, Varoquaux G, Thirion B, Bzdok D. Brain-based ranking of cognitive domains to predict schizophrenia. Hum Brain Mapp 2019;40:4487-4507. [PMID: 31313451 DOI: 10.1002/hbm.24716] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 06/10/2019] [Accepted: 06/26/2019] [Indexed: 12/22/2022]  Open
91
Quantifying individual differences in brain morphometry underlying symptom severity in Autism Spectrum Disorders. Sci Rep 2019;9:9898. [PMID: 31289283 PMCID: PMC6617442 DOI: 10.1038/s41598-019-45774-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2018] [Accepted: 06/14/2019] [Indexed: 01/12/2023]  Open
92
Bzdok D, Nichols TE, Smith SM. Towards Algorithmic Analytics for Large-scale Datasets. NAT MACH INTELL 2019;1:296-306. [PMID: 31701088 PMCID: PMC6837858 DOI: 10.1038/s42256-019-0069-5] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 06/05/2019] [Indexed: 11/09/2022]
93
Daube C, Ince RAA, Gross J. Simple Acoustic Features Can Explain Phoneme-Based Predictions of Cortical Responses to Speech. Curr Biol 2019;29:1924-1937.e9. [PMID: 31130454 PMCID: PMC6584359 DOI: 10.1016/j.cub.2019.04.067] [Citation(s) in RCA: 87] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Revised: 03/25/2019] [Accepted: 04/25/2019] [Indexed: 01/06/2023]
94
Brown RE. Why Study the History of Neuroscience? Front Behav Neurosci 2019;13:82. [PMID: 31191266 PMCID: PMC6539194 DOI: 10.3389/fnbeh.2019.00082] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Accepted: 04/05/2019] [Indexed: 12/26/2022]  Open
95
Elliott ML, Knodt AR, Cooke M, Kim MJ, Melzer TR, Keenan R, Ireland D, Ramrakha S, Poulton R, Caspi A, Moffitt TE, Hariri AR. General functional connectivity: Shared features of resting-state and task fMRI drive reliable and heritable individual differences in functional brain networks. Neuroimage 2019;189:516-532. [PMID: 30708106 PMCID: PMC6462481 DOI: 10.1016/j.neuroimage.2019.01.068] [Citation(s) in RCA: 188] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 01/22/2019] [Accepted: 01/27/2019] [Indexed: 01/15/2023]  Open
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Ten simple rules for predictive modeling of individual differences in neuroimaging. Neuroimage 2019;193:35-45. [PMID: 30831310 PMCID: PMC6521850 DOI: 10.1016/j.neuroimage.2019.02.057] [Citation(s) in RCA: 252] [Impact Index Per Article: 42.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Revised: 01/28/2019] [Accepted: 02/21/2019] [Indexed: 11/24/2022]  Open
97
Fan Z, Chen X, Qi ZX, Li L, Lu B, Jiang CL, Zhu RQ, Yan CG, Chen L. Physiological significance of R-fMRI indices: Can functional metrics differentiate structural lesions (brain tumors)? NEUROIMAGE-CLINICAL 2019;22:101741. [PMID: 30878611 PMCID: PMC6423471 DOI: 10.1016/j.nicl.2019.101741] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Revised: 02/16/2019] [Accepted: 02/28/2019] [Indexed: 12/04/2022]
98
Exploration, Inference, and Prediction in Neuroscience and Biomedicine. Trends Neurosci 2019;42:251-262. [PMID: 30808574 DOI: 10.1016/j.tins.2019.02.001] [Citation(s) in RCA: 126] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Revised: 01/28/2019] [Accepted: 02/01/2019] [Indexed: 12/21/2022]
99
Mackevicius EL, Bahle AH, Williams AH, Gu S, Denisenko NI, Goldman MS, Fee MS. Unsupervised discovery of temporal sequences in high-dimensional datasets, with applications to neuroscience. eLife 2019;8:38471. [PMID: 30719973 PMCID: PMC6363393 DOI: 10.7554/elife.38471] [Citation(s) in RCA: 62] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2018] [Accepted: 01/04/2019] [Indexed: 11/22/2022]  Open
100
Enhanced Molecular Appreciation of Psychiatric Disorders Through High-Dimensionality Data Acquisition and Analytics. Methods Mol Biol 2019;2011:671-723. [PMID: 31273728 DOI: 10.1007/978-1-4939-9554-7_39] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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