Identification and validation of suitable endogenous reference genes for gene expression studies in human peripheral blood.

Abstract:

BACKGROUND:Gene expression studies require appropriate normalization methods. One such method uses stably expressed reference genes. Since suitable reference genes appear to be unique for each tissue, we have identified an optimal set of the most stably expressed genes in human blood that can be used for normalization. METHODS:Whole-genome Affymetrix Human 2.0 Plus arrays were examined from 526 samples of males and females ages 2 to 78, including control subjects and patients with Tourette syndrome, stroke, migraine, muscular dystrophy, and autism. The top 100 most stably expressed genes with a broad range of expression levels were identified. To validate the best candidate genes, we performed quantitative RT-PCR on a subset of 10 genes (TRAP1, DECR1, FPGS, FARP1, MAPRE2, PEX16, GINS2, CRY2, CSNK1G2 and A4GALT), 4 commonly employed reference genes (GAPDH, ACTB, B2M and HMBS) and PPIB, previously reported to be stably expressed in blood. Expression stability and ranking analysis were performed using GeNorm and NormFinder algorithms. RESULTS:Reference genes were ranked based on their expression stability and the minimum number of genes needed for nomalization as calculated using GeNorm showed that the fewest, most stably expressed genes needed for acurate normalization in RNA expression studies of human whole blood is a combination of TRAP1, FPGS, DECR1 and PPIB. We confirmed the ranking of the best candidate control genes by using an alternative algorithm (NormFinder). CONCLUSION:The reference genes identified in this study are stably expressed in whole blood of humans of both genders with multiple disease conditions and ages 2 to 78. Importantly, they also have different functions within cells and thus should be expressed independently of each other. These genes should be useful as normalization genes for microarray and RT-PCR whole blood studies of human physiology, metabolism and disease.

journal_name

BMC Med Genomics

journal_title

BMC medical genomics

authors

Stamova BS,Apperson M,Walker WL,Tian Y,Xu H,Adamczy P,Zhan X,Liu DZ,Ander BP,Liao IH,Gregg JP,Turner RJ,Jickling G,Lit L,Sharp FR

doi

10.1186/1755-8794-2-49

subject

Has Abstract

pub_date

2009-08-05 00:00:00

pages

49

issn

1755-8794

pii

1755-8794-2-49

journal_volume

2

pub_type

杂志文章
  • Computational analysis of the mesenchymal signature landscape in gliomas.

    abstract:BACKGROUND:Epithelial to mesenchymal transition, and mimicking processes, contribute to cancer invasion and metastasis, and are known to be responsible for resistance to various therapeutic agents in many cancers. While a number of studies have proposed molecular signatures that characterize the spectrum of such transi...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-017-0252-7

    authors: Celiku O,Tandle A,Chung JY,Hewitt SM,Camphausen K,Shankavaram U

    更新日期:2017-03-09 00:00:00

  • Host sequence motifs shared by HIV predict response to antiretroviral therapy.

    abstract:BACKGROUND:The HIV viral genome mutates at a high rate and poses a significant long term health risk even in the presence of combination antiretroviral therapy. Current methods for predicting a patient's response to therapy rely on site-directed mutagenesis experiments and in vitro resistance assays. In this bioinforma...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-2-47

    authors: Dampier W,Evans P,Ungar L,Tozeren A

    更新日期:2009-07-23 00:00:00

  • Birt-Hogg-Dubé renal tumors are genetically distinct from other renal neoplasias and are associated with up-regulation of mitochondrial gene expression.

    abstract:BACKGROUND:Germline mutations in the folliculin (FLCN) gene are associated with the development of Birt-Hogg-Dubé syndrome (BHDS), a disease characterized by papular skin lesions, a high occurrence of spontaneous pneumothorax, and the development of renal neoplasias. The majority of renal tumors that arise in BHDS-affe...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-3-59

    authors: Klomp JA,Petillo D,Niemi NM,Dykema KJ,Chen J,Yang XJ,Sääf A,Zickert P,Aly M,Bergerheim U,Nordenskjöld M,Gad S,Giraud S,Denoux Y,Yonneau L,Méjean A,Vasiliu V,Richard S,MacKeigan JP,Teh BT,Furge KA

