Code Monkey home page Code Monkey logo

survivalgenie's Introduction

SurvivalGenie

A web portal for single-cell data, gene-ratio, and cell composition-based survival analyses

Motivation

The genomics data-driven identification of gene signatures, and pathways has been routinely explored for predicting cancer survival and making decisions related to targeted treatments. A large number of packages and tools have been developed to correlate expression or mutations of a gene to clinical outcome, but lack on performing such analysis based on pathways, gene sets, and gene ratios. Furthermore, in this single-cell omics era, the cluster markers from cancer single-cell transcriptomics studies remains an underutilized prognostic option. Additionally, no bioinformatics online tool evaluates associations between the enrichment of canonical cell types and survival outcome across cancers.

Development

Here we developed Survival Genie, an interactive R shiny tool to correlate gene sets, pathways, cellular enrichment and single cell signatures to clinical outcome to assist in developing next generation prognostic and therapeutic biomarkers.

Significance

The analytical options and comprehensive collection of cancer datasets makes Survival Genie a unique resource to correlate gene sets, pathways, cellular enrichment and single cell signatures to clinical outcome to assist in developing next generation prognostic and therapeutic biomarkers.

Availability

Survival Genie is implemented in R shiny and is available online at https://bbisr.shinyapps.winship.emory.edu/SurvivalGenie/ and https://bhasinlab.bmi.emory.edu/SurvivalGenie

A step by step guide on using the tutorial can be found here.

The YouTube video for the tutorial can be accessed by clicking on the below thumbnail. Alt text

survivalgenie's People

Contributors

bhaktidwivedi avatar bhasin-lab avatar satpathysarthak 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.