πŸ“ Publications

Nature Machine Intelligence
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A personalized Time-resolved 3D Mesh Generative Model for Unveiling Normal Heart Dynamics
Mengyun Qiao, Kathryn A McGurk, Shuo Wang, Paul M. Matthews, Declan P O Regan, Wenjia Bai

  • Developed a novel 4D mesh generative model for personalized cardiac anatomy reconstruction.
  • Demonstrated improved accuracy in representing normal heart dynamics compared to baseline models.
Nature Cardiovascular Research
Genetic and Phenotypic Architecture

Genetic and Phenotypic Architecture of Human Myocardial Trabeculation
Kathryn A. McGurk, Mengyun Qiao, et al.

  • Investigated genetic factors influencing myocardial trabeculation patterns.
  • Identified novel phenotypic correlations linked to cardiac health indicators.
IEEE TMI
CHeart Model

CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy
Mengyun Qiao, Shuo Wang, Huaqi Qiu, Antonio de Marvao, Declan P. O’Regan, Daniel Rueckert, Wenjia Bai

  • Introduced a conditional generative model to capture spatio-temporal variations in cardiac anatomy.
  • Achieved significant improvements in cardiac disease prediction over existing methods.