Coder Social home page Coder Social logo

gms6805_project's Introduction

GMS6805_Project

The code of this project consists of 3 parts:

  1. "Preprocessing_clustering_selecting.ipynb" is the preprocessing notebook, which reads and preprocesses the spatial transcriptomics data, performs Leiden clustering and select spots of interest(such as boundary spots), saves the AnnData File "Patient1_T.h5ad", "Patient1_L.h5ad" for part 2 analysis.
  2. "Spatial_DEG_analysis.ipynb" is a DEG analysis notebook, which reads the AnnData from the part 1 and performs DEG analysis between different tumor sub-regions as well as bordering spots.
  3. "Cell_Compostion_X.ipynb" deconvoluted the cell composition of each spot with the reference of the scRNA data of the same tissue type.

gms6805_project's People

Contributors

deyili1997 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.