    更新日期:2010-12-16 00:00:00

  • MetaCNV - a consensus approach to infer accurate copy numbers from low coverage data.

    abstract:BACKGROUND:The majority of copy number callers requires high read coverage data that is often achieved with elevated material input, which increases the heterogeneity of tissue samples. However, to gain insights into smaller areas within a tissue sample, e.g. a cancerous area in a heterogeneous tissue sample, less mate...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-020-00731-y

    authors: Friedrich S,Barbulescu R,Helleday T,Sonnhammer ELL

    更新日期:2020-06-01 00:00:00

  • Searching for molecular markers in head and neck squamous cell carcinomas (HNSCC) by statistical and bioinformatic analysis of larynx-derived SAGE libraries.

    abstract:BACKGROUND:Head and neck squamous cell carcinoma (HNSCC) is one of the most common malignancies in humans. The average 5-year survival rate is one of the lowest among aggressive cancers, showing no significant improvement in recent years. When detected early, HNSCC has a good prognosis, but most patients present metast...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-1-56

    authors: Silveira NJ,Varuzza L,Machado-Lima A,Lauretto MS,Pinheiro DG,Rodrigues RV,Severino P,Nobrega FG,Head and Neck Genome Project GENCAPO.,Silva WA Jr,de B Pereira CA,Tajara EH

    更新日期:2008-11-11 00:00:00

  • Reverse-engineering of gene networks for regulating early blood development from single-cell measurements.

    abstract:BACKGROUND:Recent advances in omics technologies have raised great opportunities to study large-scale regulatory networks inside the cell. In addition, single-cell experiments have measured the gene and protein activities in a large number of cells under the same experimental conditions. However, a significant challeng...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-017-0312-z

    authors: Wei J,Hu X,Zou X,Tian T

    更新日期:2017-12-28 00:00:00

  • Single-cell RNA sequencing reveals the impact of chromosomal instability on glioblastoma cancer stem cells.

    abstract:BACKGROUND:Intra-tumor heterogeneity stems from genetic, epigenetic, functional, and environmental differences among tumor cells. A major source of genetic heterogeneity comes from DNA sequence differences and/or whole chromosome and focal copy number variations (CNVs). Whole chromosome CNVs are caused by chromosomal i...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-019-0532-5

    authors: Zhao Y,Carter R,Natarajan S,Varn FS,Compton DA,Gawad C,Cheng C,Godek KM

    更新日期:2019-05-31 00:00:00

  • Association of adipocyte genes with ASP expression: a microarray analysis of subcutaneous and omental adipose tissue in morbidly obese subjects.

    abstract:BACKGROUND:Prevalence of obesity is increasing to pandemic proportions. However, obese subjects differ in insulin resistance, adipokine production and co-morbidities. Based on fasting plasma analysis, obese subjects were grouped as Low Acylation Stimulating protein (ASP) and Triglyceride (TG) (LAT) vs High ASP and TG (...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-3-3

    authors: MacLaren RE,Cui W,Lu H,Simard S,Cianflone K

    更新日期:2010-01-27 00:00:00

  • Modified entropy-based procedure detects gene-gene-interactions in unconventional genetic models.

    abstract:BACKGROUND:Since it is assumed that genetic interactions play an important role in understanding the mechanisms of complex diseases, different statistical approaches have been suggested in recent years for this task. One interesting approach is the entropy-based IGENT method by Kwon et al. that promises an efficient de...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-020-0703-4

    authors: Malten J,König IR

    更新日期:2020-04-23 00:00:00

  • Analysis of gene expression profiles and protein-protein interaction networks in multiple tissues of systemic sclerosis.

    abstract:BACKGROUND:Systemic sclerosis (SSc), a multi-organ disorder, is characterized by vascular abnormalities, dysregulation of the immune system, and fibrosis. The mechanisms underlying tissue pathology in SSc have not been entirely understood. This study intended to investigate the common and tissue-specific pathways invol...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-019-0632-2

    authors: Karimizadeh E,Sharifi-Zarchi A,Nikaein H,Salehi S,Salamatian B,Elmi N,Gharibdoost F,Mahmoudi M

