Literature DB >> 28025200

Falco: a quick and flexible single-cell RNA-seq processing framework on the cloud.

Andrian Yang1,2, Michael Troup1, Peijie Lin1,2, Joshua W K Ho1,2.   

Abstract

Summary: Single-cell RNA-seq (scRNA-seq) is increasingly used in a range of biomedical studies. Nonetheless, current RNA-seq analysis tools are not specifically designed to efficiently process scRNA-seq data due to their limited scalability. Here we introduce Falco, a cloud-based framework to enable paralellization of existing RNA-seq processing pipelines using big data technologies of Apache Hadoop and Apache Spark for performing massively parallel analysis of large scale transcriptomic data. Using two public scRNA-seq datasets and two popular RNA-seq alignment/feature quantification pipelines, we show that the same processing pipeline runs 2.6-145.4 times faster using Falco than running on a highly optimized standalone computer. Falco also allows users to utilize low-cost spot instances of Amazon Web Services, providing a ∼65% reduction in cost of analysis. Availability and Implementation: Falco is available via a GNU General Public License at https://github.com/VCCRI/Falco/. Contact: j.ho@victorchang.edu.au. Supplementary information: Supplementary data are available at Bioinformatics online.
© The Author 2016. Published by Oxford University Press. All rights reserved. For Permissions, please e-mail: journals.permissions@oup.com

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Year:  2017        PMID: 28025200     DOI: 10.1093/bioinformatics/btw732

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  9 in total

1.  SITC cancer immunotherapy resource document: a compass in the land of biomarker discovery.

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Journal:  J Immunother Cancer       Date:  2020-12       Impact factor: 13.751

2.  Modelling, inference and big data in biophysics.

Authors:  Joshua W K Ho; Guy H Grant
Journal:  Biophys Rev       Date:  2017-07-30

Review 3.  Scalability and Validation of Big Data Bioinformatics Software.

Authors:  Andrian Yang; Michael Troup; Joshua W K Ho
Journal:  Comput Struct Biotechnol J       Date:  2017-07-20       Impact factor: 7.271

4.  Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq.

Authors:  Bo Li; Joshua Gould; Yiming Yang; Siranush Sarkizova; Marcin Tabaka; Orr Ashenberg; Yanay Rosen; Michal Slyper; Monika S Kowalczyk; Alexandra-Chloé Villani; Timothy Tickle; Nir Hacohen; Orit Rozenblatt-Rosen; Aviv Regev
Journal:  Nat Methods       Date:  2020-07-27       Impact factor: 28.547

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Authors:  Patricia Murphy; Md Humayun Kabir; Tarini Srivastava; Michele E Mason; Chitra U Dewi; Seakcheng Lim; Andrian Yang; Djordje Djordjevic; Murray C Killingsworth; Joshua W K Ho; David G Harman; Michael D O'Connor
Journal:  Development       Date:  2018-01-09       Impact factor: 6.868

Review 6.  Bioinformatics applications on Apache Spark.

Authors:  Runxin Guo; Yi Zhao; Quan Zou; Xiaodong Fang; Shaoliang Peng
Journal:  Gigascience       Date:  2018-08-01       Impact factor: 6.524

7.  Cloud accelerated alignment and assembly of full-length single-cell RNA-seq data using Falco.

Authors:  Andrian Yang; Abhinav Kishore; Benjamin Phipps; Joshua W K Ho
Journal:  BMC Genomics       Date:  2019-12-30       Impact factor: 3.969

8.  BigFiRSt: A Software Program Using Big Data Technique for Mining Simple Sequence Repeats From Large-Scale Sequencing Data.

Authors:  Jinxiang Chen; Fuyi Li; Miao Wang; Junlong Li; Tatiana T Marquez-Lago; André Leier; Jerico Revote; Shuqin Li; Quanzhong Liu; Jiangning Song
Journal:  Front Big Data       Date:  2022-01-18

9.  Two Cladosporium Fungi with Opposite Functions to the Chinese White Wax Scale Insect Have Different Genome Characters.

Authors:  Wei Liu; Shu-Hui Yu; Hong-Ping Zhang; Zuo-Yi Fu; Jia-Qi An; Jin-Yang Zhang; Pu Yang
Journal:  J Fungi (Basel)       Date:  2022-03-11
  9 in total

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