Improved protein loop prediction from sequence alone.

The SLoop database of supersecondary fragments, first described by Donate et al. (Protein Sci., 1996, 5, 2600-2616), contains protein loops, classified according to structural similarity. The database has recently been updated and currently contains over 10 000 loops up to 20 residues in length, whi...

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Main Authors: Burke, D, Deane, C
Format: Journal article
Language:English
Published: 2001
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author Burke, D
Deane, C
author_facet Burke, D
Deane, C
author_sort Burke, D
collection OXFORD
description The SLoop database of supersecondary fragments, first described by Donate et al. (Protein Sci., 1996, 5, 2600-2616), contains protein loops, classified according to structural similarity. The database has recently been updated and currently contains over 10 000 loops up to 20 residues in length, which cluster into over 560 well populated classes. The database can be found at http://www-cryst.bioc.cam.ac.uk/~sloop. In this paper, we identify conserved structural features such as main chain conformation and hydrogen bonding. Using the original approach of Rufino and co-workers (1997), the correct structural class is predicted with the highest SLoop score for 35% of loops. This rises to 65% by considering the three highest scoring class predictions and to 75% in the top five scoring class predictions. Inclusion of residues from the neighbouring secondary structures and use of substitution tables derived using a reduced definition of secondary structure increase these prediction accuracies to 58, 78 and 85%, respectively. This suggests that capping residues can stabilize the loop conformation as well as that of the secondary structure. Further increases are achieved if only well-populated classes are considered in the prediction. These results correspond to an average loop root mean square deviation of between 0.4 and 2.6 A for loops up to five residues in length.
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spelling oxford-uuid:2296f51b-e612-4a7c-9e7e-cfcc98cd91672022-03-26T11:39:36ZImproved protein loop prediction from sequence alone.Journal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:2296f51b-e612-4a7c-9e7e-cfcc98cd9167EnglishSymplectic Elements at Oxford2001Burke, DDeane, CThe SLoop database of supersecondary fragments, first described by Donate et al. (Protein Sci., 1996, 5, 2600-2616), contains protein loops, classified according to structural similarity. The database has recently been updated and currently contains over 10 000 loops up to 20 residues in length, which cluster into over 560 well populated classes. The database can be found at http://www-cryst.bioc.cam.ac.uk/~sloop. In this paper, we identify conserved structural features such as main chain conformation and hydrogen bonding. Using the original approach of Rufino and co-workers (1997), the correct structural class is predicted with the highest SLoop score for 35% of loops. This rises to 65% by considering the three highest scoring class predictions and to 75% in the top five scoring class predictions. Inclusion of residues from the neighbouring secondary structures and use of substitution tables derived using a reduced definition of secondary structure increase these prediction accuracies to 58, 78 and 85%, respectively. This suggests that capping residues can stabilize the loop conformation as well as that of the secondary structure. Further increases are achieved if only well-populated classes are considered in the prediction. These results correspond to an average loop root mean square deviation of between 0.4 and 2.6 A for loops up to five residues in length.
spellingShingle Burke, D
Deane, C
Improved protein loop prediction from sequence alone.
title Improved protein loop prediction from sequence alone.
title_full Improved protein loop prediction from sequence alone.
title_fullStr Improved protein loop prediction from sequence alone.
title_full_unstemmed Improved protein loop prediction from sequence alone.
title_short Improved protein loop prediction from sequence alone.
title_sort improved protein loop prediction from sequence alone
work_keys_str_mv AT burked improvedproteinlooppredictionfromsequencealone
AT deanec improvedproteinlooppredictionfromsequencealone