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Archetypal Analysis network (AAnet)

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Introduction

A. Venkat, S. E. Youlten, B. P. San Juan, et al. AAnet resolves a continuum of spatially-localized cell states to unveil tumor complexity. 2024. bioRxiv

Experimental Overview

Identifying functionally important cell states and structure within a heterogeneous tumor remains a significant biological and computational challenge. Moreover, current clustering or trajectory-based computational models are ill-equipped to address the notion that cancer cells reside along a phenotypic continuum. To address this, we present Archetypal Analysis network (AAnet), a neural network that learns key archetypal cell states within a phenotypic continuum of cell states in single-cell data.