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Komaki S, Sahoyama Y, Hachiya T, Koseki K, Ogata Y, Hamazato F, Shiozawa M, Nakagawa T, Suda W, Hattori M, Kawakami E. Dimension reduction of microbiome data linked Bifidobacterium and Prevotella to allergic rhinitis. Sci Rep 2024; 14:7983. [PMID: 38575668 PMCID: PMC10995140 DOI: 10.1038/s41598-024-57934-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 03/22/2024] [Indexed: 04/06/2024] Open
Abstract
Dimension reduction has been used to visualise the distribution of multidimensional microbiome data, but the composite variables calculated by the dimension reduction methods have not been widely used to investigate the relationship of the human gut microbiome with lifestyle and disease. In the present study, we applied several dimension reduction methods, including principal component analysis, principal coordinate analysis (PCoA), non-metric multidimensional scaling (NMDS), and non-negative matrix factorization, to a microbiome dataset from 186 subjects with symptoms of allergic rhinitis (AR) and 106 controls. All the dimension reduction methods supported that the distribution of microbial data points appeared to be continuous rather than discrete. Comparison of the composite variables calculated from the different dimension reduction methods showed that the characteristics of the composite variables differed depending on the distance matrices and the dimension reduction methods. The first composite variables calculated from PCoA and NMDS with the UniFrac distance were strongly associated with AR (FDR adjusted P = 2.4 × 10-4 for PCoA and P = 2.8 × 10-4 for NMDS), and also with the relative abundance of Bifidobacterium and Prevotella. The abundance of Bifidobacterium was also linked to intake of several nutrients, including carbohydrate, saturated fat, and alcohol via composite variables. Notably, the association between the composite variables and AR was much stronger than the association between the relative abundance of individual genera and AR. Our results highlight the usefulness of the dimension reduction methods for investigating the association of microbial composition with lifestyle and disease in clinical research.
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Affiliation(s)
| | - Yukari Sahoyama
- Technology Strategy Div., Hitachi High-Tech Corporation, Business Tower, Toranomon Hills, 1-17-1 Minato-ku, Toranomon, Tokyo, 105-6409, Japan.
| | | | - Keita Koseki
- Advanced Data Science Project (ADSP), RIKEN Information R&D and Strategy Headquarters, RIKEN, Yokohama City, Kanagawa, 230-0045, Japan
| | - Yusuke Ogata
- Laboratory for Microbiome Sciences, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Fumiaki Hamazato
- Technology Strategy Div., Hitachi High-Tech Corporation, Business Tower, Toranomon Hills, 1-17-1 Minato-ku, Toranomon, Tokyo, 105-6409, Japan
| | - Manabu Shiozawa
- Technology Strategy Div., Hitachi High-Tech Corporation, Business Tower, Toranomon Hills, 1-17-1 Minato-ku, Toranomon, Tokyo, 105-6409, Japan
| | - Tohru Nakagawa
- Hitachi Health Care Center, Hitachi Ltd., Ibaraki, Japan
| | - Wataru Suda
- Laboratory for Microbiome Sciences, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Masahira Hattori
- Laboratory for Microbiome Sciences, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Graduate School of Advanced Science and Engineering, Waseda University, Tokyo, Japan
| | - Eiryo Kawakami
- Advanced Data Science Project (ADSP), RIKEN Information R&D and Strategy Headquarters, RIKEN, Yokohama City, Kanagawa, 230-0045, Japan
- Artificial Intelligence Medicine, Graduate School of Medicine, Chiba University, Chiba City, Chiba, 260-8670, Japan
- Institute for Advanced Academic Research (IAAR), Chiba University, Chiba City, Chiba, 260-8670, Japan
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Hizo GH, Rampelotto PH. The Impact of Probiotic Bifidobacterium on Liver Diseases and the Microbiota. Life (Basel) 2024; 14:239. [PMID: 38398748 PMCID: PMC10890151 DOI: 10.3390/life14020239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Revised: 01/26/2024] [Accepted: 02/06/2024] [Indexed: 02/25/2024] Open
Abstract
Recent studies have shown the promising potential of probiotics, especially the bacterial genus Bifidobacterium, in the treatment of liver diseases. In this work, a systematic review was conducted, with a focus on studies that employed advanced Next Generation Sequencing (NGS) technologies to explore the potential of Bifidobacterium as a probiotic for treating liver pathologies such as Non-Alcoholic Fatty Liver Disease (NAFLD), Non-Alcoholic Steatohepatitis (NASH), Alcoholic Liver Disease (ALD), Cirrhosis, and Hepatocelullar Carcinoma (HCC) and its impact on the microbiota. Our results indicate that Bifidobacterium is a safe and effective probiotic for treating liver lesions. It successfully restored balance to the intestinal microbiota and improved biochemical and clinical parameters in NAFLD, ALD, and Cirrhosis. No significant adverse effects were identified. While more research is needed to establish its efficacy in treating NASH and HCC, the evidence suggests that Bifidobacterium is a promising probiotic for managing liver lesions.
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Affiliation(s)
- Gabriel Henrique Hizo
- Graduate Program in Gastroenterology and Hepatology Sciences, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, Brazil
| | - Pabulo Henrique Rampelotto
- Bioinformatics and Biostatistics Core Facility, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre 91501-907, Brazil
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