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Lack of evidence for predictive utility from resting state fMRI data for individual exposure-based cognitive behavioral therapy outcomes: A machine learning study in two large multi-site samples in anxiety disorders.
Hilbert K, Böhnlein J, Meinke C, Chavanne AV, Langhammer T, Stumpe L, Winter N, Leenings R, Adolph D, Arolt V, Bischoff S, Cwik JC, Deckert J, Domschke K, Fydrich T, Gathmann B, Hamm AO, Heinig I, Herrmann MJ, Hollandt M, Hoyer J, Junghöfer M, Kircher T, Koelkebeck K, Lotze M, Margraf J, Mumm JLM, Neudeck P, Pauli P, Pittig A, Plag J, Richter J, Ridderbusch IC, Rief W, Schneider S, Schwarzmeier H, Seeger FR, Siminski N, Straube B, Straube T, Ströhle A, Wittchen HU, Wroblewski A, Yang Y, Roesmann K, Leehr EJ, Dannlowski U, Lueken U. Hilbert K, et al. Among authors: leenings r. Neuroimage. 2024 May 25;295:120639. doi: 10.1016/j.neuroimage.2024.120639. Online ahead of print. Neuroimage. 2024. PMID: 38796977 Free article.
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. Winter NR, et al. Among authors: leenings r. JAMA Psychiatry. 2024 Apr 1;81(4):386-395. doi: 10.1001/jamapsychiatry.2023.5083. JAMA Psychiatry. 2024. PMID: 38198165
Towards a network control theory of electroconvulsive therapy response.
Hahn T, Jamalabadi H, Nozari E, Winter NR, Ernsting J, Gruber M, Mauritz MJ, Grumbach P, Fisch L, Leenings R, Sarink K, Blanke J, Vennekate LK, Emden D, Opel N, Grotegerd D, Enneking V, Meinert S, Borgers T, Klug M, Leehr EJ, Dohm K, Heindel W, Gross J, Dannlowski U, Redlich R, Repple J. Hahn T, et al. Among authors: leenings r. PNAS Nexus. 2023 Feb 1;2(2):pgad032. doi: 10.1093/pnasnexus/pgad032. eCollection 2023 Feb. PNAS Nexus. 2023. PMID: 36874281 Free PMC article.
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, Heindel W, Witt S, Rietschel M, Nöthen MM, Forstner AJ, Kircher T, Nenadic I, Jansen A, Müller-Myhsok B, Andlauer TFM, Walter M, van den Heuvel MP, Jamalabadi H, Dannlowski U, Repple J. Hahn T, et al. Among authors: leenings r. Mol Psychiatry. 2023 Mar;28(3):1057-1063. doi: 10.1038/s41380-022-01936-6. Epub 2023 Jan 13. Mol Psychiatry. 2023. PMID: 36639510 Free PMC article.
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: leenings r. JAMA Psychiatry. 2022 Sep 1;79(9):879-888. doi: 10.1001/jamapsychiatry.2022.1780. JAMA Psychiatry. 2022. PMID: 35895072 Free PMC article.
Reduced fractional anisotropy in bipolar disorder v. major depressive disorder independent of current symptoms.
Thiel K, Meinert S, Winter A, Lemke H, Waltemate L, Breuer F, Gruber M, Leenings R, Wüste L, Rüb K, Pfarr JK, Stein F, Brosch K, Meller T, Ringwald KG, Nenadić I, Krug A, Repple J, Opel N, Koch K, Leehr EJ, Bauer J, Grotegerd D, Hahn T, Kircher T, Dannlowski U. Thiel K, et al. Among authors: leenings r. Psychol Med. 2023 Jul;53(10):4592-4602. doi: 10.1017/S0033291722001490. Epub 2022 Jul 14. Psychol Med. 2023. PMID: 35833369 Free PMC article.
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. Hahn T, et al. Among authors: leenings r. Sci Adv. 2022 Jan 7;8(1):eabg9471. doi: 10.1126/sciadv.abg9471. Epub 2022 Jan 5. Sci Adv. 2022. PMID: 34985964 Free PMC article.
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. PLoS One. 2021 Jul 21;16(7):e0254062. doi: 10.1371/journal.pone.0254062. eCollection 2021. PLoS One. 2021. PMID: 34288935 Free PMC article.
25 results