When prioritizing hits from a high-throughput experiment, it is important to correct for random events that falsely appear significant. How is this done and what methods should be used?
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References
Phillips, J.E. & Corces, V.G. Cell 137, 1194–1211 (2009).
Kim, T.H. et al. Cell 128, 1231–1245 (2007).
Staden, R. Methods Mol. Biol. 25, 93–102 (1994).
Benjamini, Y. & Hochberg, Y. J. R. Stat. Soc., B 57, 289–300 (1995).
Kerr, K.F. Bioinformatics 25, 2035–2041 (2009).
Storey, J.D. J. R. Stat. Soc. Ser. A Stat. Soc. 64, 479–498 (2002).
Efron, B., Tibshirani, R., Storey, J. & Tusher, V. J. Am. Stat. Assoc. 96, 1151–1161 (2001).
Dudoit, S. & van der Laan, M.J. Multiple Testing Procedures with Applications To Genomics (Springer, New York, 2008).
Schneider, T.D. & Stephens, R.M. Nucleic Acids Res. 18, 6097–6100 (1990).
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National Institutes of Health award P41 RR0011823.
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Noble, W. How does multiple testing correction work?. Nat Biotechnol 27, 1135–1137 (2009). https://doi.org/10.1038/nbt1209-1135
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DOI: https://doi.org/10.1038/nbt1209-1135
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