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For: Arbabshirani MR, Plis S, Sui J, Calhoun VD. Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls. Neuroimage 2017;145:137-165. [PMID: 27012503 PMCID: PMC5031516 DOI: 10.1016/j.neuroimage.2016.02.079] [Citation(s) in RCA: 560] [Impact Index Per Article: 70.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2015] [Revised: 02/03/2016] [Accepted: 02/25/2016] [Indexed: 01/18/2023]  Open
Number Cited by Other Article(s)
1
Takahara Y, Kashiwagi Y, Tokuda T, Yoshimoto J, Sakai Y, Yamashita A, Yoshioka T, Takahashi H, Mizuta H, Kasai K, Kunimitsu A, Okada N, Itai E, Shinzato H, Yokoyama S, Masuda Y, Mitsuyama Y, Okada G, Okamoto Y, Itahashi T, Ohta H, Hashimoto RI, Harada K, Yamagata H, Matsubara T, Matsuo K, Tanaka SC, Imamizu H, Ogawa K, Momosaki S, Kawato M, Yamashita O. Comprehensive evaluation of pipelines for classification of psychiatric disorders using multi-site resting-state fMRI datasets. Neural Netw 2025;187:107335. [PMID: 40068496 DOI: 10.1016/j.neunet.2025.107335] [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] [Received: 07/11/2024] [Revised: 02/17/2025] [Accepted: 02/27/2025] [Indexed: 04/29/2025]
2
Huang J, Wang S, Liao X, Su D, Lin R, Zhang T, Zhao L. Knowledge map of artificial intelligence in neurodegenerative diseases: a decade-long bibliometric and visualization study. Front Aging Neurosci 2025;17:1586282. [PMID: 40438502 PMCID: PMC12116524 DOI: 10.3389/fnagi.2025.1586282] [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: 03/02/2025] [Accepted: 04/14/2025] [Indexed: 06/01/2025]  Open
3
Tan J, Ren X, Chen Y, Yuan X, Chang F, Yang R, Ma C, Chen X, Tian M, Chen W, Wang Z. Application of improved graph convolutional network for cortical surface parcellation. Sci Rep 2025;15:16409. [PMID: 40355465 PMCID: PMC12069630 DOI: 10.1038/s41598-025-00116-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Accepted: 04/25/2025] [Indexed: 05/14/2025]  Open
4
Zhang L, Jian L, Long Y, Ren Z, Calhoun VD, Passos IC, Tian X, Xiang Y. Machine learning approaches for classifying major depressive disorder using biological and neuropsychological markers: A meta-analysis. Neurosci Biobehav Rev 2025;174:106201. [PMID: 40354957 DOI: 10.1016/j.neubiorev.2025.106201] [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: 11/26/2024] [Revised: 04/02/2025] [Accepted: 05/05/2025] [Indexed: 05/14/2025]
5
Zhang Y, Xu Y, Cheng Y, Zhao Y, Potenza MN, Shi H. An interpretable deep-learning approach to detect biomarkers in anxious-depressed symptoms from prefrontal fNIRS signals during an autobiographical memory test. Asian J Psychiatr 2025;107:104451. [PMID: 40158273 DOI: 10.1016/j.ajp.2025.104451] [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: 11/27/2024] [Revised: 02/10/2025] [Accepted: 03/18/2025] [Indexed: 04/02/2025]
6
Wang X, Xue L, Dai Z, Shao J, Zhang Y, Tian S, Yan R, Chen Z, Yao Z, Lu Q. Meta-Analysis Informed Functional Connectomes Representations for Depression Identification. J Magn Reson Imaging 2025. [PMID: 40260912 DOI: 10.1002/jmri.29801] [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: 01/07/2025] [Revised: 04/04/2025] [Accepted: 04/07/2025] [Indexed: 04/24/2025]  Open
7
Jamal R, Shaikh MA, Taleuzzaman M, Haque Z, Albratty M, Alam MS, Makeen HA, Zoghebi K, Saleh SF. Key biomarkers in Alzheimer's disease: Insights for diagnosis and treatment strategies. J Alzheimers Dis 2025:13872877251330500. [PMID: 40255041 DOI: 10.1177/13872877251330500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/22/2025]
