Literature DB >> 27797772

ImpulseDE: detection of differentially expressed genes in time series data using impulse models.

Jil Sander1, Joachim L Schultze1,2, Nir Yosef3.   

Abstract

Summary: Perturbations in the environment lead to distinctive gene expression changes within a cell. Observed over time, those variations can be characterized by single impulse-like progression patterns. ImpulseDE is an R package suited to capture these patterns in high throughput time series datasets. By fitting a representative impulse model to each gene, it reports differentially expressed genes across time points from a single or between two time courses from two experiments. To optimize running time, the code uses clustering and multi-threading. By applying ImpulseDE , we demonstrate its power to represent underlying biology of gene expression in microarray and RNA-Seq data. Availability and Implementation: ImpulseDE is available on Bioconductor ( https://bioconductor.org/packages/ImpulseDE/ ). Contact: niryosef@berkeley.edu. 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

Mesh:

Year:  2017        PMID: 27797772      PMCID: PMC5859984          DOI: 10.1093/bioinformatics/btw665

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


  19 in total

Review 1.  Studying and modelling dynamic biological processes using time-series gene expression data.

Authors:  Ziv Bar-Joseph; Anthony Gitter; Itamar Simon
Journal:  Nat Rev Genet       Date:  2012-07-18       Impact factor: 53.242

2.  Early events in dendritic cell maturation induced by LPS.

Authors:  F Granucci; E Ferrero; M Foti; D Aggujaro; K Vettoretto; P Ricciardi-Castagnoli
Journal:  Microbes Infect       Date:  1999-11       Impact factor: 2.700

3.  RNA-Seq gene expression estimation with read mapping uncertainty.

Authors:  Bo Li; Victor Ruotti; Ron M Stewart; James A Thomson; Colin N Dewey
Journal:  Bioinformatics       Date:  2009-12-18       Impact factor: 6.937

4.  Human Th17 cells share major trafficking receptors with both polarized effector T cells and FOXP3+ regulatory T cells.

Authors:  Hyung W Lim; Jeeho Lee; Peter Hillsamer; Chang H Kim
Journal:  J Immunol       Date:  2008-01-01       Impact factor: 5.422

Review 5.  Impulse control: temporal dynamics in gene transcription.

Authors:  Nir Yosef; Aviv Regev
Journal:  Cell       Date:  2011-03-18       Impact factor: 41.582

6.  A validated regulatory network for Th17 cell specification.

Authors:  Maria Ciofani; Aviv Madar; Carolina Galan; Maclean Sellars; Kieran Mace; Florencia Pauli; Ashish Agarwal; Wendy Huang; Christopher N Parkhurst; Michael Muratet; Kim M Newberry; Sarah Meadows; Alex Greenfield; Yi Yang; Preti Jain; Francis K Kirigin; Carmen Birchmeier; Erwin F Wagner; Kenneth M Murphy; Richard M Myers; Richard Bonneau; Dan R Littman
Journal:  Cell       Date:  2012-09-25       Impact factor: 41.582

7.  Immunogenetics. Chromatin state dynamics during blood formation.

Authors:  David Lara-Astiaso; Assaf Weiner; Erika Lorenzo-Vivas; Irina Zaretsky; Diego Adhemar Jaitin; Eyal David; Hadas Keren-Shaul; Alexander Mildner; Deborah Winter; Steffen Jung; Nir Friedman; Ido Amit
Journal:  Science       Date:  2014-08-07       Impact factor: 47.728

8.  High-resolution sequencing and modeling identifies distinct dynamic RNA regulatory strategies.

Authors:  Michal Rabani; Raktima Raychowdhury; Marko Jovanovic; Michael Rooney; Deborah J Stumpo; Andrea Pauli; Nir Hacohen; Alexander F Schier; Perry J Blackshear; Nir Friedman; Ido Amit; Aviv Regev
Journal:  Cell       Date:  2014-12-11       Impact factor: 41.582

9.  A comparison of methods for differential expression analysis of RNA-seq data.

Authors:  Charlotte Soneson; Mauro Delorenzi
Journal:  BMC Bioinformatics       Date:  2013-03-09       Impact factor: 3.169

10.  Single-cell RNA-seq reveals dynamic paracrine control of cellular variation.

Authors:  Alex K Shalek; Rahul Satija; Joe Shuga; John J Trombetta; Dave Gennert; Diana Lu; Peilin Chen; Rona S Gertner; Jellert T Gaublomme; Nir Yosef; Schraga Schwartz; Brian Fowler; Suzanne Weaver; Jing Wang; Xiaohui Wang; Ruihua Ding; Raktima Raychowdhury; Nir Friedman; Nir Hacohen; Hongkun Park; Andrew P May; Aviv Regev
Journal:  Nature       Date:  2014-06-11       Impact factor: 49.962

