Systemic Metabolomic Remodeling in Pressure Overload-Induced Heart Failure Indicates Modulation of a Gut–Liver–Heart Axis by the Adiponectin Receptor Agonist ALY688
Abstract
1. Introduction
2. Materials and Methods
2.1. Experimental Animals and Surgical Induction of Pressure Overload
2.2. Targeted Metabolomics Analysis by LC–MS/MS
2.3. Data Analysis and Statistics
3. Results
3.1. Pressue Overload Induces Tissue-Specific Metabolic Remodeling Across Tissues
3.2. Differentially Expressed Metabolites Reveal Tissue-Specific Alterations in TAC
3.3. ALY688 Partially Restores TAC-Induced Metabolic Dysregulation Across Tissues
3.4. Pathway-Level Analysis Identifies Key Metabolite Pathways
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Ziaeian, B.; Fonarow, G.C. Epidemiology and aetiology of heart failure. Nat. Rev. Cardiol. 2016, 13, 368–378. [Google Scholar] [CrossRef]
- Wende, A.R.; Brahma, M.K.; McGinnis, G.R.; Young, M.E. Metabolic Origins of Heart Failure. JACC Basic Transl. Sci. 2017, 2, 297–310. [Google Scholar] [CrossRef]
- Martin, S.S.; Aday, A.W.; Allen, N.B.; Almarzooq, Z.I.; Anderson, C.A.M.; Arora, P.; Avery, C.L.; Baker-Smith, C.M.; Bansal, N.; Beaton, A.Z.; et al. 2025 Heart Disease and Stroke Statistics: A Report of US and Global Data From the American Heart Association. Circulation 2025, 151, e41–e660. [Google Scholar] [CrossRef]
- Lopaschuk, G.D.; Karwi, Q.G.; Tian, R.; Wende, A.R.; Abel, E.D. Cardiac Energy Metabolism in Heart Failure. Circ. Res. 2021, 128, 1487–1513. [Google Scholar] [CrossRef]
- Dadson, K.; Kovacevic, V.; Rengasamy, P.; Kim, G.H.; Boo, S.; Li, R.K.; George, I.; Schulze, P.C.; Hinz, B.; Sweeney, G. Cellular, structural and functional cardiac remodelling following pressure overload and unloading. Int. J. Cardiol. 2016, 216, 32–42. [Google Scholar] [CrossRef]
- Tham, Y.K.; Bernardo, B.C.; Ooi, J.Y.; Weeks, K.L.; McMullen, J.R. Pathophysiology of cardiac hypertrophy and heart failure: Signaling pathways and novel therapeutic targets. Arch. Toxicol. 2015, 89, 1401–1438. [Google Scholar] [CrossRef]
- Lai, L.; Leone, T.C.; Keller, M.P.; Martin, O.J.; Broman, A.T.; Nigro, J.; Kapoor, K.; Koves, T.R.; Stevens, R.; Ilkayeva, O.R.; et al. Energy metabolic reprogramming in the hypertrophied and early stage failing heart: A multisystems approach. Circ. Heart Fail. 2014, 7, 1022–1031. [Google Scholar] [CrossRef]
- Sung, H.K.; Mitchell, P.L.; Gross, S.; Marette, A.; Sweeney, G. ALY688 elicits adiponectin-mimetic signaling and improves insulin action in skeletal muscle cells. Am. J. Physiol. Cell Physiol. 2022, 322, C151–C163. [Google Scholar] [CrossRef]
- Nguyen, K.; Tang, J.; Gatica, D.; Russell, R.C.; Sung, H.K.; Sweeney, G. ALY688 Attenuates Iron-Induced ER Stress and Insulin Resistance via Activation of ER-Phagy. Diabetes 2025, 74, 1761–1774. [Google Scholar] [CrossRef]
- Da Eira, D.; Jani, S.; Sung, H.; Sweeney, G.; Ceddia, R.B. Effects of the adiponectin mimetic compound ALY688 on glucose and fat metabolism in visceral and subcutaneous rat adipocytes. Adipocyte 2020, 9, 550–562. [Google Scholar] [CrossRef]
