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For: Mourão-Miranda J, Bokde ALW, Born C, Hampel H, Stetter M. Classifying brain states and determining the discriminating activation patterns: Support Vector Machine on functional MRI data. Neuroimage 2005;28:980-95. [PMID: 16275139 DOI: 10.1016/j.neuroimage.2005.06.070] [Citation(s) in RCA: 455] [Impact Index Per Article: 23.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2005] [Revised: 06/17/2005] [Accepted: 06/23/2005] [Indexed: 10/25/2022]  Open
Number Cited by Other Article(s)
1
Margolles P, Soto D. Enhanced generalization and specialization of brain representations of semantic knowledge in healthy aging. Neuropsychologia 2024;204:108999. [PMID: 39265653 DOI: 10.1016/j.neuropsychologia.2024.108999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 05/15/2024] [Accepted: 09/08/2024] [Indexed: 09/14/2024]
2
Jang H, Dai R, Mashour GA, Hudetz AG, Huang Z. Classifying Unconscious, Psychedelic, and Neuropsychiatric Brain States with Functional Connectivity, Graph Theory, and Cortical Gradient Analysis. Brain Sci 2024;14:880. [PMID: 39335376 PMCID: PMC11430472 DOI: 10.3390/brainsci14090880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2024] [Revised: 08/28/2024] [Accepted: 08/28/2024] [Indexed: 09/30/2024]  Open
3
Fu Y, Yan X, Mao J, Su H, Cao F. Abnormal brain activation during speech perception and production in children and adults with reading difficulty. NPJ SCIENCE OF LEARNING 2024;9:53. [PMID: 39181867 PMCID: PMC11344838 DOI: 10.1038/s41539-024-00266-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 08/15/2024] [Indexed: 08/27/2024]
4
Parajuli A, Felleman DJ. Hue and orientation pinwheels in macaque area V4. J Neurophysiol 2024;132:589-615. [PMID: 38988289 PMCID: PMC11427060 DOI: 10.1152/jn.00366.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 07/01/2024] [Accepted: 07/01/2024] [Indexed: 07/12/2024]  Open
5
Wu X, Zhang Y, Xue M, Li J, Li X, Cui Z, Gao JH, Yang G. Heritability of functional gradients in the human subcortico-cortical connectivity. Commun Biol 2024;7:854. [PMID: 38997510 PMCID: PMC11245549 DOI: 10.1038/s42003-024-06551-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 07/04/2024] [Indexed: 07/14/2024]  Open
6
Klemm L, Kuehn E, Kalyani A, Schreiber S, Reichert C, Azañón E. Age-related differences in finger interdependence during complex hand movements. J Appl Physiol (1985) 2024;137:181-193. [PMID: 38695353 DOI: 10.1152/japplphysiol.00606.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 04/17/2024] [Accepted: 04/25/2024] [Indexed: 07/14/2024]  Open
7
Zheng R, Bu C, Chen Y, Wei Y, Zhou B, Jiang Y, Zhu C, Wang K, Wang C, Li S, Han S, Zhang Y, Cheng J. Decreased intrinsic neural timescale in treatment-naïve adolescent depression. J Affect Disord 2024;348:389-397. [PMID: 38160888 DOI: 10.1016/j.jad.2023.12.048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 11/25/2023] [Accepted: 12/23/2023] [Indexed: 01/03/2024]
8
Liang Y, Bo K, Meyyappan S, Ding M. Decoding fMRI data with support vector machines and deep neural networks. J Neurosci Methods 2024;401:110004. [PMID: 37914001 DOI: 10.1016/j.jneumeth.2023.110004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 10/21/2023] [Accepted: 10/27/2023] [Indexed: 11/03/2023]
9
Falcon C, Operto G, Molinuevo JL, Gispert JD. Neuroimaging Methods for MRI Analysis in CSF Biomarkers Studies. Methods Mol Biol 2024;2785:143-162. [PMID: 38427193 DOI: 10.1007/978-1-0716-3774-6_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
10
Nemali A, Vockert N, Berron D, Maas A, Bernal J, Yakupov R, Peters O, Gref D, Cosma N, Preis L, Priller J, Spruth E, Altenstein S, Lohse A, Fliessbach K, Kimmich O, Vogt I, Wiltfang J, Hansen N, Bartels C, Schott BH, Maier F, Meiberth D, Glanz W, Incesoy E, Butryn M, Buerger K, Janowitz D, Pernecky R, Rauchmann B, Burow L, Teipel S, Kilimann I, Göerß D, Dyrba M, Laske C, Munk M, Sanzenbacher C, Müller S, Spottke A, Roy N, Heneka M, Brosseron F, Roeske S, Dobisch L, Ramirez A, Ewers M, Dechent P, Scheffler K, Kleineidam L, Wolfsgruber S, Wagner M, Jessen F, Duzel E, Ziegler G. Gaussian Process-based prediction of memory performance and biomarker status in ageing and Alzheimer's disease-A systematic model evaluation. Med Image Anal 2023;90:102913. [PMID: 37660483 DOI: 10.1016/j.media.2023.102913] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 06/28/2023] [Accepted: 07/25/2023] [Indexed: 09/05/2023]
