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El Jaddaoui I, Sehli S, Al Idrissi N, Bakri Y, Belyamani L, Ghazal H. The Gut Mycobiome for Precision Medicine. J Fungi (Basel) 2025; 11:279. [PMID: 40278100 PMCID: PMC12028274 DOI: 10.3390/jof11040279] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2025] [Revised: 03/29/2025] [Accepted: 03/31/2025] [Indexed: 04/26/2025] Open
Abstract
The human gastrointestinal tract harbors a vast array of microorganisms, which play essential roles in maintaining metabolic balance and immune function. While bacteria dominate the gut microbiome, fungi represent a much smaller, often overlooked fraction. Despite their relatively low abundance, fungi may significantly influence both health and disease. Advances in next-generation sequencing, metagenomics, metatranscriptomics, metaproteomics, metabolomics, and computational biology have provided novel opportunities to study the gut mycobiome, shedding light on its composition, functional genes, and metabolite interactions. Emerging evidence links fungal dysbiosis to various diseases, including inflammatory bowel disease, colorectal cancer, metabolic disorders, and neurological conditions. The gut mycobiome also presents a promising avenue for precision medicine, particularly in biomarker discovery, disease diagnostics, and targeted therapeutics. Nonetheless, significant challenges remain in effectively integrating gut mycobiome knowledge into clinical practice. This review examines gut fungal microbiota, highlighting analytical methods, associations with human diseases, and its potential role in precision medicine. It also discusses pathways for clinical translation, particularly in diagnosis and treatment, while addressing key barriers to implementation.
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Affiliation(s)
- Islam El Jaddaoui
- Laboratory of Human Pathologies Biology, Department of Biology, Faculty of Sciences, University Mohammed V, Rabat 10000, Morocco; (I.E.J.); (Y.B.)
- Genomic Center of Human Pathologies, Faculty of Medicine and Pharmacy, University Mohammed V, Rabat 10000, Morocco
- Laboratory of Precision Medicine & One Health (MedPreOne), School of Medicine, Mohammed VI University of Sciences & Health, Casablanca 82403, Morocco; (S.S.); (N.A.I.)
| | - Sofia Sehli
- Laboratory of Precision Medicine & One Health (MedPreOne), School of Medicine, Mohammed VI University of Sciences & Health, Casablanca 82403, Morocco; (S.S.); (N.A.I.)
| | - Najib Al Idrissi
- Laboratory of Precision Medicine & One Health (MedPreOne), School of Medicine, Mohammed VI University of Sciences & Health, Casablanca 82403, Morocco; (S.S.); (N.A.I.)
| | - Youssef Bakri
- Laboratory of Human Pathologies Biology, Department of Biology, Faculty of Sciences, University Mohammed V, Rabat 10000, Morocco; (I.E.J.); (Y.B.)
- Genomic Center of Human Pathologies, Faculty of Medicine and Pharmacy, University Mohammed V, Rabat 10000, Morocco
| | - Lahcen Belyamani
- School of Medicine, Mohammed VI University of Sciences & Health, Casablanca 82403, Morocco;
| | - Hassan Ghazal
- Laboratory of Precision Medicine & One Health (MedPreOne), School of Medicine, Mohammed VI University of Sciences & Health, Casablanca 82403, Morocco; (S.S.); (N.A.I.)
