@article{ART001963404},
author={황유현 and 오민 and Youngmi Yoon},
title={Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2015},
volume={20},
number={2},
pages={137-147}
TY - JOUR
AU - 황유현
AU - 오민
AU - Youngmi Yoon
TI - Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data
JO - Journal of The Korea Society of Computer and Information
PY - 2015
VL - 20
IS - 2
PB - The Korean Society Of Computer And Information
SP - 137
EP - 147
SN - 1598-849X
AB - This study proposes an algorithm for predicting breast cancer prognosis based on genetic network. Weidentify prognosis-specific network using gene expression data and PPI(protein-protein interaction) data.
To acquire the network, we calculate Pearson's correlation coefficient(PCC) between genes in all PPI pairs using gene expression data. We develop a prediction model for breast cancer patients withestrogen-receptor-negative using the network as a classifier. We compare classification performance ofour algorithm with existing algorithms on independent data and shows our algorithm is improved. Inaddition, we make an functionality analysis on the genes in the prognosis-specific network using GO(GeneOntology) enrichment validation.
KW - data mining;classification;microarray data;breast cancer;prognosis prediction;PPI
DO -
UR -
ER -
황유현, 오민 and Youngmi Yoon. (2015). Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data. Journal of The Korea Society of Computer and Information, 20(2), 137-147.
황유현, 오민 and Youngmi Yoon. 2015, "Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data", Journal of The Korea Society of Computer and Information, vol.20, no.2 pp.137-147.
황유현, 오민, Youngmi Yoon "Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data" Journal of The Korea Society of Computer and Information 20.2 pp.137-147 (2015) : 137.
황유현, 오민, Youngmi Yoon. Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data. 2015; 20(2), 137-147.
황유현, 오민 and Youngmi Yoon. "Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data" Journal of The Korea Society of Computer and Information 20, no.2 (2015) : 137-147.
황유현; 오민; Youngmi Yoon. Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data. Journal of The Korea Society of Computer and Information, 20(2), 137-147.
황유현; 오민; Youngmi Yoon. Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data. Journal of The Korea Society of Computer and Information. 2015; 20(2) 137-147.
황유현, 오민, Youngmi Yoon. Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data. 2015; 20(2), 137-147.
황유현, 오민 and Youngmi Yoon. "Identification of prognosis-specific network and prediction for estrogen receptor-negative breast cancer using microarray data and PPI data" Journal of The Korea Society of Computer and Information 20, no.2 (2015) : 137-147.