Giter Club home page Giter Club logo

2017-recomb's Introduction

Decentralized indexes for public genomic data

Luiz Carlos Irber Júnior, C. Titus Brown, Tim Head

  • Department of Population Health and Reproduction, University of California, Davis, USA
  • Head's Wild Tree Tech, Switzerland

Poster presented at RECOMB 2017.

Abstract

MinHashes can be used to estimate the similarity of two or more datasets. Expanding on the work pioneered by mash and extended in our library Sourmash, we calculated signatures for 412 thousand microbial reads datasets on the Sequence Read Archive. To be able to efficiently search for matches of these signatures in the RefSeq microbial genomes database we developed a new data structure based on Sequence Bloom Trees adapted for searching MinHash signatures (named SBTMH) and made it available to whoever wants to use it.

We explore how to encode the SBTMH structure as objects in a MerkleDAG and store it in IPFS (InterPlanetary File System), a decentralized system for data sharing, and how to load and spread the SBTMH indexes as well as the signatures calculated. The SBTMH behaves like a persistent data structure, where updates and new nodes can share parts of the structure of previous versions of the SBTMH. While this property can be used to avoid duplicating data, in this case it is important because it allows common nodes in trees to be shared, leading to increased availability and facilitating sharing and remixing of indexes and signatures.

This design can be extended to change how databases and archives (like the SRA) are offered and implemented, since users can collaborate by choosing to share subsets of the archive and spread the network bandwidth. More importantly, it avoids the central point of failure, while still allowing for curation and quality assurance of the data. We present a prototype showing how this can be achieved.

Table of Contents

References

2017-recomb's People

Contributors

luizirber avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  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.