Systematic evaluation of variability in ChIP-chip experiments using predefined DNA targets

被引:103
作者
Johnson, David S. [2 ]
Li, Wei [3 ]
Gordon, D. Benjamin [4 ]
Bhattacharjee, Arindam [4 ]
Curry, Bo [4 ]
Ghosh, Jayati [4 ]
Brizuela, Leonardo [4 ]
Carroll, Jason S. [5 ]
Brown, Myles [6 ]
Flicek, Paul [7 ]
Koch, Christoph M. [7 ]
Dunham, Ian [7 ]
Bieda, Mark [8 ,9 ]
Xu, Xiaoqin [8 ,9 ]
Farnham, Peggy J. [8 ,9 ]
Kapranov, Philipp [10 ]
Nix, David A. [11 ]
Gingeras, Thomas R. [10 ]
Zhang, Xinmin [12 ]
Holster, Heather [12 ]
Jiang, Nan [12 ]
Green, Roland D. [12 ]
Song, Jun S. [3 ]
Mccuine, Scott A. [13 ]
Anton, Elizabeth [2 ]
Nguyen, Loan [2 ]
Trinklein, Nathan D. [14 ]
Ye, Zhen [15 ]
Ching, Keith [15 ]
Hawkins, David [15 ]
Ren, Bing [15 ]
Scacheri, Peter C. [16 ]
Rozowsky, Joel [17 ]
Karpikov, Alexander [17 ]
Euskirchen, Ghia [18 ]
Weissman, Sherman [19 ]
Gerstein, Mark [17 ]
Snyder, Michael [17 ,18 ]
Yang, Annie [20 ]
Moqtaderi, Zarmik [1 ,21 ]
Hirsch, Heather [1 ,21 ]
Shulha, Hennady P. [22 ]
Fu, Yutao [23 ]
Weng, Zhiping [22 ,23 ]
Struhl, Kevin [1 ,21 ]
Myers, Richard M. [2 ]
Lieb, Jason D. [24 ,25 ]
Liu, X. Shirley
机构
[1] Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USA
[2] Stanford Univ, Med Ctr, Dept Genet, Stanford, CA 94305 USA
[3] Harvard Univ, Sch Publ Hlth, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[4] Agilent Technol, Santa Clara, CA 95051 USA
[5] Cambridge Res Inst, Canc Res UK, Cambridge CB2 0RE, England
[6] Harvard Univ, Sch Med, Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[7] EMBL European Bioinformat Inst, Cambridge CB10 1SD, England
[8] Univ Calif Davis, Dept Pharmacol, Davis, CA 95616 USA
[9] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA
[10] Affymetrix Inc, Santa Clara, CA 95051 USA
[11] Huntsman Canc Inst, HCI Bio Informat, Salt Lake City, UT 84112 USA
[12] Roche NimbleGen Inc, Madison, WI 53719 USA
[13] Whitehead Inst, Cambridge, MA 02142 USA
[14] SwitchGear Gen, Menlo Pk, CA 94025 USA
[15] Univ Calif San Diego, Ludwig Inst Canc Res, Dept Cellular & Mol Med, La Jolla, CA 92093 USA
[16] Case Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
[17] Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT 06520 USA
[18] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USA
[19] Yale Univ, Dept Genet, New Haven, CT 06520 USA
[20] Genentech Inc, San Francisco, CA 94080 USA
[21] Harvard Univ, Sch Med, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USA
[22] Boston Univ, Dept Biomed Engn, Boston, MA 02215 USA
[23] Boston Univ, Bioinformat Program, Boston, MA 02215 USA
[24] Univ N Carolina, Dept Biol, Chapel Hill, NC 27599 USA
[25] Univ N Carolina, Carolina Ctr Genome Sci, Chapel Hill, NC 27599 USA
关键词
D O I
10.1101/gr.7080508
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The most widely used method for detecting genome-wide protein-DNA interactions is chromatin immunoprecipitation on tiling microarrays, commonly known as ChIP-chip. Here, we conducted the first objective analysis of tiling array platforms, amplification procedures, and signal detection algorithms in a simulated ChIP-chip experiment. Mixtures of human genomic DNA and "spike-ins" comprised of nearly 100 human sequences at various concentrations were hybridized to four tiling array platforms by eight independent groups. Blind to the number of spike-ins, their locations, and the range of concentrations, each group made predictions of the spike-in locations. We found that microarray platform choice is not the primary determinant of overall performance. In fact, variation in performance between labs, protocols, and algorithms within the same array platform was greater than the variation in performance between array platforms. However, each array platform had unique performance characteristics that varied with tiling resolution and the number of replicates, which have implications for cost versus detection power. Long oligonucleotide arrays were slightly more sensitive at detecting very low enrichment. On all platforms, simple sequence repeats and genome redundancy tended to result in false positives. LM-PCR and WGA, the most popular sample amplification techniques, reproduced relative enrichment levels with high fidelity. Performance among signal detection algorithms was heavily dependent on array platform. The spike-in DNA samples and the data presented here provide a stable benchmark against which future ChIP platforms, protocol improvements, and analysis methods can be evaluated.
引用
收藏
页码:393 / 403
页数:11
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