Background: Systemic microvascular dysfunction and inflammation are postulated to play a pathophysiologic role in heart failure with preserved ejection fraction (HFpEF)., Objectives: This study aimed to identify biomarker profiles associated with clinical outcomes in HFpEF and investigate how inhibition of the neutrophil-derived reactive oxygen species-producing enzyme, myeloperoxidase, affects these biomarkers., Methods: Using supervised principal component analyses, the investigators assessed the associations between baseline plasma proteomic Olink biomarkers and clinical outcomes in 3 independent observational HFpEF cohorts (n = 86, n = 216, and n = 242). These profiles were then compared with the biomarker profiles discriminating patients treated with active drug vs placebo in SATELLITE (Safety and Tolerability Study of AZD4831 in Patients With Heart Failure), a double-blind randomized 3-month trial evaluating safety and tolerability of the myeloperoxidase inhibitor AZD4831 in HFpEF (n = 41). Pathophysiological pathways were inferred from the biomarker profiles by interrogation of the Ingenuity Knowledge Database., Results: TNF-R1, TRAIL-R2, GDF15, U-PAR, and ADM were the top individual biomarkers associated with heart failure hospitalization or death, and FABP4, HGF, RARRES2, CSTB, and FGF23 were associated with lower functional capacity and poorer quality of life. AZD4831 downregulated many markers (most significantly CDCP1, PRELP, CX3CL1, LIFR, VSIG2). There was remarkable consistency among pathways associated with clinical outcomes in the observational HFpEF cohorts, the top canonical pathways being associated with tumor microenvironments, wound healing signaling, and cardiac hypertrophy signaling. These pathways were predicted to be downregulated in AZD4831 relative to placebo-treated patients., Conclusions: Biomarker pathways that were most strongly associated with clinical outcomes were also the ones reduced by AZD4831. These results support the further investigation of myeloperoxidase inhibition in HFpEF., Competing Interests: Funding Support and Author Disclosures The KaRen study was supported by grants from the Fédération Française de Cardiologie/Société Française de Cardiologi and Medtronic Bakken Research Center. The PROMIS-HFpEF and SATELLITE studies were funded by AstraZeneca. Drs Michaëlsson, Gabrielsen, and Garkaviy are employees of and Dr Gan is a former employee of and hold shares in AstraZeneca, which is developing AZD4831 for the treatment of HFpEF. Dr Lund has received research grants from AstraZeneca, Novartis, Boehringer Ingelheim, Vifor-Fresenius, and Boston Scientific; has received consulting or speaker fees from AstraZeneca, Novartis, Boehringer Ingelheim, Vifor-Fresenius, Bayer, Sanofi, Merck, Myokardia, Orion Pharma, MedScape, Radcliffe Cardiology, Lexicon, and Respicardia, and has stock ownership in AnaCardio, outside the submitted work. Dr Hage has received consulting fees from Novartis, Roche Diagnostics, and AnaCardio; and has received speaker fees from Novartis and Merck Sharp & Dohme. Dr Shah has received research grant funding and consultant fees from AstraZeneca. The employer of Dr Voors (Univeristy of Groningen) received consultancy fees from Anacardio, AstraZeneca, Bayer, Boehringer Ingelheim, BMS, Cytokinetics, Merck, Novartis, NovoNordisk, Eli Lilly, Moderna, Roche Diagnostics; and has received research support from NovoNordisk and Roche Diagnostics. Dr Saraste has received speaker or consulting fees from Abbot, Amgen, AstraZeneca, Bayer, Boehringer Ingelheim, and Pfizer. Dr Grove has received speaker or consulting fees from AstraZeneca, Bayer, Boehringer Ingelheim, Bristol-Myers Squibb, Pfizer, Merck Sharp & Dohme, Lundbeck Pharma, and Organon; is an investigator in clinical studies sponsored by AstraZeneca or Bayer; and has received unrestricted research grants from Boehringer Ingelheim. Dr Richards has received research support from Boston Scientific, Bayer, Roche Diagnostics, AstraZeneca, Sphingotec, and Medtronic; has served as consultant to Roche Diagnostics and on the Advisory Board/ Steering Committee/Executive Committee for Roche Diagnostics, Critical Diagnostics, Pfizer, and Novartis. Dr Svedlund has received research grant funding from AstraZeneca. Dr Lam has received research support from NovoNordisk and Roche Diagnostics; has received consulting fees from Alleviant Medical, Allysta Pharma, Amgen, AnaCardio AB, Applied Therapeutics, AstraZeneca, Bayer, Boehringer Ingelheim, Boston Scientific, CardioRenal, Cytokinetics, Darma Inc, EchoNous Inc, Eli Lilly, Impulse Dynamics, Intellia Therapeutics, Ionis Pharmaceutical, Janssen Research & Development LLC, Medscape/WebMD Global LLC, Merck, Novartis, Novo Nordisk, Prosciento Inc, Quidel Corporation, Radcliffe Group Ltd, Recardio Inc, ReCor Medical, Roche Diagnostics, Sanofi, Siemens Healthcare Diagnostics, and Us2.ai; and is a co-founder and nonexecutive director of Us2.ai. All other authors have reported that they have no relationships relevant to the contents of this paper to disclose., (Copyright © 2023 The Authors. Published by Elsevier Inc. All rights reserved.)