Original ResearchPublished 22 September 2026Integrated microarray-based and single-cell transcriptomic analyses reveal cell adhesion-related fibrotic remodeling signatures in heart failureShun Zhang · Le Li · Zuohua Li · Xiaojun Wang · Juan Zhou · Qing LyuFrontiers in Molecular Biosciencesdoi 10.3389/fmolb.2026.1929610