The best practice for microbiome analysis using R
文献类型: 外文期刊
第一作者: Wen, Tao
作者: Wen, Tao;Liu, Yong-Xin;Wen, Tao;Niu, Guoqing;Shen, Qirong;Yuan, Jun;Chen, Tong
作者机构:
关键词: R package; microbiome; data analysis; visualization; amplicon; metagenome
期刊名称:PROTEIN & CELL ( 影响因子:21.1; 五年影响因子:16.7 )
ISSN: 1674-800X
年卷期: 2023 年
页码:
收录情况: SCI
摘要: With the gradual maturity of sequencing technology, many microbiome studies have published, driving the emergence and advance of related analysis tools. R language is the widely used platform for microbiome data analysis for powerful functions. However, tens of thousands of R packages and numerous similar analysis tools have brought major challenges for many researchers to explore microbiome data. How to choose suitable, efficient, convenient, and easy-to-learn tools from the numerous R packages has become a problem for many microbiome researchers. We have organized 324 common R packages for microbiome analysis and classified them according to application categories (diversity, difference, biomarker, correlation and network, functional prediction, and others), which could help researchers quickly find relevant R packages for microbiome analysis. Furthermore, we systematically sorted the integrated R packages (phyloseq, microbiome, MicrobiomeAnalystR, Animalcules, microeco, and amplicon) for microbiome analysis, and summarized the advantages and limitations, which will help researchers choose the appropriate tools. Finally, we thoroughly reviewed the R packages for microbiome analysis, summarized most of the common analysis content in the microbiome, and formed the most suitable pipeline for microbiome analysis. This paper is accompanied by hundreds of examples with 10,000 lines codes in GitHub, which can help beginners to learn, also help analysts compare and test different tools. This paper systematically sorts the application of R in microbiome, providing an important theoretical basis and practical reference for the development of better microbiome tools in the future. All the code is available at GitHub github.com/taowenmicro/EasyMicrobiomeR.
分类号:
- 相关文献
作者其他论文 更多>>
-
MicrobiomeStatPlots: Microbiome statistics plotting gallery for meta-omics and bioinformatics
作者:Bai, Defeng;Ma, Chuang;Xun, Jiani;Luo, Hao;Yang, Haifei;Lyu, Hujie;Gai, Anran;Yousuf, Salsabeel;Gao, Yunyun;Wang, Yao;Liu, Yong-Xin;Ma, Chuang;Yang, Haifei;Lyu, Hujie;Zhu, Zhihao;Gai, Anran;Peng, Kai;Xu, Shanshan;Gao, Yunyun
关键词:bioinformatics; interpretation; microbiome; multi-omics; visualization
-
Metatranscriptomic insights into the mechanism of 'Multiple Qu' utilization in Jian-flavor Baijiu fermentation
作者:Xu, Shanshan;Hu, Weiqi;Zhou, Hao;Xu, Boyang;Wang, Ruijuan;Liu, Wuyang;Liu, Yong-xin;Li, Xingjiang;Liu, Yong-xin;Xu, Qinxiang;Zhang, Hui
关键词:Jian-flavor Baijiu; Multiple-qu fermentation; Single-qu fermentation; Metatranscriptomic analysis; Microbiota
-
