RESUMO
Dilated cardiomyopathy (DCM) is the most common cause of heart failure, with a complex aetiology involving multiple cell types. We aimed to detect cell-specific transcriptomic alterations in DCM through analysis that leveraged recent advancements in single-cell analytical tools. Single-cell RNA sequencing (scRNA-seq) data from human DCM cardiac tissue were subjected to an updated bioinformatic workflow in which unsupervised clustering was paired with reference label transfer to more comprehensively annotate the dataset. Differential gene expression was detected primarily in the cardiac fibroblast population. Bulk RNA sequencing was performed on an independent cohort of human cardiac tissue and compared with scRNA-seq gene alterations to generate a stratified list of higher-confidence, fibroblast-specific expression candidates for further validation. Concordant gene dysregulation was confirmed in TGFß-induced fibroblasts. Functional assessment of gene candidates showed that AEBP1 may play a significant role in fibroblast activation. This unbiased approach enabled improved resolution of cardiac cell-type-specific transcriptomic alterations in DCM.
Assuntos
Cardiomiopatia Dilatada , Fibroblastos , Análise de Sequência de RNA , Análise de Célula Única , Transcriptoma , Humanos , Cardiomiopatia Dilatada/genética , Cardiomiopatia Dilatada/patologia , Cardiomiopatia Dilatada/metabolismo , Fibroblastos/metabolismo , Análise de Célula Única/métodos , Transcriptoma/genética , Análise de Sequência de RNA/métodos , Miocárdio/metabolismo , Miocárdio/patologia , Perfilação da Expressão GênicaRESUMO
AIMS: Dynamic alterations in cardiac DNA methylation have been implicated in the development of heart failure (HF) with evidence of ischaemic heart disease (IHD); however, there is limited research into cell specific, DNA methylation sensitive genes that are affected by dysregulated DNA methylation patterns. In this study, we aimed to identify DNA methylation sensitive genes in the ischaemic heart and elucidate their role in cardiac fibrosis. METHODS: A multi-omics integrative analysis was carried out on RNA sequencing and methylation sequencing on HF with IHD (n = 9) versus non-failing (n = 9) left ventricular tissue, which identified Integrin beta-like 1 (ITGBL1) as a gene of interest. Expression of Itgbl1 was assessed in three animal models of HF; an ischaemia-reperfusion pig model, a myocardial infarction mouse model and an angiotensin-II infused mouse model. Single nuclei RNA sequencing was carried out on heart tissue from angiotensin-II infused mice to establish the expression profile of Itgbl1 across cardiac cell populations. Subsequent in vitro analyses were conducted to elucidate a role for ITGBL1 in human cardiac fibroblasts. DNA pyrosequencing was applied to assess ITGBL1 CpG methylation status in genomic DNA from human cardiac tissue and stimulated cardiac fibroblasts. RESULTS: ITGBL1 was >2-fold up-regulated (FDR adj P = 0.03) and >10-fold hypomethylated (FDR adj P = 0.01) in human HF with IHD left ventricular tissue compared with non-failing controls. Expression of Itgbl1 was up-regulated in three isolated animal models of HF and showed conserved correlation between increased Itgbl1 and diastolic dysfunction. Single nuclei RNA sequencing highlighted that Itgbl1 is primarily expressed in cardiac fibroblasts, while functional studies elucidated a role for ITGBL1 in cardiac fibroblast migration, evident in 50% reduced 24 h fibroblast wound closure occurring subsequent to siRNA-targeted ITGBL1 knockdown. Lastly, evidence provided from DNA pyrosequencing supports the theory that differential expression of ITGBL1 is caused by DNA hypomethylation. CONCLUSIONS: ITGBL1 is a gene that is mainly expressed in fibroblasts, plays an important role in cardiac fibroblast migration, and whose expression is significantly increased in the failing heart. The mechanism by which increased ITGBL1 occurs is through DNA hypomethylation.
RESUMO
Zinc supplementation has been shown to be beneficial to slow the progression of age-related macular degeneration (AMD). However, the molecular mechanism underpinning this benefit is not well understood. This study used single-cell RNA sequencing to identify transcriptomic changes induced by zinc supplementation. Human primary retinal pigment epithelial (RPE) cells could mature for up to 19 weeks. After 1 or 18 weeks in culture, we supplemented the culture medium with 125 µM added zinc for one week. RPE cells developed high transepithelial electrical resistance, extensive, but variable pigmentation, and deposited sub-RPE material similar to the hallmark lesions of AMD. Unsupervised cluster analysis of the combined transcriptome of the cells isolated after 2, 9, and 19 weeks in culture showed considerable heterogeneity. Clustering based on 234 pre-selected RPE-specific genes divided the cells into two distinct clusters, we defined as more and less differentiated cells. The proportion of more differentiated cells increased with time in culture, but appreciable numbers of cells remained less differentiated even at 19 weeks. Pseudotemporal ordering identified 537 genes that could be implicated in the dynamics of RPE cell differentiation (FDR < 0.05). Zinc treatment resulted in the differential expression of 281 of these genes (FDR < 0.05). These genes were associated with several biological pathways with modulation of ID1/ID3 transcriptional regulation. Overall, zinc had a multitude of effects on the RPE transcriptome, including several genes involved in pigmentation, complement regulation, mineralization, and cholesterol metabolism processes associated with AMD.
Assuntos
Degeneração Macular , Epitélio Pigmentado da Retina , Humanos , Epitélio Pigmentado da Retina/metabolismo , Zinco/metabolismo , Degeneração Macular/metabolismo , Perfilação da Expressão Gênica , Análise de Sequência de RNARESUMO
The strategies deployed by antibiotic-resistant bacteria to counteract host defences are poorly understood. Here, we elucidate a novel host-pathogen interaction resulting in skewing lung macrophage polarisation by the human pathogen Klebsiella pneumoniae. We identify interstitial macrophages (IMs) as the main population of lung macrophages associated with Klebsiella. Single-cell transcriptomics and trajectory analysis of cells reveal type I IFN and IL10 signalling, and macrophage polarisation are characteristic of infected IMs, whereas Toll-like receptor (TLR) and Nod-like receptor signalling are features of infected alveolar macrophages. Klebsiella-induced macrophage polarisation is a singular M2-type we termed M(Kp). To rewire macrophages, Klebsiella hijacks a TLR-type I IFN-IL10-STAT6 axis. Absence of STAT6 limits Klebsiella intracellular survival and facilitates the clearance of the pathogen in vivo. Glycolysis characterises M(Kp) metabolism, and inhibition of glycolysis results in clearance of intracellular Klebsiella. Capsule polysaccharide governs M(Kp). Klebsiella also skews human macrophage polarisation towards M(Kp) in a type I IFN-IL10-STAT6-dependent manner. Klebsiella induction of M(Kp) represents a novel strategy to overcome host restriction, and identifies STAT6 as target to boost defences against Klebsiella.