Literature DB >> 29624415

A Beginner's Guide to Analysis of RNA Sequencing Data.

Clarissa M Koch1, Stephen F Chiu1,2, Mahzad Akbarpour2, Ankit Bharat1,2, Karen M Ridge1,3, Elizabeth T Bartom4, Deborah R Winter5.   

Abstract

Since the first publications coining the term RNA-seq (RNA sequencing) appeared in 2008, the number of publications containing RNA-seq data has grown exponentially, hitting an all-time high of 2,808 publications in 2016 (PubMed). With this wealth of RNA-seq data being generated, it is a challenge to extract maximal meaning from these datasets, and without the appropriate skills and background, there is risk of misinterpretation of these data. However, a general understanding of the principles underlying each step of RNA-seq data analysis allows investigators without a background in programming and bioinformatics to critically analyze their own datasets as well as published data. Our goals in the present review are to break down the steps of a typical RNA-seq analysis and to highlight the pitfalls and checkpoints along the way that are vital for bench scientists and biomedical researchers performing experiments that use RNA-seq.

Keywords:  RNA sequencing; bioinformatics; data analysis; transcriptomics

Mesh:

Year:  2018        PMID: 29624415      PMCID: PMC6096346          DOI: 10.1165/rcmb.2017-0430TR

Source DB:  PubMed          Journal:  Am J Respir Cell Mol Biol        ISSN: 1044-1549            Impact factor:   6.914


  30 in total

Review 1.  Making the case for chromatin profiling: a new tool to investigate the immune-regulatory landscape.

Authors:  Deborah R Winter; Steffen Jung; Ido Amit
Journal:  Nat Rev Immunol       Date:  2015-08-14       Impact factor: 53.106

2.  Mapping and quantifying mammalian transcriptomes by RNA-Seq.

Authors:  Ali Mortazavi; Brian A Williams; Kenneth McCue; Lorian Schaeffer; Barbara Wold
Journal:  Nat Methods       Date:  2008-05-30       Impact factor: 28.547

3.  Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles.

Authors:  Aravind Subramanian; Pablo Tamayo; Vamsi K Mootha; Sayan Mukherjee; Benjamin L Ebert; Michael A Gillette; Amanda Paulovich; Scott L Pomeroy; Todd R Golub; Eric S Lander; Jill P Mesirov
Journal:  Proc Natl Acad Sci U S A       Date:  2005-09-30       Impact factor: 11.205

4.  Enrichr: a comprehensive gene set enrichment analysis web server 2016 update.

Authors:  Maxim V Kuleshov; Matthew R Jones; Andrew D Rouillard; Nicolas F Fernandez; Qiaonan Duan; Zichen Wang; Simon Koplev; Sherry L Jenkins; Kathleen M Jagodnik; Alexander Lachmann; Michael G McDermott; Caroline D Monteiro; Gregory W Gundersen; Avi Ma'ayan
Journal:  Nucleic Acids Res       Date:  2016-05-03       Impact factor: 16.971

5.  Differential expression analysis for sequence count data.

Authors:  Simon Anders; Wolfgang Huber
Journal:  Genome Biol       Date:  2010-10-27       Impact factor: 13.583

6.  HTSeq--a Python framework to work with high-throughput sequencing data.

Authors:  Simon Anders; Paul Theodor Pyl; Wolfgang Huber
Journal:  Bioinformatics       Date:  2014-09-25       Impact factor: 6.937

7.  Expansion of the Gene Ontology knowledgebase and resources.

Authors: 
Journal:  Nucleic Acids Res       Date:  2016-11-29       Impact factor: 16.971

8.  edgeR: a Bioconductor package for differential expression analysis of digital gene expression data.

