ChIP-chip versus ChIP-seq: Lessons for experimental design and data analysis
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作者:
Ho, Joshua W. K.
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Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Ctr Biomed Informat, Boston, MA USABrigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Ho, Joshua W. K.
[1
,2
]
Bishop, Eric
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机构:
Harvard Univ, Sch Med, Ctr Biomed Informat, Boston, MA USA
Boston Univ, Program Bioinformat, Boston, MA 02215 USABrigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Bishop, Eric
[2
,3
]
Karchenko, Peter V.
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机构:
Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Ctr Biomed Informat, Boston, MA USA
Childrens Hosp, Informat Program, Boston, MA 02115 USABrigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Karchenko, Peter V.
[1
,2
,5
]
Negre, Nicolas
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机构:
Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USABrigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Negre, Nicolas
[4
]
White, Kevin P.
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h-index: 0
机构:
Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USABrigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
White, Kevin P.
[4
]
Park, Peter J.
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h-index: 0
机构:
Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Ctr Biomed Informat, Boston, MA USA
Childrens Hosp, Informat Program, Boston, MA 02115 USABrigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Park, Peter J.
[1
,2
,5
]
机构:
[1] Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Ctr Biomed Informat, Boston, MA USA
[3] Boston Univ, Program Bioinformat, Boston, MA 02215 USA
[4] Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USA
[5] Childrens Hosp, Informat Program, Boston, MA 02115 USA
Background: Chromatin immunoprecipitation (ChIP) followed by microarray hybridization (ChIP-chip) or high-throughput sequencing (ChIP-seq) allows genome-wide discovery of protein-DNA interactions such as transcription factor bindings and histone modifications. Previous reports only compared a small number of profiles, and little has been done to compare histone modification profiles generated by the two technologies or to assess the impact of input DNA libraries in ChIP-seq analysis. Here, we performed a systematic analysis of a modENCODE dataset consisting of 31 pairs of ChIP-chip/ChIP-seq profiles of the coactivator CBP, RNA polymerase II (RNA PolII), and six histone modifications across four developmental stages of Drosophila melanogaster. Results: Both technologies produce highly reproducible profiles within each platform, ChIP-seq generally produces profiles with a better signal-to-noise ratio, and allows detection of more peaks and narrower peaks. The set of peaks identified by the two technologies can be significantly different, but the extent to which they differ varies depending on the factor and the analysis algorithm. Importantly, we found that there is a significant variation among multiple sequencing profiles of input DNA libraries and that this variation most likely arises from both differences in experimental condition and sequencing depth. We further show that using an inappropriate input DNA profile can impact the average signal profiles around genomic features and peak calling results, highlighting the importance of having high quality input DNA data for normalization in ChIP-seq analysis. Conclusions: Our findings highlight the biases present in each of the platforms, show the variability that can arise from both technology and analysis methods, and emphasize the importance of obtaining high quality and deeply sequenced input DNA libraries for ChIP-seq analysis.
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[1]
Adli M, 2010, NAT METHODS, V7, P615, DOI [10.1038/nmeth.1478, 10.1038/NMETH.1478]
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Yale Univ, Program Computat Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Auerbach, Raymond K.
;
Euskirchen, Ghia
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Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Euskirchen, Ghia
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Rozowsky, Joel
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Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Rozowsky, Joel
;
Lamarre-Vincent, Nathan
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Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Lamarre-Vincent, Nathan
;
Moqtaderi, Zarmik
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Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Moqtaderi, Zarmik
;
Lefrancois, Philippe
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Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Lefrancois, Philippe
;
Struhl, Kevin
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Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Struhl, Kevin
;
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Gerstein, Mark
;
Snyder, Michael
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h-index: 0
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Yale Univ, Program Computat Biol, New Haven, CT 06520 USA
Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Celniker, Susan E.
;
Dillon, Laura A. L.
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NHGRI, Div Extramural Res, NIH, Bethesda, MD 20892 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Dillon, Laura A. L.
;
Gerstein, Mark B.
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Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT 06520 USA
Yale Univ, Dept Comp Sci, New Haven, CT 06520 USA
Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT 06520 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Gerstein, Mark B.
;
Gunsalus, Kristin C.
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NYU, Ctr Genom & Syst Biol, New York, NY 10003 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Gunsalus, Kristin C.
;
Henikoff, Steven
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Fred Hutchinson Canc Res Ctr, Div Basic Sci, Seattle, WA 98109 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Henikoff, Steven
;
Karpen, Gary H.
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Univ Calif Berkeley, Lawrence Berkeley Lab, Dept Mol & Cell Biol, Dept Genome & Computat Biol, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Karpen, Gary H.
;
Kellis, Manolis
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MIT, Broad Inst, Cambridge, MA 02140 USA
Harvard Univ, Cambridge, MA 02140 USA
MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Kellis, Manolis
;
Lai, Eric C.
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Sloan Kettering Inst, New York, NY 10065 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Lai, Eric C.
;
Lieb, Jason D.
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Univ N Carolina, Dept Biol, Chapel Hill, NC 27599 USA
Univ N Carolina, Carolina Ctr Genome Sci, Chapel Hill, NC 27599 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Lieb, Jason D.
;
MacAlpine, David M.
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Duke Univ, Dept Pharmacol & Canc Biol, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
MacAlpine, David M.
