Kaoutar Ait-Ahmad

miniMTI reduces the number of molecular markers needed for multiplex tissue imaging by combining H&E with a few measured markers, preserving biological and clinical information.

UniFORM normalizes multiplex tissue imaging data by aligning negative populations and preserving positive variation, outperforming existing methods in batch effect mitigation and downstream analysis.

MiroSCOPE is an AI platform for annotating functional tissue units in digital pathology, enabling efficient annotation of over 71,900 units across prostate cancer samples.

AxonFinder segments axons in prostate tumor microenvironments using deep learning, showing correlation between axon density and cancer risk.