    更新日期:2019-12-27 00:00:00

  • Development of somatic mutation signatures for risk stratification and prognosis in lung and colorectal adenocarcinomas.

    abstract:BACKGROUND:Prognostic signatures are vital to precision medicine. However, development of somatic mutation prognostic signatures for cancers remains a challenge. In this study we developed a novel method for discovering somatic mutation based prognostic signatures. RESULTS:Somatic mutation and clinical data for lung a...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-018-0454-7

    authors: Menor M,Zhu Y,Wang Y,Zhang J,Jiang B,Deng Y

    更新日期:2019-01-31 00:00:00

  • Pathway analysis of rare variants for the clustered phenotypes by using hierarchical structured components analysis.

    abstract:BACKGROUNDS:Recent large-scale genetic studies often involve clustered phenotypes such as repeated measurements. Compared to a series of univariate analyses of single phenotypes, an analysis of clustered phenotypes can be useful for substantially increasing statistical power to detect more genetic associations. Moreove...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-019-0517-4

    authors: Lee S,Kim S,Kim Y,Oh B,Hwang H,Park T

    更新日期:2019-07-11 00:00:00

  • LDSplitDB: a database for studies of meiotic recombination hotspots in MHC using human genomic data.

    abstract:BACKGROUND:Meiotic recombination happens during the process of meiosis when chromosomes inherited from two parents exchange genetic materials to generate chromosomes in the gamete cells. The recombination events tend to occur in narrow genomic regions called recombination hotspots. Its dysregulation could lead to serio...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-018-0351-0

    authors: Guo J,Chen H,Yang P,Lee YT,Wu M,Przytycka TM,Kwoh CK,Zheng J

    更新日期:2018-04-20 00:00:00

  • Screening significantly hypermethylated genes in fetal tissues compared with maternal blood using a methylated-CpG island recovery assay-based microarray.

    abstract:BACKGROUND:The noninvasive prenatal diagnosis procedures that are currently used to detect genetic diseases do not achieve desirable levels of sensitivity and specificity. Recently, fetal methylated DNA biomarkers in maternal peripheral blood have been explored for the noninvasive prenatal detection of genetic disorder...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-5-26

    authors: Yin A,Zhang X,Wu J,Du L,He T,Zhang X

    更新日期:2012-06-18 00:00:00

  • Controlling the signal: Practical privacy protection of genomic data sharing through Beacon services.

    abstract:BACKGROUND:Genomic data is increasingly collected by a wide array of organizations. As such, there is a growing demand to make summary information about such collections available more widely. However, over the past decade, a series of investigations have shown that attacks, rooted in statistical inference methods, can...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-017-0282-1

    authors: Wan Z,Vorobeychik Y,Kantarcioglu M,Malin B

    更新日期:2017-07-26 00:00:00

  • Network-based prediction and knowledge mining of disease genes.

    abstract:BACKGROUND:In recent years, high-throughput protein interaction identification methods have generated a large amount of data. When combined with the results from other in vivo and in vitro experiments, a complex set of relationships between biological molecules emerges. The growing popularity of network analysis and da...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-8-S2-S9

    authors: Carson MB,Lu H

    更新日期:2015-01-01 00:00:00

  • Advancing research in NeuroAIDS using collaboration and public data sharing.

    abstract::In this issue of BMC Medical Genomics Griffin et al. present a user-friendly and freely accessible HIV-associated neurocognitive disorder (HAND) genomic database that compiles viral (HIV-1) genetic sequences and other relevant clinical and treatment data. We discuss the benefits and caveats of public data sharing in N...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-015-0150-9

    authors: Cysique LA

    更新日期:2015-11-11 00:00:00

  • FTO haplotyping underlines high obesity risk for European populations.