- Laboratory of Sports Sciences and Performance Optimization, Royal Institute of Executive Management, Salé 10102, Morocco
- National Center for Scientific and Technical Research, Rabat 10102, Morocco
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Zhang X, Cao Y, Yang X, Ma F, Zhang H, Xiao W. Association between exposure to per- and polyfluoroalkyl substances and kidney function: a population study. Front Med (Lausanne) 2025; 12:1569031. [PMID: 40206474 PMCID: PMC11979136 DOI: 10.3389/fmed.2025.1569031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2025] [Accepted: 03/05/2025] [Indexed: 04/11/2025] Open
Abstract
Background The relationship between per- and polyfluoroalkyl substances (PFAS) and kidney function markers remains uncertain. Methods We used PFAS detection data from 5,947 adults in NHANES 2005-2012. We employed multivariable linear regression models to examine associations between PFAS and estimated glomerular filtration rate (eGFR), urine creatinine (UCR), urine albumin (UAL), and urine albumin/creatinine ratio (UACR). To capture non-linear trends, restricted cubic splines were applied. The WQS (weighted quantile sum) and Q-gcomp (quantile g computation) models were used for the mixture analysis. Subgroup analyses were conducted to explore potential interactions. Results Perfluorooctanoic acid (PFOA), perfluorooctane sulfonic acid (PFOS), perfluorohexane sulfonic acid (PFHxS), 2-(N-methyl-perfluorooctane sulfonamido) acetic acid (N-MEFOSAA), and perfluorononanoic acid (PFNA) were negatively related to eGFR (β = -2.04, 95% CI = -2.85, -1.23; β = -0.97, 95% CI = -1.78, -0.16; β = -1.50, 95% CI = -2.24, -0.76; β = -0.49, 95% CI = -1.25, 0.27; β = -0.68, 95% CI = -1.46, 0.10). PFOA and PFOS were positive associated with UCR (β = 10.61, 95% CI = -1.89, 23.11; β = 12.98, 95% CI = 0.56, 25.41). PFOA, PFOS, PFHxS, PFNA, and PFUA were negatively related to UAL (β = -0.53, 95% CI = -0.73, -0.32; β = -0.39, 95% CI = -0.59, -0.18; β = -0.59, 95% CI = -0.78, -0.40; β = -0.42, 95% CI = -0.65, -0.19; β = -0.04, 95% CI = -0.22, 0.14). PFDA, PFOA, PFOS, PFHxS, and PFNA are significantly inversely associated with UACR (β = -0.01, 95% CI = -0.16, 0.14; β = -0.52, 95% CI = -0.69, -0.35; β = -0.50, 95% CI = -0.67, -0.33; β = -0.49, 95% CI = -0.64, -0.33; β = -0.27, 95% CI = -0.44, -0.10). Nonlinear relationships were found between PFAS and all kidney function indicators. Mixed PFAS exposure showed a negative association with eGFR, UAL and UACR, while showed a positive relationship with UCR. Interactions between PFASs and most subgroups were observed. Conclusion Our study revealed significant associations between PFAS exposure and various kidney function indicators. These findings provide an epidemiological perspective on how PFAS may lead to kidney dysfunction.
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Affiliation(s)
- Xue Zhang
- School of Pharmaceutical Sciences, Zhejiang Chinese Medical University, Hangzhou, China
| | - Yongping Cao
- Eastern Theater Command Centers for Disease Control and Prevention, Nanjing, China
| | - Xiaona Yang
- Linping District Center for Disease Control and Prevention, Linping District Health Supervision Institute, Hangzhou, Zhejiang, China
| | - Fei Ma
- Eastern Theater Command Centers for Disease Control and Prevention, Nanjing, China
| | - Hengyang Zhang
- Eastern Theater Command Centers for Disease Control and Prevention, Nanjing, China
| | - Wenwen Xiao
- Eastern Theater Command Centers for Disease Control and Prevention, Nanjing, China
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Zhang P, Guo R, Ma S, Jiang H, Yan Q, Li S, Wang K, Deng J, Zhang Y, Zhang Y, Wang G, Chen L, Li L, Guo X, Zhao G, Yang L, Wang Y, Kang J, Sha S, Fan S, Cheng L, Meng J, Yu H, Chen F, He D, Wang J, Liu S, Shi H. A metagenome-wide study of the gut virome in chronic kidney disease. Theranostics 2025; 15:1642-1661. [PMID: 39897560 PMCID: PMC11780533 DOI: 10.7150/thno.101601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Accepted: 11/29/2024] [Indexed: 02/04/2025] Open
Abstract
Rationale: Chronic kidney disease (CKD) is a progressively debilitating condition leading to kidney dysfunction and severe complications. While dysbiosis of the gut bacteriome has been linked to CKD, the alteration in the gut viral community and its role in CKD remain poorly understood. Methods: Here, we characterize the gut virome in CKD using metagenome-wide analyses of faecal samples from 425 patients and 290 healthy individuals. Results: CKD is associated with a remarkable shift in the gut viral profile that occurs regardless of host properties, disease stage, and underlying diseases. We identify 4,649 differentially abundant viral operational taxonomic units (vOTUs) and reveal that some CKD-enriched viruses are closely related to gut bacterial taxa such as Bacteroides, [Ruminococcus], Erysipelatoclostridium, and Enterocloster spp. In contrast, CKD-depleted viruses include more crAss-like viruses and often target Faecalibacterium, Ruminococcus, and Prevotella species. Functional annotation of the vOTUs reveals numerous viral functional signatures associated with CKD, notably a marked reduction in nicotinamide adenine dinucleotide (NAD+) synthesis capacity within the CKD-associated virome. Furthermore, most CKD viral signatures are reproducible in the gut viromes of diabetic kidney disease and several other common diseases, highlighting the considerable universality of disease-associated viromes. Conclusions: This research provides comprehensive resources and novel insights into the CKD-associated gut virome, offering valuable guidance for future mechanistic and therapeutic investigations.