- Cho, S.; Dadson, K.; Sung, H.K.; Ayansola, O.; Mirzaesmaeili, A.; Noskovicova, N.; Zhao, Y.; Cheung, K.; Radisic, M.; Hinz, B.; et al. Cardioprotection by the adiponectin receptor agonist ALY688 in a preclinical mouse model of heart failure with reduced ejection fraction (HFrEF). Biomed. Pharmacother. 2024, 171, 116119. [Google Scholar] [CrossRef]
- Xia, J.G.; Li, B.; Zhang, H.; Li, Q.X.; Lam, S.M.; Yin, C.L.; Tian, H.; Shui, G. Precise Metabolomics Defines Systemic Metabolic Dysregulation Distinct to Acute Myocardial Infarction Associated With Diabetes. Arterioscler. Thromb. Vasc. Biol. 2023, 43, 581–596. [Google Scholar] [CrossRef]
- Lv, J.; Pan, C.; Cai, Y.; Han, X.; Wang, C.; Ma, J.; Pang, J.; Xu, F.; Wu, S.; Kou, T.; et al. Plasma metabolomics reveals the shared and distinct metabolic disturbances associated with cardiovascular events in coronary artery disease. Nat. Commun. 2024, 15, 5729. [Google Scholar] [CrossRef]
- Ji, M.; Jo, Y.; Choi, S.J.; Kim, S.M.; Kim, K.K.; Oh, B.C.; Ryu, D.; Paik, M.J.; Lee, D.H. Plasma Metabolomics and Machine Learning-Driven Novel Diagnostic Signature for Non-Alcoholic Steatohepatitis. Biomedicines 2022, 10, 1669. [Google Scholar] [CrossRef]
- Liu, R.P.; Senior, A.; Bao, Z.; Koay, Y.C.; Holmes, A.; O’Sullivan, J.F. Multi-organ multi-omic and gut microbiome markers of fat and sucrose dietary oversupply in cardiometabolic disease. iScience 2025, 28, 111887. [Google Scholar] [CrossRef]
- Snelson, M.; R. Muralitharan, R.; Liu, C.F.; Marko, L.; Forslund, S.K.; Marques, F.Z.; Tang, W.H.W. Gut-Heart Axis: The Role of Gut Microbiota and Metabolites in Heart Failure. Circ. Res. 2025, 136, 1382–1406. [Google Scholar] [CrossRef]
- Hu, X.; Zhou, R.; Li, H.; Zhao, X.; Sun, Y.; Fan, Y.; Zhang, S. Alterations of Gut Microbiome and Serum Metabolome in Coronary Artery Disease Patients Complicated With Non-alcoholic Fatty Liver Disease Are Associated With Adverse Cardiovascular Outcomes. Front. Cardiovasc. Med. 2021, 8, 805812. [Google Scholar] [CrossRef]
- Zhao, M.; Wei, H.; Li, C.; Zhan, R.; Liu, C.; Gao, J.; Yi, Y.; Cui, X.; Shan, W.; Ji, L.; et al. Gut microbiota production of trimethyl-5-aminovaleric acid reduces fatty acid oxidation and accelerates cardiac hypertrophy. Nat. Commun. 2022, 13, 1757. [Google Scholar] [CrossRef]
- Gheorghiade, M.; Larson, C.J.; Shah, S.J.; Greene, S.J.; Cleland, J.G.; Colucci, W.S.; Dunnmon, P.; Epstein, S.E.; Kim, R.J.; Parsey, R.V.; et al. Developing New Treatments for Heart Failure: Focus on the Heart. Circ. Heart Fail. 2016, 9, e002727. [Google Scholar] [CrossRef]
- Vaduganathan, M.; Docherty, K.F.; Claggett, B.L.; Jhund, P.S.; de Boer, R.A.; Hernandez, A.F.; Inzucchi, S.E.; Kosiborod, M.N.; Lam, C.S.P.; Martinez, F.; et al. SGLT-2 inhibitors in patients with heart failure: A comprehensive meta-analysis of five randomised controlled trials. Lancet 2022, 400, 757–767. [Google Scholar] [CrossRef]
- Sankaralingam, S.; Lopaschuk, G.D. Cardiac energy metabolic alterations in pressure overload-induced left and right heart failure (2013 Grover Conference Series). Pulm. Circ. 2015, 5, 15–28. [Google Scholar] [CrossRef]
- Shibata, R.; Izumiya, Y.; Sato, K.; Papanicolaou, K.; Kihara, S.; Colucci, W.S.; Sam, F.; Ouchi, N.; Walsh, K. Adiponectin protects against the development of systolic dysfunction following myocardial infarction. J. Mol. Cell Cardiol. 2007, 42, 1065–1074. [Google Scholar] [CrossRef]
