BioinformaticsCell Reports MethodsPeer-reviewed
UniFORM: Towards Universal Immunofluorescence Normalization for Multiplex Tissue Imaging
Kunlun Wang, Kaoutar Ait-Ahmad, Sam Kupp…·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.