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Micklem, Gos
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Piano, Fabio
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NYU, Ctr Genom & Syst Biol, New York, NY 10003 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Piano, Fabio
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Snyder, Michael
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Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06824 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Snyder, Michael
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Stein, Lincoln
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Cold Spring Harbor Lab, Cold Spring Harbor, NY 11542 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Stein, Lincoln
;
White, Kevin P.
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Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USA
Argonne Natl Lab, Inst Genom & Syst Biol, Argonne, IL 60439 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
White, Kevin P.
;
Waterston, Robert H.
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Dept Genome Sci, Seattle, WA 98195 USA
Univ Washington, Sch Med, Seattle, WA 98195 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
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Univ Iowa, Dept Internal Med, Iowa City, IA 52242 USAUniv Iowa, Dept Internal Med, Iowa City, IA 52242 USA
Firpi, Hiram A.
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Ucar, Duygu
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Univ Iowa, Dept Internal Med, Iowa City, IA 52242 USAUniv Iowa, Dept Internal Med, Iowa City, IA 52242 USA
Ucar, Duygu
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Tan, Kai
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Univ Iowa, Dept Internal Med, Iowa City, IA 52242 USA
Univ Iowa, Dept Biomed Engn, Iowa City, IA 52242 USAUniv Iowa, Dept Internal Med, Iowa City, IA 52242 USA
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Yale Univ, Program Computat Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Auerbach, Raymond K.
;
Euskirchen, Ghia
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Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Euskirchen, Ghia
;
Rozowsky, Joel
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h-index: 0
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Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Rozowsky, Joel
;
Lamarre-Vincent, Nathan
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Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Lamarre-Vincent, Nathan
;
Moqtaderi, Zarmik
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机构:
Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Moqtaderi, Zarmik
;
Lefrancois, Philippe
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h-index: 0
机构:
Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Lefrancois, Philippe
;
Struhl, Kevin
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Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
Struhl, Kevin
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Gerstein, Mark
;
Snyder, Michael
论文数: 0引用数: 0
h-index: 0
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Yale Univ, Program Computat Biol, New Haven, CT 06520 USA
Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USAYale Univ, Program Computat Biol, New Haven, CT 06520 USA
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Celniker, Susan E.
;
Dillon, Laura A. L.
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NHGRI, Div Extramural Res, NIH, Bethesda, MD 20892 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Dillon, Laura A. L.
;
Gerstein, Mark B.
论文数: 0引用数: 0
h-index: 0
机构:
Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT 06520 USA
Yale Univ, Dept Comp Sci, New Haven, CT 06520 USA
Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT 06520 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Gerstein, Mark B.
;
Gunsalus, Kristin C.
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h-index: 0
机构:
NYU, Ctr Genom & Syst Biol, New York, NY 10003 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Gunsalus, Kristin C.
;
Henikoff, Steven
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Basic Sci, Seattle, WA 98109 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Henikoff, Steven
;
Karpen, Gary H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Dept Mol & Cell Biol, Dept Genome & Computat Biol, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Karpen, Gary H.
;
Kellis, Manolis
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Broad Inst, Cambridge, MA 02140 USA
Harvard Univ, Cambridge, MA 02140 USA
MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Kellis, Manolis
;
Lai, Eric C.
论文数: 0引用数: 0
h-index: 0
机构:
Sloan Kettering Inst, New York, NY 10065 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Lai, Eric C.
;
Lieb, Jason D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Dept Biol, Chapel Hill, NC 27599 USA
Univ N Carolina, Carolina Ctr Genome Sci, Chapel Hill, NC 27599 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Lieb, Jason D.
;
MacAlpine, David M.
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h-index: 0
机构:
Duke Univ, Dept Pharmacol & Canc Biol, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
MacAlpine, David M.
;
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Micklem, Gos
;
Piano, Fabio
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h-index: 0
机构:
NYU, Ctr Genom & Syst Biol, New York, NY 10003 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Piano, Fabio
;
Snyder, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06824 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Snyder, Michael
;
Stein, Lincoln
论文数: 0引用数: 0
h-index: 0
机构:
Cold Spring Harbor Lab, Cold Spring Harbor, NY 11542 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
Stein, Lincoln
;
White, Kevin P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USA
Argonne Natl Lab, Inst Genom & Syst Biol, Argonne, IL 60439 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
White, Kevin P.
;
Waterston, Robert H.
论文数: 0引用数: 0
h-index: 0
机构:
Dept Genome Sci, Seattle, WA 98195 USA
Univ Washington, Sch Med, Seattle, WA 98195 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Dept Genome Biol, Berkeley, CA 94720 USA
机构:
Univ Iowa, Dept Internal Med, Iowa City, IA 52242 USAUniv Iowa, Dept Internal Med, Iowa City, IA 52242 USA
Firpi, Hiram A.
;
Ucar, Duygu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Dept Internal Med, Iowa City, IA 52242 USAUniv Iowa, Dept Internal Med, Iowa City, IA 52242 USA
Ucar, Duygu
;
Tan, Kai
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Dept Internal Med, Iowa City, IA 52242 USA
Univ Iowa, Dept Biomed Engn, Iowa City, IA 52242 USAUniv Iowa, Dept Internal Med, Iowa City, IA 52242 USA