中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
zMAP toolset: model-based analysis of large-scale proteomic data via a variance stabilizing z-transformation

文献类型:期刊论文

作者Gui, Xiuqi5; Huang, Jing5; Ruan, Linjie4; Wu, Yanjun3; Guo, Xuan5; Cao, Ruifang5; Zhou, Shuhan5; Tan, Fengxiang5; Zhu, Hongwen2; Li, Mushan1
刊名GENOME BIOLOGY
出版日期2024-10-14
卷号25期号:1页码:30
ISSN号1474-760X
DOI10.1186/s13059-024-03382-9
通讯作者Zhan, Lixing(lxzhan@sinh.ac.cn) ; Liu, Xin(xin.liu@sibcb.ac.cn) ; Tu, Shiqi(tushiqi@sinh.ac.cn) ; Shao, Zhen(shaozhen@sinh.ac.cn)
英文摘要Isobaric labeling-based mass spectrometry (ILMS) has been widely used to quantify, on a proteome-wide scale, the relative protein abundance in different biological conditions. However, large-scale ILMS data sets typically involve multiple runs of mass spectrometry, bringing great computational difficulty to the integration of ILMS samples. We present zMAP, a toolset that makes ILMS intensities comparable across mass spectrometry runs by modeling the associated mean-variance dependence and accordingly applying a variance stabilizing z-transformation. The practical utility of zMAP is demonstrated in several case studies involving the dynamics of cell differentiation and the heterogeneity across cancer patients.
WOS关键词INTEGRATED PROTEOGENOMIC CHARACTERIZATION ; MOLECULAR SIGNATURES ; RATIO COMPRESSION ; METABOLISM ; CANCER ; QUANTIFICATION ; QUANTITATION ; INSIGHTS ; REVEALS ; COMPLEX
资助项目National Basic Research Program of China[2018YFA0800203] ; Strategic Priority Research Program of Chinese Academy of Sciences[XDB38040100] ; National Natural Science Foundation of China[32370705] ; National Natural Science Foundation of China[32200519]
WOS研究方向Biotechnology & Applied Microbiology ; Genetics & Heredity
语种英语
WOS记录号WOS:001335883100005
出版者BMC
源URL[http://119.78.100.183/handle/2S10ELR8/314008]  
专题新药研究国家重点实验室
通讯作者Zhan, Lixing; Liu, Xin; Tu, Shiqi; Shao, Zhen
作者单位1.Penn State Univ, Dept Stat, University Pk, PA 16802 USA
2.Chinese Acad Sci, Shanghai Inst Mat Med, Analyt Res Ctr Organ & Biol Mol, State Key Lab Drug Res, Shanghai 201203, Peoples R China
3.Chinese Acad Sci, Univ Chinese Acad Sci, Shanghai Inst Nutr & Hlth, CAS Key Lab Nutr Metab & Food Safety, Shanghai 200031, Peoples R China
4.Chinese Acad Sci, Univ Chinese Acad Sci, Key Lab Epigenet Regulat & Intervent, Shanghai Inst Biochem Cell & Biol,CAS Ctr Excellen, Shanghai 200031, Peoples R China
5.Chinese Acad Sci, Univ Chinese Acad Sci, Shanghai Inst Nutr & Hlth, CAS Key Lab Computat Biol, Shanghai 200031, Peoples R China
推荐引用方式
GB/T 7714
Gui, Xiuqi,Huang, Jing,Ruan, Linjie,et al. zMAP toolset: model-based analysis of large-scale proteomic data via a variance stabilizing z-transformation[J]. GENOME BIOLOGY,2024,25(1):30.
APA Gui, Xiuqi.,Huang, Jing.,Ruan, Linjie.,Wu, Yanjun.,Guo, Xuan.,...&Shao, Zhen.(2024).zMAP toolset: model-based analysis of large-scale proteomic data via a variance stabilizing z-transformation.GENOME BIOLOGY,25(1),30.
MLA Gui, Xiuqi,et al."zMAP toolset: model-based analysis of large-scale proteomic data via a variance stabilizing z-transformation".GENOME BIOLOGY 25.1(2024):30.

入库方式: OAI收割

来源:上海药物研究所

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