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-# Poised cell circuits in human skin are activated in disease
+# Developmental cell programs are co-opted in inflammatory skin diseases
 
-This repository contains code used for the analysis of the Human Cell Atlas Skin samples bioRxiv *preprint doi: https://doi.org/10.1101/2020.11.05.369363.*
+This repository contains code used for the analysis of the Human Cell Atlas Skin paper published in Science Jan 2021 DOI: 10.1126/science.aba6500
 
 ## Data
 Datasets analysed include: 10X data (Healthy adult Skin, PS skin, AD skin, fetal Skin), IHC for healthy and diseased skin, SS2 data, and healthy skin BCR-/TCR-enriched VDJ data.
 
 To quickly browse our data, our online webportal resource may be accessed via (https://developmentcellatlas.ncl.ac.uk/)
 
-Data is available as a h5ad file at 10.5281/zenodo.4453749
+Code is also available on Zenodo 10.5281/zenodo.4249674
+
+Data is available as a h5ad file at 10.5281/zenodo.4569496
+
+Raw data is available on ArrayExpress www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-8142
 
 ## Analysis workflows
 Cellranger count matrix files for Healthy, AD and PS skin 10X data were loaded into one object as described in https://github.com/haniffalab/FCA_liver for downstream analysis.