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The normative modeling framework for computational psychiatry.
Rutherford S, Kia SM, Wolfers T, Fraza C, Zabihi M, Dinga R, Berthet P, Worker A, Verdi S, Ruhe HG, Beckmann CF, Marquand AF. Rutherford S, et al. Nat Protoc. 2022 Jul;17(7):1711-1734. doi: 10.1038/s41596-022-00696-5. Epub 2022 Jun 1. Nat Protoc. 2022. PMID: 35650452 Free PMC article. Review.
Evidence for embracing normative modeling.
Rutherford S, Barkema P, Tso IF, Sripada C, Beckmann CF, Ruhe HG, Marquand AF. Rutherford S, et al. Elife. 2023 Mar 13;12:e85082. doi: 10.7554/eLife.85082. Elife. 2023. PMID: 36912775 Free PMC article.
Deep neural networks learn general and clinically relevant representations of the ageing brain.
Leonardsen EH, Peng H, Kaufmann T, Agartz I, Andreassen OA, Celius EG, Espeseth T, Harbo HF, Høgestøl EA, Lange AM, Marquand AF, Vidal-Piñeiro D, Roe JM, Selbæk G, Sørensen Ø, Smith SM, Westlye LT, Wolfers T, Wang Y. Leonardsen EH, et al. Neuroimage. 2022 Aug 1;256:119210. doi: 10.1016/j.neuroimage.2022.119210. Epub 2022 Apr 21. Neuroimage. 2022. PMID: 35462035 Free PMC article.
Contrasting Case-Control and Normative Reference Approaches to Capture Clinically Relevant Structural Brain Abnormalities in Patients With First-Episode Psychosis Who Are Antipsychotic Naive.
Remiszewski N, Bryant JE, Rutherford SE, Marquand AF, Nelson E, Askar I, Lahti AC, Kraguljac NV. Remiszewski N, et al. JAMA Psychiatry. 2022 Nov 1;79(11):1133-1138. doi: 10.1001/jamapsychiatry.2022.3010. JAMA Psychiatry. 2022. PMID: 36169987 Free PMC article. Clinical Trial.
Charting brain growth and aging at high spatial precision.
Rutherford S, Fraza C, Dinga R, Kia SM, Wolfers T, Zabihi M, Berthet P, Worker A, Verdi S, Andrews D, Han LK, Bayer JM, Dazzan P, McGuire P, Mocking RT, Schene A, Sripada C, Tso IF, Duval ER, Chang SE, Penninx BW, Heitzeg MM, Burt SA, Hyde LW, Amaral D, Wu Nordahl C, Andreasssen OA, Westlye LT, Zahn R, Ruhe HG, Beckmann C, Marquand AF. Rutherford S, et al. Elife. 2022 Feb 1;11:e72904. doi: 10.7554/eLife.72904. Elife. 2022. PMID: 35101172 Free PMC article.