11
Huang L, Shu Y, Liu X, Li L, Long T, Zeng L, Liu Y, Deng Y, Li H, Peng D. Abnormal dynamic functional connectivity in the hippocampal subregions of patients with untreated moderate-to-severe obstructive sleep apnea. Sleep Med 2023;112:273-281. [PMID: 37939546 DOI: 10.1016/j.sleep.2023.10.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 10/19/2023] [Accepted: 10/30/2023] [Indexed: 11/10/2023]
12
Huang W, Zeng J, Jia L, Zhu D, O’Brien J, Ritchie C, Shu N, Su L. Genetic risks of Alzheimer's by APOE and MAPT on cortical morphology in young healthy adults. Brain Commun 2023;5:fcad234. [PMID: 37693814 PMCID: PMC10489122 DOI: 10.1093/braincomms/fcad234] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 07/29/2023] [Accepted: 08/30/2023] [Indexed: 09/12/2023]  Open
13
Ji H, Zhang X, Chen B, Yuan Z, Zheng N, Keil A. Groupwise structural sparsity for discriminative voxels identification. Front Neurosci 2023;17:1247315. [PMID: 37746136 PMCID: PMC10512739 DOI: 10.3389/fnins.2023.1247315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Accepted: 08/18/2023] [Indexed: 09/26/2023]  Open
14
Martinez-Tejada LA, Imakura Y, Cho YT, Minati L, Yoshimura N. Differential processing of intrinsic vs. extrinsic coordinates in wrist movement: connectivity and chronometry perspectives. Front Neuroinform 2023;17:1199862. [PMID: 37492243 PMCID: PMC10364451 DOI: 10.3389/fninf.2023.1199862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 06/22/2023] [Indexed: 07/27/2023]  Open
15
Liang Y, Bo K, Meyyappan S, Ding M. Decoding fMRI Data: A Comparison Between Support Vector Machines and Deep Neural Networks. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.30.542882. [PMID: 37398470 PMCID: PMC10312615 DOI: 10.1101/2023.05.30.542882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
16
Lv X, Funahashi S, Li C, Wu J. Variational relevance evaluation of individual fMRI data enables deconstruction of task-dependent neural dynamics. Commun Biol 2023;6:491. [PMID: 37147471 PMCID: PMC10163018 DOI: 10.1038/s42003-023-04804-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 04/04/2023] [Indexed: 05/07/2023]  Open
17
Zhou Z, Li H, Srinivasan D, Abdulkadir A, Nasrallah IM, Wen J, Doshi J, Erus G, Mamourian E, Bryan NR, Wolk DA, Beason-Held L, Resnick SM, Satterthwaite TD, Davatzikos C, Shou H, Fan Y. Multiscale functional connectivity patterns of the aging brain learned from harmonized rsfMRI data of the multi-cohort iSTAGING study. Neuroimage 2023;269:119911. [PMID: 36731813 PMCID: PMC9992322 DOI: 10.1016/j.neuroimage.2023.119911] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 01/06/2023] [Accepted: 01/28/2023] [Indexed: 02/03/2023]  Open
18
Lin Y, Li Q, Chen A. The causal mechanisms underlying analogical reasoning performance improvement by executive attention intervention. Hum Brain Mapp 2023;44:3241-3253. [PMID: 36971608 PMCID: PMC10171494 DOI: 10.1002/hbm.26278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2022] [Revised: 02/09/2023] [Accepted: 02/27/2023] [Indexed: 03/29/2023]  Open
19
Yang G, Bozek J, Noble S, Han M, Wu X, Xue M, Kang J, Jia T, Fu J, Ge J, Cui Z, Li X, Feng J, Gao JH. Global diversity in individualized cortical network topography. Cereb Cortex 2023:6992941. [PMID: 36657772 DOI: 10.1093/cercor/bhad002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Revised: 12/24/2022] [Accepted: 12/27/2022] [Indexed: 01/21/2023]  Open
20
