id ndltd-CALTECH-oai-thesis.library.caltech.edu-6812
record_format oai_dc
spelling ndltd-CALTECH-oai-thesis.library.caltech.edu-68122019-10-04T03:11:54Z Accelerating the Interplay Between Theory and Experiment in Protein Design Nisthal, Alex <p>Protein engineering techniques such as directed evolution and structure-based design aim to improve the properties of natural proteins. The next step, the de novo insertion of function into previously inert protein scaffolds, is the lofty promise of computational protein design. In order to achieve this goal reliably and efficiently, computational methods can be iteratively improved by cycling between theory and experiment.</p> <p>Efforts to both accelerate the rate and broaden the information exchanged within protein design cycles form the core of this thesis. Improvements in the throughput of experimental stability determination allowed the thorough assessment of new multi-state and library design tools. Intending to alleviate the fixed backbone, single native state design approximation, the study found constrained molecular dynamics ensembles useful for core repacking applications. The subsequent development of automated liquid handling protocols for common molecular biology techniques brings design experiments to new levels of sample throughput. This technology facilitated the creation of a stability database encompassing every single mutant in a small protein domain. Although constructed to facilitate future computational training efforts, we answer a multitude of questions pertaining to mutational outcomes, distributions, positional sensitivity, tolerance, and additivity in the context of a protein domain.</p> <p>By expanding the constraints of experimental molecular biology, this work opens up new possibilities in the efforts to train and assay new computational methodologies for protein engineering applications.</p> 2012 Thesis NonPeerReviewed application/pdf https://thesis.library.caltech.edu/6812/35/Nisthal2012_thesis.pdf application/pdf https://thesis.library.caltech.edu/6812/2/Nisthal2012_title.pdf application/pdf https://thesis.library.caltech.edu/6812/1/Nisthal2012_Ch1.pdf application/pdf https://thesis.library.caltech.edu/6812/3/Nisthal2012_Ch2.pdf application/pdf https://thesis.library.caltech.edu/6812/17/Nisthal2012_Ch3.pdf application/pdf https://thesis.library.caltech.edu/6812/23/Nisthal2012_Ch4.pdf application/pdf https://thesis.library.caltech.edu/6812/29/Nisthal2012_appendix.pdf https://resolver.caltech.edu/CaltechTHESIS:02062012-154120957 Nisthal, Alex (2012) Accelerating the Interplay Between Theory and Experiment in Protein Design. Dissertation (Ph.D.), California Institute of Technology. doi:10.7907/Z9833Q2F. https://resolver.caltech.edu/CaltechTHESIS:02062012-154120957 <https://resolver.caltech.edu/CaltechTHESIS:02062012-154120957> https://thesis.library.caltech.edu/6812/
collection NDLTD
format Others
sources NDLTD
description <p>Protein engineering techniques such as directed evolution and structure-based design aim to improve the properties of natural proteins. The next step, the de novo insertion of function into previously inert protein scaffolds, is the lofty promise of computational protein design. In order to achieve this goal reliably and efficiently, computational methods can be iteratively improved by cycling between theory and experiment.</p> <p>Efforts to both accelerate the rate and broaden the information exchanged within protein design cycles form the core of this thesis. Improvements in the throughput of experimental stability determination allowed the thorough assessment of new multi-state and library design tools. Intending to alleviate the fixed backbone, single native state design approximation, the study found constrained molecular dynamics ensembles useful for core repacking applications. The subsequent development of automated liquid handling protocols for common molecular biology techniques brings design experiments to new levels of sample throughput. This technology facilitated the creation of a stability database encompassing every single mutant in a small protein domain. Although constructed to facilitate future computational training efforts, we answer a multitude of questions pertaining to mutational outcomes, distributions, positional sensitivity, tolerance, and additivity in the context of a protein domain.</p> <p>By expanding the constraints of experimental molecular biology, this work opens up new possibilities in the efforts to train and assay new computational methodologies for protein engineering applications.</p>
author Nisthal, Alex
spellingShingle Nisthal, Alex
Accelerating the Interplay Between Theory and Experiment in Protein Design
author_facet Nisthal, Alex
author_sort Nisthal, Alex
title Accelerating the Interplay Between Theory and Experiment in Protein Design
title_short Accelerating the Interplay Between Theory and Experiment in Protein Design
title_full Accelerating the Interplay Between Theory and Experiment in Protein Design
title_fullStr Accelerating the Interplay Between Theory and Experiment in Protein Design
title_full_unstemmed Accelerating the Interplay Between Theory and Experiment in Protein Design
title_sort accelerating the interplay between theory and experiment in protein design
publishDate 2012
url https://thesis.library.caltech.edu/6812/35/Nisthal2012_thesis.pdf
https://thesis.library.caltech.edu/6812/2/Nisthal2012_title.pdf
https://thesis.library.caltech.edu/6812/1/Nisthal2012_Ch1.pdf
https://thesis.library.caltech.edu/6812/3/Nisthal2012_Ch2.pdf
https://thesis.library.caltech.edu/6812/17/Nisthal2012_Ch3.pdf
https://thesis.library.caltech.edu/6812/23/Nisthal2012_Ch4.pdf
https://thesis.library.caltech.edu/6812/29/Nisthal2012_appendix.pdf
Nisthal, Alex (2012) Accelerating the Interplay Between Theory and Experiment in Protein Design. Dissertation (Ph.D.), California Institute of Technology. doi:10.7907/Z9833Q2F. https://resolver.caltech.edu/CaltechTHESIS:02062012-154120957 <https://resolver.caltech.edu/CaltechTHESIS:02062012-154120957>
work_keys_str_mv AT nisthalalex acceleratingtheinterplaybetweentheoryandexperimentinproteindesign
_version_ 1719259667566166016