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A Systematic Evaluation of Machine Learning--Based Biomarkers for Major Depressive Disorder Winter NR; Blanke J; Leenings R; Ernsting J; Fisch L; Sarink K; Barkhau C; Emden D; Thiel K; Flinkenflügel K; Winter A; Goltermann J; Meinert S; Dohm K; Repple J; Gruber M; Leehr EJ; Opel N; Grotegerd D; Redlich R; Nitsch R; Bauer J; Heindel W; Gross J; Risse B; Andlauer TFM; Forstner AJ; Nöthen MM; Rietschel M; Hofmann SG; Pfarr JK; Teutenberg L; Usemann P; Thomas-Odenthal F; Wroblewski A; Brosch K; Stein F; Jansen A; Jamalabadi H; Alexander N; Straube B; Nenadic I; Kircher T; Dannlowski U; Hahn T (2024) In: JAMA Psychiatry, 81(4). Research article (journal)
A Systematic Evaluation of Machine Learning–Based Biomarkers for Major Depressive Disorder Winter R. Nils , Blanke Julian , Leenings Ramona , Ernsting Jan , Fisch Lukas , Sarink Kelvin , Barkhau Carlotta , Emden Daniel , Thiel Katharina , Flinkenflügel Kira , Winter Alexandra , Goltermann Janik , Meinert Susanne , Dohm Katharina , Repple Jonathan , Gruber Marius , Leehr J. Elisabeth , Opel Nils , Grotegerd Dominik , Redlich Ronny , Nitsch Robert , Bauer Jochen , Heindel Walter , Gross Joachim , Risse Benjamin , Andlauer M. F. Till , Forstner J. Andreas , Nöthen M. Markus , Rietschel Marcella , Hofmann G. Stefan , Pfarr Julia-Katharina , Teutenberg Lea , Usemann Paula , Thomas-Odenthal Florian , Wroblewski Adrian , Brosch Katharina , Stein Frederike , Jansen Andreas , Jamalabadi Hamidreza , Alexander Nina , Straube Benjamin , Nenadić Igor , Kircher Tilo , Dannlowski Udo , Hahn Tim (2024) In: JAMA Psychiatry, 2024/4/81. Research article (journal)
deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks Fisch L.; Zumdick S.; Barkhau C.; Emden D.; Ernsting J.; Leenings R.; Sarink K.; Winter N.R.; Risse B.; Dannlowski U.; Hahn T. (2024) In: Computers in Biology and Medicine, 179. Research article (journal)
GateNet: A novel neural network architecture for automated flow cytometry gating Fisch L.; Heming M.; Schulte-Mecklenbeck A.; Gross C.C.; Zumdick S.; Barkhau C.; Emden D.; Ernsting J.; Leenings R.; Sarink K.; Winter N.R.; Dannlowski U.; Wiendl H.; Hörste G.M.z.; Hahn T. (2024) In: Computers in Biology and Medicine, 179. Research article (journal)
Genetic, individual, and familial risk correlates of brain network controllability in major depressive disorder. Hahn T; Winter NR; Ernsting J; Gruber M; Mauritz MJ; Fisch L; Leenings R; Sarink K; Blanke J; Holstein V; Emden D; Beisemann M; Opel N; Grotegerd D; Meinert S; Witt S; Heindel W; Nöthen MM; Rietschel M; Kircher T; Forstner AJ; Jansen A; Nenadic I; Andlauer TFM; Müller-Myhsok B; van den Heuvel MP; Walter M; Dannlowski U; Jamalabadi H; Repple J (2023) In: Molecular Psychiatry, 28(3). Research article (journal)
Towards a network control theory of electroconvulsive therapy response Hahn, Tim; Jamalabadi, Hamidreza; Nozari, Erfan; Winter, Nils R.; Ernsting, Jan; Gruber, Marius; Mauritz, Marco J.; Grumbach, Pascal; Fisch, Lukas; Leenings, Ramona; Sarink, Kelvin; Blanke, Julian; Vennekate, Leon Kleine; Emden, Daniel; Opel, Nils; Grotegerd, Dominik; Enneking, Verena; Meinert, Susanne; Borgers, Tiana; Klug, Melissa; Leehr, Elisabeth J.; Dohm, Katharina; Heindel, Walter; Gross, Joachim; Dannlowski, Udo; Redlich, Ronny; Repple, Jonathan (2023) In: PNAS Nexus, 2(2). Research article (journal)
An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age Modeling Hahn T, Ernsting J, Winter NR, Holstein V, Leenings R, Beisemann M, Fisch L, Sarink K, Emden D, Opel N, Redlich R, Repple J, Grotegerd D, Meinert S, Hirsch JG, Niendorf T, Endemann B, Bamberg F, Kröncke T, Bülow R, Völzke H, von Stackelberg O, Sowade RF, Umutlu L, Schmidt B, Caspers S, Kugel H, Kircher T, Risse B, Gaser C, Cole JH, Dannlowski U, Berger K (2022) In: Science advances, 8(1). Research article (journal)
Association between genetic risk for type 2 diabetes and structural brain connectivity in major depressive disorder Repple J, König A, de Lange SC, Opel N, Redlich R, Meinert S, Grotegerd D, Mauritz M, Hahn T, Borgers T, Leehr EJ, Winter N, Goltermann J, Enneking V, Fingas SM, Lemke H, Waltemate L, Dohm K, Richter M, Mehler DMA, Holstein V, Gruber M, Nenadic I, Krug A, Brosch K, Schmitt S, Stein F, Meller T, Jansen A, Steinsträter O, Amare AT, Kircher T, Baune BT, van den Heuvel MP, Dannlowski U (2022) In: Biological Psychiatry: Cognitive Neuroscience and Neuroimaging, 7(3). Research article (journal)
White matter microstructure is associated with course of illness rather than acute symptomatology in depression Meinert, Susanne; Leehr, Elisabeth J.; Grotegerd, Dominik; Repple, Jonathan; Förster, Katharina; Winter, Nils R.; Enneking, Verena; Fingas, Stella M.; Lemke, Hannah; Waltemate, Lena; Stein, Frederike; Brosch, Katharina; Schmitt, Simon; Meller, Tina; Linge, Anna; Krug, Axel; Nenadić, Igor; Jansen, Andreas; Hahn, Tim; Redlich, Ronny; Opel, Nils; Schubotz, Ricarda I.; Baune, Bernhard T.; Kircher, Tilo; Dannlowski, Udo (2022) In: European Neuropsychopharmacology, 31. Research article (journal)
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 (2021) In: Neuropsychopharmacology, 46. Research article (journal)