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Proteomics profiling reveals a distinct high-risk molecular subtype of hypertrophic cardiomyopathy
Lusha W Liang1, Yoshihiko Raita2, Kohei Hasegawa2
1Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center, New York City, New York, USA.
Insights
Researchers identified four molecular subtypes of hypertrophic cardiomyopathy (HCM) using proteomics. One subtype (D) showed a significantly higher risk of major adverse cardiovascular events (MACE), linked to specific molecular pathways.
Area of Science:
- Cardiology
- Proteomics
- Genomics
Background:
- Hypertrophic cardiomyopathy (HCM) is a complex genetic heart disease with varied clinical presentations.
- Current risk stratification models for HCM rely on clinical data and have limited predictive accuracy for major adverse cardiovascular events (MACE).
- Understanding the molecular underpinnings of HCM is crucial for identifying distinct disease subtypes and improving patient outcomes.
Purpose of the Study:
- To identify molecular subtypes of hypertrophic cardiomyopathy (HCM) using plasma proteomics.
- To investigate the longitudinal associations between these molecular subtypes and the risk of MACE.
- To elucidate the underlying pathobiological mechanisms of distinct HCM molecular subtypes.
Main Methods:
- Unsupervised machine learning applied to plasma proteomics data from 258 HCM patients.
- Prospective follow-up for a median of 2.8 years to track MACE (composite of arrhythmia, heart failure, stroke, sudden cardiac death).
- Time-to-event analysis and pathway analysis to identify differences and biological mechanisms among subtypes.
Main Results:
- Four distinct molecular subtypes of HCM were identified.
- Significant differences in MACE-free survival were observed among the subtypes (p=0.007).
- Molecular subtype D exhibited a 3.41-fold increased risk of MACE compared to the lowest-risk subtype (p=0.003), associated with upregulated Ras/MAPK, inflammation, and fibrosis pathways.
Conclusions:
- Plasma proteomics can delineate molecular subtypes of hypertrophic cardiomyopathy (HCM).
- Distinct molecular subtypes of HCM are associated with differential risks of major adverse cardiovascular events (MACE).
- Identification of a high-risk HCM subtype linked to specific molecular pathways provides insights into disease mechanisms and potential therapeutic targets.
Objective:
Hypertrophic cardiomyopathy (HCM) is a heterogeneous disease, likely encompassing several subtypes of disease with distinct biological mechanisms (ie, molecular subtypes). Current models based solely on clinical data have yielded limited accuracy in predicting the risk of major adverse cardiovascular events (MACE). Our aim in this study was to derive molecular subtypes in our multicentre prospective cohort of patients with HCM using proteomics profiling and to examine their longitudinal associations with MACE.
Methods:
We applied unsupervised machine learning methods to plasma proteomics profiling data of 1681 proteins from 258 patients with HCM who were prospectively followed for a median of 2.8 years. The primary outcome was MACE, defined as a composite of arrhythmia, heart failure, stroke and sudden cardiac death.
Results:
We identified four molecular subtypes of HCM. Time-to-event analysis revealed significant differences in MACE-free survival among the four molecular subtypes (plogrank=0.007). Compared with the reference group with the lowest risk of MACE (molecular subtype A), patients in molecular subtype D had a higher risk of subsequently developing MACE, with an HR of 3.41 (95% CI 1.54 to 7.55, p=0.003). Pathway analysis of proteins differentially regulated in molecular subtype D demonstrated an upregulation of the Ras/mitogen-activated protein kinase and associated pathways, as well as pathways related to inflammation and fibrosis (eg, transforming growth factor-β pathway).
Conclusions:
Our prospective plasma proteomics study not only exhibited the presence of HCM molecular subtypes but also identified pathobiological mechanisms associated with a distinct high-risk subtype of HCM.
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