8
Akter S, Liu Z, Simoes EJ, Rao P. Using machine learning and electronic health record (EHR) data for the early prediction of Alzheimer's Disease and Related Dementias. J Prev Alzheimers Dis 2025:100169. [PMID: 40246680 DOI: 10.1016/j.tjpad.2025.100169] [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: 01/29/2025] [Revised: 04/04/2025] [Accepted: 04/07/2025] [Indexed: 04/19/2025]
9
Li C, Chen J, Dong M, Yan H, Chen F, Mao N, Wang S, Liu X, Tang Y, Wang F, Qin J. Classification of schizophrenia spectrum disorder using machine learning and functional connectivity: reconsidering the clinical application. BMC Psychiatry 2025;25:372. [PMID: 40229794 PMCID: PMC11995574 DOI: 10.1186/s12888-025-06817-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Accepted: 04/04/2025] [Indexed: 04/16/2025]  Open
10
Saidi P, Dasarathy G, Berisha V. Unraveling overoptimism and publication bias in ML-driven science. PATTERNS (NEW YORK, N.Y.) 2025;6:101185. [PMID: 40264959 PMCID: PMC12010447 DOI: 10.1016/j.patter.2025.101185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 12/23/2024] [Accepted: 01/30/2025] [Indexed: 04/24/2025]
11
Mahmood MA, Jamel L, Alturki N, Tawfeek MA. Leveraging artificial intelligence for diagnosis of children autism through facial expressions. Sci Rep 2025;15:11945. [PMID: 40200029 PMCID: PMC11978962 DOI: 10.1038/s41598-025-96014-6] [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: 02/05/2025] [Accepted: 03/25/2025] [Indexed: 04/10/2025]  Open
12
He K, Zhang J, Huang Y, Mo X, Yu R, Min J, Zhu T, Ma Y, He X, Lv F, Zeng J, Li C, McNamara RK, Lei D, Liu M. Machine learning-based assessment of morphometric abnormalities distinguishes bipolar disorder and major depressive disorder. Neuroradiology 2025;67:921-930. [PMID: 39825893 DOI: 10.1007/s00234-025-03544-x] [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: 09/22/2024] [Accepted: 01/09/2025] [Indexed: 01/20/2025]
13
Zhang Q, Xu Y, Guo D, He H, Zhang Z, Wang X, Yu S. Classification of Irritable Bowel Syndrome Using Brain Functional Connectivity Strength and Machine Learning. Neurogastroenterol Motil 2025;37:e14994. [PMID: 39752374 DOI: 10.1111/nmo.14994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2024] [Revised: 11/26/2024] [Accepted: 12/17/2024] [Indexed: 04/15/2025]
14
Mauri C, Cerri S, Puonti O, Mühlau M, Van Leemput K. A lightweight generative model for interpretable subject-level prediction. Med Image Anal 2025;101:103436. [PMID: 39793217 PMCID: PMC11876000 DOI: 10.1016/j.media.2024.103436] [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: 06/09/2023] [Revised: 12/06/2024] [Accepted: 12/09/2024] [Indexed: 01/13/2025]
15
Ooi LQR, Orban C, Zhang S, Nichols TE, Tan TWK, Kong R, Marek S, Dosenbach NU, Laumann T, Gordon EM, Yap KH, Ji F, Chong JSX, Chen C, An L, Franzmeier N, Roemer SN, Hu Q, Ren J, Liu H, Chopra S, Cocuzza CV, Baker JT, Zhou JH, Bzdok D, Eickhoff SB, Holmes AJ, Yeo BTT, Alzheimer’s Disease Neuroimaging Initiative. Longer scans boost prediction and cut costs in brain-wide association studies. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.02.16.580448. [PMID: 38405815 PMCID: PMC10889017 DOI: 10.1101/2024.02.16.580448] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
16
