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Exploring the need for a new Antibody Homology Modeling Protocol. Antibody Fv regions. Gray CDR’s Brown SVR’s Cyan and Green Framework. Light. Heavy. Looking down into the Antibody Fv beta-barrel. Alignment using the beta-barrel. Isn’t Antibody homology modeling a solved problem?.
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Exploring the need for a new Antibody Homology Modeling Protocol
Antibody Fv regions Gray CDR’s Brown SVR’s Cyan and Green Framework Light Heavy
Isn’t Antibody homology modeling a solved problem? • For the most part! • CDR loops erected on robust beta-barrel framework • CDR conformations can be predicted from sequence alone (Canonical conformations) • What is left to do then • Potential differences due to light/heavy chain types • CDR H3 conformation • Homology Model Quality Control • And we are interested in this problem because… • Docking!!! • Ab homology modeling is fairly important : 5 WAM citations per year
WAM algorithm(Whitelegg and Rees , 2000) Select sequence homologous light and heavy chain frameworks Fit the frameworks on an AVERAGEbeta-barrel Build canonical loops Build CDR H3
MolProbity analysis of WAM model quality • Several WAM errors occur in the CDR regions
C-beta deviation Lovell et al 2003 • Based on ideal C-beta geometry calculated from backbone information
mAb 225 xtal and WAM comparison L3 H1 H3 Light chain Heavy chain
mAb 225 xtal and WAM comparison H1 L1 H2 H3 L3 L1
14b7 xtal and WAM model comparison Light chain Heavy chain
14b7 xtal and WAM model comparison H1 L1 H2 H3 L3 L1
Creation of antibody database Download crystal structures from PDB based on SACS database 645 structures Employ Filters (Fc regions, L/H dimer’s, Single chain antibodies) 451 structures Retain better than 2.5Å structures 279 structures Eliminate structures with Redundant CDR’s 167 structures
H3 length distribution in Ab database • Current loop modeling techniques can handle < 12 residue loops (Rohl 2004)
Questions for WAM • Is the AVERAGE beta-barrel assumption justified? • Is sequence homology the only criterion for choosing the initial framework on which the CDR’s are constructed?
Four distinct Vh subtypes Honegger and Pluckthun, JMB 2001
Is the AVERAGE Beta-barrel WAM assumption justified? Type Ab’s Everything else! • The WAM AVERAGE beta-barrel assumption seems to to be constant, except for AB’s with Lambda chains. 0.7Å
Light chain framework clusteringRadius = 0.5Å Type Ab’s 0.5Å
Light chain framework alignment Radius = 0.5Å
Heavy chain framework clustering Radius = 0.5Å
Heavy chain framework alignment Radius = 0.5Å • At the 0.7Å level, Vh subtypes there are 3 main clusters comprised of Subtypes 1,2 and 3+4 • All differences are eliminated at the 0.9Å level
Conclusions from cluster analysis • Internal structural differences between • / light chain types • Heavy chain subtypes • Heavy chain structural differences (identifiable using sequence motifs) cause variations in positioning of CDR stem regions • Beta-barrel fairly constant. However, • scFv’s with light chains have different beta-barrel orientation from light chains
New Homology Server protocol Select sequence homologous light and heavy chain frameworks Account for light/heavy chain subtype Fit the frameworks on an AVERAGEbeta-barrel Account for light chain subtype Ensure consistency with canonical loop conformations Build canonical loops Minimize deviations from loop conformations of equal length Build CDR H3 Final Quality Control Rotamers, backbone / C- deviations
Scientific tasks • Stage 1 • Light/heavy subtype identification and framework assignment • Identification of canonical loop conformations • Align these frameworks on the beta-barrel • Stage 2 • Thread sequence through framework • Build SVR regions • Build canonical loops extracted from relevant PDB • Stage 3 • Build CDR H3 • Stage 4 • Quality Control • Stage 5 • Output
Conclusions • There is room for improving WAM’s performance in • Identification of light/heavy chain subtypes • Proper positioning of CDR stems • H3 modeling • Overall model quality • Creating scripts and setting up the web server requires an intensive 10-12 weeks.