Informatics for RNA Sequencing: A Web Resource for Analysis on the Cloud

被引:56
|
作者
Griffith, Malachi [1 ,2 ,3 ]
Walker, Jason R. [1 ]
Spies, Nicholas C. [1 ]
Ainscough, Benjamin J. [1 ,2 ]
Griffith, Obi L. [1 ,2 ,3 ,4 ]
机构
[1] Washington Univ, Sch Med, McDonnell Genome Inst, St Louis, MO 63130 USA
[2] Washington Univ, Sch Med, Siteman Canc Ctr, St Louis, MO USA
[3] Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
[4] Washington Univ, Sch Med, Dept Med, St Louis, MO 63110 USA
关键词
GENE-EXPRESSION ANALYSIS; DIFFERENTIAL EXPRESSION; SEQ DATA; BIOCONDUCTOR PACKAGE; CHIMERIC TRANSCRIPT; SCALE; IDENTIFICATION; VISUALIZATION; QUANTIFICATION; TECHNOLOGY;
D O I
10.1371/journal.pcbi.1004393
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Massively parallel RNA sequencing (RNA-seq) has rapidly become the assay of choice for interrogating RNA transcript abundance and diversity. This article provides a detailed introduction to fundamental RNA-seq molecular biology and informatics concepts. We make available open-access RNA-seq tutorials that cover cloud computing, tool installation, relevant file formats, reference genomes, transcriptome annotations, quality-control strategies, expression, differential expression, and alternative splicing analysis methods. These tutorials and additional training resources are accompanied by complete analysis pipelines and test datasets made available without encumbrance at www.rnaseq.wiki.
引用
收藏
页数:20
相关论文
共 50 条
  • [41] Complex Analysis of Single-Cell RNA Sequencing Data
    Anna A. Khozyainova
    Anna A. Valyaeva
    Mikhail S. Arbatsky
    Sergey V. Isaev
    Pavel S. Iamshchikov
    Egor V. Volchkov
    Marat S. Sabirov
    Viktoria R. Zainullina
    Vadim I. Chechekhin
    Rostislav S. Vorobev
    Maxim E. Menyailo
    Pyotr A. Tyurin-Kuzmin
    Evgeny V. Denisov
    Biochemistry (Moscow), 2023, 88 : 231 - 252
  • [42] Transcriptional Analysis of Coccidioides immitis Mycelia and Spherules by RNA Sequencing
    Carlin, Aaron F.
    Beyhan, Sinem
    Pena, Jesus F.
    Stajich, Jason E.
    Viriyakosol, Suganya
    Fierer, Joshua
    Kirkland, Theo N.
    JOURNAL OF FUNGI, 2021, 7 (05)
  • [43] Complex Analysis of Single-Cell RNA Sequencing Data
    Khozyainova, Anna A. A.
    Valyaeva, Anna A. A.
    Arbatsky, Mikhail S. S.
    Isaev, Sergey V. V.
    Iamshchikov, Pavel S. S.
    Volchkov, Egor V. V.
    Sabirov, Marat S. S.
    Zainullina, Viktoria R. R.
    Chechekhin, Vadim I. I.
    Vorobev, Rostislav S. S.
    Menyailo, Maxim E. E.
    Tyurin-Kuzmin, Pyotr A. A.
    Denisov, Evgeny V. V.
    BIOCHEMISTRY-MOSCOW, 2023, 88 (02) : 231 - 252
  • [44] Benchmarking principal component analysis for large-scale single-cell RNA-sequencing
    Tsuyuzaki, Koki
    Sato, Hiroyuki
    Sato, Kenta
    Nikaido, Itoshi
    GENOME BIOLOGY, 2020, 21 (01)
  • [45] Machine learning and statistical methods for clustering single-cell RNA-sequencing data
    Petegrosso, Raphael
    Li, Zhuliu
    Kuang, Rui
    BRIEFINGS IN BIOINFORMATICS, 2020, 21 (04) : 1209 - 1223
  • [46] High-throughput and quantitative genome-wide messenger RNA sequencing for molecular phenotyping
    Collins, John E.
    Wali, Neha
    Sealy, Ian M.
    Morris, James A.
    White, Richard J.
    Leonard, Steven R.
    Jackson, David K.
    Jones, Matthew C.
    Smerdon, Nathalie C.
    Zamora, Jorge
    Dooley, Christopher M.
    Carruthers, Samantha N.
    Barrett, Jeffrey C.
    Stemple, Derek L.
    Busch-Nentwich, Elisabeth M.
    BMC GENOMICS, 2015, 16
  • [47] Bioinformatics perspectives on transcriptomics: A comprehensive review of bulk and single-cell RNA sequencing analyses
    Tzec-Interian, Jorge A.
    Gonzalez-Padilla, Daianna
    Gongora-Castillo, Elsa B.
    QUANTITATIVE BIOLOGY, 2025, 13 (02)
  • [48] RNA sequencing of cancer reveals novel splicing alterations
    Eswaran, Jeyanthy
    Horvath, Anelia
    Godbole, Sucheta
    Reddy, Sirigiri Divijendra
    Mudvari, Prakriti
    Ohshiro, Kazufumi
    Cyanam, Dinesh
    Nair, Sujit
    Fuqua, Suzanne A. W.
    Polyak, Kornelia
    Florea, Liliana D.
    Kumar, Rakesh
    SCIENTIFIC REPORTS, 2013, 3
  • [49] A Streamlined Approach to Pathway Analysis from RNA-Sequencing Data
    Bow, Austin
    METHODS AND PROTOCOLS, 2021, 4 (01)
  • [50] Comprehensive comparative analysis of strand-specific RNA sequencing methods
    Levin, Joshua Z.
    Yassour, Moran
    Adiconis, Xian
    Nusbaum, Chad
    Thompson, Dawn Anne
    Friedman, Nir
    Gnirke, Andreas
    Regev, Aviv
    NATURE METHODS, 2010, 7 (09) : 709 - U67