Measuring differential gene expression with RNA-seq: challenges and strategies for data analysis.

Abstract:

:RNA-seq is a methodology for RNA profiling based on next-generation sequencing that enables to measure and compare gene expression patterns at unprecedented resolution. Although the appealing features of this technique have promoted its application to a wide panel of transcriptomics studies, the fast-evolving nature of experimental protocols and computational tools challenges the definition of a unified RNA-seq analysis pipeline. In this review, focused on the study of differential gene expression with RNA-seq, we go through the main steps of data processing and discuss open challenges and possible solutions.

journal_name

Brief Funct Genomics

authors

Finotello F,Di Camillo B

doi

10.1093/bfgp/elu035

subject

Has Abstract

pub_date

2015-03-01 00:00:00

pages

130-42

issue

2

eissn

2041-2649

issn

2041-2657

pii

elu035

journal_volume

14

pub_type

杂志文章,评审
  • Cancers with wrong HATs: the impact of acetylation.

    abstract::Lysine N-ε-acetylation is a post-translational modification that regulates the function of histone and non-histone proteins. In several malignancies, histone acetyltransferase (HAT) activities are disturbed as a consequence of various genetic or epigenetic alterations. In particular, HATs can function as tumor suppres...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/els065

    authors: Di Cerbo V,Schneider R

    更新日期:2013-05-01 00:00:00

  • Aberrant DNA methylation and miRNAs in coronary artery diseases and stroke: a systematic review.

    abstract::Coronary artery disease (CAD) and ischemic stroke are the two most predominant forms of cardiovascular diseases (CVDs) caused by genetic, epigenetic and environmental risk factors. Although studies on the impact of 'epigenetics' in CVDs is not new, its effects are increasingly being realized as a key regulatory determ...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章

    doi:10.1093/bfgp/elz043

    authors: Sharma AR,Shashikiran U,Uk AR,Shetty R,Satyamoorthy K,Rai PS

    更新日期:2020-07-29 00:00:00

  • Genetic and functional genomics approaches targeting the Notch pathway in cardiac development and congenital heart disease.

    abstract::The Notch signalling pathway plays crucial roles in cardiac development and postnatal cardiac homoeostasis. Gain- and loss-of-function approaches indicate that Notch promotes or inhibits cardiogenesis in a stage-dependent manner. However, the molecular mechanisms are poorly defined because many downstream effectors re...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elt036

    authors: MacGrogan D,Luxán G,de la Pompa JL

    更新日期:2014-01-01 00:00:00

  • Catching RNAs on chromatin using hybridization capture methods.

    abstract::The growing appreciation of the importance of long noncoding RNAs (lncRNAs), together with the awareness that some of these RNAs are associated with chromatin, has inspired the development of methods to detect their sites of interaction on a genome-wide scale at high resolution. Hybridization capture methods combine a...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elx038

    authors: Machyna M,Simon MD

    更新日期:2018-03-01 00:00:00

  • Prostate cancer invasion and metastasis: insights from mining genomic data.

    abstract::Prostate cancer (PCa) is the second most commonly diagnosed malignancy in men in the Western world and the second leading cause of cancer-related deaths among men worldwide. Although most cancers have the potential to metastasize under appropriate conditions, PCa favors the skeleton as a primary site of metastasis, su...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elt021

    authors: Hudson BD,Kulp KS,Loots GG

    更新日期:2013-09-01 00:00:00

  • Unravelling the biological secrets of microchimerism by single-cell analysis.

    abstract::The presence of microchimeric cells is known for >100 years and well documented since decades. Earlier, microchimeric cells were mainly used for cell-based non-invasive prenatal diagnostics during early pregnancy. Microchimeric cells are also present beyond delivery and are associated to various autoimmune diseases, t...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章

    doi:10.1093/bfgp/elx027

    authors: Ståhlberg A,El-Heliebi A,Sedlmayr P,Kroneis T

    更新日期:2018-07-01 00:00:00

  • Using population isolates in genetic association studies.

    abstract::The use of genetically isolated populations can empower next-generation association studies. In this review, we discuss the advantages of this approach and review study design and analytical considerations of genetic association studies focusing on isolates. We cite successful examples of using population isolates in ...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elu022

    authors: Hatzikotoulas K,Gilly A,Zeggini E

    更新日期:2014-09-01 00:00:00

  • Significance of whole-genome duplications on the emergence of evolutionary novelties.

    abstract::Acquisition of evolutionary novelties is a fundamental process for adapting to the external environment and invading new niches and results in the diversification of life, which we can see in the world today. How such novel phenotypic traits are acquired in the course of evolution and are built up in developing embryo...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/ely007

    authors: Moriyama Y,Koshiba-Takeuchi K

    更新日期:2018-09-27 00:00:00

  • Deep learning in omics: a survey and guideline.

    abstract::Omics, such as genomics, transcriptome and proteomics, has been affected by the era of big data. A huge amount of high dimensional and complex structured data has made it no longer applicable for conventional machine learning algorithms. Fortunately, deep learning technology can contribute toward resolving these chall...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/ely030

    authors: Zhang Z,Zhao Y,Liao X,Shi W,Li K,Zou Q,Peng S

    更新日期:2019-02-14 00:00:00

  • Proteomics in epigenetics: new perspectives for cancer research.

