Oxford University Press is pleased to announce that Briefings in Bioinformatics is fully open access as of January 2024. Visit the journal's open access page to learn more about this change, and what it will mean for accessing content and submitting to the journal.
Author summary: Batch effects introduce heterogeneity into data and hinder accurate analysis. Despite advancements in biomedical technologies and analysis algorithms, addressing batch effects remains a significant challenge due to their complex nature, which requires diverse considerations. To facilitate better handling of batch effects, we offer a comprehensive set of thinking points designed to help researchers ensure more robust analysis.