ArticleMolecular medicine reports2017
Systematic identification of human housekeeping genes possibly useful as references in gene expression studies.
Article in Molecular medicine reports, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers, 1 of them a synthesis that pooled it.
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45 citing papers in PubMed, 1 synthesis or guideline pooled it, 94 citations in OpenAlex.
- Deciphering the sex bias in housekeeping gene expression in adipose tissue: a comprehensive meta-analysis of transcriptomic studies.Biology of sex differences · 2023Pooled it
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- The potential of deep learning on the discovery of new genes implicated in differences of sex development.Computational and structural biotechnology journal · 2026Article
- Selecting Optimal Housekeeping Genes for RT-qPCR in Endometrial Cancer Studies: A Narrative Review.International journal of molecular sciences · 2025Review
- Age-invariant genes: multi-tissue identification and characterization of murine reference genes.Aging · 2025Article
- Identification of new reference genes with stable expression patterns for cell cycle experiments in human leukemia cell lines.Scientific reports · 2025Article
- Increased PTCHD4 expression via m6A modification of PTCHD4 mRNA promotes senescent cell survival.Nucleic acids research · 2024Article
- Identification of Epigenetic Biomarkers of Adolescent Idiopathic Scoliosis Progression: A Workflow to Assess Local Gene Expression.International journal of molecular sciences · 2024Article
- Age-Invariant Genes: Multi-Tissue Identification and Characterization of Murine Reference Genes.bioRxiv : the preprint server for biology · 2024Article
- Identification of Blood Biomarkers Related to Energy Metabolism and Construction of Diagnostic Prediction Model Based on Three Independent Alzheimer's Disease Cohorts.Journal of Alzheimer's disease : JAD · 2024Article
- Stable internal reference genes for quantitative RT-PCR analyses in Rhipicephalus microplus during embryogenesis.Ticks and tick-borne diseases · 2023Article
- Data-driven identification of total RNA expression genes for estimation of RNA abundance in heterogeneous cell types highlighted in brain tissue.Genome biology · 2023Article
- LRP10, PGK1 and RPLP0: Best Reference Genes in Periprostatic Adipose Tissue under Obesity and Prostate Cancer Conditions.International journal of molecular sciences · 2023Article
- Targeted Single-cell Isolation of Spontaneously Escaping Live Melanoma Cells for Comparative Transcriptomics.Cancer research communications · 2023Article
- Selection of reference genes for RT-qPCR analysis in developing chicken embryonic ovary.Molecular biology reports · 2023Article
- Chronic heat stress induces the expression ofFrontiers in genetics · 2023Article
- Human Borna disease virus 1 encephalitis shows marked pro-inflammatory biomarker and tissue immunoactivation during the course of disease.Emerging microbes & infections · 2022Article
- Dynamic Transcriptional Landscape of Grass Carp (International journal of molecular sciences · 2022Article
- Determination of reference genes as a quantitative standard for gene expression analysis in mouse mesangial cells stimulated with TGF-β.Scientific reports · 2022Article
Corrections and comments
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6 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The ideal reference, or control, gene for the study of gene expression in a given organism should be expressed at a medium‑high level for easy detection, should be expressed at a constant/stable level throughout different cell types and within the same cell type undergoing different treatments, and should maintain these features through as many different tissues of the organism. From a biological point of view, these theoretical requirements of an ideal reference gene appear to be best suited to housekeeping (HK) genes. Recent advancements in the quality and completeness of human expression microarray data and in their statistical analysis may provide new clues toward the quantitative standardization of human gene expression studies in biology and medicine, both cross‑ and within‑tissue. The systematic approach used by the present study is based on the Transcriptome Mapper tool and exploits the automated reassignment of probes to corresponding genes, intra‑ and inter‑sample normalization, elaboration and representation of gene expression values in linear form within an indexed and searchable database with a graphical interface recording quantitative levels of expression, expression variability and cross‑tissue width of expression for more than 31,000 transcripts. The present study conducted a meta‑analysis of a pool of 646 expression profile data sets from 54 different human tissues and identified actin γ 1 as the HK gene that best fits the combination of all the traditional criteria to be used as a reference gene for general use; two ribosomal protein genes, RPS18 and RPS27, and one aquaporin gene, POM121 transmembrane nucleporin C, were also identified. The present study provided a list of tissue‑ and organ‑specific genes that may be most suited for the following individual tissues/organs: Adipose tissue, bone marrow, brain, heart, kidney, liver, lung, ovary, skeletal muscle and testis; and also provides in these cases a representative, quantitative portrait of the relative, typical gene‑expression profile in the form of searchable database tables.
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