- Li, H.; Yao, W.; Liu, Z.; Xu, A.; Huang, Y.; Ma, X.L.; Irwin, M.G.; Xia, Z. Hyperglycemia Abrogates Ischemic Postconditioning Cardioprotection by Impairing AdipoR1/Caveolin-3/STAT3 Signaling in Diabetic Rats. Diabetes 2016, 65, 942–955. [Google Scholar] [CrossRef]
- Werbner, B.; Tavakoli-Rouzbehani, O.M.; Fatahian, A.N.; Boudina, S. The dynamic interplay between cardiac mitochondrial health and myocardial structural remodeling in metabolic heart disease, aging, and heart failure. J. Cardiovasc. Aging 2023, 3, 9. [Google Scholar] [CrossRef]
- Li, Q.; Li, C.; Elnwasany, A.; Sharma, G.; An, Y.A.; Zhang, G.; Elhelaly, W.M.; Lin, J.; Gong, Y.; Chen, G.; et al. PKM1 Exerts Critical Roles in Cardiac Remodeling Under Pressure Overload in the Heart. Circulation 2021, 144, 712–727. [Google Scholar] [CrossRef]
- Zhou, Z.; Liu, Q.; Zheng, M.; Zuo, Z.; Zhang, G.; Shi, R.; Wu, T. Comparative study on the predictive value of TG/HDL-C, TyG and TyG-BMI indices for 5-year mortality in critically ill patients with chronic heart failure: A retrospective study. Cardiovasc. Diabetol. 2024, 23, 213. [Google Scholar] [CrossRef]
- Tan, W.; Wang, Y.; Cheng, S.; Liu, Z.; Xie, M.; Song, L.; Qiu, Q.; Wang, X.; Li, Z.; Liu, T.; et al. AdipoRon ameliorates the progression of heart failure with preserved ejection fraction via mitigating lipid accumulation and fibrosis. J. Adv. Res. 2025, 68, 299–315. [Google Scholar] [CrossRef]
- Da Dalt, L.; Castiglioni, L.; Baragetti, A.; Audano, M.; Svecla, M.; Bonacina, F.; Pedretti, S.; Uboldi, P.; Benzoni, P.; Giannetti, F.; et al. PCSK9 deficiency rewires heart metabolism and drives heart failure with preserved ejection fraction. Eur. Heart J. 2021, 42, 3078–3090. [Google Scholar] [CrossRef]
- Zemski Berry, K.A.; Garfield, A.; Jambal, P.; Zarini, S.; Perreault, L.; Bergman, B.C. Oxidised phosphatidylcholine induces sarcolemmal ceramide accumulation and insulin resistance in skeletal muscle. Diabetologia 2024, 67, 2819–2832. [Google Scholar] [CrossRef]
- Bekhite, M.; Gonzalez-Delgado, A.; Hubner, S.; Haxhikadrija, P.; Kretzschmar, T.; Muller, T.; Wu, J.M.F.; Bekfani, T.; Franz, M.; Wartenberg, M.; et al. The role of ceramide accumulation in human induced pluripotent stem cell-derived cardiomyocytes on mitochondrial oxidative stress and mitophagy. Free Radic. Biol. Med. 2021, 167, 66–80. [Google Scholar] [CrossRef]
- Hadas, Y.; Vincek, A.S.; Youssef, E.; Zak, M.M.; Chepurko, E.; Sultana, N.; Sharkar, M.T.K.; Guo, N.; Komargodski, R.; Kurian, A.A.; et al. Altering Sphingolipid Metabolism Attenuates Cell Death and Inflammatory Response After Myocardial Infarction. Circulation 2020, 141, 916–930. [Google Scholar] [CrossRef]
- Choi, S.R.; Lim, J.H.; Kim, M.Y.; Kim, E.N.; Kim, Y.; Choi, B.S.; Kim, Y.S.; Kim, H.W.; Lim, K.M.; Kim, M.J.; et al. Adiponectin receptor agonist AdipoRon decreased ceramide, and lipotoxicity, and ameliorated diabetic nephropathy. Metabolism 2018, 85, 348–360. [Google Scholar] [CrossRef]
- Wang, Y.; Liu, H.; Zhang, R.; Xiang, Y.; Lu, J.; Xia, B.; Peng, L.; Wu, J. AdipoRon exerts opposing effects on insulin sensitivity via fibroblast growth factor 21-mediated time-dependent mechanisms. J. Biol. Chem. 2022, 298, 101641. [Google Scholar] [CrossRef]