Authors:  Mark D Robinson; Davis J McCarthy; Gordon K Smyth
Journal:  Bioinformatics       Date:  2009-11-11       Impact factor: 6.937

9.  GOrilla: a tool for discovery and visualization of enriched GO terms in ranked gene lists.

Authors:  Eran Eden; Roy Navon; Israel Steinfeld; Doron Lipson; Zohar Yakhini
Journal:  BMC Bioinformatics       Date:  2009-02-03       Impact factor: 3.169

10.  TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions.

Authors:  Daehwan Kim; Geo Pertea; Cole Trapnell; Harold Pimentel; Ryan Kelley; Steven L Salzberg
Journal:  Genome Biol       Date:  2013-04-25       Impact factor: 13.583

View more
  29 in total

1.  Harnessing Human Microphysiology Systems as Key Experimental Models for Quantitative Systems Pharmacology.

Authors:  D Lansing Taylor; Albert Gough; Mark E Schurdak; Lawrence Vernetti; Chakra S Chennubhotla; Daniel Lefever; Fen Pei; James R Faeder; Timothy R Lezon; Andrew M Stern; Ivet Bahar
Journal:  Handb Exp Pharmacol       Date:  2019

2.  A Practical Guide to the Measurement and Analysis of DNA Methylation.

Authors:  Benjamin D Singer
Journal:  Am J Respir Cell Mol Biol       Date:  2019-10       Impact factor: 6.914

Review 3.  Understanding the Transcriptomic Landscape to Drive New Innovations in Musculoskeletal Regenerative Medicine.

Authors:  Stacey M Thomas; Cheryl L Ackert-Bicknell; Michael J Zuscik; Karin A Payne
Journal:  Curr Osteoporos Rep       Date:  2022-02-14       Impact factor: 5.096

4.  Defining Gene Functions in Tumorigenesis by Ex vivo Ablation of Floxed Alleles in Malignant Peripheral Nerve Sheath Tumor Cells.

Authors:  Jody Fromm Longo; Stephanie N Brosius; Steven L Carroll
Journal:  J Vis Exp       Date:  2021-08-25       Impact factor: 1.424

5.  Sigma factor binding protein 1 (CsSIB1) is a putative candidate of the major-effect QTL dm5.3 for downy mildew resistance in cucumber (Cucumis sativus).

Authors:  Junyi Tan; Yuhui Wang; Ronald Dymerski; Zhiming Wu; Yiqun Weng
Journal:  Theor Appl Genet       Date:  2022-09-12       Impact factor: 5.574

6.  Exploring reported genes of microglia RNA-sequencing data: Uses and considerations.

Authors:  Thecla A van Wageningen; Emma Gerrits; Sara Palacin I Bonson; Inge Huitinga; Bart J L Eggen; Anne-Marie van Dam
Journal:  Glia       Date:  2021-08-18       Impact factor: 8.073

7.  Residual endotoxin induces primary graft dysfunction through ischemia/reperfusion-primed alveolar macrophages.

Authors:  Mahzad Akbarpour; Emilia Lecuona; Stephen F Chiu; Qiang Wu; Melissa Querrey; Ramiro Fernandez; Félix L Núñez-Santana; Haiying Sun; Sowmya Ravi; Chitaru Kurihara; James M Walter; Nikita Joshi; Ziyou Ren; Scott C Roberts; Alan Hauser; Daniel Kreisel; Wenjun Li; Navdeep S Chandel; Alexander V Misharin; Thalachallour Mohanakumar; G R Scott Budinger; Ankit Bharat
Journal:  J Clin Invest       Date:  2020-08-03       Impact factor: 14.808

8.  Transcriptomic profiling of human dental pulp cells treated with tricalcium silicate-based cements by RNA sequencing.

Authors:  Elanagai Rathinam; Srinath Govindarajan; Sivaprakash Rajasekharan; Heidi Declercq; Dirk Elewaut; Peter De Coster; Luc Martens
Journal:  Clin Oral Investig       Date:  2020-10-27       Impact factor: 3.573

9.  Biomechanical regulation of breast cancer metastasis and progression.

Authors:  Adrianne Spencer; Andrew D Sligar; Daniel Chavarria; Jason Lee; Darshil Choksi; Nikita P Patil; HooWon Lee; Austin P Veith; William J Riley; Shubh Desai; Ali Abbaspour; Rohan Singeetham; Aaron B Baker
Journal:  Sci Rep       Date:  2021-05-10       Impact factor: 4.379

10.  Transcriptome Characterization and Expression Profiles of Disease Defense-Related Genes of Table Grapes in Response to Pichia anomala Induced with Chitosan.

Authors:  Wanying Hu; Esa Abiso Godana; Meiqiu Xu; Qiya Yang; Solairaj Dhanasekaran; Hongyin Zhang
Journal:  Foods       Date:  2021-06-22
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.