Chromatin Immunoprecipitation followed by sequencing (ChIP-seq) generates local accumulations of sequencing reads on the genome ("peaks"), which correspond to specific protein-DNA interactions or chromatin modifications. Peaks are detected by considering their total area above a background signal, usually neglecting their shapes, which instead may convey additional biological information. We present FunChIP, an R/Bioconductor package for clustering peaks according to a functional representation of their shapes: after approximating their profiles with cubic B-splines, FunChIP minimizes their functional distance and classifies the peaks applying a k-mean alignment and clustering algorithm. The whole pipeline is user-friendly and provides visualization functions for a quick inspection of the results. An application to the transcription factor Myc in 3T9 murine fibroblasts shows that clusters of peaks with different shapes are associated with different genomic locations and different transcriptional regulatory activity.
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Program Mol Med, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Zhu, Lihua J.
Gazin, Claude
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IRCM CEA, CNRS, UMR217, F-91057 Evry, Ile De France, FranceUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Gazin, Claude
Lawson, Nathan D.
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Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Program Mol Med, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Lawson, Nathan D.
Pages, Herve
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Fred Hutchinson Canc Res Ctr, Program Computat Biol, Seattle, WA 98109 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Pages, Herve
Lin, Simon M.
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Northwestern Univ, Biomed Informat Ctr, Chicago, IL 60611 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Lin, Simon M.
Lapointe, David S.
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Univ Massachusetts, Sch Med, Informat Serv, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Lapointe, David S.
Green, Michael R.
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Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Program Mol Med, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
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Univ Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, EnglandUniv Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, England
Cairns, Jonathan
Spyrou, Christiana
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Univ London Imperial Coll Sci Technol & Med, Fac Med, MRC Clin Sci Ctr, London W12 0NN, EnglandUniv Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, England
Spyrou, Christiana
Stark, Rory
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Cancer Res UK, Cambridge Res Inst, Li Ka Shing Ctr, Cambridge CB2 0RE, EnglandUniv Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, England
Stark, Rory
Smith, Mike L.
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Univ Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, EnglandUniv Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, England
Smith, Mike L.
Lynch, Andy G.
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Univ Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, EnglandUniv Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, England
Lynch, Andy G.
Tavare, Simon
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Univ Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, EnglandUniv Cambridge, Dept Oncol, Li Ka Shing Ctr, Cambridge CB2 0RE, England
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Walter & Eliza Hall Inst Med Res, 1G Royal Parade, Parkville, Vic 3052, Australia
Univ Melbourne, Dept Med Biol, Parkville, Vic 3010, AustraliaWalter & Eliza Hall Inst Med Res, 1G Royal Parade, Parkville, Vic 3052, Australia
Lun, Aaron T. L.
Smyth, Gordon K.
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Walter & Eliza Hall Inst Med Res, 1G Royal Parade, Parkville, Vic 3052, Australia
Univ Melbourne, Dept Math & Stat, Parkville, Vic 3010, AustraliaWalter & Eliza Hall Inst Med Res, 1G Royal Parade, Parkville, Vic 3052, Australia