An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination

<p>The development of reliable methods for the 'on demand" de novo design of an enzymatic catalyst for an arbitrary chemical reaction has been an elusive goal of the computational protein design community. Recent successful results of de novo computational enzyme design have been en...

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Main Author: Privett, Heidi Kathleen
Format: Others
Published: 2009
Online Access:https://thesis.library.caltech.edu/2175/10/HK_Privett_thesis.pdf
https://thesis.library.caltech.edu/2175/11/Title.pdf
https://thesis.library.caltech.edu/2175/5/Chapter_1.pdf
https://thesis.library.caltech.edu/2175/6/Chapter_2.pdf
https://thesis.library.caltech.edu/2175/7/Chapter_3.pdf
https://thesis.library.caltech.edu/2175/8/Chapter_4.pdf
https://thesis.library.caltech.edu/2175/9/Chapter_4_figures.pdf
https://thesis.library.caltech.edu/2175/1/Appendix_A.pdf
https://thesis.library.caltech.edu/2175/2/Appendix_B.pdf
https://thesis.library.caltech.edu/2175/3/Appendix_C.pdf
https://thesis.library.caltech.edu/2175/4/Appendix_D.pdf
Privett, Heidi Kathleen (2009) An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination. Dissertation (Ph.D.), California Institute of Technology. doi:10.7907/1402-XZ32. https://resolver.caltech.edu/CaltechETD:etd-05272009-091024 <https://resolver.caltech.edu/CaltechETD:etd-05272009-091024>
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spelling ndltd-CALTECH-oai-thesis.library.caltech.edu-21752019-11-27T03:09:34Z An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination Privett, Heidi Kathleen <p>The development of reliable methods for the 'on demand" de novo design of an enzymatic catalyst for an arbitrary chemical reaction has been an elusive goal of the computational protein design community. Recent successful results of de novo computational enzyme design have been encouraging, but the activity of the enzymes produced so far is still well below that of natural enzymes and the generalizability of these methods has yet to be established.</p> <p>Presented in this thesis are methods that we have developed for the computational design of enzyme active sites as well as results from the evaluation of these methods through a test case, the Kemp elimination. Initial Kemp elimination designs were shown to be inactive. However, in the course of refining these design procedures, we carried out extensive theoretical and experimental evaluation of several of these inactive designs, which allowed us to identify the causes of the inactivity and led to adjustments of our design procedure. These modified methods were then successfully used to design four distinct enzymes for this reaction in three inert scaffolds including the scaffold that housed the previously inactive designs. In addition, we demonstrate that molecular dynamics simulations can accurately predict the activity of designed Kemp elimination enzymes and can be used as a reliable prescreening step, allowing us to focus our experimental efforts on designs that are most likely to be active.</p> <p>The work presented here demonstrates that the cyclic evaluation and redesign of both active and inactive enzymes was instrumental in the identification and resolution of deficiencies in our computational methods and directly resulted in de novo designed enzymes with novel and increased activity.</p> 2009 Thesis NonPeerReviewed application/pdf https://thesis.library.caltech.edu/2175/10/HK_Privett_thesis.pdf application/pdf https://thesis.library.caltech.edu/2175/11/Title.pdf application/pdf https://thesis.library.caltech.edu/2175/5/Chapter_1.pdf application/pdf https://thesis.library.caltech.edu/2175/6/Chapter_2.pdf application/pdf https://thesis.library.caltech.edu/2175/7/Chapter_3.pdf application/pdf https://thesis.library.caltech.edu/2175/8/Chapter_4.pdf application/pdf https://thesis.library.caltech.edu/2175/9/Chapter_4_figures.pdf application/pdf https://thesis.library.caltech.edu/2175/1/Appendix_A.pdf application/pdf https://thesis.library.caltech.edu/2175/2/Appendix_B.pdf application/pdf https://thesis.library.caltech.edu/2175/3/Appendix_C.pdf application/pdf https://thesis.library.caltech.edu/2175/4/Appendix_D.pdf https://resolver.caltech.edu/CaltechETD:etd-05272009-091024 Privett, Heidi Kathleen (2009) An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination. Dissertation (Ph.D.), California Institute of Technology. doi:10.7907/1402-XZ32. https://resolver.caltech.edu/CaltechETD:etd-05272009-091024 <https://resolver.caltech.edu/CaltechETD:etd-05272009-091024> https://thesis.library.caltech.edu/2175/
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sources NDLTD
description <p>The development of reliable methods for the 'on demand" de novo design of an enzymatic catalyst for an arbitrary chemical reaction has been an elusive goal of the computational protein design community. Recent successful results of de novo computational enzyme design have been encouraging, but the activity of the enzymes produced so far is still well below that of natural enzymes and the generalizability of these methods has yet to be established.</p> <p>Presented in this thesis are methods that we have developed for the computational design of enzyme active sites as well as results from the evaluation of these methods through a test case, the Kemp elimination. Initial Kemp elimination designs were shown to be inactive. However, in the course of refining these design procedures, we carried out extensive theoretical and experimental evaluation of several of these inactive designs, which allowed us to identify the causes of the inactivity and led to adjustments of our design procedure. These modified methods were then successfully used to design four distinct enzymes for this reaction in three inert scaffolds including the scaffold that housed the previously inactive designs. In addition, we demonstrate that molecular dynamics simulations can accurately predict the activity of designed Kemp elimination enzymes and can be used as a reliable prescreening step, allowing us to focus our experimental efforts on designs that are most likely to be active.</p> <p>The work presented here demonstrates that the cyclic evaluation and redesign of both active and inactive enzymes was instrumental in the identification and resolution of deficiencies in our computational methods and directly resulted in de novo designed enzymes with novel and increased activity.</p>
author Privett, Heidi Kathleen
spellingShingle Privett, Heidi Kathleen
An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination
author_facet Privett, Heidi Kathleen
author_sort Privett, Heidi Kathleen
title An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination
title_short An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination
title_full An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination
title_fullStr An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination
title_full_unstemmed An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination
title_sort iterative approach to de novo computational enzyme design and the successful application to the kemp elimination
publishDate 2009
url https://thesis.library.caltech.edu/2175/10/HK_Privett_thesis.pdf
https://thesis.library.caltech.edu/2175/11/Title.pdf
https://thesis.library.caltech.edu/2175/5/Chapter_1.pdf
https://thesis.library.caltech.edu/2175/6/Chapter_2.pdf
https://thesis.library.caltech.edu/2175/7/Chapter_3.pdf
https://thesis.library.caltech.edu/2175/8/Chapter_4.pdf
https://thesis.library.caltech.edu/2175/9/Chapter_4_figures.pdf
https://thesis.library.caltech.edu/2175/1/Appendix_A.pdf
https://thesis.library.caltech.edu/2175/2/Appendix_B.pdf
https://thesis.library.caltech.edu/2175/3/Appendix_C.pdf
https://thesis.library.caltech.edu/2175/4/Appendix_D.pdf
Privett, Heidi Kathleen (2009) An Iterative Approach to de novo Computational Enzyme Design and the Successful Application to the Kemp Elimination. Dissertation (Ph.D.), California Institute of Technology. doi:10.7907/1402-XZ32. https://resolver.caltech.edu/CaltechETD:etd-05272009-091024 <https://resolver.caltech.edu/CaltechETD:etd-05272009-091024>
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