An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis

tAn innovative application of 3D-QSAR methodology to the rational design of enzymes is here reported.The introduction of amidase activity inside the scaffold of lipase B from Candida antarctica (CaLB) wasstudied and 3D-QSAR models were constructed to correlate the structures of a set of CaLB mutants...

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Published in:Journal of Molecular Catalysis B: Enzymatic
Main Authors: FERRARIO, VALERIO, EBERT, CYNTHIA, GARDOSSI, Lucia, Svendsen A., Besenmatter W.
Other Authors: Ferrario, Valerio, Ebert, Cynthia, Svendsen, A., Besenmatter, W., Gardossi, Lucia
Format: Article in Journal/Newspaper
Language:English
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/11368/2744899
https://doi.org/10.1016/j.molcatb.2013.12.004
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spelling ftunitriestiris:oai:arts.units.it:11368/2744899 2023-05-15T14:13:51+02:00 An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis FERRARIO, VALERIO EBERT, CYNTHIA GARDOSSI, Lucia Svendsen A. Besenmatter W. Ferrario, Valerio Ebert, Cynthia Svendsen, A. Besenmatter, W. Gardossi, Lucia 2014 STAMPA http://hdl.handle.net/11368/2744899 https://doi.org/10.1016/j.molcatb.2013.12.004 eng eng info:eu-repo/semantics/altIdentifier/wos/WOS:000332142400002 volume:101, 2014 firstpage:7 lastpage:15 numberofpages:9 journal:JOURNAL OF MOLECULAR CATALYSIS B-ENZYMATIC http://hdl.handle.net/11368/2744899 doi:10.1016/j.molcatb.2013.12.004 info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84892757242 computational chemistry enzyme engineering 3DQSAR biocatalysi lipase amidases info:eu-repo/semantics/article 2014 ftunitriestiris https://doi.org/10.1016/j.molcatb.2013.12.004 2023-04-09T06:11:38Z tAn innovative application of 3D-QSAR methodology to the rational design of enzymes is here reported.The introduction of amidase activity inside the scaffold of lipase B from Candida antarctica (CaLB) wasstudied and 3D-QSAR models were constructed to correlate the structures of a set of CaLB mutants withtheir experimentally measured activities. Properties, like hydrophilicity, hydrophobicity and hydrogenbonding capability of the enzyme active site were computed by means of the GRID method and theoutput was used as molecular descriptors. Correlations with experimental behavior of the catalysts werecalculated by means of partial least square regression (PLS). The analysis of the QSAR model fully exploitsfundamental knowledge while avoiding conceptual biases. Rationales for driving enzyme engineeringare disclosed and a priori evaluation of new virtual candidate mutants becomes feasible. On that respect,the whole procedure for production of virtual mutants and scoring of their activity was automated withina workflow constructed by means of the modeFRONTIER package. The method allows for the automatedconstruction and scoring of each mutant in 2 h on a normal workstation. Article in Journal/Newspaper Antarc* Antarctica Università degli studi di Trieste: ArTS (Archivio della ricerca di Trieste) Journal of Molecular Catalysis B: Enzymatic 101 7 15
institution Open Polar
collection Università degli studi di Trieste: ArTS (Archivio della ricerca di Trieste)
op_collection_id ftunitriestiris
language English
topic computational chemistry
enzyme engineering
3DQSAR
biocatalysi
lipase
amidases
spellingShingle computational chemistry
enzyme engineering
3DQSAR
biocatalysi
lipase
amidases
FERRARIO, VALERIO
EBERT, CYNTHIA
GARDOSSI, Lucia
Svendsen A.
Besenmatter W.
An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis
topic_facet computational chemistry
enzyme engineering
3DQSAR
biocatalysi
lipase
amidases
description tAn innovative application of 3D-QSAR methodology to the rational design of enzymes is here reported.The introduction of amidase activity inside the scaffold of lipase B from Candida antarctica (CaLB) wasstudied and 3D-QSAR models were constructed to correlate the structures of a set of CaLB mutants withtheir experimentally measured activities. Properties, like hydrophilicity, hydrophobicity and hydrogenbonding capability of the enzyme active site were computed by means of the GRID method and theoutput was used as molecular descriptors. Correlations with experimental behavior of the catalysts werecalculated by means of partial least square regression (PLS). The analysis of the QSAR model fully exploitsfundamental knowledge while avoiding conceptual biases. Rationales for driving enzyme engineeringare disclosed and a priori evaluation of new virtual candidate mutants becomes feasible. On that respect,the whole procedure for production of virtual mutants and scoring of their activity was automated withina workflow constructed by means of the modeFRONTIER package. The method allows for the automatedconstruction and scoring of each mutant in 2 h on a normal workstation.
author2 Ferrario, Valerio
Ebert, Cynthia
Svendsen, A.
Besenmatter, W.
Gardossi, Lucia
format Article in Journal/Newspaper
author FERRARIO, VALERIO
EBERT, CYNTHIA
GARDOSSI, Lucia
Svendsen A.
Besenmatter W.
author_facet FERRARIO, VALERIO
EBERT, CYNTHIA
GARDOSSI, Lucia
Svendsen A.
Besenmatter W.
author_sort FERRARIO, VALERIO
title An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis
title_short An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis
title_full An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis
title_fullStr An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis
title_full_unstemmed An integrated platform for automatic design and screening of virtual mutants based on 3D-QSAR analysis
title_sort integrated platform for automatic design and screening of virtual mutants based on 3d-qsar analysis
publishDate 2014
url http://hdl.handle.net/11368/2744899
https://doi.org/10.1016/j.molcatb.2013.12.004
genre Antarc*
Antarctica
genre_facet Antarc*
Antarctica
op_relation info:eu-repo/semantics/altIdentifier/wos/WOS:000332142400002
volume:101, 2014
firstpage:7
lastpage:15
numberofpages:9
journal:JOURNAL OF MOLECULAR CATALYSIS B-ENZYMATIC
http://hdl.handle.net/11368/2744899
doi:10.1016/j.molcatb.2013.12.004
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84892757242
op_doi https://doi.org/10.1016/j.molcatb.2013.12.004
container_title Journal of Molecular Catalysis B: Enzymatic
container_volume 101
container_start_page 7
op_container_end_page 15
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