Giter Site home page Giter Site logo

inflamedtissue_covid19_reference's Introduction

Overview

This repo provides the source code for our analysis and figures for

  • Citation: Fan Zhang, Joseph R. Mears, Lorien Shakib, Jessica I. Beynor, Sara Shanaj, Ilya Korsunsky, Aparna Nathan, Accelerating Medicines Partnership Rheumatoid Arthritis and Systemic Lupus Erythematosus (AMP RA/SLE) Consortium, Laura T. Donlin*, Soumya Raychaudhuri*. IFN-γ and TNF-α drive a CXCL10+ CCL2+ macrophage phenotype expanded in severe COVID-19 lungs and inflammatory diseases with tissue inflammation. In review, 2021.

  • Motivation: Understanding the immune cell states shared between COVID-19 and other inflammatory diseases with established therapies may help nominate immunomodulatory therapies.

  • Build an immune cell reference consisting of >300,000 single-cell transcriptomic profiles from COVID-19 affected lungs and tissues from healthy subjects and patients with 5 inflammatory diseases: rheumatoid arthritis (RA), Crohn’s disease (CD), ulcerative colitis (UC), lupus, and interstitial lung disease. We tested the association of shared immune states with severe/inflamed status compared to healthy control using mixed-effects modeling.

  • Identify a CXCL10+ CCL2+ inflammatory macrophage state that is shared and strikingly abundant in severe COVID-19 bronchoalveolar lavage samples, inflamed RA synovium, inflamed CD ileum and UC colon. We found this macrophage phenotype is induced upon co-stimulation by IFN-γ and TNF-α.

  • This reference can be used to query/investigate cells from other inflammatory diseases and their transcriptomic similarities with our reference which incorporates 5 inflammatory diseased tissues and COVID-19 BALF. A proof of concept of mapping Sepsis PBMCs (Reyes, et al, Nature Medicine, 2020) to our cross-diseased tissue single-cell reference that reflects shared inflammatory structures.

Data access

The single-cell RNA-seq data for blood-derived macrophages are available in the Gene Expression Omnibus database with accession number GSE168710.

Contact

Send us an email ([email protected] and [email protected]) if you have additional questions!

inflamedtissue_covid19_reference's People

Contributors

fzhangcode avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.