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delnx is a python package for differential expression analysis of (single-cell) genomics data. It enables scalable analyses of atlas-level datasets through GPU-accelerated regression models and statistical tests implemented in JAX and provides a consistent interface to perform DE analysis with other methods, such as statsmodels and PyDESeq2.