Related Experiment Video
Updated: Mar 28, 2026

Author Spotlight: Investigating the Role of Repetitive DNA Misregulation in Cancer Initiation and Immunotherapy Resistance
Published on: December 13, 2024
The Overlooked Fact: Fundamental Need for Spike-In Control for Virtually All Genome-Wide Analyses
Kaifu Chen1, Zheng Hu2, Zheng Xia3
1Institute for Academic Medicine, Houston, Texas, USA Center for Cardiovascular Regeneration, Department of Cardiovascular Sciences, The Methodist Hospital Research Institute, Houston, Texas, USA Weill Cornell Medicine, New York, New York, USA.
Abstract:
Genome-wide analyses of changes in gene expression, transcription factor occupancy on DNA, histone modification patterns on chromatin, genomic copy number variation, and nucleosome positioning have become popular in many modern laboratories, yielding a wealth of information during health and disease states. However, most of these studies have overlooked an inherent normalization problem that must be corrected with spike-in controls. Here we describe the reason why spike-in controls are so important and explain how to appropriately design and use spike-in controls for normalization. We also suggest ways to retrospectively renormalize data sets that were wrongly interpreted due to omission of spike-in controls.

