Gene expression and associations were examined in a model of heart failure with preserved ejection fraction (HFpEF), a condition with minimal effective treatment. Genes with at least two studies showing significant changes in Dahl rat with heart failure were examined by meta-analysis. Significantly increased in expression were iNOS, p47phox, ADM, ANP, OPN, ACE, MCP-1, GP91PHOX, ICAM-1, TGF-β1, CTGF, ET-1, p22phox, ETB, BNP, ETA, MMP13, Col1a1, MMP2, TIMP1, Col3a1, Il-1β, β-MHC, ECE1, MMP14, AGT, and MMP9. In contrast, GLUT4, VEGF, eNOS, HIF-1α, and PGC1-α were significantly decreased in expression. The top biological process clusters identified in Database for Annotation, Visualization and Integrated Discovery, ToppGene, and PANTHER were collagen metabolic process, cellular ion homeostasis, regulation of cell migration, and response to decreased oxygen levels. These data suggest refocusing understanding of the pathophysiology of HFpEF to pathways involved in collagen metabolism, cell migration likely for inflammatory cells, and responses to decreased oxygen levels. Abbreviations Inducible nitric oxide synthase (INOS), neutrophil cytosolic factor 1 (p47phox), adrenomedullin (ADM), atrial natriuretic peptide (ANP), osteopontin (OPN/SPP1), angiotensin converting enzyme (ACE), monocyte chemotactic protein 1 (MCP-1), cytochrome b-245 beta polypeptide (gp91phox), intercellular adhesion molecule 1 (ICAM-1), transforming growth factor beta 1 (TGF-β1), connective tissue growth factor (CTGF), endothelin-1 (ET-1), cytochrome B-245, alpha polypeptide (p22phox), endothelin receptor type B (ETB/EDNRB), brain natriuretic peptide (BNP), endothelin receptor type A (ETA/EDNRA), matrix metallopeptidase 13 (MMP13), type I collagen (Col1a1), matrix metallopeptidase 2 (MMP2), TIMP metallopeptidase inhibitor 1 (TIMP1), Type III collagen (Col3a1), interleukin 1 beta (IL-1β), beta myocin heavy chain (β-MHC), endothelin converting enzyme 1 (ECE1) matrix metallopeptidase 14 (MMP14), angiotensinogen (AGT), angiotensin II receptor Type 1 (AT1R), cytochrome C oxidase I (COX1), fms-like tyrosine kinase 1 (FLT1), TIMP metallopeptidase inhibitor 2 (TIMP2), phospholamban (PLN), vascular cell adhesion molecule 1 (VCAM1), extracellular matrix (ECM).