Lin Q, Cao D, Li W, Zhang Y, Li Y, Liu P, Huang X, Huang K, Gong Q, Zhou D, An D. Connectome architecture for gray matter atrophy and surgical outcomes in temporal lobe epilepsy. Epilepsia 2025. [PMID: 40056026 DOI: 10.1111/epi.18343] [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: 11/03/2024] [Revised: 02/15/2025] [Accepted: 02/17/2025] [Indexed: 03/17/2025]
17
Lacomba‐Arnau E, Martínez‐Molina A, Barrós‐Loscertales A. Structural Cerebellar and Lateral Frontoparietal Networks are altered in CUD: An SBM Analysis. Addict Biol 2025;30:e70021. [PMID: 40072344 PMCID: PMC11899759 DOI: 10.1111/adb.70021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 01/14/2025] [Accepted: 01/20/2025] [Indexed: 03/14/2025]
18
Richter-Laskowska M, Sobotnicka E, Bednorz A. Cognitive performance classification of older patients using machine learning and electronic medical records. Sci Rep 2025;15:6564. [PMID: 39994339 PMCID: PMC11850844 DOI: 10.1038/s41598-025-90460-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Accepted: 02/13/2025] [Indexed: 02/26/2025]  Open
19
Lei D, Qin K, Li W, Pinaya WHL, Tallman MJ, Zhang J, Patino LR, Strawn JR, Fleck DE, Klein CC, Gong Q, Adler CM, Mechelli A, Sweeney JA, DelBello MP. Brain structural connectomic topology predicts medication response in youth with bipolar disorder: A randomized clinical trial. J Affect Disord 2025;371:324-332. [PMID: 39577502 DOI: 10.1016/j.jad.2024.11.061] [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: 12/12/2023] [Revised: 10/05/2024] [Accepted: 11/19/2024] [Indexed: 11/24/2024]
20
Sun H, Liu N, Qiu C, Tao B, Yang C, Tang B, Li H, Zhan K, Cai C, Zhang W, Lui S. Applications of MRI in Schizophrenia: Current Progress in Establishing Clinical Utility. J Magn Reson Imaging 2025;61:616-633. [PMID: 38946400 DOI: 10.1002/jmri.29470] [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: 08/17/2023] [Revised: 05/20/2024] [Accepted: 05/20/2024] [Indexed: 07/02/2024]  Open
21
Ajith M, Spence JS, Chapman SB, Calhoun VD. Multimodal predictive modeling: Scalable imaging informed approaches to predict future brain health. J Neurosci Methods 2025;414:110322. [PMID: 39608579 DOI: 10.1016/j.jneumeth.2024.110322] [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] [Received: 04/26/2024] [Revised: 11/11/2024] [Accepted: 11/17/2024] [Indexed: 11/30/2024]
22
Jirsaraie RJ, Gatavins MM, Pines AR, Kandala S, Bijsterbosch JD, Marek S, Bogdan R, Barch DM, Sotiras A. Mapping the neurodevelopmental predictors of psychopathology. Mol Psychiatry 2025;30:478-488. [PMID: 39107582 DOI: 10.1038/s41380-024-02682-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 07/13/2024] [Accepted: 07/22/2024] [Indexed: 08/10/2024]
23
Heyn SA, Keding TJ, Cisler J, McLaughlin K, Herringa RJ. Differential gray matter correlates and machine learning prediction of abuse and internalizing psychopathology in adolescent females. Sci Rep 2025;15:651. [PMID: 39753729 PMCID: PMC11698963 DOI: 10.1038/s41598-024-84616-5] [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: 07/26/2024] [Accepted: 12/25/2024] [Indexed: 01/06/2025]  Open
24
Chu T, Liu Y, Gui B, Zhang Z, Zhang G, Dong F, Dong J, Lin S. Hippocampal Subregions Volume and Texture for the Diagnosis of Mild Cognitive Impairment. Exp Aging Res 2025;51:125-136. [PMID: 38357913 DOI: 10.1080/0361073x.2024.2313940] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Accepted: 01/16/2024] [Indexed: 02/16/2024]
25
