Analysis of protein secondary structures and residues environment

碩士 === 臺中健康暨管理學院 === 生物資訊研究所 === 93 === In this thesis, I investigated how the amino acids physicochemical environment information, such as the protein secondary structures and residues solvent accessibility, could possibly enhance one’s capability for protein classes classification prediction. The...

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Main Authors: Kuo-Ching, Hsiao, 蕭國慶
Other Authors: Ka-lok, Ng
Format: Others
Language:zh-TW
Published: 2005
Online Access:http://ndltd.ncl.edu.tw/handle/60973180408777034543
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spelling ndltd-TW-093THMU01120062015-10-13T11:39:19Z http://ndltd.ncl.edu.tw/handle/60973180408777034543 Analysis of protein secondary structures and residues environment 蛋白質二維結構與殘基環境類型之分析 Kuo-Ching, Hsiao 蕭國慶 碩士 臺中健康暨管理學院 生物資訊研究所 93 In this thesis, I investigated how the amino acids physicochemical environment information, such as the protein secondary structures and residues solvent accessibility, could possibly enhance one’s capability for protein classes classification prediction. The score matrices for several classes (all-, all-,  and according to the SCOP classification) of known protein sequences were computed. Sequences are taken from a protein secondary structure database, for example, the DSSP secondary structure protein databases. Thus, one can construct the 3D structure profiles for each entry in the PDB database. These profiles are used to score the query protein sequence to be modeled for compatibility with the known classes classification. To demonstrate the 3D structure profile method is able to detect sequences compatible with a known class, one aligns the query sequences with the environment of a known protein structure using a simple sequence alignment algorithm. My study indicated that the method has larger than 95% accuracy in protein classes assignment(average score <0.5). Furthermore, I had also established the fact that the structure profile approach is able to detect distant sequences well below the twilight zone (less than 25% sequence similarity). Ka-lok, Ng 吳家樂 2005 學位論文 ; thesis 63 zh-TW
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language zh-TW
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description 碩士 === 臺中健康暨管理學院 === 生物資訊研究所 === 93 === In this thesis, I investigated how the amino acids physicochemical environment information, such as the protein secondary structures and residues solvent accessibility, could possibly enhance one’s capability for protein classes classification prediction. The score matrices for several classes (all-, all-,  and according to the SCOP classification) of known protein sequences were computed. Sequences are taken from a protein secondary structure database, for example, the DSSP secondary structure protein databases. Thus, one can construct the 3D structure profiles for each entry in the PDB database. These profiles are used to score the query protein sequence to be modeled for compatibility with the known classes classification. To demonstrate the 3D structure profile method is able to detect sequences compatible with a known class, one aligns the query sequences with the environment of a known protein structure using a simple sequence alignment algorithm. My study indicated that the method has larger than 95% accuracy in protein classes assignment(average score <0.5). Furthermore, I had also established the fact that the structure profile approach is able to detect distant sequences well below the twilight zone (less than 25% sequence similarity).
author2 Ka-lok, Ng
author_facet Ka-lok, Ng
Kuo-Ching, Hsiao
蕭國慶
author Kuo-Ching, Hsiao
蕭國慶
spellingShingle Kuo-Ching, Hsiao
蕭國慶
Analysis of protein secondary structures and residues environment
author_sort Kuo-Ching, Hsiao
title Analysis of protein secondary structures and residues environment
title_short Analysis of protein secondary structures and residues environment
title_full Analysis of protein secondary structures and residues environment
title_fullStr Analysis of protein secondary structures and residues environment
title_full_unstemmed Analysis of protein secondary structures and residues environment
title_sort analysis of protein secondary structures and residues environment
publishDate 2005
url http://ndltd.ncl.edu.tw/handle/60973180408777034543
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