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Study of Loop Length & Residue Composition of β-Hairpin Motif . Xin Zhan Nov 27, 2006. Outline. Research background about β-hairpin motif My task overview Preliminary results Future works. β-Hairpin Motif. Simplest protein motif involving two beta strands [from Wikipedia]
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Study of Loop Length & Residue Composition of β-Hairpin Motif Xin Zhan Nov 27, 2006 CS 882 course project
Outline • Research background about β-hairpin motif • My task overview • Preliminary results • Future works CS 882 course project
β-Hairpin Motif • Simplest protein motif involving two beta strands [from Wikipedia] • adjacent in primary sequence • antiparallel • linked by a short loop • As isolated ribbon or part of betasheet • a special case of a turn • direction of protein backbone reverses • flanking secondary structure elements interact (hydrogen bonds) CS 882 course project
Types of Turns • β-turn (most common) • donor and acceptor residues of hydrogen bonds are separated by 3 residues (ii +3 H-bonding) • δ-turn • ii +1 H-bonding • γ-turn • ii +2 H-bonding • α-turn • ii +4 H-bonding • π-turn • ii +5 H-bonding • ω-loop • a longer loop with no internal hydrogen bonding CS 882 course project
Loop Length of β-Hairpin • 70% hairpins with loop length ≤7 • Most are 2 residues loops • 2 residues loops prefer type I’ and II’ beta turns [Sibanda & Thornton 85’] CS 882 course project
Turn Type of Two residue β-Hairpin (1) • Types I‘ • Residue 1 adopts left-handed alpha-helical conformation • Preference for GLY, ASP, ASN • Residue 2 nearly always GLY • Type II’ • Residue 1 only GLY • Residue 2 polar amino acids such as SER, THR CS 882 course project
Turn Type of Two residue β-Hairpin (2) • Residue 2 in type I’ and residue 1 in type II’ has a conformation which can only be adopted by GLY • phi and psi angles are well outside the allowed regions of the Ramachandran plot for amino acids with side chains CS 882 course project
Three Residue β-Hairpin • 1st residue adopts right-handed alpha-helical conformation • 2nd in the region between alpha-helix and beta-sheet • 3rd position prefer GLY, ASN, ASP CS 882 course project
Four Residue β-Hairpin • 1st and 2nd residues adopting the alpha-helical conformation • 3rd in the region between alpha-helix and beta-sheet • 4th position prefer GLY, ASN, ASP CS 882 course project
Prediction of Turns [Chou 97’] • Site-independent model • based on knowledge that amino acid preferences at individual positions in ß-turns and does not consider any coupling between the residues in the sequence • 1-4 & 2-3 correlation model • based on residue coupling • Sequence coupled model • based on first-order markov chain involving conditional probabilities CS 882 course project
β–Hairpin Revisited [Gunasekaran 97’] • A data set of 250 non-homologous proteins • For 3 residue loops, major conformational motif is αR-αR-αL (type I followed by a residue in a left-handed helical conformation) • For 4 residue loops, αR-αR-αR-αL (π-turn motif) • Small polar residue ASN, ASP, SER, THR, GLY and PRO are preferred in loop • Identify several CYS-CYS pairs at the non-hydrogen bonded positions of beta stands CS 882 course project
β–Hairpin Folding Mechanism[Galzitskaya 02’] • Review experimental and theoretical studies of β–hairpin folding mechanism • Hydrogen-bond-centric model • Formation of folding droplet starting from beta turn is the determining factor • Hydrophobic-core-centric model • A core structure formed by side chains from both strands comes first, then brings the two strands together to form hydrogen bonds CS 882 course project
My Task Overview 1116 proteins resolution ≤ 1.6 A Non-homologous Extract beta hairpins Identify loop length Classify hairpins based on loop length Analysis residue preferences Cluster hairpins based on RMSD CS 882 course project
Distribution of β–Hairpins Based on Loop Length CS 882 course project
Amino Acids Distributions in Loop Regions • The number of a residue i over the total number of residues in loop regions CS 882 course project
A.A. with hydrophilic side A. A. that are in between CS 882 course project
Amino Acids Distributions in 2 Residues Loops • The number of a residue i occurs at position j over the total number of residues at position j. CS 882 course project
Amino Acid Distributions in 4 Residues Loops CS 882 course project
Position Preference of Amino Acids in 5 Residues Loops • A residue’s preference for a loop position • Fijis the number of times residue i occurs in a loop position j • Diis the number of times residue i occurs in the loop region CS 882 course project
Position Preference of Amino Acids in 5 Residues Loops CS 882 course project
Considering Structural Similarity • Further cluster beta hairpins based on structural similarity of loop region • Analysis the amino acid distributions in each cluster CS 882 course project
RMSD • Measure the structure similarity between two proteins • Given the position vectors of two sequences of amino acids V, W CS 882 course project
Candidate Clustering Algorithms • Partition methods • K-means / Quality Threshold • Hierarchical clustering method • UPGMA / Diana • Fuzzy logic based method • Fuzzy c-means clustering / Fanny • Neural network based methods • SOM / SOTA CS 882 course project
Reference • Sibanda BL, Thornton JM. Beta-hairpin families in globular proteins. Nature 1985. 316(6024):170–174. • Chou, K.C. and Blinn, J.R. Classification and prediction of beta-turn types. Protein Chem. 1997. 16, 575-595. • Gunasekaran K, Ramakrishnan C, Balaram P. Beta-hairpins in proteins revisited: lessons for de novo design. Protein Eng. 1997 Oct;10(10):1131-41. • Galzitskaya, O. V., J. Higo, and A. V. Finkelstein. 2002. Alpha-helix and beta-hairpin folding from experiment, analytical theory and molecular dynamics simulations. Curr. Protein Pept. Sci. 3:191–200. CS 882 course project
Thank you CS 882 course project