    abstract::The involvement of epigenetic processes in the origin and progression of cancer is now widely appreciated. Consequently, targeting the enzymatic machinery that controls the epigenetic regulation of the genome has emerged as an attractive new strategy for therapeutic intervention. The development of epigenetic drugs re...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elt002

    authors: Bartke T,Borgel J,DiMaggio PA

    更新日期:2013-05-01 00:00:00

  • A review of computational approaches for analysis of hepatitis C virus-mediated liver diseases.

    abstract::Chronic infection of hepatitis C virus (HCV) leads to severe life-threatening liver diseases such as cirrhosis of liver, fibrosis and hepatocellular carcinoma (HCC). Severity of the disease infects >180 million people worldwide. In recent years, many computational approaches have been proposed to study and analyze the...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elx040

    authors: Ray S,Maulik U,Mukhopadhyay A

    更新日期:2018-11-26 00:00:00

  • Gene-specific metrics to facilitate identification of disease genes for molecular diagnosis in patient genomes: a systematic review.

    abstract::The evolution of next-generation sequencing technologies has facilitated the detection of causal genetic variants in diseases previously undiagnosed at a molecular level. However, in genome sequencing studies, the identification of disease genes among a candidate gene list is often difficult because of the large numbe...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章

    doi:10.1093/bfgp/ely033

    authors: Alyousfi D,Baralle D,Collins A

    更新日期:2019-02-14 00:00:00

  • Barley genetic variation: implications for crop improvement.

    abstract::Genetic variation is crucial for successful barley improvement. Genomic technologies are improving dramatically and are providing access to the genetic diversity within this important crop species. Diverse collections of barley germplasm are being assembled and mined via genome-wide association studies and the identif...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章

    doi:10.1093/bfgp/elu006

    authors: Muñoz-Amatriaín M,Cuesta-Marcos A,Hayes PM,Muehlbauer GJ

    更新日期:2014-07-01 00:00:00

  • Functional genomics studies of the human pathogen Neisseria meningitidis.

    abstract::Neisseria meningitidis is a strictly human pathogen and is one of the major causes of septicemia and meningitis worldwide. Functional genomics approaches have been extensively applied to study how N. meningitidis adapts to grow and survive in different human niches encountered during the infection. DNA microarrays per...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章

    doi:10.1093/bfgp/elt018

    authors: Del Tordello E,Serruto D

    更新日期:2013-07-01 00:00:00

  • Imprinting of RB1 (the new kid on the block).

    abstract::Recent data have revealed that the paradigmatic tumour suppressor gene RB1 on chromosome 13 is preferentially expressed from the maternal allele. Imprinted expression of RB1 is linked to a differentially methylated CpG island in intron 2 of this gene (CpG 85). On the paternal chromosome, CpG 85 is unmethylated and act...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elq014

    authors: Buiting K,Kanber D,Horsthemke B,Lohmann D

    更新日期:2010-07-01 00:00:00

  • Systematic review of next-generation sequencing simulators: computational tools, features and perspectives.

    abstract::High-throughput next-generation sequencing (NGS) technologies have rapidly generated a large volume of genomic data. To aid the development and evaluation of new statistical models and computational methods, NGS-based simulators have been proposed to construct better experimental workflows. However, the comparative pe...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elw012

    authors: Zhao M,Liu D,Qu H

    更新日期:2017-05-01 00:00:00

  • Next-generation sequencing for understanding and accelerating crop domestication.

    abstract::Next generation Sequencing (NGS) provides a powerful tool for discovery of domestication genes in crop plants and their wild relatives. The accelerated domestication of new plant species as crops may be facilitated by this knowledge. Re-sequencing of domesticated genotypes can identify regions of low diversity associa...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elr032

    authors: Henry RJ

    更新日期:2012-01-01 00:00:00

  • Biological function through network topology: a survey of the human diseasome.

    abstract::Molecular network data are increasingly becoming available, necessitating the development of well performing computational tools for their analyses. Such tools enabled conceptually different approaches for exploring human diseases to be undertaken, in particular, those that study the relationship between a multitude o...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章

    doi:10.1093/bfgp/els037

    authors: Janjić V,Pržulj N

    更新日期:2012-11-01 00:00:00

  • An overview of bioinformatics methods for modeling biological pathways in yeast.

    abstract::The advent of high-throughput genomics techniques, along with the completion of genome sequencing projects, identification of protein-protein interactions and reconstruction of genome-scale pathways, has accelerated the development of systems biology research in the yeast organism Saccharomyces cerevisiae In particula...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elv040

    authors: Hou J,Acharya L,Zhu D,Cheng J

    更新日期:2016-03-01 00:00:00

  • Studying protein-protein interaction networks: a systems view on diseases.