    abstract:BACKGROUND:Fat mass and obesity-associated (FTO) gene has been under close investigation since the discovery of its high impact on the obesity status in 2007 by a range of publications. Recent report on its implication in adipocytes underscored its molecular and functional mechanics in pathology. Still, the population ...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-019-0491-x

    authors: Babenko V,Babenko R,Gamieldien J,Markel A

    更新日期:2019-03-13 00:00:00

  • Molecular conservation of estrogen-response associated with cell cycle regulation, hormonal carcinogenesis and cancer in zebrafish and human cancer cell lines.

    abstract:BACKGROUND:The zebrafish is recognized as a versatile cancer and drug screening model. However, it is not known whether the estrogen-responsive genes and signaling pathways that are involved in estrogen-dependent carcinogenesis and human cancer are operating in zebrafish. In order to determine the potential of zebrafis...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-4-41

    authors: Lam SH,Lee SG,Lin CY,Thomsen JS,Fu PY,Murthy KR,Li H,Govindarajan KR,Nick LC,Bourque G,Gong Z,Lufkin T,Liu ET,Mathavan S

    更新日期:2011-05-16 00:00:00

  • The International Conference on Intelligent Biology and Medicine (ICIBM) 2018: genomics meets medicine.

    abstract::During June 10-12, 2018, the International Conference on Intelligent Biology and Medicine (ICIBM 2018) was held in Los Angeles, California, USA. The conference included 11 scientific sessions, four tutorials, one poster session, four keynote talks and four eminent scholar talks that covered a wide range of topics rang...

    journal_title:BMC medical genomics

    pub_type: 社论

    doi:10.1186/s12920-018-0448-5

    authors: Zhi D,Zhao Z,Li F,Wu Z,Liu X,Wang K

    更新日期:2019-01-31 00:00:00

  • Gene expression in BMPR2 mutation carriers with and without evidence of pulmonary arterial hypertension suggests pathways relevant to disease penetrance.

    abstract:BACKGROUND:While BMPR2 mutation strongly predisposes to pulmonary arterial hypertension (PAH), only 20% of mutation carriers develop clinical disease. This finding suggests that modifier genes contribute to FPAH clinical expression. Since modifiers are likely to be common alleles, this problem is not tractable by tradi...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-1-45

    authors: West J,Cogan J,Geraci M,Robinson L,Newman J,Phillips JA,Lane K,Meyrick B,Loyd J

    更新日期:2008-09-29 00:00:00

  • Evaluation of the imputation performance of the program IMPUTE in an admixed sample from Mexico City using several model designs.

    abstract:BACKGROUND:We explored the imputation performance of the program IMPUTE in an admixed sample from Mexico City. The following issues were evaluated: (a) the impact of different reference panels (HapMap vs. 1000 Genomes) on imputation; (b) potential differences in imputation performance between single-step vs. two-step (...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-5-12

    authors: Krithika S,Valladares-Salgado A,Peralta J,Escobedo-de La Peña J,Kumate-Rodríguez J,Cruz M,Parra EJ

    更新日期:2012-05-01 00:00:00

  • Clinical utility of the low-density Infinium QC genotyping Array in a genomics-based diagnostics laboratory.

    abstract:BACKGROUND:With 15,949 markers, the low-density Infinium QC Array-24 BeadChip enables linkage analysis, HLA haplotyping, fingerprinting, ethnicity determination, mitochondrial genome variations, blood groups and pharmacogenomics. It represents an attractive independent QC option for NGS-based diagnostic laboratories, a...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-017-0297-7

    authors: Ponomarenko P,Ryutov A,Maglinte DT,Baranova A,Tatarinova TV,Gai X

    更新日期:2017-10-06 00:00:00

  • Glucocorticoids with different chemical structures but similar glucocorticoid receptor potency regulate subsets of common and unique genes in human trabecular meshwork cells.

    abstract:BACKGROUND:In addition to their well-documented ocular therapeutic effects, glucocorticoids (GCs) can cause sight-threatening side-effects including ocular hypertension presumably via morphological and biochemical changes in trabecular meshwork (TM) cells. In the present study, we directly compared the glucocorticoid r...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-2-58

    authors: Nehmé A,Lobenhofer EK,Stamer WD,Edelman JL

    更新日期:2009-09-10 00:00:00

  • Comparative gene expression profiling analysis of urothelial carcinoma of the renal pelvis and bladder.

