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Pathway Detection from Protein Interaction Networks a Using Color-Coding Method and an A* Algorithm
Thesis

Pathway Detection from Protein Interaction Networks a Using Color-Coding Method and an A* Algorithm

Yeh, Cheng-Yu
Masters, 國立清華大學, 資訊系統與應用研究所
2008

Abstract

路徑探索 著色方法 A*啟發式搜尋 蛋白質互動反應 Pathway detection Color-coding method A* heuristic search Protein-protein interaction
With the large availability of protein-protein interaction data, to identify linear biological meaningful pathways in the sense of optimality on likelihood weights is regarded as a NP-problem. We proposed a color-coding method based on the characteristics of biological network topology to solve this problem and applied an A* heuristic search to speed up the color-coding method in order to extract minimum weight of pathways that most likely have protein-protein interactions corresponding to the microarray data. In the experiments, we tested the methods by applying them to the networks of yeast and human prostate cancer and the results showed that we were able to reconstruct known signaling pathways in comparison to the recent KEGG pathway database. Our algorithms are more efficient than the previous ones and can detect optimal and functional enrichment paths of length 8 within 6 seconds and paths of length 10 within 29 seconds on average.

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