The First People’s Hospital of Lianyungang

Multi-omics insights into the mechanisms and prognosis of IPF

Abstract Idiopathic pulmonary fibrosis (IPF) represents another progressive and devastating interstitial lung disease found across populations, with a prominent male predominance accounting for approximately 70% of cases. Regional variation in IPF-related genetic polymorphisms, e...

Generative geospatial modelling with geometric algebra

Abstract The integration of data-driven and knowledge-driven approaches in generative geospatial modelling (GGM) is often hindered by their mathematical incompatibilities. Here, we propose a geometric algebra (GA)-based framework that employs a unified multi-vector representation...

A three-metabolite microbiota-associated signature for early risk stratification of gestational diabetes mellitus

Gestational diabetes mellitus (GDM) is associated with adverse pregnancy outcomes and long-term metabolic and cardiovascular risk. However, oral glucose tolerance testing at 24–28 gestational weeks limits early risk stratification. Gut microbiota-associated metabolites may reflec...