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An Approach to Study Shape-Dependent Transcriptomics at a Single Cell Level
Published on: November 2, 2020
Lineage-specific regulatory changes in hypertrophic cardiomyopathy unraveled by single-nucleus RNA-seq and spatial
Xuanyu Liu1,2, Kunlun Yin1,2, Liang Chen1,3
1State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China.
Insights
Hypertrophic cardiomyopathy (HCM) involves cell changes in the heart. This study identifies key genes in cardiomyocytes and fibroblasts, offering targets for new therapies to treat heart failure.
Area of Science:
- Cardiovascular Biology
- Genetics
- Molecular Biology
Background:
- Hypertrophic cardiomyopathy (HCM) is a prevalent genetic heart disorder.
- Pathological cardiac remodeling in HCM can lead to heart failure.
- Understanding lineage-specific changes is crucial for developing effective therapies.
Purpose of the Study:
- To elucidate lineage-specific molecular changes in pathological cardiac remodeling in HCM.
- To identify key genes and cellular pathways involved in HCM progression.
- To provide a foundation for targeted drug development in HCM.
Main Methods:
- Single-nucleus RNA sequencing (snRNA-seq) of cardiac tissues from HCM patients and healthy donors.
- Spatial transcriptomic assays on patient tissue sections.
- Bioinformatic analyses including clustering, differential expression, and network analysis.
Main Results:
- Identified 9 cell lineages and 28 clusters, revealing lineage-specific gene expression and subpopulation changes in HCM.
- Discovered key genes (e.g., FGF12, IL31RA, CREB5) in failing cardiomyocytes and fibrosis-related genes (e.g., AEBP1, RUNX1) in fibroblasts.
- Confirmed spatial activity patterns of candidate genes and pathways in patient tissues.
- Provided in vitro evidence for AEBP1's role in regulating human cardiac fibroblast activation.
Conclusions:
- This study offers a comprehensive analysis of lineage-specific regulatory alterations in HCM.
- Identified novel therapeutic targets for mitigating HCM progression and treating heart failure.
- The findings lay the groundwork for developing targeted pharmacological interventions for HCM.
Abstract:
Hypertrophic cardiomyopathy (HCM) is the most common cardiac genetic disorder characterized by cardiomyocyte hypertrophy and cardiac fibrosis. Pathological cardiac remodeling in the myocardium of HCM patients may progress to heart failure. An in-depth elucidation of the lineage-specific changes in pathological cardiac remodeling of HCM is pivotal for the development of therapies to mitigate the progression. Here, we performed single-nucleus RNA-seq of the cardiac tissues from HCM patients or healthy donors and conducted spatial transcriptomic assays on tissue sections from patients. Unbiased clustering of 55,122 nuclei from HCM and healthy conditions revealed 9 cell lineages and 28 clusters. Lineage-specific changes in gene expression, subpopulation composition, and intercellular communication in HCM were discovered through comparative analyses. According to the results of pseudotime ordering, differential expression analysis, and differential regulatory network analysis, potential key genes during the transition towards a failing state of cardiomyocytes such as FGF12, IL31RA, and CREB5 were identified. Transcriptomic dynamics underlying cardiac fibroblast activation were also uncovered, and potential key genes involved in cardiac fibrosis were obtained such as AEBP1, RUNX1, MEOX1, LEF1, and NRXN3. Using the spatial transcriptomic data, spatial activity patterns of the candidate genes, pathways, and subpopulations were confirmed on patient tissue sections. Moreover, we showed experimental evidence that in vitro knockdown of AEBP1 could promote the activation of human cardiac fibroblasts, and overexpression of AEBP1 could attenuate the TGFβ-induced activation. Our study provided a comprehensive analysis of the lineage-specific regulatory changes in HCM, which laid the foundation for targeted drug development in HCM.
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