Cargando…

Gate-based quantum computing for protein design

Protein design is a technique to engineer proteins by permuting amino acids in the sequence to obtain novel functionalities. However, exploring all possible combinations of amino acids is generally impossible due to the exponential growth of possibilities with the number of designable sites. The pre...

Descripción completa

Detalles Bibliográficos
Autores principales: Khatami, Mohammad Hassan, Mendes, Udson C., Wiebe, Nathan, Kim, Philip M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10124842/
https://www.ncbi.nlm.nih.gov/pubmed/37043517
http://dx.doi.org/10.1371/journal.pcbi.1011033
_version_ 1785029918393892864
author Khatami, Mohammad Hassan
Mendes, Udson C.
Wiebe, Nathan
Kim, Philip M.
author_facet Khatami, Mohammad Hassan
Mendes, Udson C.
Wiebe, Nathan
Kim, Philip M.
author_sort Khatami, Mohammad Hassan
collection PubMed
description Protein design is a technique to engineer proteins by permuting amino acids in the sequence to obtain novel functionalities. However, exploring all possible combinations of amino acids is generally impossible due to the exponential growth of possibilities with the number of designable sites. The present work introduces circuits implementing a pure quantum approach, Grover’s algorithm, to solve protein design problems. Our algorithms can adjust to implement any custom pair-wise energy tables and protein structure models. Moreover, the algorithm’s oracle is designed to consist of only adder functions. Quantum computer simulators validate the practicality of our circuits, containing up to 234 qubits. However, a smaller circuit is implemented on real quantum devices. Our results show that using [Image: see text] iterations, the circuits find the correct results among all N possibilities, providing the expected quadratic speed up of Grover’s algorithm over classical methods (i.e., [Image: see text] ).
format Online
Article
Text
id pubmed-10124842
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-101248422023-04-25 Gate-based quantum computing for protein design Khatami, Mohammad Hassan Mendes, Udson C. Wiebe, Nathan Kim, Philip M. PLoS Comput Biol Research Article Protein design is a technique to engineer proteins by permuting amino acids in the sequence to obtain novel functionalities. However, exploring all possible combinations of amino acids is generally impossible due to the exponential growth of possibilities with the number of designable sites. The present work introduces circuits implementing a pure quantum approach, Grover’s algorithm, to solve protein design problems. Our algorithms can adjust to implement any custom pair-wise energy tables and protein structure models. Moreover, the algorithm’s oracle is designed to consist of only adder functions. Quantum computer simulators validate the practicality of our circuits, containing up to 234 qubits. However, a smaller circuit is implemented on real quantum devices. Our results show that using [Image: see text] iterations, the circuits find the correct results among all N possibilities, providing the expected quadratic speed up of Grover’s algorithm over classical methods (i.e., [Image: see text] ). Public Library of Science 2023-04-12 /pmc/articles/PMC10124842/ /pubmed/37043517 http://dx.doi.org/10.1371/journal.pcbi.1011033 Text en © 2023 Khatami et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Khatami, Mohammad Hassan
Mendes, Udson C.
Wiebe, Nathan
Kim, Philip M.
Gate-based quantum computing for protein design
title Gate-based quantum computing for protein design
title_full Gate-based quantum computing for protein design
title_fullStr Gate-based quantum computing for protein design
title_full_unstemmed Gate-based quantum computing for protein design
title_short Gate-based quantum computing for protein design
title_sort gate-based quantum computing for protein design
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10124842/
https://www.ncbi.nlm.nih.gov/pubmed/37043517
http://dx.doi.org/10.1371/journal.pcbi.1011033
work_keys_str_mv AT khatamimohammadhassan gatebasedquantumcomputingforproteindesign
AT mendesudsonc gatebasedquantumcomputingforproteindesign
AT wiebenathan gatebasedquantumcomputingforproteindesign
AT kimphilipm gatebasedquantumcomputingforproteindesign