    abstract:BACKGROUND:Urothelial carcinoma (UC) can arise at any location along the urothelial tract, including the urethra, bladder, ureter, or renal pelvis. Although tumors arising in these various locations have similar morphology, it is unclear whether the gene expression profiles are similar between the upper-tract (ureter a...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-3-58

    authors: Zhang Z,Furge KA,Yang XJ,Teh BT,Hansel DE

    更新日期:2010-12-15 00:00:00

  • Genetic association and stress mediated down-regulation in trabecular meshwork implicates MPP7 as a novel candidate gene in primary open angle glaucoma.

    abstract:BACKGROUND:Glaucoma is the largest cause of irreversible blindness affecting more than 60 million people globally. The disease is defined as a gradual loss of peripheral vision due to death of Retinal Ganglion Cells (RGC). The RGC death is largely influenced by the rate of aqueous humor production by ciliary processes ...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-016-0177-6

    authors: Vishal M,Sharma A,Kaurani L,Alfano G,Mookherjee S,Narta K,Agrawal J,Bhattacharya I,Roychoudhury S,Ray J,Waseem NH,Bhattacharya SS,Basu A,Sen A,Ray K,Mukhopadhyay A

    更新日期:2016-03-22 00:00:00

  • Identification of gene-based responses in human blood cells exposed to alpha particle radiation.

    abstract:BACKGROUND:The threat of a terrorist-precipitated nuclear event places humans at danger for radiological exposures. Isotopes which emit alpha (α)-particle radiation pose the highest risk. Currently, gene expression signatures are being developed for radiation biodosimetry and triage with respect to ionizing photon radi...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/1755-8794-7-43

    authors: Chauhan V,Howland M,Wilkins R

    更新日期:2014-07-12 00:00:00

  • Segmental neurofibromatosis type 2: discriminating two hit from four hit in a patient presenting multiple schwannomas confined to one limb.

    abstract:BACKGROUND:A clinical overlap exists between mosaic Neurofibromatosis Type 2 and sporadic Schwannomatosis conditions. In these cases a molecular analysis of tumors is recommended for a proper genetic diagnostics. This analysis is challenged by the fact that schwannomas in both conditions bear a somatic double inactivat...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-015-0076-2

    authors: Castellanos E,Bielsa I,Carrato C,Rosas I,Solanes A,Hostalot C,Amilibia E,Prades J,Roca-Ribas F,Lázaro C,Blanco I,Serra E,NF2 Multidisciplinary Clinics HUGTiP-ICO-IMPPC.

    更新日期:2015-01-24 00:00:00

  • Identification of exon skipping events associated with Alzheimer's disease in the human hippocampus.

    abstract:BACKGROUND:At least 90% of human genes are alternatively spliced. Alternative splicing has an important function regulating gene expression and miss-splicing can contribute to risk for human diseases, including Alzheimer's disease (AD). METHODS:We developed a splicing decision model as a molecular mechanism to identif...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-018-0453-8

    authors: Han S,Miller JE,Byun S,Kim D,Risacher SL,Saykin AJ,Lee Y,Nho K,for Alzheimer’s Disease Neuroimaging Initiative.

    更新日期:2019-01-31 00:00:00

  • Fraternal twins with Phelan-McDermid syndrome not involving the SHANK3 gene: case report and literature review.

    abstract:BACKGROUND:Phelan-McDermid syndrome (PMS, OMIM#606232), or 22q13 deletion syndrome, is a rare genetic disorder caused by deletion of the distal long arm of chromosome 22 with a variety of clinical features that display considerably heterogeneous degrees of severity. The SHANK3 gene is understood to be the critical gene...

    journal_title:BMC medical genomics

    pub_type: 杂志文章

    doi:10.1186/s12920-020-00802-0

    authors: Li S,Xi KW,Liu T,Zhang Y,Zhang M,Zeng LD,Li J

    更新日期:2020-10-06 00:00:00