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Challenges and considerations for reproducibility of STARR-seq assays
Maitreya Das1,2,3, Ayaan Hossain3,4, Deepro Banerjee3,4
1Department of Biochemistry and Molecular Biology, Pennsylvania State University, University Park, Pennsylvania 16802, USA; sxg47@psu.edu mud367@psu.edu.
Genome Research
|May 2, 2023
Summary
This study addresses the lack of standardization in STARR-seq (Self-Transcribing Activated Regulatory Region sequencing) by identifying critical steps and quality control checkpoints. Guidelines are provided to improve reproducibility and enable cross-study comparisons for enhancer activity quantification.
Area of Science:
- Genomics and Molecular Biology
- Epigenetics and Gene Regulation
Background:
- High-throughput sequencing methods like RNA-seq, ChIP-seq, and ATAC-seq are standardized, facilitating genome function studies.
- STARR-seq (Self-Transcribing Activated Regulatory Region sequencing) quantifies thousands of enhancer activities simultaneously but lacks standardization.
- Assay length and protocol/bioinformatic variations hinder STARR-seq reproducibility.
Purpose of the Study:
- To identify critical steps and quality control (QC) checkpoints for reproducible STARR-seq experiments.
- To provide guidelines for experimental design, protocol optimization, and bioinformatics analysis.
- To enhance the adoption, comparison, and integration of STARR-seq data across studies.
Main Methods:
- Systematic assessment of each step in the STARR-seq protocol and associated analysis pipelines.
- Evaluation of published STARR-seq protocols and in-house experimental assays.
- Identification of critical quality control points throughout the workflow.
Main Results:
- Critical steps and essential QC checkpoints for STARR-seq reproducibility were identified.
- Guidelines for experimental design, protocol scaling, customization, and bioinformatics pipelines were developed.
- Resources are provided to optimize STARR-seq for specific research applications.
Conclusions:
- Standardization of STARR-seq protocols and analysis is crucial for reliable enhancer activity quantification.
- The developed guidelines will improve the consistency and comparability of STARR-seq results.
- Enhanced reproducibility will facilitate broader adoption and data integration in regulatory genomics research.