    abstract::In order to better understand several cellular processes, it is helpful to study how various components make up the system. This systems perspective is supported by several modelling tools including network analysis. Networks of protein-protein interactions (PPI networks) offer a way to depict, visualize and quantify ...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/els035

    authors: Jordán F,Nguyen TP,Liu WC

    更新日期:2012-11-01 00:00:00

  • Immunotherapy for gastric cancer: dilemmas and prospect.

    abstract::Gastric cancer remains the second most common cause of cancer-related death worldwide. Because of the poor prognosis of late-stage gastric cancer patients, it is imperative to develop new strategies to improve the survival rate of this disease. Currently, immunotherapy is considered as an innovative approach for cance...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/ely019

    authors: Zhao Q,Cao L,Guan L,Bie L,Wang S,Xie B,Chen X,Shen X,Cao F

    更新日期:2019-03-22 00:00:00

  • Recent advancement toward significant association between disordered transcripts and virus-infected diseases: a survey.

    abstract::In the current era of epigenetics research, we have observed many examples of epigenetic modifications, like histone modification and DNA methylation, in various fatal diseases. These include solid tumors, hematological malignancies and viral infections with DNA or RNA viruses. The purpose of this review is to summari...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/ely021

    authors: Sen S,Maulik U

    更新日期:2018-11-26 00:00:00

  • Transcription attenuation in bacteria: theme and variations.

    abstract::Premature termination of transcription, or attenuation, is an efficient RNA-based regulatory strategy that is commonly used in bacterial organisms. Attenuators are generally located in the 50 untranslated regions of genes or operons and combine a Rho-independent terminator, controlling transcription, with an RNA eleme...

    journal_title:Briefings in functional genomics

    pub_type: 更正并重新发布的文章,杂志文章,评审

    doi:10.1093/bfgp/elq008

    authors: Naville M,Gautheret D

    更新日期:2010-03-01 00:00:00

  • DNA methylation dynamics: identification and functional annotation.

    abstract::DNA methylation is an epigenetic modification of cytosines that undergoes dynamic changes in a temporal, spatial and cell-type-specific manner. Recent advances in technology have permitted the profiling of high-throughput methylomes in large numbers of biological samples. Various computational tools have been develope...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elw029

    authors: Liu H,Li S,Wang X,Zhu J,Wei Y,Wang Y,Wen Y,Wang L,Huang Y,Zhang B,Shang S,Zhang Y

    更新日期:2016-11-01 00:00:00

  • Chromatin structure of pluripotent stem cells and induced pluripotent stem cells.

    abstract::Pluripotent embryonic stem (ES) cells are specialized cells with a dynamic chromatin structure, which is intimately connected with their pluripotency and physiology. In recent years somatic cells have been reprogrammed to a pluripotent state through over-expression of a defined set of transcription factors. These cell...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elq038

    authors: Delgado-Olguín P,Recillas-Targa F

    更新日期:2011-01-01 00:00:00

  • Evolutionary genetics of insect innate immunity.

    abstract::Patterns of evolution in immune defense genes help to understand the evolutionary dynamics between hosts and pathogens. Multiple insect genomes have been sequenced, with many of them having annotated immune genes, which paves the way for a comparative genomic analysis of insect immunity. In this review, I summarize th...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elv002

    authors: Viljakainen L

    更新日期:2015-11-01 00:00:00

  • From single splicing events to thousands: the ambiguous step forward in splicing research.

    abstract::Since the discovery of RNA splicing in 1977 the knowledge of this important biological process has increased steadily following the identification of many of the mechanistic features of splicing: from the basic cis-acting splicing signals, through the detail composition and dynamics of the spliceosome, to the role pla...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/els048

    authors: Buratti E,Baralle M,Baralle FE

    更新日期:2013-01-01 00:00:00

  • MicroRNA nomenclature and the need for a revised naming prescription.

    abstract::A central environment and interface for microRNA (miRNA) registry and repository and a general standardized framework for their systematic annotation was established over a decade ago. However, the numbers of experimentally and computationally identified miRNAs are swiftly accumulating, and new aspects of miRNA-mediat...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elv026

    authors: Budak H,Bulut R,Kantar M,Alptekin B

    更新日期:2016-01-01 00:00:00

  • Heart genetics in a small package, exploiting the condensed genome of Ciona intestinalis.

    abstract::Defects in the initial establishment of cardiogenic cell fate are likely to contribute to pervasive human congenital cardiac abnormalities. However, the molecular underpinnings of nascent cardiac fate induction have proven difficult to decipher. In this review we explore the participation of extracellular, cellular an...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elt034

    authors: Cota CD,Segade F,Davidson B

    更新日期:2014-01-01 00:00:00

  • The Human Cell Atlas: Technical approaches and challenges.

    abstract::The Human Cell Atlas is a large, international consortium that aims to identify and describe every cell type in the human body. The comprehensive cellular maps that arise from this ambitious effort have the potential to transform many aspects of fundamental biology and clinical practice. Here, we discuss the technical...

    journal_title:Briefings in functional genomics

    pub_type: 杂志文章,评审

    doi:10.1093/bfgp/elx029

    authors: Hon CC,Shin JW,Carninci P,Stubbington MJT

    更新日期:2018-07-01 00:00:00