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A strategy for oligonucleotide microarray probe reduction |
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[编者的话] 本文的研究结果很有实用价值,其方法也值得借鉴。
Background One of the factors limiting the
number of genes that can be analyzed on high-density oligonucleotide
arrays is that each transcript is probed by multiple oligonucleotide
probes. To reduce the number of probes required for each gene, a
systematic approach to choosing the most representative probes is needed.
A method is presented for reducing the number of probes per gene while
maximizing the fidelity to the original array design. Results The methodology has been tested
on a dataset comprising 317 Affymetrix HuGeneFL GeneChips. The performance
of the original and reduced probe sets was compared in four
cancer-classification problems. The results of these comparisons show that
reduction of the probe set by 95% does not dramatically affect
performance, and thus illustrate the feasibility of substantially reducing
probe numbers without significantly compromising sensitivity and
specificity of detection. Conclusions The strategy described here is potentially useful for designing small, limited-probe genome-wide arrays for screening applications.
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1999-2005 中国科学院上海生命科学研究院生物信息中心 |