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2019 年度 実績報告書

Microbiome mining: machine learning for discovery of genetic dark matter, metabolic pathways, and ecological processes from metagenomes

研究課題

研究課題/領域番号 18H03367
研究機関国立研究開発法人産業技術総合研究所

研究代表者

延 優  国立研究開発法人産業技術総合研究所, 生命工学領域, 研究員 (40805644)

研究期間 (年度) 2018-04-01 – 2023-03-31
キーワードMetagenomics / Metabolism / Genomics
研究実績の概要

Through machine-learning-based analysis of aromatic compound degradation genes across the prokaryotic domains, novel genes in catabolism of xenobiotics were identified. The analysis was focused on several phyla known to utilize aromatic compounds. Xenobiotics-degrading genes were often clustered together in genomes. They were often modular, being paired with different genes depending on the natural habitat of the organism. Interestingly, they also displayed recognizable trends in their evolutionary history, suggesting that this may be an effective tool in predicting novel genes supporting xenobiotics catabolism.

現在までの達成度 (区分)
現在までの達成度 (区分)

1: 当初の計画以上に進展している

理由

The research is proceeding as planned.

今後の研究の推進方策

In the coming year, the analysis will be expanded to genes involved in other high-profile metabolisms and catabolic pathways that may be unique to a specific domain (bacteria vs archaea). Targets include other genes for degrading non-aromatic xenobiotics and high-priority contaminants (detected frequently and persistent) with unknown genes and catabolic pathways that differentiate/distinguish bacteria and archaea. Bacteria and Archaea are distinct phylogenetic lineages, yet we understand very little about how they differ in physiology and way of life. Machine-learning-based approaches will be a novel approach to tackling this fundamental question in biology.

  • 研究成果

    (4件)

すべて 2020 2019

すべて 雑誌論文 (4件) (うち査読あり 4件、 オープンアクセス 1件)

  • [雑誌論文] Deep Sequencing Uncovers Caste-Associated Diversity of Symbionts in the Social Ant Camponotus japonicus2020

    • 著者名/発表者名
      Koto Akiko、Nobu Masaru Konishi、Miyazaki Ryo
    • 雑誌名

      mBio

      巻: 11 ページ: e00408-20

    • DOI

      10.1128/mBio.00408-20

    • 査読あり
  • [雑誌論文] A hydrogen-dependent geochemical analogue of primordial carbon and energy metabolism2020

    • 著者名/発表者名
      Preiner Martina、Igarashi Kensuke、Muchowska Kamila B.、Yu Mingquan、Varma Sreejith J.、Kleinermanns Karl、Nobu Masaru K.、Kamagata Yoichi、T?ys?z Harun、Moran Joseph、Martin William F.
    • 雑誌名

      Nature Ecology & Evolution

      巻: 4 ページ: 534~542

    • DOI

      10.1038/s41559-020-1125-6

    • 査読あり
  • [雑誌論文] Isolation of an archaeon at the prokaryote?eukaryote interface2020

    • 著者名/発表者名
      Imachi H, Nobu MK, Nakahara N, Morono Y, Ogawara M, Takaki Y, Takano Y, Uematsu K, Ikuta T, Ito M, Matsui Y, Miyazaki M, Murata K, Saito Y, Sakai S, et al.
    • 雑誌名

      Nature

      巻: 577 ページ: 519~525

    • DOI

      10.1038/s41586-019-1916-6

    • 査読あり / オープンアクセス
  • [雑誌論文] Community analysis of gut microbiota in hornets, the largest eusocial wasps, Vespa mandarinia and V. simillima2019

    • 著者名/発表者名
      Suenami Shota、Konishi Nobu Masaru、Miyazaki Ryo
    • 雑誌名

      Scientific Reports

      巻: 9 ページ: na

    • DOI

      10.1038/s41598-019-46388-1

    • 査読あり

URL: 

公開日: 2021-01-27  

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