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Affiliation(s)
- Pan Zhang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Ruochun Guo
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
- Puensum Genetech Institute, Wuhan 430076, China
| | - Shiyang Ma
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Hongli Jiang
- Department of Critical Care Nephrology and Blood Purification, the First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710061, China
| | - Qiulong Yan
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Shenghui Li
- Puensum Genetech Institute, Wuhan 430076, China
| | - Kairuo Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Jiang Deng
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Yanli Zhang
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan 430076, China
| | - Guangyang Wang
- Department of Nephrology, Dalian Municipal Central Hospital affiliated with Dalian University of Technology, Dalian Key Laboratory of Intelligent Blood Purification, Dalian 116033, China
| | - Lei Chen
- Department of Critical Care Nephrology and Blood Purification, the First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710061, China
| | - Lu Li
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Xiaoyan Guo
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Gang Zhao
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Longbao Yang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Yan Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Jian Kang
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Shanshan Sha
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Shao Fan
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Lin Cheng
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Jinxin Meng
- Puensum Genetech Institute, Wuhan 430076, China
| | - Hailong Yu
- Puensum Genetech Institute, Wuhan 430076, China
| | - Fenrong Chen
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Danni He
- Department of Urology, Affiliated Zhongshan Hospital of Dalian University, Dalian 116001, China
| | - Jinhai Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Shuxin Liu
- Department of Nephrology, Dalian Municipal Central Hospital affiliated with Dalian University of Technology, Dalian Key Laboratory of Intelligent Blood Purification, Dalian 116033, China
| | - Haitao Shi
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
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Laryushina Y, Samoilova-Bedych N, Turgunova L, Kozhakhmetov S, Alina A, Suieubayev M, Mukhanbetzhanov N. Alterations of the Gut Microbiome and TMAO Levels in Patients with Ulcerative Colitis. J Clin Med 2024; 13:5794. [PMID: 39407853 PMCID: PMC11477140 DOI: 10.3390/jcm13195794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Revised: 09/14/2024] [Accepted: 09/24/2024] [Indexed: 10/20/2024] Open
Abstract
Background: Ulcerative colitis (UC) is an idiopathic and heterogeneous large intestine disease, characterized by chronic mucosa and submucosa inflammation. Alteration of the intestinal microbiome in UC may be responsible for modifications in metabolite production. Aim: To investigate the microbiota status and trimethylamine-N-oxide (TMAO) metabolite levels in patients with UC according to clinical and endoscopic activity. Methods: As part of a grant project AP14871959 from September 2022 to October 2023, 31 patients with UC and 15 healthy volunteers over 18 years at the Clinic of NCJSC "KMU" were assessed for blood TMAO level and metagenomic sequencing of fecal microbiome. Results: A significant depletion of the main representatives of Bacteroides, Parabacteroides, Prevotella; and an increase in the relative abundance of the genera Actinomyces, Klebsiella, Limosilactobacillus, Streptococcus, Escherichia-Shigella were detected in patients with UC. The number of p_Actinobacteria (g_Collinsella) and p_Eubacterium (g_Xylanophilum) representatives with genes encoding TMA-trimethylamine conversion is significantly reduced in UC patients. TMAO levels were significantly lower in UC patients than in healthy individuals (0.233 µmol/L, p = 0.004). TMAO decreased with disease severity and significantly differed between patients with different activities (p = 0.034). Conclusions: The composition of the intestinal microbiome changes and the level of TMAO decreases in patients with UC at different activities.
