TY - GEN
T1 - Entropy-based epistasy search in SNP case-control studies
AU - Manzour, Amir
AU - Saraee, Mohammad
PY - 2007
Y1 - 2007
N2 - The purpose of gene mapping is to identify the causal genetic regions of a specific phenotype mainly a complex disease. Most complex diseases are believed to have multiple contributing loci often having subtle patterns which make them fairly difficult to find in large dataseis. We present and discuss a new criterion called conditional mutual information for association mapping and compare it to the previous criterion which is mutual information from different aspects. Furthermore, algorithms are proposed to find relevance chains. The proposed algorithms are especially in favor of diseases having almost equally contributing regions known as being epistatic. These algorithms are applied to both simulated and real data. The real data represents the genotype-phenotype values for AMD disease. Proposed relevance-chain algorithms have detected some highly associated markers with AMD. C# source files for relevancechains algorithm are freely available at https://www. sharemation. com/amanzour.
AB - The purpose of gene mapping is to identify the causal genetic regions of a specific phenotype mainly a complex disease. Most complex diseases are believed to have multiple contributing loci often having subtle patterns which make them fairly difficult to find in large dataseis. We present and discuss a new criterion called conditional mutual information for association mapping and compare it to the previous criterion which is mutual information from different aspects. Furthermore, algorithms are proposed to find relevance chains. The proposed algorithms are especially in favor of diseases having almost equally contributing regions known as being epistatic. These algorithms are applied to both simulated and real data. The real data represents the genotype-phenotype values for AMD disease. Proposed relevance-chain algorithms have detected some highly associated markers with AMD. C# source files for relevancechains algorithm are freely available at https://www. sharemation. com/amanzour.
UR - https://www.scopus.com/pages/publications/44049093915
U2 - 10.1109/FSKD.2007.272
DO - 10.1109/FSKD.2007.272
M3 - Conference contribution
SN - 0769528740
SN - 9780769528748
T3 - Proceedings - Fourth International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2007
SP - 21
EP - 26
BT - Proceedings - Fourth International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2007
T2 - 4th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2007
Y2 - 24 August 2007 through 27 August 2007
ER -