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Prediction and Validation of Gene Regulatory Elements Activated During Retinoic Acid Induced Embryonic Stem Cell Differentiation
Published on: June 21, 2016
Accurate Measurement of Cell Number-Normalized Differential Gene Expression in Cells Treated With Retinoic Acid
Nina Weichert-Leahey1,2, Mark W Zimmerman1, Alla Berezovskaya1
1Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
Standard RNA sequencing (RNA-seq) may misinterpret gene expression in cells with high MYC or MYCN levels. This study introduces a method using spiked-in RNA standards for accurate per-cell gene expression normalization in MYCN-amplified neuroblastoma.
Area of Science:
- Genomics
- Molecular Biology
- Cancer Research
Background:
- Genome-wide gene expression analysis using RNA sequencing (RNA-seq) is crucial for understanding cellular states.
- A key assumption in bulk RNA-seq is equivalent RNA output per cell across samples, which is often violated when MYC or MYCN expression varies significantly.
- High MYC/MYCN levels in cancer cells can drastically increase overall mRNA per cell, complicating expression analysis.
Purpose of the Study:
- To develop and describe a robust RNA-seq analysis approach for MYCN-amplified neuroblastoma cells.
- To accurately normalize gene expression data on a per-cell basis, especially under conditions of varying MYCN levels.
- To enable precise assessment of differential gene expression following treatments that alter MYCN expression.
Main Methods:
- Utilized RNA sequencing (RNA-seq) on MYCN-amplified neuroblastoma cells treated with retinoic acid.
- Incorporated spiked-in RNA standards, added proportionally to the cell number in each sample before RNA extraction.
- Standardized gene expression levels to the spiked-in RNA standards for per-cell normalization.
Main Results:
- Retinoic acid treatment led to significant downregulation of MYCN expression in neuroblastoma cells.
- This MYCN reduction caused substantial changes in overall cellular RNA expression levels per cell.
- The spiked-in RNA standard method provided accurate normalization, reflecting true global expression changes.
Conclusions:
- The described protocol offers a step-by-step method for normalizing RNA-seq data on a per-cell basis.
- This approach is vital for accurate differential gene expression analysis in cells with disparate MYC or MYCN levels.
- Accurate normalization is essential for understanding treatment effects, such as retinoic acid's impact on MYCN-driven neuroblastoma.
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