Data-driven modelling of neurodegenerative disease progression: thinking outside the black box

AL Young, NP Oxtoby, S Garbarino, NC Fox… - Nature Reviews …, 2024 - nature.com
Data-driven disease progression models are an emerging set of computational tools that
reconstruct disease timelines for long-term chronic diseases, providing unique insights into …

The heterogeneity of late-life depression and its pathobiology: a brain network dysfunction disorder

KA Jellinger - Journal of Neural Transmission, 2023 - Springer
Depression is frequent in older individuals and is often associated with cognitive impairment
and increasing risk of subsequent dementia. Late-life depression (LLD) has a negative …

Brain aging patterns in a large and diverse cohort of 49,482 individuals

Z Yang, J Wen, G Erus, ST Govindarajan, R Melhem… - Nature medicine, 2024 - nature.com
Brain aging process is influenced by various lifestyle, environmental and genetic factors, as
well as by age-related and often coexisting pathologies. Magnetic resonance imaging and …

Genomic loci influence patterns of structural covariance in the human brain

J Wen, IM Nasrallah, A Abdulkadir… - Proceedings of the …, 2023 - National Acad Sciences
Normal and pathologic neurobiological processes influence brain morphology in
coordinated ways that give rise to patterns of structural covariance (PSC) across brain …

Gene-SGAN: discovering disease subtypes with imaging and genetic signatures via multi-view weakly-supervised deep clustering

Z Yang, J Wen, A Abdulkadir, Y Cui, G Erus… - Nature …, 2024 - nature.com
Disease heterogeneity has been a critical challenge for precision diagnosis and treatment,
especially in neurologic and neuropsychiatric diseases. Many diseases can display multiple …

The genetic architecture of biological age in nine human organ systems

J Wen, YE Tian, I Skampardoni, Z Yang, Y Cui… - Nature aging, 2024 - nature.com
Investigating the genetic underpinnings of human aging is essential for unraveling the
etiology of and develo** actionable therapies for chronic diseases. Here, we characterize …

Real-world evidence on clinical outcomes of commonly used antidepressants in older adults initiating antidepressants for depression: a nationwide cohort study in …

K Ishtiak-Ahmed, KL Musliner… - American journal of …, 2024 - Am Psychiatric Assoc
Objective: The authors investigated the clinical outcomes of commonly used antidepressants
among older adults who initiated first-time antidepressants for depression by analyzing the 1 …

[HTML][HTML] Brain-wide genome-wide colocalization study for integrating genetics, transcriptomics and brain morphometry in Alzheimer's disease

J Bao, J Wen, Z Wen, S Yang, Y Cui, Z Yang, G Erus… - NeuroImage, 2023 - Elsevier
Alzheimer's disease (AD) is one of the most common neurodegenerative diseases.
However, the AD mechanism has not yet been fully elucidated to date, hindering the …

Current approaches in computational psychiatry for the data-driven identification of brain-based subtypes

LR Brucar, E Feczko, DA Fair, A Zilverstand - Biological psychiatry, 2023 - Elsevier
The ability of our current psychiatric nosology to accurately delineate clinical populations
and inform effective treatment plans has reached a critical point with only moderately …

Biological subty** of psychiatric syndromes as a pathway for advances in drug discovery and personalized medicine

W Zhang, JA Sweeney, JR Bishop, Q Gong… - Nature Mental …, 2023 - nature.com
Every common psychiatric syndrome is genetically, neurobiologically and clinically
heterogeneous. This heterogeneity may reflect the dimensional variability of a single illness …