Title
Probe design optimization of HLA microarray: Data cleaning of probe signals from cDNA tiling microarray: Outlier detection, noise reduction, and identification of uninformative probes in HLA typing application
Abstract
Custom made tiling cDNA microarrays have been developed for high resolution HLA genotyping. The array comprises tens of thousands of sequence-specific oligonucleotide probes (SSOP) that hybridize with HLA sequences. Sophisticated methods for analyzing the multidimensional complex data are needed due to large amounts of data generated from the microarray experiments. Moreover, the inconsistencies, noise, and outliers in the probe signals add additional complexities. We proposed data cleaning methods for the identification of uninformative and misinformative probes to improve the performance of HLA typing process.
Year
DOI
Venue
2011
10.1109/BIBMW.2011.6112452
BIBM Workshops
Keywords
Field
DocType
hla typing application,hla sequence,high resolution,multidimensional complex data,large amount,hla microarray,probe signal,microarray experiment,cdna tiling microarray,additional complexity,cdna microarrays,hla typing process,misinformative probe,probe design optimization,hla genotyping,data cleaning,complex data,noise reduction,microarray data,outlier detection,proteins,oligonucleotide probe,lab on a chip,hla typing,genomics
Noise reduction,Anomaly detection,Genotyping,Microarray,Computer science,Outlier,Microarray analysis techniques,Oligonucleotide,Human leukocyte antigen,Bioinformatics
Conference
Citations 
PageRank 
References 
0
0.34
0
Authors
6
Name
Order
Citations
PageRank
Esma Dilek100.34
Tanya Zlateva2121.56
G.L. Zhang320816.91
Lou Chitkushev4319.07
Jaeyoung Lee5454102.07
Vladimir Brusic655163.37