TY - GEN
T1 - Feature selection in hexamplot to assess drug effect in CDNA microarray experiments
AU - Zhao, Hong-Ya
AU - Yan, Hong
PY - 2007
Y1 - 2007
N2 - Three-color cDNA microarray experiments are designed to assess drug effects on a genomic scale in an original way. With this kind of expression data, we propose an effective algorithm, named HoughFeature, to extract the significant features of polymorphic gene expressions to quantify drug effects in hexaMplots. The Hough technique is used in our algorithm to detect the featured lines in hexaMplots corresponding to the diverse levels of drug effects on differentially expressed genes. Thus, based on hexaMplots, the side and therapeutic effects of drugs can be quantified with our methodology. We apply the framework to the experimental microarray data to assess the complex effect of PW-1 (an extract of Chinese medicine) on TCDD toxified HepG2 cells in detail. Such a methodology may be useful in forefront gene therapy to predict disease susceptibility, implement drug therapy, and assess their effects. © 2007 IEEE.
AB - Three-color cDNA microarray experiments are designed to assess drug effects on a genomic scale in an original way. With this kind of expression data, we propose an effective algorithm, named HoughFeature, to extract the significant features of polymorphic gene expressions to quantify drug effects in hexaMplots. The Hough technique is used in our algorithm to detect the featured lines in hexaMplots corresponding to the diverse levels of drug effects on differentially expressed genes. Thus, based on hexaMplots, the side and therapeutic effects of drugs can be quantified with our methodology. We apply the framework to the experimental microarray data to assess the complex effect of PW-1 (an extract of Chinese medicine) on TCDD toxified HepG2 cells in detail. Such a methodology may be useful in forefront gene therapy to predict disease susceptibility, implement drug therapy, and assess their effects. © 2007 IEEE.
KW - Gene expression
KW - HexaMplot
KW - Hough transform
KW - HoughFeature
KW - Three-color cDNA microarray
UR - https://www.scopus.com/pages/publications/38049079315
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-38049079315&origin=recordpage
U2 - 10.1109/ICMLC.2007.4370511
DO - 10.1109/ICMLC.2007.4370511
M3 - RGC 32 - Refereed conference paper (with host publication)
SN - 142440973
SN - 9781424409730
VL - 4
SP - 2202
EP - 2207
BT - Proceedings of the Sixth International Conference on Machine Learning and Cybernetics, ICMLC 2007
T2 - 6th International Conference on Machine Learning and Cybernetics, ICMLC 2007
Y2 - 19 August 2007 through 22 August 2007
ER -