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Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors
BACKGROUND: Evidence indicates a link between the pathogenesis of type 1 diabetes (T1D) and the gut microbiome. However, the regulation of microbial metabolic pathways and the associations of bacterial species with dietary factors in T1D are largely unknown. We investigated whether microbial metagen...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10272319/ https://www.ncbi.nlm.nih.gov/pubmed/37290262 http://dx.doi.org/10.1016/j.ebiom.2023.104641 |
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author | Mokhtari, Pari Jambal, Puujee Metos, Julie M. Shankar, Kartik Anandh Babu, Pon Velayutham |
author_facet | Mokhtari, Pari Jambal, Puujee Metos, Julie M. Shankar, Kartik Anandh Babu, Pon Velayutham |
author_sort | Mokhtari, Pari |
collection | PubMed |
description | BACKGROUND: Evidence indicates a link between the pathogenesis of type 1 diabetes (T1D) and the gut microbiome. However, the regulation of microbial metabolic pathways and the associations of bacterial species with dietary factors in T1D are largely unknown. We investigated whether microbial metagenomic signatures in adolescents with T1D are associated with clinical/dietary factors. METHODS: Adolescents with T1D (case) and healthy adolescents (control) were recruited, and microbiome profiling in participants' stool samples was performed using shotgun metagenomic sequencing. The bioBakery3 pipeline (Kneaddata, Metaphlan 4 and HUMAnN) was used to assign taxonomy and functional annotations. Clinical (HbA1c) and dietary information (3-day food record) were collected for conducting association analysis using Spearman's correlation. FINDINGS: Adolescents with T1D exhibited modest changes in taxonomic composition of gut microbiome. Nineteen microbial metabolic pathways were altered in T1D, including downregulation of biosynthesis of vitamins (B2/flavin, B7/biotin and B9/folate), enzyme cofactors (NAD(+) and s-adenosyl methionine) and amino acids (aspartate, asparagine and lysine) with an upregulation in the fermentation pathways. Furthermore, bacterial species associated with dietary and clinical factors differed between healthy adolescents and adolescents with T1D. Supervised models modeling identified taxa predictive of T1D status, and the top features included Coprococcus and Streptococcus. INTERPRETATION: Our study provides new insight into the alteration of microbial and metabolic signatures in adolescents with T1D, suggesting that microbial biosynthesis of vitamins, enzyme cofactors and amino acids may be potentially altered in T1D. FUNDING: Research grants from 10.13039/100000002NIH/10.13039/100008460NCCIH: R01AT010247 and 10.13039/100000199USDA/10.13039/100005825NIFA: 2019-67017-29253; and Larry & Gail Miller Family Foundation Assistantship. |
format | Online Article Text |
id | pubmed-10272319 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-102723192023-06-17 Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors Mokhtari, Pari Jambal, Puujee Metos, Julie M. Shankar, Kartik Anandh Babu, Pon Velayutham eBioMedicine Articles BACKGROUND: Evidence indicates a link between the pathogenesis of type 1 diabetes (T1D) and the gut microbiome. However, the regulation of microbial metabolic pathways and the associations of bacterial species with dietary factors in T1D are largely unknown. We investigated whether microbial metagenomic signatures in adolescents with T1D are associated with clinical/dietary factors. METHODS: Adolescents with T1D (case) and healthy adolescents (control) were recruited, and microbiome profiling in participants' stool samples was performed using shotgun metagenomic sequencing. The bioBakery3 pipeline (Kneaddata, Metaphlan 4 and HUMAnN) was used to assign taxonomy and functional annotations. Clinical (HbA1c) and dietary information (3-day food record) were collected for conducting association analysis using Spearman's correlation. FINDINGS: Adolescents with T1D exhibited modest changes in taxonomic composition of gut microbiome. Nineteen microbial metabolic pathways were altered in T1D, including downregulation of biosynthesis of vitamins (B2/flavin, B7/biotin and B9/folate), enzyme cofactors (NAD(+) and s-adenosyl methionine) and amino acids (aspartate, asparagine and lysine) with an upregulation in the fermentation pathways. Furthermore, bacterial species associated with dietary and clinical factors differed between healthy adolescents and adolescents with T1D. Supervised models modeling identified taxa predictive of T1D status, and the top features included Coprococcus and Streptococcus. INTERPRETATION: Our study provides new insight into the alteration of microbial and metabolic signatures in adolescents with T1D, suggesting that microbial biosynthesis of vitamins, enzyme cofactors and amino acids may be potentially altered in T1D. FUNDING: Research grants from 10.13039/100000002NIH/10.13039/100008460NCCIH: R01AT010247 and 10.13039/100000199USDA/10.13039/100005825NIFA: 2019-67017-29253; and Larry & Gail Miller Family Foundation Assistantship. Elsevier 2023-06-07 /pmc/articles/PMC10272319/ /pubmed/37290262 http://dx.doi.org/10.1016/j.ebiom.2023.104641 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Articles Mokhtari, Pari Jambal, Puujee Metos, Julie M. Shankar, Kartik Anandh Babu, Pon Velayutham Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors |
title | Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors |
title_full | Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors |
title_fullStr | Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors |
title_full_unstemmed | Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors |
title_short | Microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors |
title_sort | microbial taxonomic and functional shifts in adolescents with type 1 diabetes are associated with clinical and dietary factors |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10272319/ https://www.ncbi.nlm.nih.gov/pubmed/37290262 http://dx.doi.org/10.1016/j.ebiom.2023.104641 |
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