miRcomp

"miRcomp" presents a comprehensive software package designed to evaluate and compare algorithms used in quantifying microRNA (miRNA) expression, mainly focusing on the Life Technologies TaqMan OpenArray® system, a quantitative PCR (qPCR)-based platform. Given the challenges in accurately quantifying miRNA expression—stemming from their low abundance and short length—there is a pressing need for robust analytical methods. Unlike the extensive research on mRNA quantification methods, efforts in developing miRNA expression quantification techniques have been comparatively limited.

To address this gap, the creators of miRcomp conducted dilution/mixture experiments to create a benchmark dataset, aiming to assess the performance of existing qPCR-based miRNA quantification algorithms. They developed a suite of statistical assessments to evaluate these algorithms across multiple performance metrics, including accuracy, precision, titration response, the number of detectable features, limit of detection, and overall data quality.

Topic

Functional, regulatory and non-coding RNA;PCR experiment;Data quality management;Microarray experiment

Detail

  • Operation: Validation

  • Software interface: Command-line user interface,Library

  • Language: R

  • License: The GNU General Public License v3.0

  • Cost: Free

  • Version name: 1.32.0

  • Credit: The National Institutes of Health , the American Heart Association.

  • Input: Processed microarray data [Matrix format]

  • Output: Plot [Image format]

  • Contact: Matthew N. McCall mccallm@gmail.com

  • Collection: -

  • Maturity: Stable

Publications

  • A benchmark for microRNA quantification algorithms using the OpenArray platform.
  • McCall MN, et al. A benchmark for microRNA quantification algorithms using the OpenArray platform. A benchmark for microRNA quantification algorithms using the OpenArray platform. 2016; 17:138. doi: 10.1186/s12859-016-0987-8
  • https://doi.org/10.1186/s12859-016-0987-8
  • PMID: 27000067
  • PMC: PMC4802579

Download and documentation


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