Probabilistic Analysis of Probe Reliability in Differential Gene Expression Studies with Short Oligonucleotide Arrays
: Lahti L, Elo LL, Aittokallio T, Kaski S
Publisher: IEEE COMPUTER SOC
: 2011
: IEEE/ACM Transactions on Computational Biology and Bioinformatics
: IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS
: IEEE ACM T COMPUT BI
: 1
: 8
: 1
: 217
: 225
: 9
: 1545-5963
DOI: https://doi.org/10.1109/TCBB.2009.38
Probe defects are a major source of noise in gene expression studies. While existing approaches detect noisy probes based on external information such as genomic alignments, we introduce and validate a targeted probabilistic method for analyzing probe reliability directly from expression data and independently of the noise source. This provides insights into the various sources of probe-level noise and gives tools to guide probe design.