UniFORM: Towards Universal Immunofluorescence Normalization for Multiplex Tissue Imaging
Kunlun Wang, Kaoutar Ait-Ahmad, Sam Kupp, Zachary Sims, Eric M. Cramer, Zeynep Sayar, Jessica X. Yu, Melissa H. Y. Wong, Gordon Brent Mills, Sebnem Ece Eksi, Young Hwan Chang
UniFORM normalizes multiplex tissue imaging data by aligning negative populations and preserving positive variation, outperforming existing methods in batch effect mitigation and downstream analysis.
Cell Reports Methods · Sep 1, 2025Peer-reviewedBioinformatics