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http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/40318完整後設資料紀錄
| DC 欄位 | 值 | 語言 |
|---|---|---|
| dc.contributor.advisor | 黃乾綱 | |
| dc.contributor.author | Chia-Chen Chang | en |
| dc.contributor.author | 張家禎 | zh_TW |
| dc.date.accessioned | 2021-06-14T16:44:44Z | - |
| dc.date.available | 2008-08-04 | |
| dc.date.copyright | 2008-08-04 | |
| dc.date.issued | 2008 | |
| dc.date.submitted | 2008-07-31 | |
| dc.identifier.citation | 1. Faure, G., A. Bornot, and A.G. de Brevern, Protein contacts, inter-residue interactions and side-chain modelling. Biochimie, 2008. 90(4): p. 626-39.
2. Glaser, F., et al., Residue frequencies and pairing preferences at protein-protein interfaces. Proteins, 2001. 43(2): p. 89-102. 3. Jonassen, I., et al., Structure motif discovery and mining the PDB. Bioinformatics, 2002. 18(2): p. 362-7. 4. Taylor, W.R., The classification of amino acid conservation. J Theor Biol, 1986. 119(2): p. 205-18. 5. Betts, M.J. and R.B. Russell, Amino Acid Properties and Consequences of Substitutions. 2003: Wiley. 6. Heringa, J. and P. Argos, Side-chain clusters in protein structures and their role in protein folding. J Mol Biol, 1991. 220(1): p. 151-71. 7. Dedmon, M.M., et al., Mapping long-range interactions in alpha-synuclein using spin-label NMR and ensemble molecular dynamics simulations. J Am Chem Soc, 2005. 127(2): p. 476-7. 8. Pandit, A.D., et al., Small proteins fold through transition states with native-like topologies. J Mol Biol, 2006. 361(4): p. 755-70. 9. Chen, S.C. and I. Bahar, Mining frequent patterns in protein structures: a study of protease families. Bioinformatics, 2004. 20 Suppl 1: p. i77-85. 10. Singh, J. and J.M. Thornton, Atlas of Protein Sidechain-sidechain interactions. 1992. Vols. I & II. 11. Teichmann, S.A., Principles of protein-protein interactions. Bioinformatics, 2002. 18 Suppl 2: p. S249. 12. Korn, A.P. and R.M. Burnett, Distribution and complementarity of hydropathy in multisubunit proteins. Proteins, 1991. 9(1): p. 37-55. 13. Tsai, C.J., et al., Studies of protein-protein interfaces: a statistical analysis of the hydrophobic effect. Protein Sci, 1997. 6(1): p. 53-64. 14. Luscombe, N.M., et al., An overview of the structures of protein-DNA complexes. Genome Biol, 2000. 1(1): p. REVIEWS001. 15. Jones, S., et al., Protein-RNA interactions: a structural analysis. Nucleic Acids Res, 2001. 29(4): p. 943-54. 16. Puvanendrampillai, D. and J.B. Mitchell, L/D Protein Het group Database (PLD): additional understanding of the nature and specificity of protein-het group complexes. Bioinformatics, 2003. 19(14): p. 1856-7. 17. Bader, G.D., D. Betel, and C.W. Hogue, BIND: the Biomolecular Interaction Network Database. Nucleic Acids Res, 2003. 31(1): p. 248-50. 18. Hendlich, M., et al., Relibase: design and development of a database for comprehensive analysis of protein-het group interactions. J Mol Biol, 2003. 326(2): p. 607-20. 19. Ahmad, S., M.M. Gromiha, and A. Sarai, Analysis and prediction of DNA-binding proteins and their binding residues based on composition, sequence and structural information. Bioinformatics, 2004. 20(4): p. 477-86. | |
| dc.identifier.uri | http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/40318 | - |