Kumar R, Waisberg E, Ong J, Paladugu P, Amiri D, Saintyl J, Yelamanchi J, Nahouraii R, Jagadeesan R, Tavakkoli A. Artificial Intelligence-Based Methodologies for Early Diagnostic Precision and Personalized Therapeutic Strategies in Neuro-Ophthalmic and Neurodegenerative Pathologies. Brain Sci 2024;14:1266. [PMID: 39766465 PMCID: PMC11674895 DOI: 10.3390/brainsci14121266] [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: 11/20/2024] [Revised: 12/09/2024] [Accepted: 12/15/2024] [Indexed: 01/11/2025]  Open
26
Jin S, Chen H, Li L, Liu Y, Liu P, Xie A, Liao Y. Resting-state functional connectome predicts sleep quality two months after the first negative COVID-19 antigen test. Sleep Med 2024;124:727-736. [PMID: 39549632 DOI: 10.1016/j.sleep.2024.11.012] [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: 07/23/2024] [Revised: 09/30/2024] [Accepted: 11/08/2024] [Indexed: 11/18/2024]
27
Di Camillo F, Grimaldi DA, Cattarinussi G, Di Giorgio A, Locatelli C, Khuntia A, Enrico P, Brambilla P, Koutsouleris N, Sambataro F. Magnetic resonance imaging-based machine learning classification of schizophrenia spectrum disorders: a meta-analysis. Psychiatry Clin Neurosci 2024;78:732-743. [PMID: 39290174 PMCID: PMC11612547 DOI: 10.1111/pcn.13736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Revised: 07/31/2024] [Accepted: 08/19/2024] [Indexed: 09/19/2024]
28
Hsu AL, Wu CY, Ng HYH, Chuang CH, Huang CM, Wu CW, Chao YP. Classification of mindfulness experiences from gamma-band effective connectivity: Application of machine-learning algorithms on resting, breathing, and body scan. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2024;257:108446. [PMID: 39369588 DOI: 10.1016/j.cmpb.2024.108446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 09/16/2024] [Accepted: 09/27/2024] [Indexed: 10/08/2024]
29
Ghaderi S, Mohammadi M, Sayehmiri F, Mohammadi S, Tavasol A, Rezaei M, Ghalyanchi-Langeroudi A. Machine Learning Approaches to Identify Affected Brain Regions in Movement Disorders Using MRI Data: A Systematic Review and Diagnostic Meta-analysis. J Magn Reson Imaging 2024;60:2518-2546. [PMID: 38538062 DOI: 10.1002/jmri.29364] [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] [Received: 02/05/2024] [Revised: 03/13/2024] [Accepted: 03/14/2024] [Indexed: 11/15/2024]  Open
30
Saha A, Park S, Geem ZW, Singh PK. Schizophrenia Detection and Classification: A Systematic Review of the Last Decade. Diagnostics (Basel) 2024;14:2698. [PMID: 39682605 DOI: 10.3390/diagnostics14232698] [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: 11/01/2024] [Revised: 11/20/2024] [Accepted: 11/27/2024] [Indexed: 12/18/2024]  Open
31
Glasbrenner C, Höchsmann C, Pieper CF, Wasserfurth P, Dorling JL, Martin CK, Redman LM, Koehler K. Prediction of individual weight loss using supervised learning: findings from the CALERIETM 2 study. Am J Clin Nutr 2024;120:1233-1244. [PMID: 39270937 PMCID: PMC11600119 DOI: 10.1016/j.ajcnut.2024.09.003] [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: 05/17/2024] [Revised: 07/18/2024] [Accepted: 09/06/2024] [Indexed: 09/15/2024]  Open
32
Liu J, Younk R, M Drahos L, S Nagrale S, Yadav S, S Widge A, Shoaran M. Neural decoding and feature selection methods for closed-loop control of avoidance behavior. J Neural Eng 2024;21:056041. [PMID: 39419091 PMCID: PMC11523571 DOI: 10.1088/1741-2552/ad8839] [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: 05/21/2024] [Revised: 08/19/2024] [Accepted: 10/17/2024] [Indexed: 10/19/2024]
33
Sun B, Xu Y, Kat S, Sun A, Yin T, Zhao L, Su X, Chen J, Wang H, Gong X, Liu Q, Han G, Peng S, Li X, Liu J. Exploring the most discriminative brain structural abnormalities in ASD with multi-stage progressive feature refinement approach. Front Psychiatry 2024;15:1463654. [PMID: 39483728 PMCID: PMC11524921 DOI: 10.3389/fpsyt.2024.1463654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Accepted: 09/23/2024] [Indexed: 11/03/2024]  Open
34
Alves CL, Martinelli T, Sallum LF, Rodrigues FA, Toutain TGLDO, Porto JAM, Thielemann C, Aguiar PMDC, Moeckel M. Multiclass classification of Autism Spectrum Disorder, attention deficit hyperactivity disorder, and typically developed individuals using fMRI functional connectivity analysis. PLoS One 2024;19:e0305630. [PMID: 39418298 PMCID: PMC11486369 DOI: 10.1371/journal.pone.0305630] [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: 12/07/2023] [Accepted: 06/03/2024] [Indexed: 10/19/2024]  Open
35
Lyu R, Vannucci M, Kundu S. Bayesian Tensor Modeling for Image-based Classification of Alzheimer's Disease. Neuroinformatics 2024;22:437-455. [PMID: 38844621 PMCID: PMC11780668 DOI: 10.1007/s12021-024-09669-3] [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] [Accepted: 05/20/2024] [Indexed: 11/21/2024]
36
Li J, Segel A, Feng X, Tu JC, Eck A, King KT, Adeyemo B, Karcher NR, Chen L, Eggebrecht AT, Wheelock MD. Network-level enrichment provides a framework for biological interpretation of machine learning results. Netw Neurosci 2024;8:762-790. [PMID: 39355443 PMCID: PMC11349033 DOI: 10.1162/netn_a_00383] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 05/15/2024] [Indexed: 10/03/2024]  Open
37
DeRosa J, Friedman NP, Calhoun V, Banich MT. Neurodevelopmental subtypes of functional brain organization in the ABCD study using a rigorous analytic framework. Neuroimage 2024;299:120827. [PMID: 39245397 PMCID: PMC11779700 DOI: 10.1016/j.neuroimage.2024.120827] [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: 03/20/2024] [Revised: 08/02/2024] [Accepted: 08/31/2024] [Indexed: 09/10/2024]  Open
38
Zhang A, Yao C, Zhang Q, Zhao Z, Qu J, Lui S, Zhao Y, Gong Q. Individualized multi-modal MRI biomarkers predict 1-year clinical outcome in first-episode drug-naïve schizophrenia patients. Front Psychiatry 2024;15:1448145. [PMID: 39345917 PMCID: PMC11427343 DOI: 10.3389/fpsyt.2024.1448145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 08/23/2024] [Indexed: 10/01/2024]  Open
39
Sundermann B, Pfleiderer B, McLeod A, Mathys C. Seeing more than the Tip of the Iceberg: Approaches to Subthreshold Effects in Functional Magnetic Resonance Imaging of the Brain. Clin Neuroradiol 2024;34:531-539. [PMID: 38842737 PMCID: PMC11339104 DOI: 10.1007/s00062-024-01422-2] [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: 10/23/2023] [Accepted: 05/05/2024] [Indexed: 06/07/2024]
40
Yang X, Shang T, Ding Z, Qin X, Qi J, Han J, Lv D, Li T, Ma J, Zhan C, Xiao J, Sun Z, Wang N, Yu Z, Li C, Meng X, Chen Y, Li P. Abnormal structure and function of white matter in obsessive-compulsive disorder. Prog Neuropsychopharmacol Biol Psychiatry 2024;134:111061. [PMID: 38901756 DOI: 10.1016/j.pnpbp.2024.111061] [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: 12/04/2023] [Revised: 05/19/2024] [Accepted: 06/17/2024] [Indexed: 06/22/2024]
41
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
42
Kuhles G, Hamdan S, Heim S, Eickhoff S, Patil KR, Camilleri J, Weis S. Pitfalls in using ML to predict cognitive function performance. RESEARCH SQUARE 2024:rs.3.rs-4745684. [PMID: 39184094 PMCID: PMC11343279 DOI: 10.21203/rs.3.rs-4745684/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/27/2024]