- Salmons, H.I.; Gow, C.; Limberg, A.K.; Bettencourt, J.W.; Carstens, M.F.; Payne, A.N.; Morrey, M.E.; Sanchez-Sotelo, J.; Berry, D.J.; Dudakovic, A.; et al. The Safety of Adiponectin Receptor Agonist AdipoRon in a Rabbit Model of Arthrofibrosis. Tissue Eng. Part C Methods 2023, 29, 154–159. [Google Scholar] [CrossRef]
- Luo, T.; Guo, Z.; Liu, D.; Guo, Z.; Wu, Q.; Li, Q.; Lin, R.; Chen, P.; Ou, C.; Chen, M. Deficiency of PSRC1 accelerates atherosclerosis by increasing TMAO production via manipulating gut microbiota and flavin monooxygenase 3. Gut Microbes 2022, 14, 2077602. [Google Scholar] [CrossRef]
- Romano, K.A.; Nemet, I.; Prasad Saha, P.; Haghikia, A.; Li, X.S.; Mohan, M.L.; Lovano, B.; Castel, L.; Witkowski, M.; Buffa, J.A.; et al. Gut Microbiota-Generated Phenylacetylglutamine and Heart Failure. Circ. Heart Fail. 2023, 16, e009972. [Google Scholar] [CrossRef]
- Zhu, W.; Gregory, J.C.; Org, E.; Buffa, J.A.; Gupta, N.; Wang, Z.; Li, L.; Fu, X.; Wu, Y.; Mehrabian, M.; et al. Gut Microbial Metabolite TMAO Enhances Platelet Hyperreactivity and Thrombosis Risk. Cell 2016, 165, 111–124. [Google Scholar] [CrossRef]
- Choucair, I.; Nemet, I.; Li, L.; Cole, M.A.; Skye, S.M.; Kirsop, J.D.; Fischbach, M.A.; Gogonea, V.; Brown, J.M.; Tang, W.H.W.; et al. Quantification of bile acids: A mass spectrometry platform for studying gut microbe connection to metabolic diseases. J. Lipid Res. 2020, 61, 159–177. [Google Scholar] [CrossRef]
- Chella Krishnan, K.; Mehrabian, M.; Lusis, A.J. Sex differences in metabolism and cardiometabolic disorders. Curr. Opin. Lipidol. 2018, 29, 404–410. [Google Scholar] [CrossRef]
- Gerdts, E.; Regitz-Zagrosek, V. Sex differences in cardiometabolic disorders. Nat. Med. 2019, 25, 1657–1666. [Google Scholar] [CrossRef]




Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Lei, Y.; Li, B.; Gosse, T.; Cho, S.; Sung, H.K.; Chen, J.; Sweeney, G. Systemic Metabolomic Remodeling in Pressure Overload-Induced Heart Failure Indicates Modulation of a Gut–Liver–Heart Axis by the Adiponectin Receptor Agonist ALY688. Metabolites 2026, 16, 38. https://doi.org/10.3390/metabo16010038
Lei Y, Li B, Gosse T, Cho S, Sung HK, Chen J, Sweeney G. Systemic Metabolomic Remodeling in Pressure Overload-Induced Heart Failure Indicates Modulation of a Gut–Liver–Heart Axis by the Adiponectin Receptor Agonist ALY688. Metabolites. 2026; 16(1):38. https://doi.org/10.3390/metabo16010038
Chicago/Turabian StyleLei, Yubin, Benjie Li, Tori Gosse, Sungji Cho, Hye Kyoung Sung, Jiarui Chen, and Gary Sweeney. 2026. "Systemic Metabolomic Remodeling in Pressure Overload-Induced Heart Failure Indicates Modulation of a Gut–Liver–Heart Axis by the Adiponectin Receptor Agonist ALY688" Metabolites 16, no. 1: 38. https://doi.org/10.3390/metabo16010038
APA StyleLei, Y., Li, B., Gosse, T., Cho, S., Sung, H. K., Chen, J., & Sweeney, G. (2026). Systemic Metabolomic Remodeling in Pressure Overload-Induced Heart Failure Indicates Modulation of a Gut–Liver–Heart Axis by the Adiponectin Receptor Agonist ALY688. Metabolites, 16(1), 38. https://doi.org/10.3390/metabo16010038