| dc.description.abstract | 蛋白質功能的表現上大多與結構有關,特別是在局部結構內部胺基酸相互的接觸(residue-residue contact),更是直接與反應有密切的關係。胺基酸相互的反應作用已經被視為研究蛋白質摺疊與穩定性的重要過程,且蛋白質中胺基酸相互反應作用的型態十分多元,有效的在胺基酸相互的反應作用資訊上做探勘有助於不同觀點的議題,例如找出胺基酸的side-chain分群有助於蛋白質結構、功能與disordered regions之研究。有鑑於此本論文提供一個彈性且多維度的球體架構資料探勘方式,以達到探測不同型態胺基酸相互的反應作用現象,希望能有助於分析局部結構與此現象之間的關係。我們也發展出初步的網頁服務呈現出本論文球體架構。
在實驗部分,我們透過球體架構先觀察胺基酸本身周遭資訊,接著再進一步針對蛋白質與其它分子分析,包含蛋白質鏈結、DNA、RNA、het group等結構區域。在胺基酸本身的sidechain-sidechain interaction我們找出了相互作用頻率最高的前五組胺基酸與形成該現象的主要結構類型;在protein-protein interaction的結構主要集中在α-helix與α-helix這類型的胺基酸結構配對,我們也找出兩條鏈結反應下最長的重疊區段(overlapping segment),並且也發現蛋白質1cwq、1e0p、1gu8、1gtv與1cm4含有特殊的鏈結重疊現象,而這些重疊現象的蛋白質鏈結記載著不同狀態下的生物特性;在protein-het group interaction 方面我們探測出一般蛋白質很容易與水形成反應作用,約有97%的作用與水有關係,而也發現較常與蛋白質鏈結發生反應的het group具有穩定結晶體的結構特性;protein-DNA interaction上我們發現Arginine與Lysine兩類胺基酸與DNA發生相互反應的比率較其它胺基酸高;我們也發現共有29條蛋白質鏈結存有同時與DNA、RNA有相互反應現象。觀察結果顯示,我們可以瞭解各種胺基酸反應的特性與其之間的關係,也給予我們對於廣域蛋白質與胺基酸周遭環境研究的完整觀察。 | zh_TW |
| dc.description.abstract | The structure of a protein is crucial to its function. In particular, the residue-residue contact on local structure was directly related to the protein function. Residue-residue contact was correlated with folding and stability of proteins. Mining the residue-residue contact can help scientist understand residue environmental information; for example, exploring the side-chain distribution can support the study of protein structure, protein function and disordered regions. In this work, our major contribution is to propose a multi-dimensional framework of sphere-based model to explore the residue environment, including to diverse residue-residue contacts. This framework also helps to analyze the relationship between local structure and residue-residue contacts. We also develop the prototype web service for demonstrating this framework.
In experiment, the sphere-base framework was applied in the exploration of the information of the interaction between atoms, including complexed consisted of protein chain, DNA, RNA or heterogen atoms. In sidechain-sidechain interaction, we found the top five contacted residue pairs. In protein-protein interaction, the distribution of contacted structure was focus on the α-helix and α-helix pairs. We also comprehend the unusual overlapping on protein chains such as 1cwq, 1e0p, 1gu8, 1gtv and 1cm4. The overlapping proteins chain were record the combination of structure in different states of biological characteristics in PDB. In protein-het group interaction, we explored that 97% interaction contacted with H2O atoms, and top ranked het groups are chemical compounds used to stabilize structures for crystallization. In protein-DNA interaction, the arginine(R) and lysine(K) were preferred to contact with DNA nucleotides. We also explored that there were 29 protein chains contact with DNA and RNA nucleotides. According to observations we explored, we can comprehend the characteristics of diverse residue-residue contact and their relationship. These characteristics can give us a whole picture on residue environment of protein structures in Protein Data Bank. | en |
| dc.description.provenance | Made available in DSpace on 2021-06-14T16:44:44Z (GMT). No. of bitstreams: 1 ntu-97-R95525051-1.pdf: 3808453 bytes, checksum: 075bf1d744a5da9211b781d64398d67b (MD5) Previous issue date: 2008 | en |
| dc.description.tableofcontents | Chapter 1 緒論 1
