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A primer on the use of machine learning to distil knowledge from data in biological psychiatry.
Quinn TP, Hess JL, Marshe VS, Barnett MM, Hauschild AC, Maciukiewicz M, Elsheikh SSM, Men X, Schwarz E, Trakadis YJ, Breen MS, Barnett EJ, Zhang-James Y, Ahsen ME, Cao H, Chen J, Hou J, Salekin A, Lin PI, Nicodemus KK, Meyer-Lindenberg A, Bichindaritz I, Faraone SV, Cairns MJ, Pandey G, Müller DJ, Glatt SJ; Machine Learning in Psychiatry (MLPsych) Consortium. Quinn TP, et al. Among authors: cairns mj. Mol Psychiatry. 2024 Feb;29(2):387-401. doi: 10.1038/s41380-023-02334-2. Epub 2024 Jan 4. Mol Psychiatry. 2024. PMID: 38177352 Review.
A polygenic resilience score moderates the genetic risk for schizophrenia.
Hess JL, Tylee DS, Mattheisen M; Schizophrenia Working Group of the Psychiatric Genomics Consortium; Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH); Børglum AD, Als TD, Grove J, Werge T, Mortensen PB, Mors O, Nordentoft M, Hougaard DM, Byberg-Grauholm J, Bækvad-Hansen M, Greenwood TA, Tsuang MT, Curtis D, Steinberg S, Sigurdsson E, Stefánsson H, Stefánsson K, Edenberg HJ, Holmans P, Faraone SV, Glatt SJ. Hess JL, et al. Mol Psychiatry. 2021 Mar;26(3):800-815. doi: 10.1038/s41380-019-0463-8. Epub 2019 Sep 6. Mol Psychiatry. 2021. PMID: 31492941 Free PMC article.
Sex-Dependent Shared and Nonshared Genetic Architecture Across Mood and Psychotic Disorders.
Blokland GAM, Grove J, Chen CY, Cotsapas C, Tobet S, Handa R; Schizophrenia Working Group of the Psychiatric Genomics Consortium; St Clair D, Lencz T, Mowry BJ, Periyasamy S, Cairns MJ, Tooney PA, Wu JQ, Kelly B, Kirov G, Sullivan PF, Corvin A, Riley BP, Esko T, Milani L, Jönsson EG, Palotie A, Ehrenreich H, Begemann M, Steixner-Kumar A, Sham PC, Iwata N, Weinberger DR, Gejman PV, Sanders AR, Buxbaum JD, Rujescu D, Giegling I, Konte B, Hartmann AM, Bramon E, Murray RM, Pato MT, Lee J, Melle I, Molden E, Ophoff RA, McQuillin A, Bass NJ, Adolfsson R, Malhotra AK; Bipolar Disorder Working Group of the Psychiatric Genomics Consortium; Martin NG, Fullerton JM, Mitchell PB, Schofield PR, Forstner AJ, Degenhardt F, Schaupp S, Comes AL, Kogevinas M, Guzman-Parra J, Reif A, Streit F, Sirignano L, Cichon S, Grigoroiu-Serbanescu M, Hauser J, Lissowska J, Mayoral F, Müller-Myhsok B, Świątkowska B, Schulze TG, Nöthen MM, Rietschel M, Kelsoe J, Leboyer M, Jamain S, Etain B, Bellivier F, Vincent JB, Alda M, O'Donovan C, Cervantes P, Biernacka JM, Frye M, McElroy SL, Scott LJ, Stahl EA, Landén M, Hamshere ML, Smeland OB, Djurovic S, Vaaler AE, Andreassen OA; Major Depressive Disorder Worki… See abstract for full author list ➔ Blokland GAM, et al. Among authors: cairns mj. Biol Psychiatry. 2022 Jan 1;91(1):102-117. doi: 10.1016/j.biopsych.2021.02.972. Epub 2021 Mar 23. Biol Psychiatry. 2022. PMID: 34099189 Free PMC article.
Mapping genomic loci implicates genes and synaptic biology in schizophrenia.
Trubetskoy V, Pardiñas AF, Qi T, Panagiotaropoulou G, Awasthi S, Bigdeli TB, Bryois J, Chen CY, Dennison CA, Hall LS, Lam M, Watanabe K, Frei O, Ge T, Harwood JC, Koopmans F, Magnusson S, Richards AL, Sidorenko J, Wu Y, Zeng J, Grove J, Kim M, Li Z, Voloudakis G, Zhang W, Adams M, Agartz I, Atkinson EG, Agerbo E, Al Eissa M, Albus M, Alexander M, Alizadeh BZ, Alptekin K, Als TD, Amin F, Arolt V, Arrojo M, Athanasiu L, Azevedo MH, Bacanu SA, Bass NJ, Begemann M, Belliveau RA, Bene J, Benyamin B, Bergen SE, Blasi G, Bobes J, Bonassi S, Braun A, Bressan RA, Bromet EJ, Bruggeman R, Buckley PF, Buckner RL, Bybjerg-Grauholm J, Cahn W, Cairns MJ, Calkins ME, Carr VJ, Castle D, Catts SV, Chambert KD, Chan RCK, Chaumette B, Cheng W, Cheung EFC, Chong SA, Cohen D, Consoli A, Cordeiro Q, Costas J, Curtis C, Davidson M, Davis KL, de Haan L, Degenhardt F, DeLisi LE, Demontis D, Dickerson F, Dikeos D, Dinan T, Djurovic S, Duan J, Ducci G, Dudbridge F, Eriksson JG, Fañanás L, Faraone SV, Fiorentino A, Forstner A, Frank J, Freimer NB, Fromer M, Frustaci A, Gadelha A, Genovese G, Gershon ES, Giannitelli M, Giegling I, Giusti-Rodríguez P, Godard S, Goldstein JI, González Peñas J, González-Pi… See abstract for full author list ➔ Trubetskoy V, et al. Among authors: cairns mj. Nature. 2022 Apr;604(7906):502-508. doi: 10.1038/s41586-022-04434-5. Epub 2022 Apr 8. Nature. 2022. PMID: 35396580 Free PMC article.
BrainGENIE: The Brain Gene Expression and Network Imputation Engine.
Hess JL, Quinn TP, Zhang C, Hearn GC, Chen S; Neuropsychiatric Consortium for Analysis and Sharing of Transcriptomes; Kong SW, Cairns M, Tsuang MT, Faraone SV, Glatt SJ. Hess JL, et al. Transl Psychiatry. 2023 Mar 22;13(1):98. doi: 10.1038/s41398-023-02390-w. Transl Psychiatry. 2023. PMID: 36949060 Free PMC article.
MicroRNA and Posttranscriptional Dysregulation in Psychiatry.
Geaghan M, Cairns MJ. Geaghan M, et al. Among authors: cairns mj. Biol Psychiatry. 2015 Aug 15;78(4):231-9. doi: 10.1016/j.biopsych.2014.12.009. Epub 2014 Dec 18. Biol Psychiatry. 2015. PMID: 25636176 Free article. Review.
171 results