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Efficient privacy-preserving variable-length substring match for genome sequence
The development of a privacy-preserving technology is important for accelerating genome data sharing. This study proposes an algorithm that securely searches a variable-length substring match between a query and a database sequence. Our concept hinges on a technique that efficiently applies FM-index...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9040336/ https://www.ncbi.nlm.nih.gov/pubmed/35473587 http://dx.doi.org/10.1186/s13015-022-00211-1 |
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author | Nakagawa, Yoshiki Ohata, Satsuya Shimizu, Kana |
author_facet | Nakagawa, Yoshiki Ohata, Satsuya Shimizu, Kana |
author_sort | Nakagawa, Yoshiki |
collection | PubMed |
description | The development of a privacy-preserving technology is important for accelerating genome data sharing. This study proposes an algorithm that securely searches a variable-length substring match between a query and a database sequence. Our concept hinges on a technique that efficiently applies FM-index for a secret-sharing scheme. More precisely, we developed an algorithm that can achieve a secure table lookup in such a way that [Formula: see text] is computed for a given depth of recursion where [Formula: see text] is an initial position, and V is a vector. We used the secure table lookup for vectors created based on FM-index. The notable feature of the secure table lookup is that time, communication, and round complexities are not dependent on the table length N, after the query input. Therefore, a substring match by reference to the FM-index-based table can also be conducted independently against the database length, and the entire search time is dramatically improved compared to previous approaches. We conducted an experiment using a human genome sequence with the length of 10 million as the database and a query with the length of 100 and found that the query response time of our protocol was at least three orders of magnitude faster than a non-indexed database search protocol under the realistic computation/network environment. |
format | Online Article Text |
id | pubmed-9040336 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-90403362022-04-27 Efficient privacy-preserving variable-length substring match for genome sequence Nakagawa, Yoshiki Ohata, Satsuya Shimizu, Kana Algorithms Mol Biol Research The development of a privacy-preserving technology is important for accelerating genome data sharing. This study proposes an algorithm that securely searches a variable-length substring match between a query and a database sequence. Our concept hinges on a technique that efficiently applies FM-index for a secret-sharing scheme. More precisely, we developed an algorithm that can achieve a secure table lookup in such a way that [Formula: see text] is computed for a given depth of recursion where [Formula: see text] is an initial position, and V is a vector. We used the secure table lookup for vectors created based on FM-index. The notable feature of the secure table lookup is that time, communication, and round complexities are not dependent on the table length N, after the query input. Therefore, a substring match by reference to the FM-index-based table can also be conducted independently against the database length, and the entire search time is dramatically improved compared to previous approaches. We conducted an experiment using a human genome sequence with the length of 10 million as the database and a query with the length of 100 and found that the query response time of our protocol was at least three orders of magnitude faster than a non-indexed database search protocol under the realistic computation/network environment. BioMed Central 2022-04-26 /pmc/articles/PMC9040336/ /pubmed/35473587 http://dx.doi.org/10.1186/s13015-022-00211-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Nakagawa, Yoshiki Ohata, Satsuya Shimizu, Kana Efficient privacy-preserving variable-length substring match for genome sequence |
title | Efficient privacy-preserving variable-length substring match for genome sequence |
title_full | Efficient privacy-preserving variable-length substring match for genome sequence |
title_fullStr | Efficient privacy-preserving variable-length substring match for genome sequence |
title_full_unstemmed | Efficient privacy-preserving variable-length substring match for genome sequence |
title_short | Efficient privacy-preserving variable-length substring match for genome sequence |
title_sort | efficient privacy-preserving variable-length substring match for genome sequence |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9040336/ https://www.ncbi.nlm.nih.gov/pubmed/35473587 http://dx.doi.org/10.1186/s13015-022-00211-1 |
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