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ORIGINAL RESEARCH article

Front. Endocrinol.

Sec. Adrenal Endocrinology

This article is part of the Research TopicHypertension and Endocrine Pathways: Molecular and Clinical PerspectivesView all 4 articles

Data-Driven Cluster Analysis and External Validation Identify Phenotypic Subgroups in Renin-Independent Aldosteronism with Differential Cardiovascular Risk and Therapeutic Implications

Provisionally accepted
Yuqing  LiuYuqing Liu1Zhiheng  ZhangZhiheng Zhang2HaiFeng  ZhouHaiFeng Zhou1Yutong  YanYutong Yan1Mei  ZhouMei Zhou1Cong  WangCong Wang1Maoting  GaoMaoting Gao1Jun  TaoJun Tao1Meiling  BaoMeiling Bao1Tao  YangTao Yang1*Min  SunMin Sun1*Yuhong  YangYuhong Yang1*
  • 1The First Affiliated Hospital With Nanjing Medical University, Nanjing, China
  • 2Nanjing University Medical School Affiliated Nanjing Drum Tower Hospital, Nanjing, China

The final, formatted version of the article will be published soon.

Background: Renin-independent aldosterone secretion contributes to aldosteronism and heightened cardiovascular risk, but renin-independent aldosteronism is highly heterogenous. A refined classification may assist in identifying individuals with distinct cardiovascular risk profiles and guide individualized treatment strategies. Methods: Unsupervised hierarchical clustering was performed using 12 clinical parameters from patients with renin-independent aldosteronism in our registry cohort (n=404). The cluster centroids derived from the discovery cohort were fixed and applied to the Framingham Heart Study Third Generation cohort (n=417) for subject classification. The identified clusters were evaluated for their association with cardiovascular outcomes, assessed by echocardiographic parameters, serum biomarkers and cardiovascular event rates. Results: Three replicable clusters of patients with renin-independent aldosteronism were identified. Patients in cluster 2 showed the most severe metabolic abnormalities with the highest lipid and glucose levels, while patients in cluster 3 displayed the highest aldosterone levels. Both clusters 2 and 3 showed elevated baseline blood pressure and left ventricular remodeling compared with cluster 1. Cluster 2 exhibited the highest risk of cardiovascular disease, chronic heart failure and atrial fibrillation, followed by cluster 3, which showed a higher incidence of cardiovascular disease compared with cluster 1. Conclusions: We identified 3 subgroups with differing degrees of target organ damage and cardiovascular risk. Our findings establish metabolic dysfunction, rather than aldosterone excess, as a potential dominant cardiovascular risk driver in RIA patients, defining a new risk paradigm. Patients with renin-independent aldosteronism with metabolic dysfunction or high aldosterone levels may benefit from mineralocorticoid receptor antagonists with different priorities for metabolic and cardiovascular protection. This new refined classification may help tailor optimal treatment strategies for patients with heterogenous renin-independent aldosteronism.

Keywords: Aldosterone, cardiovascular disease, Classification, risk stratification, renin-independent aldosteronism

Received: 15 Aug 2025; Accepted: 30 Nov 2025.

Copyright: © 2025 Liu, Zhang, Zhou, Yan, Zhou, Wang, Gao, Tao, Bao, Yang, Sun and Yang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Tao Yang
Min Sun
Yuhong Yang

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