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DNA methylation clocks for estimating biological age in Chinese cohorts 被引量:1
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作者 Zikai Zheng jiaming Li +24 位作者 Tianzi Liu Yanling Fan Qiao-Cheng Zhai Muzhao Xiong Qiao-Ran Wang Xiaoyan Sun Qi-Wen Zheng Shanshan Che Beier jiang Quan Zheng Cui Wang Lixiao Liu jiale Ping Si Wang Dan-Dan Gao Jinlin Ye Kuan Yang Yuesheng Zuo Shuai Ma Yun-GuiYang Jig Qu Feng Zhang peilin jia Guang-Hui Liu Weiqi Zhang 《Protein & Cell》 SCIE CSCD 2024年第8期575-593,共19页
Epigenetic clocks are accurate predictors of human chronological age based on the analysis of DNA methylation(DNAm)at specific CpG sites.However,a systematic comparison between DNA methylation data and other omics dat... Epigenetic clocks are accurate predictors of human chronological age based on the analysis of DNA methylation(DNAm)at specific CpG sites.However,a systematic comparison between DNA methylation data and other omics datasets has not yet been performed.Moreover,available DNAm age predictors are based on datasets with limited ethnic representation.To address these knowledge gaps,we generated and analyzed DNA methylation datasets from two independent Chinese cohorts,revealing age-related DNAm changes.Additionally,a DNA methylation aging clock(iCAS-DNAmAge)and a group of DNAm-based multi-modal clocks for Chinese individuals were developed,with most of them demonstrating strong predictive capabilities for chronological age.The clocks were further employed to predict factors influencing aging rates.The DNAm aging clock,derived from multi-modal aging features(compositeAge-DNAmAge),exhibited a close association with multi-omics changes,lifestyles,and disease status,underscoring its robust potential for precise biological age assessment.Our findings offer novel insights into the regulatory mechanism of age-related DNAm changes and extend the application of the DNAm clock for measuring biological age and aging pace,providing the basis for evaluating aging intervention strategies. 展开更多
关键词 DNA methylation aging clock AGING age prediction
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deCS:A Tool for Systematic Cell Type Annotations of Single-cell RNA Sequencing Data among Human Tissues
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作者 Guangsheng Pei Fangfang Yan +3 位作者 Lukas M.Simon Yulin Dai peilin jia Zhongming Zhao 《Genomics, Proteomics & Bioinformatics》 SCIE CAS CSCD 2023年第2期370-384,共15页
Single-cell RNA sequencing(scRNA-seq)is revolutionizing the study of complex and dynamic cellular mechanisms.However,cell type annotation remains a main challenge as it largely relies on a priori knowledge and manual ... Single-cell RNA sequencing(scRNA-seq)is revolutionizing the study of complex and dynamic cellular mechanisms.However,cell type annotation remains a main challenge as it largely relies on a priori knowledge and manual curation,which is cumbersome and subjective.The increasing number of scRNA-seq datasets,as well as numerous published genetic studies,has motivated us to build a comprehensive human cell type reference atlas.Here,we present decoding Cell type Specificity(deCS),an automatic cell type annotation method augmented by a comprehensive collection of human cell type expression profiles and marker genes.We used deCS to annotate scRNAseq data from various tissue types and systematically evaluated the annotation accuracy under different conditions,including reference panels,sequencing depth,and feature selection strategies.Our results demonstrate that expanding the references is critical for improving annotation accuracy.Compared to many existing state-of-the-art annotation tools,deCS significantly reduced computation time and increased accuracy.deCS can be integrated into the standard scRNA-seq analytical pipeline to enhance cell type annotation.Finally,we demonstrated the broad utility of deCS to identify trait-cell type associations in 51 human complex traits,providing deep insights into the cellular mechanisms underlying disease pathogenesis. 展开更多
关键词 Cell type-specific enrichment analysis scRNA-seq Cell type annotation Trait-cell type association Cell typemarkergene
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CleftGeneDB: a resource for annotating genes associated with cleft lip and cleft palate
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作者 Haodong Xu Fangfang Yan +5 位作者 Ruifeng Hu Akiko Suzuki Chihiro Iwaya peilin jia Junichi Iwata Zhongming Zhao 《Science Bulletin》 SCIE EI CSCD 2021年第23期2340-2342,共3页
Cleft lip with/without cleft palate(CL/P) is one of the most common congenital human birth defects with a prevalence estimated at approximately 1/700 live births worldwide, varying with gender,ethnicity, and geographi... Cleft lip with/without cleft palate(CL/P) is one of the most common congenital human birth defects with a prevalence estimated at approximately 1/700 live births worldwide, varying with gender,ethnicity, and geographic location[1]. Significant efforts have been made to understand CL/P pathogenesis. 展开更多
关键词 唇裂 CONGENITAL PATHOGENESIS
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