Goel R, Tse T, Smith LJ, Floren A, Naylor B, Williams MW, Salas R, Rizzo AS, Ress D. Framework for Accurate Classification of Self-Reported Stress From Multisession Functional MRI Data of Veterans With Posttraumatic Stress. CHRONIC STRESS (THOUSAND OAKS, CALIF.) 2023;7:24705470231203655. [PMID: 37780807 PMCID: PMC10540591 DOI: 10.1177/24705470231203655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 09/11/2023] [Indexed: 10/03/2023]
21
Farahani FV, Fiok K, Lahijanian B, Karwowski W, Douglas PK. Explainable AI: A review of applications to neuroimaging data. Front Neurosci 2022;16:906290. [PMID: 36583102 PMCID: PMC9793854 DOI: 10.3389/fnins.2022.906290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 11/14/2022] [Indexed: 12/05/2022]  Open
22
A hypothesis-driven method based on machine learning for neuroimaging data analysis. Neurocomputing 2022. [DOI: 10.1016/j.neucom.2022.09.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
23
Pereira JA, Ray A, Rana M, Silva C, Salinas C, Zamorano F, Irani M, Opazo P, Sitaram R, Ruiz S. A real-time fMRI neurofeedback system for the clinical alleviation of depression with a subject-independent classification of brain states: A proof of principle study. Front Hum Neurosci 2022;16:933559. [PMID: 36092645 PMCID: PMC9452730 DOI: 10.3389/fnhum.2022.933559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Accepted: 07/25/2022] [Indexed: 11/13/2022]  Open
24
Shanmugan S, Seidlitz J, Cui Z, Adebimpe A, Bassett DS, Bertolero MA, Davatzikos C, Fair DA, Gur RE, Gur RC, Larsen B, Li H, Pines A, Raznahan A, Roalf DR, Shinohara RT, Vogel J, Wolf DH, Fan Y, Alexander-Bloch A, Satterthwaite TD. Sex differences in the functional topography of association networks in youth. Proc Natl Acad Sci U S A 2022;119:e2110416119. [PMID: 35939696 PMCID: PMC9388107 DOI: 10.1073/pnas.2110416119] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 07/15/2022] [Indexed: 01/16/2023]  Open
25
Preserved anatomical bypasses predict variance in language functions after stroke. Cortex 2022;155:46-61. [DOI: 10.1016/j.cortex.2022.05.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 02/11/2022] [Accepted: 05/16/2022] [Indexed: 11/23/2022]
26
Rustam F, Ishaq A, Munir K, Almutairi M, Aslam N, Ashraf I. Incorporating CNN Features for Optimizing Performance of Ensemble Classifier for Cardiovascular Disease Prediction. Diagnostics (Basel) 2022;12:diagnostics12061474. [PMID: 35741283 PMCID: PMC9221641 DOI: 10.3390/diagnostics12061474] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 06/11/2022] [Accepted: 06/14/2022] [Indexed: 11/16/2022]  Open
27
Brasanac J, Hetzer S, Asseyer S, Kuchling J, Bellmann-Strobl J, Ritter K, Gamradt S, Scheel M, Haynes JD, Brandt AU, Paul F, Gold SM, Weygandt M. Central stress processing, T cell responsivity to stress hormones, and disease severity in multiple sclerosis. Brain Commun 2022;4:fcac086. [PMID: 35441135 PMCID: PMC9014535 DOI: 10.1093/braincomms/fcac086] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Revised: 11/18/2021] [Accepted: 03/31/2022] [Indexed: 12/03/2022]  Open
28
Du B, Cheng X, Duan Y, Ning H. fMRI Brain Decoding and Its Applications in Brain-Computer Interface: A Survey. Brain Sci 2022;12:228. [PMID: 35203991 PMCID: PMC8869956 DOI: 10.3390/brainsci12020228] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 01/29/2022] [Accepted: 01/30/2022] [Indexed: 11/25/2022]  Open
29
Larsen B, Cui Z, Adebimpe A, Pines A, Alexander-Bloch A, Bertolero M, Calkins ME, Gur RE, Gur RC, Mahadevan AS, Moore TM, Roalf DR, Seidlitz J, Sydnor VJ, Wolf DH, Satterthwaite TD. A developmental reduction of the excitation:inhibition ratio in association cortex during adolescence. SCIENCE ADVANCES 2022;8:eabj8750. [PMID: 35119918 PMCID: PMC8816330 DOI: 10.1126/sciadv.abj8750] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 12/13/2021] [Indexed: 06/14/2023]
30
Zhang B, Liu S, Liu X, Chen S, Ke Y, Qi S, Wei X, Ming D. Discriminating subclinical depression from major depression using multi-scale brain functional features: A radiomics analysis. J Affect Disord 2022;297:542-552. [PMID: 34744016 DOI: 10.1016/j.jad.2021.10.122] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 10/13/2021] [Accepted: 10/26/2021] [Indexed: 11/26/2022]
