Personal information

Machine Learning, Psychiatry, Neuroimaging
Germany

Activities

Employment (1)

University of Münster: Münster, DE

2017-01-01 to present (Institute for Translational Psychiatry)
Employment
Source: Self-asserted source
Nils Ralf Winter

Education and qualifications (1)

Johann-Wolfgang-Goethe University: Frankfurt, DE

2014-10-01 to 2016-12-22 | Master of Science (Institute of Psychology)
Education
Source: Self-asserted source
Nils Ralf Winter

Works (18)

Judged by your neighbors: Brain structural normativity profiles for large and heterogeneous samples

2024-12-26 | Preprint
Contributors: Ramona Leenings; Nils R Winter; Jan Ernsting; Maximilian Konowski; Vincent Holstein; Susanne Meinert; Jennifer Spanagel; Carlotta Barkhau; Lukas Fisch; Janik Goltermann et al.
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From Gut to Brain: Evidence for a Causal Contribution of Gut-Microbiota to Major Depressive Disorder in Humans

2024-12-06 | Preprint
Contributors: Leon Fehse; Adèle H. Ribeiro; Nils R. Winter; Sharmili Edwin Thanarajah; Lukas Fisch; Marius Welzel; Corinna Bang; Susanne Meinert; Kira Flinkenflügel; Tiana Borgers et al.
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Gray matter correlates of childhood maltreatment: searching for replicability in a multi-cohort brain-wide association study

2024-08-16 | Preprint
Contributors: Janik Goltermann; Nils R Winter; Susanne Meinert; Dominik Grotegerd; Anna Kraus; Kira Flinkenflügel; Luisa Altegoer; Judith Krieger; Elisabeth J Leehr; Joscha Böhnlein et al.
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Shared and distinct structural brain networks related to childhood maltreatment and social support: connectome-based predictive modeling

Molecular Psychiatry
2023-11 | Journal article
Contributors: Alexandra Winter; Marius Gruber; Katharina Thiel; Kira Flinkenflügel; Susanne Meinert; Janik Goltermann; Nils R. Winter; Tiana Borgers; Frederike Stein; Andreas Jansen et al.
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Crossref

Remote monitoring of depression severity: A machine learning approach

2023-08-24 | Preprint
Contributors: Vincent Holstein; Habiballah Rahimi-Eichi; Daniel Emden; Lara Gutfleisch; Alexander Refisch; Janik Goltermann; Ramona Leenings; Nils Winter; Tilo Kircher; Igor Nenadić et al.
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Resting-state functional connectivity patterns associated with childhood maltreatment in a large bicentric cohort of adults with and without major depression

Psychological Medicine
2023-07 | Journal article
Contributors: Janik Goltermann; Nils Ralf Winter; Susanne Meinert; Lisa Sindermann; Hannah Lemke; Elisabeth J. Leehr; Dominik Grotegerd; Alexandra Winter; Katharina Thiel; Lena Waltemate et al.
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PHOTONAI-Graph - A Python Toolbox for Graph Machine Learning

2023-06-29 | Preprint
Contributors: Jan Ernsting; Vincent Holstein; Nils R. Winter; Kelvin Sarink; Ramona Leenings; Marius Gruber; Jonathan Repple; Benjamin Risse; Udo Dannlowski; Tim Hahn
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Crossref

Genetic, individual, and familial risk correlates of brain network controllability in major depressive disorder

Molecular Psychiatry
2023-03 | Journal article
Contributors: Tim Hahn; Nils R. Winter; Jan Ernsting; Marius Gruber; Marco J. Mauritz; Lukas Fisch; Ramona Leenings; Kelvin Sarink; Julian Blanke; Vincent Holstein et al.
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Shared and distinct structural brain networks related to childhood maltreatment and social support: connectome-based predictive modeling

2023-03-28 | Preprint
Contributors: Alexandra Winter; Marius Gruber; Katharina Thiel; Kira Flinkenflügel; Susanne Meinert; Janik Goltermann; Nils Ralf Winter; Tiana Borgers; Frederike Stein; Andreas Jansen et al.
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Crossref

A Systematic Evaluation of Machine Learning-based Biomarkers for Major Depressive Disorder across Modalities

2023-02-27 | Preprint
Contributors: Nils R. Winter; Julian Blanke; Ramona Leenings; Jan Ernsting; Lukas Fisch; Kelvin Sarink; Carlotta Barkhau; Katharina Thiel; Kira Flinkenflügel; Alexandra Winter et al.
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Towards a network control theory of electroconvulsive therapy response

PNAS Nexus
2023-02-03 | Journal article
Contributors: Tim Hahn; Hamidreza Jamalabadi; Erfan Nozari; Nils R Winter; Jan Ernsting; Marius Gruber; Marco J Mauritz; Pascal Grumbach; Lukas Fisch; Ramona Leenings et al.
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The Impact of Cognitive Reserve on Cognitive Impairment, Brain Network Pathology and Disease Trajectory in Major Depressive Disorder

2022-09-19 | Preprint
Contributors: Marius Gruber; Henrike Klein; Marco Mauritz; Siemon C. de Lange; Pascal Grumbach; Janik Goltermann; Nils Ralf Winter; Katharina Thiel; Alexandra Winter; Kira Flinkenflügel et al.
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Cognitive Performance and Brain Structural Connectome Alterations in Major Depressive Disorder

2022-09-14 | Preprint
Contributors: Marius Gruber; Marco Mauritz; Susanne Meinert; Dominik Grotegerd; Siemon C. de Lange; Pascal Grumbach; Janik Goltermann; Nils Ralf Winter; Lena Waltemate; Hannah Lemke et al.
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Crossref

Significance and stability of deep learning-based identification of subtypes within major psychiatric disorders

Molecular Psychiatry
2022-04 | Journal article
Contributors: Nils R. Winter; Tim Hahn
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An uncertainty-aware, shareable, and transparent neural network architecture for brain-age modeling

Science Advances
2022-01-07 | Journal article
Contributors: Tim Hahn; Jan Ernsting; Nils R. Winter; Vincent Holstein; Ramona Leenings; Marie Beisemann; Lukas Fisch; Kelvin Sarink; Daniel Emden; Nils Opel et al.
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From ‘loose fitting’ to high-performance, uncertainty-aware brain-age modelling

Brain
2021-04-12 | Journal article
Contributors: Tim Hahn; Lukas Fisch; Jan Ernsting; Nils R Winter; Ramona Leenings; Kelvin Sarink; Daniel Emden; Tilo Kircher; Klaus Berger; Udo Dannlowski
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Predicting intelligence from brain gray matter volume

Brain Structure and Function
2020-09-21 | Journal article
Contributors: Kirsten Hilger; Nils R. Winter; Ramona Leenings; Jona Sassenhagen; Tim Hahn; Ulrike Basten; Christian J. Fiebach
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Elevated body-mass index is associated with reduced white matter integrity in two large independent cohorts

Psychoneuroendocrinology
2018-05 | Journal article
Contributors: Jonathan Repple; Nils Opel; Susanne Meinert; Ronny Redlich; Tim Hahn; Nils R. Winter; Claas Kaehler; Daniel Emden; Ramona Leenings; Dominik Grotegerd et al.
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Peer review (2 reviews for 2 publications/grants)

Review activity for Cognitive therapy and research. (1)
Review activity for Neuropsychopharmacology. (1)