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Reconstruction of the personal information from human genome reads in gut metagenome sequencing data
Human DNA present in faecal samples can result in a small number of human reads in gut shotgun metagenomic sequencing data. However, it is presently unclear how much personal information can be reconstructed from such reads, and this has not been quantitatively evaluated. Such a quantitative evaluat...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10234815/ https://www.ncbi.nlm.nih.gov/pubmed/37188815 http://dx.doi.org/10.1038/s41564-023-01381-3 |
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author | Tomofuji, Yoshihiko Sonehara, Kyuto Kishikawa, Toshihiro Maeda, Yuichi Ogawa, Kotaro Kawabata, Shuhei Nii, Takuro Okuno, Tatsusada Oguro-Igashira, Eri Kinoshita, Makoto Takagaki, Masatoshi Yamamoto, Kenichi Kurakawa, Takashi Yagita-Sakamaki, Mayu Hosokawa, Akiko Motooka, Daisuke Matsumoto, Yuki Matsuoka, Hidetoshi Yoshimura, Maiko Ohshima, Shiro Nakamura, Shota Inohara, Hidenori Kishima, Haruhiko Mochizuki, Hideki Takeda, Kiyoshi Kumanogoh, Atsushi Okada, Yukinori |
author_facet | Tomofuji, Yoshihiko Sonehara, Kyuto Kishikawa, Toshihiro Maeda, Yuichi Ogawa, Kotaro Kawabata, Shuhei Nii, Takuro Okuno, Tatsusada Oguro-Igashira, Eri Kinoshita, Makoto Takagaki, Masatoshi Yamamoto, Kenichi Kurakawa, Takashi Yagita-Sakamaki, Mayu Hosokawa, Akiko Motooka, Daisuke Matsumoto, Yuki Matsuoka, Hidetoshi Yoshimura, Maiko Ohshima, Shiro Nakamura, Shota Inohara, Hidenori Kishima, Haruhiko Mochizuki, Hideki Takeda, Kiyoshi Kumanogoh, Atsushi Okada, Yukinori |
author_sort | Tomofuji, Yoshihiko |
collection | PubMed |
description | Human DNA present in faecal samples can result in a small number of human reads in gut shotgun metagenomic sequencing data. However, it is presently unclear how much personal information can be reconstructed from such reads, and this has not been quantitatively evaluated. Such a quantitative evaluation is necessary to clarify the ethical concerns related to data sharing and to enable efficient use of human genetic information in stool samples, such as for research and forensics. Here we used genomic approaches to reconstruct personal information from the faecal metagenomes of 343 Japanese individuals with associated human genotype data. Genetic sex could be accurately predicted based on the sequencing depth of sex chromosomes for 97.3% of the samples. Individuals could be re-identified from the matched genotype data based on human reads recovered from the faecal metagenomic data with 93.3% sensitivity using a likelihood score-based method. This method also enabled us to predict the ancestries of 98.3% of the samples. Finally, we performed ultra-deep shotgun metagenomic sequencing of five faecal samples as well as whole-genome sequencing of blood samples. Using genotype-calling approaches, we demonstrated that the genotypes of both common and rare variants could be reconstructed from faecal samples. This included clinically relevant variants. Our approach can be used to quantify personal information contained within gut metagenome data. |
format | Online Article Text |
id | pubmed-10234815 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-102348152023-06-03 Reconstruction of the personal information from human genome reads in gut metagenome sequencing data Tomofuji, Yoshihiko Sonehara, Kyuto Kishikawa, Toshihiro Maeda, Yuichi Ogawa, Kotaro Kawabata, Shuhei Nii, Takuro Okuno, Tatsusada Oguro-Igashira, Eri Kinoshita, Makoto Takagaki, Masatoshi Yamamoto, Kenichi Kurakawa, Takashi Yagita-Sakamaki, Mayu Hosokawa, Akiko Motooka, Daisuke Matsumoto, Yuki Matsuoka, Hidetoshi Yoshimura, Maiko Ohshima, Shiro Nakamura, Shota Inohara, Hidenori Kishima, Haruhiko Mochizuki, Hideki Takeda, Kiyoshi Kumanogoh, Atsushi Okada, Yukinori Nat Microbiol Article Human DNA present in faecal samples can result in a small number of human reads in gut shotgun metagenomic sequencing data. However, it is presently unclear how much personal information can be reconstructed from such reads, and this has not been quantitatively evaluated. Such a quantitative evaluation is necessary to clarify the ethical concerns related to data sharing and to enable efficient use of human genetic information in stool samples, such as for research and forensics. Here we used genomic approaches to reconstruct personal information from the faecal metagenomes of 343 Japanese individuals with associated human genotype data. Genetic sex could be accurately predicted based on the sequencing depth of sex chromosomes for 97.3% of the samples. Individuals could be re-identified from the matched genotype data based on human reads recovered from the faecal metagenomic data with 93.3% sensitivity using a likelihood score-based method. This method also enabled us to predict the ancestries of 98.3% of the samples. Finally, we performed ultra-deep shotgun metagenomic sequencing of five faecal samples as well as whole-genome sequencing of blood samples. Using genotype-calling approaches, we demonstrated that the genotypes of both common and rare variants could be reconstructed from faecal samples. This included clinically relevant variants. Our approach can be used to quantify personal information contained within gut metagenome data. Nature Publishing Group UK 2023-05-15 2023 /pmc/articles/PMC10234815/ /pubmed/37188815 http://dx.doi.org/10.1038/s41564-023-01381-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Tomofuji, Yoshihiko Sonehara, Kyuto Kishikawa, Toshihiro Maeda, Yuichi Ogawa, Kotaro Kawabata, Shuhei Nii, Takuro Okuno, Tatsusada Oguro-Igashira, Eri Kinoshita, Makoto Takagaki, Masatoshi Yamamoto, Kenichi Kurakawa, Takashi Yagita-Sakamaki, Mayu Hosokawa, Akiko Motooka, Daisuke Matsumoto, Yuki Matsuoka, Hidetoshi Yoshimura, Maiko Ohshima, Shiro Nakamura, Shota Inohara, Hidenori Kishima, Haruhiko Mochizuki, Hideki Takeda, Kiyoshi Kumanogoh, Atsushi Okada, Yukinori Reconstruction of the personal information from human genome reads in gut metagenome sequencing data |
title | Reconstruction of the personal information from human genome reads in gut metagenome sequencing data |
title_full | Reconstruction of the personal information from human genome reads in gut metagenome sequencing data |
title_fullStr | Reconstruction of the personal information from human genome reads in gut metagenome sequencing data |
title_full_unstemmed | Reconstruction of the personal information from human genome reads in gut metagenome sequencing data |
title_short | Reconstruction of the personal information from human genome reads in gut metagenome sequencing data |
title_sort | reconstruction of the personal information from human genome reads in gut metagenome sequencing data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10234815/ https://www.ncbi.nlm.nih.gov/pubmed/37188815 http://dx.doi.org/10.1038/s41564-023-01381-3 |
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