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Related Concept Videos

Epigenetic Regulation01:46

Epigenetic Regulation

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Epigenetic mechanisms play an essential role in healthy development. Conversely, precisely regulated epigenetic mechanisms are disrupted in diseases like cancer.
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Related Experiment Video

Updated: May 30, 2025

Optimization for Sequencing and Analysis of Degraded FFPE-RNA Samples
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Optimization for Sequencing and Analysis of Degraded FFPE-RNA Samples

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Comprehensive guide for epigenetics and transcriptomics data quality control.

Arianna Comendul1, Frederique Ruf-Zamojski2, Colby T Ford3

  • 1Lincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, USA.

STAR Protocols
|January 27, 2025
PubMed
Summary
This summary is machine-generated.

This guide provides quality control metrics for epigenetics and transcriptomics assays. Implementing these standards improves data quality for discovering environmental exposure signatures.

Keywords:
BioinformaticsRNAseqSequence analysis

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Area of Science:

  • Environmental health
  • Genomics
  • Molecular biology

Background:

  • Host responses to environmental exposures (pathogens, chemicals) involve epigenome and transcriptome modifications.
  • Advances in assaying techniques enable discovery of exposure signatures, including agent and timing.
  • Analyzing multi-assay, single-cell data from biospecimens is complex.

Purpose of the Study:

  • To establish rigorous quality control (QC) standards for epigenetics and transcriptomics assays.
  • To provide a comprehensive suite of QC metrics for 11 different assay types.
  • To improve benchwork protocols and dataset quality for accurate exposure signature discovery.

Main Methods:

  • Development of a comprehensive suite of quality control metrics.
  • Identification of quality assurance standards for underlying assays.
  • Provision of recommended mitigative actions for failed QC metrics.

Main Results:

  • A guide outlining QC metrics for 11 epigenetics and transcriptomics assays.
  • Mitigative actions to address failed metrics.
  • A workflow to enhance dataset quality.

Conclusions:

  • Standardized QC metrics are crucial for reliable epigenetics and transcriptomics data.
  • Improved data quality enables accurate identification of environmental exposure signatures.
  • This guide supports robust research in environmental health and molecular biology.