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Using structural MRI to identify bipolar disorders - 13 site machine learning study in 3020 individuals from the ENIGMA Bipolar Disorders Working Group.
Nunes A, Schnack HG, Ching CRK, Agartz I, Akudjedu TN, Alda M, Alnæs D, Alonso-Lana S, Bauer J, Baune BT, Bøen E, Bonnin CDM, Busatto GF, Canales-Rodríguez EJ, Cannon DM, Caseras X, Chaim-Avancini TM, Dannlowski U, Díaz-Zuluaga AM, Dietsche B, Doan NT, Duchesnay E, Elvsåshagen T, Emden D, Eyler LT, Fatjó-Vilas M, Favre P, Foley SF, Fullerton JM, Glahn DC, Goikolea JM, Grotegerd D, Hahn T, Henry C, Hibar DP, Houenou J, Howells FM, Jahanshad N, Kaufmann T, Kenney J, Kircher TTJ, Krug A, Lagerberg TV, Lenroot RK, López-Jaramillo C, Machado-Vieira R, Malt UF, McDonald C, Mitchell PB, Mwangi B, Nabulsi L, Opel N, Overs BJ, Pineda-Zapata JA, Pomarol-Clotet E, Redlich R, Roberts G, Rosa PG, Salvador R, Satterthwaite TD, Soares JC, Stein DJ, Temmingh HS, Trappenberg T, Uhlmann A, van Haren NEM, Vieta E, Westlye LT, Wolf DH, Yüksel D, Zanetti MV, Andreassen OA, Thompson PM, Hajek T; ENIGMA Bipolar Disorders Working Group. Nunes A, et al. Among authors: emden d. Mol Psychiatry. 2020 Sep;25(9):2130-2143. doi: 10.1038/s41380-018-0228-9. Epub 2018 Aug 31. Mol Psychiatry. 2020. PMID: 30171211 Free PMC article.
Cortical surface area alterations shaped by genetic load for neuroticism.
Opel N, Amare AT, Redlich R, Repple J, Kaehler C, Grotegerd D, Dohm K, Zaremba D, Leehr EJ, Böhnlein J, Förster K, Bürger C, Meinert S, Enneking V, Emden D, Leenings R, Winter N, Hahn T, Heindel W, Bauer J, Wilhelms D, Schmitt S, Jansen A, Krug A, Nenadic I, Rietschel M, Witt S, Forstner AJ, Nöthen MM, Kircher T, Arolt V, Baune BT, Dannlowski U. Opel N, et al. Among authors: emden d. Mol Psychiatry. 2020 Dec;25(12):3422-3431. doi: 10.1038/s41380-018-0236-9. Epub 2018 Sep 5. Mol Psychiatry. 2020. PMID: 30185937
Systematic misestimation of machine learning performance in neuroimaging studies of depression.
Flint C, Cearns M, Opel N, Redlich R, Mehler DMA, Emden D, Winter NR, Leenings R, Eickhoff SB, Kircher T, Krug A, Nenadic I, Arolt V, Clark S, Baune BT, Jiang X, Dannlowski U, Hahn T. Flint C, et al. Among authors: emden d. Neuropsychopharmacology. 2021 Jul;46(8):1510-1517. doi: 10.1038/s41386-021-01020-7. Epub 2021 May 6. Neuropsychopharmacology. 2021. PMID: 33958703 Free PMC article.
Mediation of the influence of childhood maltreatment on depression relapse by cortical structure: a 2-year longitudinal observational study.
Opel N, Redlich R, Dohm K, Zaremba D, Goltermann J, Repple J, Kaehler C, Grotegerd D, Leehr EJ, Böhnlein J, Förster K, Meinert S, Enneking V, Sindermann L, Dzvonyar F, Emden D, Leenings R, Winter N, Hahn T, Kugel H, Heindel W, Buhlmann U, Baune BT, Arolt V, Dannlowski U. Opel N, et al. Among authors: emden d. Lancet Psychiatry. 2019 Apr;6(4):318-326. doi: 10.1016/S2215-0366(19)30044-6. Lancet Psychiatry. 2019. PMID: 30904126
Quantifying Deviations of Brain Structure and Function in Major Depressive Disorder Across Neuroimaging Modalities.
Winter NR, Leenings R, Ernsting J, Sarink K, Fisch L, Emden D, Blanke J, Goltermann J, Opel N, Barkhau C, Meinert S, Dohm K, Repple J, Mauritz M, Gruber M, Leehr EJ, Grotegerd D, Redlich R, Jansen A, Nenadic I, Nöthen MM, Forstner A, Rietschel M, Groß J, Bauer J, Heindel W, Andlauer T, Eickhoff SB, Kircher T, Dannlowski U, Hahn T. Winter NR, et al. Among authors: emden d. JAMA Psychiatry. 2022 Sep 1;79(9):879-888. doi: 10.1001/jamapsychiatry.2022.1780. JAMA Psychiatry. 2022. PMID: 35895072 Free PMC article.
Childhood maltreatment moderates the influence of genetic load for obesity on reward related brain structure and function in major depression.
Opel N, Redlich R, Repple J, Kaehler C, Grotegerd D, Dohm K, Zaremba D, Goltermann J, Steinmann LM, Krughöfer R, Leehr EJ, Böhnlein J, Förster K, Bürger C, Meinert S, Enneking V, Emden D, Leenings R, Winter N, Heindel W, Kugel H, Thalamuthu A, Hahn T, Arolt V, Baune BT, Dannlowski U. Opel N, et al. Among authors: emden d. Psychoneuroendocrinology. 2019 Feb;100:18-26. doi: 10.1016/j.psyneuen.2018.09.027. Epub 2018 Sep 22. Psychoneuroendocrinology. 2019. PMID: 30268003
PHOTONAI-A Python API for rapid machine learning model development.
Leenings R, Winter NR, Plagwitz L, Holstein V, Ernsting J, Sarink K, Fisch L, Steenweg J, Kleine-Vennekate L, Gebker J, Emden D, Grotegerd D, Opel N, Risse B, Jiang X, Dannlowski U, Hahn T. Leenings R, et al. Among authors: emden d. PLoS One. 2021 Jul 21;16(7):e0254062. doi: 10.1371/journal.pone.0254062. eCollection 2021. PLoS One. 2021. PMID: 34288935 Free PMC article.
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