31
Wang C, Fang P, Li Y, Wu L, Hu T, Yang Q, Han A, Chang Y, Tang X, Lv X, Xu Z, Xu Y, Li L, Zheng M, Zhu Y. Predicting Attentional Vulnerability to Sleep Deprivation: A Multivariate Pattern Analysis of DTI Data. Nat Sci Sleep 2022;14:791-803. [PMID: 35497645 PMCID: PMC9041361 DOI: 10.2147/nss.s345328] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Accepted: 04/14/2022] [Indexed: 11/26/2022]  Open
32
Xie W, Shu Y, Liu X, Li K, Li P, Kong L, Yu P, Huang L, Long T, Zeng L, Li H, Peng D. Abnormal Spontaneous Brain Activity and Cognitive Impairment in Obstructive Sleep Apnea. Nat Sci Sleep 2022;14:1575-1587. [PMID: 36090000 PMCID: PMC9462436 DOI: 10.2147/nss.s376638] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Accepted: 08/28/2022] [Indexed: 11/23/2022]  Open
33
Bittencourt M, Balart-Sánchez SA, Maurits NM, van der Naalt J. Self-Reported Complaints as Prognostic Markers for Outcome After Mild Traumatic Brain Injury in Elderly: A Machine Learning Approach. Front Neurol 2021;12:751539. [PMID: 34925214 PMCID: PMC8674199 DOI: 10.3389/fneur.2021.751539] [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: 08/01/2021] [Accepted: 10/26/2021] [Indexed: 11/13/2022]  Open
34
Meyer-Arndt L, Schmitz-Hübsch T, Bellmann-Strobl J, Brandt AU, Haynes JD, Gold SM, Paul F, Weygandt M. Neural Processes of Psychological Stress and Relaxation Predict the Future Evolution of Quality of Life in Multiple Sclerosis. Front Neurol 2021;12:753107. [PMID: 34887828 PMCID: PMC8650716 DOI: 10.3389/fneur.2021.753107] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Accepted: 10/26/2021] [Indexed: 01/10/2023]  Open
35
Lim MJR, Quek RHC, Ng KJ, Loh NHW, Lwin S, Teo K, Nga VDW, Yeo TT, Motani M. Machine Learning Models Prognosticate Functional Outcomes Better than Clinical Scores in Spontaneous Intracerebral Haemorrhage. J Stroke Cerebrovasc Dis 2021;31:106234. [PMID: 34896819 DOI: 10.1016/j.jstrokecerebrovasdis.2021.106234] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Revised: 11/11/2021] [Accepted: 11/17/2021] [Indexed: 10/19/2022]  Open
36
Wang N, Yao D, Ma L, Liu M. Multi-site clustering and nested feature extraction for identifying autism spectrum disorder with resting-state fMRI. Med Image Anal 2021;75:102279. [PMID: 34731776 DOI: 10.1016/j.media.2021.102279] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 10/16/2021] [Accepted: 10/18/2021] [Indexed: 12/22/2022]
37
Hu M, Zou L, Lu J, Yang Z, Chen Y, Xu Y, Sun C. Construction of a 5-feature gene model by support vector machine for classifying osteoporosis samples. Bioengineered 2021;12:6821-6830. [PMID: 34622712 PMCID: PMC8806423 DOI: 10.1080/21655979.2021.1971026] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]  Open
38
Liu M, Li B, Hu D. Autism Spectrum Disorder Studies Using fMRI Data and Machine Learning: A Review. Front Neurosci 2021;15:697870. [PMID: 34602966 PMCID: PMC8480393 DOI: 10.3389/fnins.2021.697870] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 08/09/2021] [Indexed: 01/01/2023]  Open
39
Lao H, Zhang X. Regression and Classification of Alzheimers Disease Diagnosis using NMF-TDNet Features from 3D Brain MR Image. IEEE J Biomed Health Inform 2021;26:1103-1115. [PMID: 34543210 DOI: 10.1109/jbhi.2021.3113668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Wu D, Yang L, Gong G, Zheng Y, Jin C, Qi L, Li Y, Wu D, Cui Z, He X, Ren L. Characterizing the hyper- and hypometabolism in temporal lobe epilepsy using multivariate machine learning. J Neurosci Res 2021;99:3035-3046. [PMID: 34498762 DOI: 10.1002/jnr.24951] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 07/21/2021] [Accepted: 08/07/2021] [Indexed: 11/08/2022]
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Ravindran A, Rieke JD, Zapata JDA, White KD, Matarasso A, Yusufali MM, Rana M, Gunduz A, Modarres M, Sitaram R, Daly JJ. Four methods of brain pattern analyses of fMRI signals associated with wrist extension versus wrist flexion studied for potential use in future motor learning BCI. PLoS One 2021;16:e0254338. [PMID: 34403422 PMCID: PMC8370644 DOI: 10.1371/journal.pone.0254338] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2020] [Accepted: 06/24/2021] [Indexed: 11/21/2022]  Open
