ArticleBMC genomics2010
Evaluation of external RNA controls for the standardisation of gene expression biomarker measurements.
Article in BMC genomics, 2010. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 43 citations in OpenAlex.
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- Identification and Verification of a 17 Immune-Related Gene Pair Prognostic Signature for Colon Cancer.BioMed research international · 2021Article
- Mutations in sigma 70 transcription factor improves expression of functional eukaryotic membrane proteins in Escherichia coli.Scientific reports · 2019Article
- RNA-Seq Perspectives to Improve Clinical Diagnosis.Frontiers in genetics · 2019Review
- Metabolic modeling helps interpret transcriptomic changes during malaria.Biochimica et biophysica acta. Molecular basis of disease · 2018Article
- Integrative analysis associates monocytes with insufficient erythropoiesis during acute Plasmodium cynomolgi malaria in rhesus macaques.Malaria journal · 2017Article
- Urinary Biomarkers for Chronic Kidney Disease with a Focus on Gene Transcript.Chinese medical journal · 2017Review
- Article
- Evaluation of the External RNA Controls Consortium (ERCC) reference material using a modified Latin square design.BMC biotechnology · 2016Article
- An international comparability study on quantification of mRNA gene expression ratios: CCQM-P103.1.Biomolecular detection and quantification · 2016Article
- Evaluation of bias associated with high-multiplex, target-specific pre-amplification.Biomolecular detection and quantification · 2016Article
- Single mammalian cells compensate for differences in cellular volume and DNA copy number through independent global transcriptional mechanisms.Molecular cell · 2015Article
- VBP15, a novel anti-inflammatory, is effective at reducing the severity of murine experimental autoimmune encephalomyelitis.Cellular and molecular neurobiology · 2015Article
- Tracking the best reference genes for RT-qPCR data normalization in filamentous fungi.BMC genomics · 2015Article
- Comparative transcriptomics and metabolomics in a rhesus macaque drug administration study.Frontiers in cell and developmental biology · 2014Article
- Variation in RNA-Seq transcriptome profiles of peripheral whole blood from healthy individuals with and without globin depletion.PloS one · 2014Article
- Multicenter evaluation of a standardized protocol for noninvasive gene expression profiling.American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons · 2013Article
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- Maternal 3'UTRs: from egg to onset of zygotic transcription in Atlantic cod.BMC genomics · 2012Article
Corrections and comments
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3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundGene expression profiling is an important approach for detecting diagnostic and prognostic biomarkers, and predicting drug safety. The development of a wide range of technologies and platforms for measuring mRNA expression makes the evaluation and standardization of transcriptomic data problematic due to differences in protocols, data processing and analysis methods. Thus, universal RNA standards, such as those developed by the External RNA Controls Consortium (ERCC), are proposed to aid validation of research findings from diverse platforms such as microarrays and RT-qPCR, and play a role in quality control (QC) processes as transcriptomic profiling becomes more commonplace in the clinical setting.
resultsPanels of ERCC RNA standards were constructed in order to test the utility of these reference materials (RMs) for performance characterization of two selected gene expression platforms, and for discrimination of biomarker profiles between groups. The linear range, limits of detection and reproducibility of microarray and RT-qPCR measurements were evaluated using panels of RNA standards. Transcripts of low abundance (≤ 10 copies/ng total RNA) showed more than double the technical variability compared to higher copy number transcripts on both platforms. Microarray profiling of two simulated 'normal' and 'disease' panels, each consisting of eight different RNA standards, yielded robust discrimination between the panels and between standards with varying fold change ratios, showing no systematic effects due to different labelling and hybridization runs. Also, comparison of microarray and RT-qPCR data for fold changes showed agreement for the two platforms.
conclusionsERCC RNA standards provide a generic means of evaluating different aspects of platform performance, and can provide information on the technical variation associated with quantification of biomarkers expressed at different levels of physiological abundance. Distinct panels of standards serve as an ideal quality control tool kit for determining the accuracy of fold change cut-off threshold and the impact of experimentally-derived noise on the discrimination of normal and disease profiles.
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