Genome-wide identification of suitable zebrafish Danio rerio reference genes for normalization of gene expression data by RT-qPCR

被引:67
作者
Xu, H. [1 ,2 ]
Li, C. [2 ]
Zeng, Q. [2 ]
Agrawal, I. [2 ]
Zhu, X. [1 ]
Gong, Z. [2 ]
机构
[1] Chinese Acad Fishery Sci, Pearl River Fisheries Res Inst, Guangzhou 510380, Guangdong, Peoples R China
[2] Natl Univ Singapore, Dept Biol Sci, Singapore 117543, Singapore
基金
英国医学研究理事会; 新加坡国家研究基金会;
关键词
fish; gene expression; housekeeping genes; transcriptomes; TRANSCRIPTION-PCR DATA; HOUSEKEEPING GENES; BETA-ACTIN; GAPDH; VALIDATION;
D O I
10.1111/jfb.12915
中图分类号
S9 [水产、渔业];
学科分类号
0908 ;
摘要
In this study, to systematically identify the most stably expressed genes for internal reference in zebrafish Danio rerio investigations, 37 D. rerio transcriptomic datasets (both RNA sequencing and microarray data) were collected from gene expression omnibus (GEO) database and unpublished data, and gene expression variations were analysed under three experimental conditions: tissue types, developmental stages and chemical treatments. Forty-four putative candidate genes were identified with the c.v. <0.2 from all datasets. Following clustering into different functional groups, 21 genes, in addition to four conventional housekeeping genes (eef1a1l1, b2m, hrpt1l and actb1), were selected from different functional groups for further quantitative real-time (qrt-)PCR validation using 25 RNA samples from different adult tissues, developmental stages and chemical treatments. The qrt-PCR data were then analysed using the statistical algorithm refFinder for gene expression stability. Several new candidate genes showed better expression stability than the conventional housekeeping genes in all three categories. It was found that sep15 and metap1 were the top two stable genes for tissue types, ube2a and tmem50a the top two for different developmental stages, and rpl13a and rp1p0 the top two for chemical treatments. Thus, based on the extensive transcriptomic analyses and qrt-PCR validation, these new reference genes are recommended for normalization of D. rerio qrt-PCR data respectively for the three different experimental conditions. (C) 2016 The Fisheries Society of the British Isles
引用
收藏
页码:2095 / 2110
页数:16
相关论文
共 40 条
[1]   A high-throughput open-array qPCR gene panel to identify housekeeping genes suitable for myometrium and leiomyoma expression analysis [J].
Almeida, Teresa A. ;
Quispe-Ricalde, Antonieta ;
Montes de Oca, Francisco ;
Foronda, Pilar ;
Hernandez, Mariano M. .
GYNECOLOGIC ONCOLOGY, 2014, 134 (01) :138-143
[2]   Normalization of real-time quantitative reverse transcription-PCR data: A model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets [J].
Andersen, CL ;
Jensen, JL ;
Orntoft, TF .
CANCER RESEARCH, 2004, 64 (15) :5245-5250
[3]   Identification of Human Housekeeping Genes and Tissue-Selective Genes by Microarray Meta-Analysis [J].
Chang, Cheng-Wei ;
Cheng, Wei-Chung ;
Chen, Chaang-Ray ;
Shu, Wun-Yi ;
Tsai, Min-Lung ;
Huang, Ching-Lung ;
Hsu, Ian C. .
PLOS ONE, 2011, 6 (07)
[4]  
Chang TJ, 1998, ONCOL REP, V5, P469
[5]   Identification of Human HK Genes and Gene Expression Regulation Study in Cancer from Transcriptomics Data Analysis [J].
Chen, Meili ;
Xiao, Jingfa ;
Zhang, Zhang ;
Liu, Jingxing ;
Wu, Jiayan ;
Yu, Jun .
PLOS ONE, 2013, 8 (01)
[6]   EF1α and RPL13a represent normalization genes suitable for RT-qPCR analysis of bone marrow derived mesenchymal stem cells [J].
Curtis, Kevin M. ;
Gomez, Lourdes A. ;
Rios, Carmen ;
Garbayo, Elisa ;
Raval, Ami P. ;
Perez-Pinzon, Miguel A. ;
Schiller, Paul C. .
BMC MOLECULAR BIOLOGY, 2010, 11
[7]   Genome-wide identification and testing of superior reference genes for transcript normalization in Arabidopsis [J].
Czechowski, T ;
Stitt, M ;
Altmann, T ;
Udvardi, MK ;
Scheible, WR .
PLANT PHYSIOLOGY, 2005, 139 (01) :5-17
[8]   The implications of using an inappropriate reference gene for real-time reverse transcription PCR data normalization [J].
Dheda, K ;
Huggett, JF ;
Chang, JS ;
Kim, LU ;
Bustin, SA ;
Johnson, MA ;
Rook, GAW ;
Zumla, A .
ANALYTICAL BIOCHEMISTRY, 2005, 344 (01) :141-143
[9]   Zebrafish: bridging the gap between development and disease [J].
Dodd, A ;
Curtis, PM ;
Williams, LC ;
Love, DA .
HUMAN MOLECULAR GENETICS, 2000, 9 (16) :2443-2449
[10]   Importance of Suitable Reference Gene Selection for Quantitative Real-Time PCR: Special Reference to Mouse Myocardial Infarction Studies [J].
Everaert, Bert R. ;
Boulet, Gaelle A. ;
Timmermans, Jean-Pierre ;
Vrints, Christiaan J. .
PLOS ONE, 2011, 6 (08)