TY - JOUR
T1 - A conformation ensemble approach to protein residue-residue contact
AU - Eickholt, Jesse
AU - Wang, Zheng
AU - Cheng, Jianlin
N1 - Funding Information:
The work was partially supported by a NIH grant 1R01GM093123 to JC and a NLM fellowship to JE.
PY - 2011
Y1 - 2011
N2 - Background. Protein residue-residue contact prediction is important for protein model generation and model evaluation. Here we develop a conformation ensemble approach to improve residue-residue contact prediction. We collect a number of structural models stemming from a variety of methods and implementations. The various models capture slightly different conformations and contain complementary information which can be pooled together to capture recurrent, and therefore more likely, residue-residue contacts. Results. We applied our conformation ensemble approach to free modeling targets from both CASP8 and CASP9. Given a diverse ensemble of models, the method is able to achieve accuracies of. 48 for the top L/5 medium range contacts and. 36 for the top L/5 long range contacts for CASP8 targets (L being the target domain length). When applied to targets from CASP9, the accuracies of the top L/5 medium and long range contact predictions were. 34 and. 30 respectively. Conclusions. When operating on a moderately diverse ensemble of models, the conformation ensemble approach is an effective means to identify medium and long range residue-residue contacts. An immediate benefit of the method is that when tied with a scoring scheme, it can be used to successfully rank models.
AB - Background. Protein residue-residue contact prediction is important for protein model generation and model evaluation. Here we develop a conformation ensemble approach to improve residue-residue contact prediction. We collect a number of structural models stemming from a variety of methods and implementations. The various models capture slightly different conformations and contain complementary information which can be pooled together to capture recurrent, and therefore more likely, residue-residue contacts. Results. We applied our conformation ensemble approach to free modeling targets from both CASP8 and CASP9. Given a diverse ensemble of models, the method is able to achieve accuracies of. 48 for the top L/5 medium range contacts and. 36 for the top L/5 long range contacts for CASP8 targets (L being the target domain length). When applied to targets from CASP9, the accuracies of the top L/5 medium and long range contact predictions were. 34 and. 30 respectively. Conclusions. When operating on a moderately diverse ensemble of models, the conformation ensemble approach is an effective means to identify medium and long range residue-residue contacts. An immediate benefit of the method is that when tied with a scoring scheme, it can be used to successfully rank models.
UR - http://www.scopus.com/inward/record.url?scp=80053904530&partnerID=8YFLogxK
U2 - 10.1186/1472-6807-11-38
DO - 10.1186/1472-6807-11-38
M3 - Article
C2 - 21989082
AN - SCOPUS:80053904530
VL - 11
JO - BMC Structural Biology
JF - BMC Structural Biology
SN - 1472-6807
M1 - 38
ER -