• Efficient Brain Age Prediction from 3D MRI Volumes Using 2D Projections 

      Jönemo, Johan; Akbar, Muhammad Usman; Kämpe, Robin; Hamilton, Paul; Eklund, Anders (Journal article; Peer reviewed, 2023)
      Using 3D CNNs on high-resolution medical volumes is very computationally demanding, especially for large datasets like UK Biobank, which aims to scan 100,000 subjects. Here, we demonstrate that using 2D CNNs on a few 2D ...
    • Neural Substrates of Psychotic Depression: Findings From the Global ECT-MRI Research Collaboration 

      Takamiya, Akihiro; Dols, Annemiek; Emsell, Louise; Abbott, Christopher; Yrondi, Antoine; Soriano-Mas, Carles; Jørgensen, Martin Balslev; Nordanskog, Pia; Rhebergen, Didi; van Exel, Eric; Oudega, Mardien L.; Bouckaert, Filip; Vandenbulcke, Mathieu; Sienaert, Pascal; Péran, Patrice; Cano, Marta; Cardoner, Narcis; Jørgensen, Anders; Paulson, Olaf B.; Hamilton, Paul; Kampe, Robin; Bruin, Willem; Bartsch, Hauke; Ousdal, Olga Therese; Kessler, Ute; van Wingen, Guido; Oltedal, Leif; Kishimoto, Taishiro (Journal article; Peer reviewed, 2021)
      Psychotic major depression (PMD) is hypothesized to be a distinct clinical entity from nonpsychotic major depression (NPMD). However, neurobiological evidence supporting this notion is scarce. The aim of this study is to ...
    • Towards a multilevel model of major depression: genes, immuno-metabolic function, and cortico-striatal signaling 

      Paul, Elisabeth R.; Östman, Lars; Heilig, Markus; Mayberg, Helen S.; Hamilton, Paul (Journal article; Peer reviewed, 2023)
      Biological assay and imaging techniques have made visible a great deal of the machinery of mental illness. Over fifty years of investigation of mood disorders using these technologies has identified several biological ...