Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery

碩士 === 國立清華大學 === 電機工程學系 === 95 === Abstract Background Cancer is known to occur due to mutations of oncogenes or tumor suppressor genes, which alter a series of downstream signal transduction pathways at molecular level. Therefore, inspecting interactive behaviors of proteins in cancer cells and co...

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Main Authors: Liang-Hui Chu, 褚亮翬
Other Authors: Bor-Sen Chen
Format: Others
Language:en_US
Published: 2007
Online Access:http://ndltd.ncl.edu.tw/handle/45671639924443147682
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spelling ndltd-TW-095NTHU54420502015-10-13T16:51:14Z http://ndltd.ncl.edu.tw/handle/45671639924443147682 Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery 建立癌症擾動蛋白質的交互作用細胞凋零網路於藥物標靶發現 Liang-Hui Chu 褚亮翬 碩士 國立清華大學 電機工程學系 95 Abstract Background Cancer is known to occur due to mutations of oncogenes or tumor suppressor genes, which alter a series of downstream signal transduction pathways at molecular level. Therefore, inspecting interactive behaviors of proteins in cancer cells and comparing them with those in normal cells to obtain cancer-perturbed protein network can shed light on how a normal cell transforms into a cancer cell. Results Rough protein-protein interaction networks of apoptosis in cancer and normal cells are constructed according to human yeast-two-hybrid datasets and websites. Owing to high false positive rates in these large-scale interactome, the nonlinear stochastic model, maximum likelihood parameter estimation and Akaike Information Criteria (AIC) are employed to truncate fake protein-protein interactions of rough protein interaction networks. By comparing protein-protein interaction networks of apoptosis between HeLa cancer cells and normal cells, we can obtain cancer-perturbed networks and gain insight into the mechanism of apoptotic network in human cancer, which helps discovery of cancer drug targets. Furthermore, static and dynamic hubs in protein-protein interaction networks in caspase activation can be derived, too. Bor-Sen Chen 陳博現 2007 學位論文 ; thesis 0 en_US
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description 碩士 === 國立清華大學 === 電機工程學系 === 95 === Abstract Background Cancer is known to occur due to mutations of oncogenes or tumor suppressor genes, which alter a series of downstream signal transduction pathways at molecular level. Therefore, inspecting interactive behaviors of proteins in cancer cells and comparing them with those in normal cells to obtain cancer-perturbed protein network can shed light on how a normal cell transforms into a cancer cell. Results Rough protein-protein interaction networks of apoptosis in cancer and normal cells are constructed according to human yeast-two-hybrid datasets and websites. Owing to high false positive rates in these large-scale interactome, the nonlinear stochastic model, maximum likelihood parameter estimation and Akaike Information Criteria (AIC) are employed to truncate fake protein-protein interactions of rough protein interaction networks. By comparing protein-protein interaction networks of apoptosis between HeLa cancer cells and normal cells, we can obtain cancer-perturbed networks and gain insight into the mechanism of apoptotic network in human cancer, which helps discovery of cancer drug targets. Furthermore, static and dynamic hubs in protein-protein interaction networks in caspase activation can be derived, too.
author2 Bor-Sen Chen
author_facet Bor-Sen Chen
Liang-Hui Chu
褚亮翬
author Liang-Hui Chu
褚亮翬
spellingShingle Liang-Hui Chu
褚亮翬
Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery
author_sort Liang-Hui Chu
title Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery
title_short Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery
title_full Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery
title_fullStr Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery
title_full_unstemmed Construction of Cancer-Perturbed Protein-Protein Interaction Network of Apoptosis for Drug Target Discovery
title_sort construction of cancer-perturbed protein-protein interaction network of apoptosis for drug target discovery
publishDate 2007
url http://ndltd.ncl.edu.tw/handle/45671639924443147682
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