Correlation between oral microbiota and dry socket at different time periods on tooth extraction
作者:Wu, Yujia;Deng, Xuliang;He, Ying;Xu, Mingming;Lyu, Hujie;Liu, Yong-Xin;Lyu, Hujie
关键词:Oral microbiota; dry socket; 16S rDNA sequencing; random forest; microbial network
-
Valuing the Ecological Products of Wetlands and Strategies for Implementation: A Case Study of Weishui Wetland in Songzi City, Hubei Province
作者:Deng, Haoyu;Li, Chengmin;Song, Yulan;Cao, Jian;Chen, Tong
关键词:ecological product value; GEP accounting; choice of experiment (CE) method; realization pathway
-
EasyMetagenome: A user-friendly and flexible pipeline for shotgun metagenomic analysis in microbiome research
作者:Bai, Defeng;Xun, Jiani;Ma, Chuang;Luo, Hao;Yang, Haifei;Hou, Huiyu;Lv, Hujie;Wan, Xiulin;Wang, Yao;Yousuf, Salsabeel;Zeng, Meiyin;Zhang, Tianyuan;Gao, Yunyun;Liu, Yong-Xin;Chen, Tong;Ma, Chuang;Yang, Haifei;Cao, Chen;Cao, Xiaofeng;Cui, Jianzhou;Deng, Yuan-Ping;Deng, Zhaochao;Yu, Hao;Zhang, Chunfang;Dong, Wenxin;Dong, Wenxue;Du, Juan;Fang, Qunkai;Fang, Wei;Fang, Yue;Luan, Yaning;Fu, Fangtian;Fu, Min;Fu, Yi-Tian;Gao, He;Ge, Jingping;Guo, Yuhao;Gong, Qinglong;Lou, Wenbo;Gu, Lunda;Yang, Li;Guo, Peng;Hai, Tang;Liu, Hao;He, Jieqiang;He, Zi-Yang;Huang, Can;Ji, Shuai;Jiang, ChangHai;Jiang, Gui-Lai;Jiang, Lingjuan;Jin, Ling N.;Li, Changchao;Kan, Yuhe;Kang, Da;Kou, Jin;Lam, Ka-Lung;Li, Chong;Li, Fuyi;Li, Liwei;Li, Miao;Li, Xin;Li, Ye;Li, Zheng-Tao;Zhu, Chengshuai;Liang, Jing;Mo, Jiayuan;Lin, Yongxin;Liu, Changzhen;Liu, Danni;Zhang, Jing;Chen, Shifu;Liu, Fengqin;Liu, Jia;Liu, Tianrui;Liu, Tingting;Wang, Xinlong;Liu, Xinyuan;Luo, Yuanyuan;Liu, Yaqun;Liu, Bangyan;Liu, Minghao;Lv, Hujie;Ma, Tengfei;Mai, Zongjiong;Niu, Dongze;Pan, Zhuo;Qi, Heyuan;Shi, Zhanyao;Song, Chunjiao;Sun, Fuxiang;Sun, Yan;Tian, Sihui;Wang, Guoliang;Wang, Hongyang;Wang, Hongyu;Wang, Huanhuan;Wang, Jing;Wang, Jun;Wang, Kang;Wang, Leli;Yao, Xiaofang;Wang, Shao-kun;Xiao, Zufei;Xing, Huichun;Xu, Yifan;Yang, Song;Yan, Shu-yan;Zhang, Yi-Bo;Yang, Yuanming;Lei, Yu;Yuan, Zhengrong;Zhang, Chunge;Zhang, Huimin;Zhang, Na;Zhang, Yupeng;Zhang, Zheng;Zhou, Mingda;Zhou, Yuanping;Zhu, Zhihao;Zhu, Lin;Zhu, Yue;Zou, Hongqin;Zuo, Anna;Dong, Wenxuan;Wen, Tao;Chen, Shifu;Chen, Shifu;Li, Guoliang
关键词:metagenome; microbiome; microbiota; pipeline; visualization
-
Cry for help from rhizosphere microbiomes and self-rescue strategies cooperatively alleviate drought stress in spring wheat
作者:Fang, Jing;Ma, Jie;Wei, Shuli;Su, Shaofeng;Cheng, Yuchen;Zhao, Xiaoqing;Lu, Zhanyuan;Fang, Jing;Ma, Jie;Zhao, Xiaoqing;Lu, Zhanyuan;Wen, Tao;Niu, Guoqing;Yuan, Jun;Yi, Liuxi
关键词:Drought stress; Spring wheat; Rhizosphere microbiome; Root exudate; Root transcriptome; Cross-domain network
-
Disruption of tryptophan metabolism by high-fat diet-triggered maternal immune activation promotes social behavioral deficits in male mice
作者:Sun, Penghao;Wang, Mengli;Chen, Shulin;Zhu, Xiaoyan;Zhao, Shanting;Chai, Xuejun;Liu, Yong-Xin;Li, Luqi;Zheng, Wei
关键词: