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In the past few years, there has been growing interest in the application of machine learning techniques to neuroimaging data for the diagnostic and prognostic assessment of this disorder. However, the vast majority of studies published so far have used either structural or functional neuroimaging data, without accounting for the multimodal nature of the disorder. Structural MRI and resting\u2010state functional MRI data were acquired from a total of 295 patients with schizophrenia and 452 healthy controls at five research centers. We extracted features from the data including gray matter volume, white matter volume, amplitude of low\u2010frequency fluctuation, regional homogeneity and two connectome\u2010wide based metrics: structural covariance matrices and functional connectivity matrices. A support vector machine classifier was trained on each dataset separately to distinguish the subjects at individual level using each of the single feature as well as their combination, and 10\u2010fold cross\u2010validation was used to assess the performance of the model. Functional data allow higher accuracy of classification than structural data (mean 82.75% vs. 75.84%). Within each modality, the combination of images and matrices improves performance, resulting in mean accuracies of 81.63% for structural data and 87.59% for functional data. The use of all combined structural and functional measures allows the highest accuracy of classification (90.83%). We conclude that combining multimodal measures within a single model is a promising direction for developing biologically informed diagnostic tools in schizophrenia.<\/jats:p>","DOI":"10.1002\/hbm.24863","type":"journal-article","created":{"date-parts":[[2019,11,18]],"date-time":"2019-11-18T10:31:27Z","timestamp":1574073087000},"page":"1119-1135","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":93,"title":["Integrating machining learning and multimodal neuroimaging to detect schizophrenia at the level of the individual"],"prefix":"10.1002","volume":"41","author":[{"given":"Du","family":"Lei","sequence":"first","affiliation":[{"name":"Huaxi MR Research Center (HMRRC), Department of Radiology West China Hospital of Sichuan University  Chengdu China"},{"name":"Department of Psychosis Studies Institute of Psychiatry, Psychology &amp; Neuroscience, King's College London, De Crespigny Park  London UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3739-1087","authenticated-orcid":false,"given":"Walter H. 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