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Theis Lab's Projects

countae icon countae

Deep count autoencoder for denoising scRNA-seq data

covid_meta_analysis icon covid_meta_analysis

Analysis notebooks for the Covid-19 meta analysis that accompanies the Nature Medicine publication "Single-cell meta-analysis of SARS-CoV-2 entry genes across tissues and demographics"

cpa icon cpa

The Compositional Perturbation Autoencoder (CPA) is a deep generative framework to learn effects of perturbations at the single-cell level. CPA performs OOD predictions of unseen combinations of drugs, learns interpretable embeddings, estimates dose-response curves, and provides uncertainty estimates.

dali icon dali

Deep Autoencoder Feature LearnIng

dca icon dca

Deep count autoencoder for denoising scRNA-seq data

deepflow icon deepflow

This code contains the neural network implementation from the nature communication manuscript NCOMMS-16-25447A.

destiny icon destiny

R package for single cell and other data analysis using diffusion maps

diffxpy icon diffxpy

Differential expression analysis for single-cell RNA-seq data.

disent icon disent

Out-of-distribution prediction with disentangled representations for single-cell RNA sequencing data

ehrapy icon ehrapy

Electronic Health Record Analysis with Python.

ehrapy-datasets icon ehrapy-datasets

A collection of scripts to generate AnnData objects of EHR datasets for ehrapy

flexible_priors icon flexible_priors

Using a VAE model with flexible priors for modelling scRNA-seq data

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