43
García-Gutiérrez F, Hernández-Lorenzo L, Cabrera-Martín MN, Matias-Guiu JA, Ayala JL. Predicting changes in brain metabolism and progression from mild cognitive impairment to dementia using multitask Deep Learning models and explainable AI. Neuroimage 2024;297:120695. [PMID: 38942101 DOI: 10.1016/j.neuroimage.2024.120695] [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] [Received: 05/13/2024] [Accepted: 06/18/2024] [Indexed: 06/30/2024]  Open
44
Madububambachu U, Ukpebor A, Ihezue U. Machine Learning Techniques to Predict Mental Health Diagnoses: A Systematic Literature Review. Clin Pract Epidemiol Ment Health 2024;20:e17450179315688. [PMID: 39355197 PMCID: PMC11443461 DOI: 10.2174/0117450179315688240607052117] [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: 03/12/2024] [Revised: 05/16/2024] [Accepted: 05/21/2024] [Indexed: 10/03/2024]
45
Dagnew TM, Tseng CEJ, Yoo CH, Makary MM, Goodheart AE, Striar R, Meyer TN, Rattray AK, Kang L, Wolf KA, Fiedler SA, Tocci D, Shapiro H, Provost S, Sultana E, Liu Y, Ding W, Chen P, Kubicki M, Shen S, Catana C, Zürcher NR, Wey HY, Hooker JM, Weiss RD, Wang C. Toward AI-driven neuroepigenetic imaging biomarker for alcohol use disorder: A proof-of-concept study. iScience 2024;27:110159. [PMID: 39021792 PMCID: PMC11253155 DOI: 10.1016/j.isci.2024.110159] [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: 11/27/2023] [Revised: 04/13/2024] [Accepted: 05/29/2024] [Indexed: 07/20/2024]  Open
46
Sharma CM, Chariar VM. Diagnosis of mental disorders using machine learning: Literature review and bibliometric mapping from 2012 to 2023. Heliyon 2024;10:e32548. [PMID: 38975193 PMCID: PMC11225745 DOI: 10.1016/j.heliyon.2024.e32548] [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: 05/29/2024] [Revised: 06/05/2024] [Accepted: 06/05/2024] [Indexed: 07/09/2024]  Open
47
Chhade F, Tabbal J, Paban V, Auffret M, Hassan M, Vérin M. Predicting creative behavior using resting-state electroencephalography. Commun Biol 2024;7:790. [PMID: 38951602 PMCID: PMC11217288 DOI: 10.1038/s42003-024-06461-6] [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: 07/03/2023] [Accepted: 06/14/2024] [Indexed: 07/03/2024]  Open
48
Liu J, Younk R, Drahos LM, Nagrale SS, Yadav S, Widge AS, Shoaran M. Neural Decoding and Feature Selection Techniques for Closed-Loop Control of Defensive Behavior. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.06.597165. [PMID: 38895388 PMCID: PMC11185693 DOI: 10.1101/2024.06.06.597165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
49
Eken A, Nassehi F, Eroğul O. Diagnostic machine learning applications on clinical populations using functional near infrared spectroscopy: a review. Rev Neurosci 2024;35:421-449. [PMID: 38308531 DOI: 10.1515/revneuro-2023-0117] [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] [Received: 09/23/2023] [Accepted: 01/12/2024] [Indexed: 02/04/2024]
50
Yu T, Pei WZ, Xu CY, Deng CC, Zhang XL. Identification of male schizophrenia patients using brain morphology based on machine learning algorithms. World J Psychiatry 2024;14:804-811. [PMID: 38984327 PMCID: PMC11230103 DOI: 10.5498/wjp.v14.i6.804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 05/01/2024] [Accepted: 05/21/2024] [Indexed: 06/19/2024]  Open
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