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Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases
BACKGROUND: Neurological diseases are difficult to diagnose in time, and there is currently a lack of effective predictive methods. Previous studies have indicated that a variety of neurological diseases cause changes in the gut microbiota. Alpha diversity is a major indicator to describe the divers...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9274120/ https://www.ncbi.nlm.nih.gov/pubmed/35837118 http://dx.doi.org/10.3389/fnins.2022.879318 |
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author | Li, Zhuoxin Zhou, Jie Liang, Hao Ye, Li Lan, Liuyan Lu, Fang Wang, Qing Lei, Ting Yang, Xiping Cui, Ping Huang, Jiegang |
author_facet | Li, Zhuoxin Zhou, Jie Liang, Hao Ye, Li Lan, Liuyan Lu, Fang Wang, Qing Lei, Ting Yang, Xiping Cui, Ping Huang, Jiegang |
author_sort | Li, Zhuoxin |
collection | PubMed |
description | BACKGROUND: Neurological diseases are difficult to diagnose in time, and there is currently a lack of effective predictive methods. Previous studies have indicated that a variety of neurological diseases cause changes in the gut microbiota. Alpha diversity is a major indicator to describe the diversity of the gut microbiota. At present, the relationship between neurological diseases and the alpha diversity of the gut microbiota remains unclear. METHODS: We performed a systematic literature search of Pubmed and Bioproject databases up to January 2021. Six indices were used to measure alpha diversity, including community richness (observed species, Chao1 and ACE), community diversity (Shannon, Simpson), and phylogenetic diversity (PD). Random-effects meta-analyses on the standardized mean difference (SMD) were carried out on the alpha diversity indices. Subgroup analyses were performed to explore the sources of interstudy heterogeneity. Meta-analysis was performed on articles by matching the age, sex, and body mass index (BMI) of the disease group with the control group. Meanwhile, subgroup analysis was performed to control the variability of the sequencing region, platform, geographical region, instrument, and diseases. The area under the curve (AUC) value of the receiver operating characteristic (ROC) curve was calculated to assess the prediction effectiveness of the microbial alpha diversity indices. RESULTS: We conducted a meta-analysis of 24 published studies on 16S rRNA gene amplified sequencing of the gut microbiota and neurological diseases from the Pubmed and Bioproject database (patients, n = 1,469; controls, n = 1,289). The pooled estimate demonstrated that there was no significant difference in the alpha diversity between patients and controls (P < 0.05). Alpha diversity decreased only in Parkinson's disease patients, while it increased in anorexia nervosa patients compared to controls. After adjusting for age, sex, BMI, and geographical region, none of the alpha diversity was associated with neurological diseases. In terms of Illumina HiSeq 2000 and the V3-V5 sequencing region, the results showed that alpha diversity increased significantly in comparison with the controls, while decreased in Illumina HiSeq 2500. ROC curves suggested that alpha diversity could be used as a biomarker to predict the AD (Simpson, AUC= 0.769, P = 0.0001), MS (observed species, AUC= 0.737, P = 0.001), schizophrenia (Chao1, AUC = 0.739, P = 0.002). CONCLUSIONS: Our review summarized the relationship between alpha diversity of the gut microbiota and neurological diseases. The alpha diversity of gut microbiota could be a promising predictor for AD, schizophrenia, and MS, but not for all neurological diseases. |
format | Online Article Text |
id | pubmed-9274120 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92741202022-07-13 Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases Li, Zhuoxin Zhou, Jie Liang, Hao Ye, Li Lan, Liuyan Lu, Fang Wang, Qing Lei, Ting Yang, Xiping Cui, Ping Huang, Jiegang Front Neurosci Neuroscience BACKGROUND: Neurological diseases are difficult to diagnose in time, and there is currently a lack of effective predictive methods. Previous studies have indicated that a variety of neurological diseases cause changes in the gut microbiota. Alpha diversity is a major indicator to describe the diversity of the gut microbiota. At present, the relationship between neurological diseases and the alpha diversity of the gut microbiota remains unclear. METHODS: We performed a systematic literature search of Pubmed and Bioproject databases up to January 2021. Six indices were used to measure alpha diversity, including community richness (observed species, Chao1 and ACE), community diversity (Shannon, Simpson), and phylogenetic diversity (PD). Random-effects meta-analyses on the standardized mean difference (SMD) were carried out on the alpha diversity indices. Subgroup analyses were performed to explore the sources of interstudy heterogeneity. Meta-analysis was performed on articles by matching the age, sex, and body mass index (BMI) of the disease group with the control group. Meanwhile, subgroup analysis was performed to control the variability of the sequencing region, platform, geographical region, instrument, and diseases. The area under the curve (AUC) value of the receiver operating characteristic (ROC) curve was calculated to assess the prediction effectiveness of the microbial alpha diversity indices. RESULTS: We conducted a meta-analysis of 24 published studies on 16S rRNA gene amplified sequencing of the gut microbiota and neurological diseases from the Pubmed and Bioproject database (patients, n = 1,469; controls, n = 1,289). The pooled estimate demonstrated that there was no significant difference in the alpha diversity between patients and controls (P < 0.05). Alpha diversity decreased only in Parkinson's disease patients, while it increased in anorexia nervosa patients compared to controls. After adjusting for age, sex, BMI, and geographical region, none of the alpha diversity was associated with neurological diseases. In terms of Illumina HiSeq 2000 and the V3-V5 sequencing region, the results showed that alpha diversity increased significantly in comparison with the controls, while decreased in Illumina HiSeq 2500. ROC curves suggested that alpha diversity could be used as a biomarker to predict the AD (Simpson, AUC= 0.769, P = 0.0001), MS (observed species, AUC= 0.737, P = 0.001), schizophrenia (Chao1, AUC = 0.739, P = 0.002). CONCLUSIONS: Our review summarized the relationship between alpha diversity of the gut microbiota and neurological diseases. The alpha diversity of gut microbiota could be a promising predictor for AD, schizophrenia, and MS, but not for all neurological diseases. Frontiers Media S.A. 2022-06-28 /pmc/articles/PMC9274120/ /pubmed/35837118 http://dx.doi.org/10.3389/fnins.2022.879318 Text en Copyright © 2022 Li, Zhou, Liang, Ye, Lan, Lu, Wang, Lei, Yang, Cui and Huang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Li, Zhuoxin Zhou, Jie Liang, Hao Ye, Li Lan, Liuyan Lu, Fang Wang, Qing Lei, Ting Yang, Xiping Cui, Ping Huang, Jiegang Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases |
title | Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases |
title_full | Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases |
title_fullStr | Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases |
title_full_unstemmed | Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases |
title_short | Differences in Alpha Diversity of Gut Microbiota in Neurological Diseases |
title_sort | differences in alpha diversity of gut microbiota in neurological diseases |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9274120/ https://www.ncbi.nlm.nih.gov/pubmed/35837118 http://dx.doi.org/10.3389/fnins.2022.879318 |
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