Components of metabolic syndrome affect COVID-19 outcomes via platelet aggregation

Qian Yu1, Masako Nishikawa2, Yuqi Zhou3

  • 1Department of Chemistry, The University of Tokyo, Tokyo, Japan; Nurturing Center of Jiangsu Province for State Laboratory of AI Imaging & Interventional Radiology (Southeast University), Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China.

Insights

Platelet aggregation links metabolic syndrome (MetS) and severe COVID-19. A new index (CoPAFI) predicts severe disease, showing platelet issues mediate 25% of MetS impact on COVID-19 severity.

Area of Science:

  • Cardiovascular Biology
  • Infectious Disease Immunology
  • Computational Pathology

Background:

  • Metabolic syndrome (MetS) and severe COVID-19 share common pathways involving platelet activation and aggregation.
  • Understanding the biological link between MetS and COVID-19 severity is crucial for effective treatment strategies.

Purpose of the Study:

  • To investigate if enhanced platelet aggregation mechanistically links MetS and severe COVID-19.
  • To develop an image-based biomarker for predicting severe COVID-19 in patients with MetS.
  • To quantify the mediating role of platelet aggregation in the MetS-COVID-19 severity association.

Main Methods:

  • Massive image-based profiling of circulating platelets in 327 COVID-19 patients with metabolic data.
  • Extraction of platelet morphological features (shape, density, texture, radial distribution).
  • Development of a machine-learning model to create the COVID-19 Platelet Aggregate Formation Index (CoPAFI) and mediation analysis.

Main Results:

  • The CoPAFI accurately predicted severe COVID-19 (AUC=0.82, OR=3.76).
  • CoPAFI is linked to hypercoagulability and serves as a reliable risk indicator for severe COVID-19.
  • Platelet aggregation, measured by CoPAFI, accounts for ~25% of increased COVID-19 severity in MetS patients.

Conclusions:

  • Enhanced platelet aggregation partially mediates the effect of MetS components on COVID-19 severity (~25% association).
  • Integrated management of metabolic and coagulation parameters is essential for treating COVID-19 patients with MetS.
Abstract

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