1.1. 研究背景 1 1.2. 研究動機 1 1.3. 以球體架構擷取與探勘蛋白質內部環境 2 1.4. 預期成果與貢獻 2 1.5. 章節說明 3 Chapter 2 文獻探討與相關研究 4 2.1. Protein Data Bank 4 2.2. Dictionary of Protein Secondary Structure 4 2.3. 胺基酸的親水性與疏水性 5 2.4. 胺基酸特徵分類(Amino acid properties group) 6 2.5. 雙硫鍵(Disulfide bond) 8 2.6. Residue-residue contact 8 2.6.1. 基本介紹 8 2.6.2. 研究上的重要性 9 2.6.3. 以球體架構探勘residue-residue contact周遭資訊 9 2.7. Residue-residue interaction region分析 10 2.7.1. Mining frequent patterns 10 2.7.2. Sidechain-sidechain interaction 11 2.7.3. Protein-protein interaction 12 2.7.4. DNA-binding proteins 13 2.7.5. RNA-binding proteins 14 2.7.6. Protein-het group interaction 15 Chapter 3 研究方法 17 3.1. 問題定義 17 3.2. 定義Neighborhood Residue Sphere(NRS) 17 3.2.1. 序列上的資訊 18 3.2.2. 結構上的資訊 18 3.2.3. Atom property 18 3.3. NRS演算法 18 3.3.1. 流程圖 18 3.3.2. 步驟說明 19 3.3.3. 虛擬碼 21 3.4. NRS架構如何探勘Residue-residue contact 22 3.4.1. 原子層級的contact判斷 22 3.4.2. 以蛋白質鏈結為基礎判斷residue-residue contact 23 3.4.3. 定義蛋白質鏈結上的contacted pairs 24 3.4.4. NRS threshold與atom level threshold 25 3.4.5. 定義多元蛋白質結構的residue-residue contact情況 26 3.4.6. Sidechain-sidechain interaction的處理方式 26 3.4.7. 流程圖 27 Chapter 4 實驗結果與分析 29 4.1. NRS基本特性觀察 29 4.1.1. 實驗說明 29 4.1.2. 實驗內容 29 4.1.3. 結果與討論 30 4.2. Protein complexes相關統計 32 4.3. Cα level與Atom level的探討 33 4.3.1. 以Cα level 探勘Protein-DNA interaction現象 33 4.3.2. 以Atom level 探勘Protein-DNA interaction現象 35 4.4. Sidechain-sidechain interaction 37 4.4.1. Mining information on Sidechain-sidechain interaction 37 4.5. Protein-protein interaction 44 4.5.1. Mining sequence segment information 44 4.6. DNA-binding proteins 48 4.6.1. DNA基本統計資訊 48 4.6.2. 觀察protein-DNA binding 胺基酸與二級結構分佈趨勢 49 4.7. RNA-binding proteins 52 4.7.1. RNA基本資訊探勘 52 4.7.2. 觀察protein-RNA binding 胺基酸與二級結構分佈趨勢 53 4.8. Protein-het group contact 54 4.8.1. Het group類別基本資訊之觀察 55 4.8.2. Protein-het group interaction胺基酸與二級結構分佈趨勢 57 Chapter 5 討論 65 5.1. Sidechain-sidechain interaction 65 5.1.1. 胺基酸contacted頻率分佈 65 5.1.2. Contacted pairs在二級結構上的偏好程度 66 5.1.3. 探勘Cys-Cys pairs與 SSBOND間的資訊分析 67 5.2. Protein-protein interaction 70 5.2.1. 胺基酸contacted頻率分佈 70 5.2.2. Contacted pairs在二級結構上的偏好程度 70 5.2.3. Mining sequence segment information 71 5.3. Protein-DNA-RNA binding proteins 78 5.3.1. 實驗說明 79 5.3.2. 實驗內容 79 5.3.3. 結果與討論 79 Chapter 6 結論與未來展望 82 6.1. 資訊抽象化 82 6.2. 研究結果與發現 83 6.3. 未來展望 84 參考文獻 85 | |
| dc.language.iso | zh-TW | |
| dc.subject | 資料探勘 | zh_TW |
| dc.subject | 胺基酸相互反應作用 | zh_TW |
| dc.subject | 蛋白質結構 | zh_TW |
| dc.subject | 蛋白質功能 | zh_TW |
| dc.subject | protein structure | en |
| dc.subject | data mining | en |
| dc.subject | protein function | en |
| dc.subject | residue-residue contact | en |
| dc.title | 以球體為基礎擷取蛋白質內胺基酸3D結構資訊的研究 | zh_TW |
| dc.title | Sphere-based residue environment property explorations on protein 3D structure | en |
| dc.type | Thesis | |
| dc.date.schoolyear | 96-2 | |
| dc.description.degree | 碩士 | |
| dc.contributor.oralexamcommittee | 歐陽彥正,鄭貽生,張瑞益 | |
| dc.subject.keyword | 胺基酸相互反應作用,蛋白質結構,蛋白質功能,資料探勘, | zh_TW |
| dc.subject.keyword | residue-residue contact,protein structure,protein function,data mining, | en |
| dc.relation.page | 86 | |
| dc.rights.note | 有償授權 | |
| dc.date.accepted | 2008-08-01 | |
| dc.contributor.author-college | 工學院 | zh_TW |
| dc.contributor.author-dept | 工程科學及海洋工程學研究所 | zh_TW |
| 顯示於系所單位: | 工程科學及海洋工程學系 | |
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