View more
  13 in total

1.  Plant glutamate receptors mediate a bet-hedging strategy between regeneration and defense.

Authors:  Marcela Hernández-Coronado; Poliana Coqueiro Dias Araujo; Pui-Leng Ip; Custódio O Nunes; Ramin Rahni; Michael M Wudick; Michael A Lizzio; José A Feijó; Kenneth D Birnbaum
Journal:  Dev Cell       Date:  2022-02-10       Impact factor: 12.270

2.  Impulse model-based differential expression analysis of time course sequencing data.

Authors:  David S Fischer; Fabian J Theis; Nir Yosef
Journal:  Nucleic Acids Res       Date:  2018-11-16       Impact factor: 16.971

Review 3.  Computational approaches for interpreting scRNA-seq data.

Authors:  Raghd Rostom; Valentine Svensson; Sarah A Teichmann; Gozde Kar
Journal:  FEBS Lett       Date:  2017-06-12       Impact factor: 4.124

Review 4.  Bayesian statistical learning for big data biology.

Authors:  Christopher Yau; Kieran Campbell
Journal:  Biophys Rev       Date:  2019-02-07

5.  Longitudinal Multi-omics Analyses Identify Responses of Megakaryocytes, Erythroid Cells, and Plasmablasts as Hallmarks of Severe COVID-19.

Authors:  Joana P Bernardes; Neha Mishra; Florian Tran; Thomas Bahmer; Lena Best; Johanna I Blase; Dora Bordoni; Jeanette Franzenburg; Ulf Geisen; Jonathan Josephs-Spaulding; Philipp Köhler; Axel Künstner; Elisa Rosati; Anna C Aschenbrenner; Petra Bacher; Nathan Baran; Teide Boysen; Burkhard Brandt; Niklas Bruse; Jonathan Dörr; Andreas Dräger; Gunnar Elke; David Ellinghaus; Julia Fischer; Michael Forster; Andre Franke; Sören Franzenburg; Norbert Frey; Anette Friedrichs; Janina Fuß; Andreas Glück; Jacob Hamm; Finn Hinrichsen; Marc P Hoeppner; Simon Imm; Ralf Junker; Sina Kaiser; Ying H Kan; Rainer Knoll; Christoph Lange; Georg Laue; Clemens Lier; Matthias Lindner; Georgios Marinos; Robert Markewitz; Jacob Nattermann; Rainer Noth; Peter Pickkers; Klaus F Rabe; Alina Renz; Christoph Röcken; Jan Rupp; Annika Schaffarzyk; Alexander Scheffold; Jonas Schulte-Schrepping; Domagoj Schunk; Dirk Skowasch; Thomas Ulas; Klaus-Peter Wandinger; Michael Wittig; Johannes Zimmermann; Hauke Busch; Bimba F Hoyer; Christoph Kaleta; Jan Heyckendorf; Matthijs Kox; Jan Rybniker; Stefan Schreiber; Joachim L Schultze; Philip Rosenstiel
Journal:  Immunity       Date:  2020-11-26       Impact factor: 31.745

6.  Identification and Massively Parallel Characterization of Regulatory Elements Driving Neural Induction.

Authors:  Fumitaka Inoue; Anat Kreimer; Tal Ashuach; Nadav Ahituv; Nir Yosef
Journal:  Cell Stem Cell       Date:  2019-10-17       Impact factor: 24.633

7.  Gastrodin Exerts Cardioprotective Action via Inhibition of Insulin-Like Growth Factor Type 2/Insulin-Like Growth Factor Type 2 Receptor Expression in Cardiac Hypertrophy.

Authors:  Jun Lu; Xin Ma; Wen-Cong Gao; Xin Zhang; Yuanling Fu; Qian Liu; Lixiang Tian; Xiao-Dan Qin; Weimin Yang; Hong-Yi Zheng; Chang-Bo Zheng
Journal:  ACS Omega       Date:  2021-06-21

8.  A descriptive marker gene approach to single-cell pseudotime inference.

Authors:  Kieran R Campbell; Christopher Yau
Journal:  Bioinformatics       Date:  2019-01-01       Impact factor: 6.937

9.  Lag penalized weighted correlation for time series clustering.

Authors:  Thevaa Chandereng; Anthony Gitter
Journal:  BMC Bioinformatics       Date:  2020-01-16       Impact factor: 3.169

10.  Surfaceome dynamics reveal proteostasis-independent reorganization of neuronal surface proteins during development and synaptic plasticity.

Authors:  Marc van Oostrum; Benjamin Campbell; Charlotte Seng; Maik Müller; Susanne Tom Dieck; Jacqueline Hammer; Patrick G A Pedrioli; Csaba Földy; Shiva K Tyagarajan; Bernd Wollscheid
Journal:  Nat Commun       Date:  2020-10-05       Impact factor: 14.919

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.