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Huang W, Li X, Li X, Kang G, Han Y, Shu N. Combined Support Vector Machine Classifier and Brain Structural Network Features for the Individual Classification of Amnestic Mild Cognitive Impairment and Subjective Cognitive Decline Patients. Front Aging Neurosci 2021;13:687927. [PMID: 34393757 PMCID: PMC8361326 DOI: 10.3389/fnagi.2021.687927] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 06/30/2021] [Indexed: 12/16/2022]  Open
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Wang Y, Jiang M, Huang L, Meng X, Li S, Pang X, Zeng Z. Altered Functional Brain Network in Systemic Lupus Erythematosus Patients Without Overt Neuropsychiatric Symptoms Based on Resting-State Functional Magnetic Resonance Imaging and Multivariate Pattern Analysis. Front Neurol 2021;12:690979. [PMID: 34354663 PMCID: PMC8333697 DOI: 10.3389/fneur.2021.690979] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Accepted: 06/04/2021] [Indexed: 11/13/2022]  Open
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Cross-network interaction for diagnosis of major depressive disorder based on resting state functional connectivity. Brain Imaging Behav 2021;15:1279-1289. [PMID: 32734435 PMCID: PMC8286225 DOI: 10.1007/s11682-020-00326-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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Tao W, Li H, Li X, Huang R, Shao W, Guan Q, Zhang Z. Progressive Brain Degeneration From Subjective Cognitive Decline to Amnestic Mild Cognitive Impairment: Evidence From Large-Scale Anatomical Connection Classification Analysis. Front Aging Neurosci 2021;13:687530. [PMID: 34322011 PMCID: PMC8312851 DOI: 10.3389/fnagi.2021.687530] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 06/07/2021] [Indexed: 11/13/2022]  Open
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Cao X, Chen C, Tian L. Supervised Multidimensional Scaling and its Application in MRI-Based Individual Age Predictions. Neuroinformatics 2021;19:219-231. [PMID: 32676970 DOI: 10.1007/s12021-020-09476-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Varzandian A, Razo MAS, Sanders MR, Atmakuru A, Di Fatta G. Classification-Biased Apparent Brain Age for the Prediction of Alzheimer's Disease. Front Neurosci 2021;15:673120. [PMID: 34121998 PMCID: PMC8193935 DOI: 10.3389/fnins.2021.673120] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 04/26/2021] [Indexed: 11/16/2022]  Open
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Akramifard H, Balafar MA, Razavi SN, Ramli AR. Early Detection of Alzheimer's Disease Based on Clinical Trials, Three-Dimensional Imaging Data, and Personal Information Using Autoencoders. JOURNAL OF MEDICAL SIGNALS & SENSORS 2021;11:120-130. [PMID: 34268100 PMCID: PMC8253314 DOI: 10.4103/jmss.jmss_11_20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Revised: 03/16/2019] [Accepted: 08/30/2020] [Indexed: 12/02/2022]
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Ebrahimi T, Tafakhori A, Hashemi H, Ali Oghabian M. An interictal measurement of cerebral oxygen extraction fraction in MRI-negative refractory epilepsy using quantitative susceptibility mapping. Phys Med 2021;85:87-97. [PMID: 33984822 DOI: 10.1016/j.ejmp.2021.03.039] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 03/19/2021] [Accepted: 03/30/2021] [Indexed: 11/16/2022]  Open
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Rajan A, Meyyappan S, Liu Y, Samuel IBH, Nandi B, Mangun GR, Ding M. The Microstructure of Attentional Control in the Dorsal Attention Network. J Cogn Neurosci 2021;33:965-983. [PMID: 34428795 DOI: 10.1162/jocn_a_01710] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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