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Affiliation(s)
- Yelena Laryushina
- Department of Internal Diseases, Karaganda Medical University, Karaganda 100000, Kazakhstan; (Y.L.); (L.T.); (A.A.)
| | - Nadezhda Samoilova-Bedych
- Department of Internal Diseases, Karaganda Medical University, Karaganda 100000, Kazakhstan; (Y.L.); (L.T.); (A.A.)
| | - Lyudmila Turgunova
- Department of Internal Diseases, Karaganda Medical University, Karaganda 100000, Kazakhstan; (Y.L.); (L.T.); (A.A.)
| | - Samat Kozhakhmetov
- National Laboratory Astana, Nazarbayev University, Astana 010000, Kazakhstan; (S.K.); (M.S.); (N.M.)
| | - Assel Alina
- Department of Internal Diseases, Karaganda Medical University, Karaganda 100000, Kazakhstan; (Y.L.); (L.T.); (A.A.)
| | - Maxat Suieubayev
- National Laboratory Astana, Nazarbayev University, Astana 010000, Kazakhstan; (S.K.); (M.S.); (N.M.)
| | - Nurislam Mukhanbetzhanov
- National Laboratory Astana, Nazarbayev University, Astana 010000, Kazakhstan; (S.K.); (M.S.); (N.M.)
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Liu X, Mo J, Yang X, Peng L, Zeng Y, Zheng Y, Song G. Causal relationship between gut microbiota and chronic renal failure: a two-sample Mendelian randomization study. Front Microbiol 2024; 15:1356478. [PMID: 38633704 PMCID: PMC11021586 DOI: 10.3389/fmicb.2024.1356478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 03/20/2024] [Indexed: 04/19/2024] Open
Abstract
Background Observational studies and some experimental investigations have indicated that gut microbiota are closely associated with the incidence and progression of chronic renal failure. However, the causal relationship between gut microbiota and chronic renal failure remains unclear. The present study employs a two-sample Mendelian randomization approach to infer the causal relationship between gut microbiota and chronic renal failure at the genetic level. This research aims to determine whether there is a causal effect of gut microbiota on the risk of chronic renal failure, aiming to provide new evidence to support targeted gut therapy for the treatment of chronic renal failure. Methods Employing genome-wide association study (GWAS) data from the public MiBioGen and IEU OpenGWAS platform, a two-sample Mendelian randomization analysis was conducted. The causal relationship between gut microbiota and chronic renal failure was inferred using five different methods: Inverse Variance Weighted, MR-Egger, Weighted Median, Simple Mode, and Weighted Mode. The study incorporated sensitivity analyses that encompassed evaluations for pleiotropy and heterogeneity. Subsequently, the results of the Mendelian randomization analysis underwent a stringent correction for multiple testing, employing the False Discovery Rate method to enhance the validity of our findings. Results According to the results from the Inverse Variance Weighted method, seven bacterial genera show a significant association with the outcome variable chronic renal failure. Of these, Ruminococcus (gauvreauii group) (OR = 0.82, 95% CI = 0.71-0.94, p = 0.004) may act as a protective factor against chronic renal failure, while the genera Escherichia-Shigella (OR = 1.22, 95% CI = 1.08-1.38, p = 0.001), Lactococcus (OR = 1.1, 95% CI = 1.02-1.19, p = 0.013), Odoribacter (OR = 1.23, 95% CI = 1.03-1.49, p = 0.026), Enterorhabdus (OR = 1.14, 95% CI = 1.00-1.29, p = 0.047), Eubacterium (eligens group) (OR = 1.18, 95% CI = 1.02-1.37, p = 0.024), and Howardella (OR = 1.18, 95% CI = 1.09-1.28, p < 0.001) may be risk factors for chronic renal failure. However, after correction for multiple comparisons using False Discovery Rate, only the associations with Escherichia-Shigella and Howardella remain significant, indicating that the other genera have suggestive associations. Sensitivity analyses did not reveal any pleiotropy or heterogeneity. Conclusion Our two-sample Mendelian randomization study suggests that the genera Escherichia-Shigella and Howardella are risk factors for chronic renal failure, and they may serve as potential targets for future therapeutic interventions. However, the exact mechanisms of action are not yet clear, necessitating further research to elucidate their precise roles fully.
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Affiliation(s)
- Xingzheng Liu
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Jinying Mo
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Xuerui Yang
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Ling Peng
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Youjia Zeng
- Department of Nephrology, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, China
| | - Yihou Zheng
- Department of Nephrology, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, China
| | - Gaofeng Song
- Department of Nephrology, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, China
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