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数据驱动的聚类分析识别出代谢功能障碍相关脂肪性肝病的不同类型。

Data-driven cluster analysis identifies distinct types of metabolic dysfunction-associated steatotic liver disease.

作者信息

Raverdy Violeta, Tavaglione Federica, Chatelain Estelle, Lassailly Guillaume, De Vincentis Antonio, Vespasiani-Gentilucci Umberto, Qadri Sami F, Caiazzo Robert, Verkindt Helene, Saponaro Chiara, Kerr-Conte Julie, Baud Gregory, Marciniak Camille, Chetboun Mikael, Oukhouya-Daoud Naima, Blanck Samuel, Vandel Jimmy, Olsson Lisa, Chakaroun Rima, Gnemmi Viviane, Leteurtre Emmanuelle, Lefebvre Philippe, Haas Joel T, Yki-Järvinen Hannele, Francque Sven, Staels Bart, Le Roux Carel W, Tremaroli Valentina, Mathurin Philippe, Marot Guillemette, Romeo Stefano, Pattou François

机构信息

Translational Research for Diabetes UMR 1190, University of Lille, Inserm, Institut Pasteur Lille, CHU Lille, Lille, France.

Department of General and Endocrine Surgery, Centre Hospitalier et Universitaire de Lille, Lille, France.

出版信息

Nat Med. 2024 Dec;30(12):3624-3633. doi: 10.1038/s41591-024-03283-1. Epub 2024 Dec 9.

Abstract

Metabolic dysfunction-associated steatotic liver disease (MASLD) exhibits considerable variability in clinical outcomes. Identifying specific phenotypic profiles within MASLD is essential for developing targeted therapeutic strategies. Here we investigated the heterogeneity of MASLD using partitioning around medoids clustering based on six simple clinical variables in a cohort of 1,389 individuals living with obesity. The identified clusters were applied across three independent MASLD cohorts with liver biopsy (totaling 1,099 participants), and in the UK Biobank to assess the incidence of chronic liver disease, cardiovascular disease and type 2 diabetes. Results unveiled two distinct types of MASLD associated with steatohepatitis on histology and liver imaging. The first cluster, liver-specific, was genetically linked and showed rapid progression of chronic liver disease but limited risk of cardiovascular disease. The second cluster, cardiometabolic, was primarily associated with dysglycemia and high levels of triglycerides, leading to a similar incidence of chronic liver disease but a higher risk of cardiovascular disease and type 2 diabetes. Analyses of samples from 831 individuals with available liver transcriptomics and 1,322 with available plasma metabolomics highlighted that these two types of MASLD exhibited distinct liver transcriptomic profiles and plasma metabolomic signatures, respectively. In conclusion, these data provide preliminary evidence of the existence of two distinct types of clinically relevant MASLD with similar liver phenotypes at baseline, but each with specific underlying biological profiles and different clinical trajectories, suggesting the need for tailored therapeutic strategies.

摘要

代谢功能障碍相关脂肪性肝病(MASLD)在临床结局上表现出相当大的变异性。识别MASLD内的特定表型特征对于制定有针对性的治疗策略至关重要。在此,我们基于1389名肥胖个体的六个简单临床变量,使用围绕中心点划分聚类法研究了MASLD的异质性。将识别出的聚类应用于三个有肝活检的独立MASLD队列(共1099名参与者),并应用于英国生物银行,以评估慢性肝病、心血管疾病和2型糖尿病的发病率。结果揭示了两种不同类型的MASLD,它们在组织学和肝脏影像学上与脂肪性肝炎相关。第一个聚类,肝脏特异性型,具有遗传关联性,显示出慢性肝病进展迅速,但心血管疾病风险有限。第二个聚类,心脏代谢型,主要与血糖异常和高甘油三酯水平相关,导致慢性肝病发病率相似,但心血管疾病和2型糖尿病风险更高。对831名有肝脏转录组学数据的个体和1322名有血浆代谢组学数据的个体的样本分析强调,这两种类型的MASLD分别表现出不同的肝脏转录组学特征和血浆代谢组学特征。总之,这些数据为存在两种不同类型的临床相关MASLD提供了初步证据,这两种类型在基线时具有相似的肝脏表型,但每种都有特定的潜在生物学特征和不同的临床轨迹,表明需要量身定制治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/59d8/11645276/6d13a7f12a9a/41591_2024_3283_Fig1_HTML.jpg

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