1
|
Chen J, Lu RS, Diaz-Canestro C, Song E, Jia X, Liu Y, Wang C, Cheung CK, Panagiotou G, Xu A. Distinct changes in serum metabolites and lipid species in the onset and progression of NAFLD in Obese Chinese. Comput Struct Biotechnol J 2024; 23:791-800. [PMID: 38318437 PMCID: PMC10839226 DOI: 10.1016/j.csbj.2024.01.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 01/08/2024] [Accepted: 01/14/2024] [Indexed: 02/07/2024] Open
Abstract
Introduction Metabolic disturbances are major contributors to the onset and progression of non-alcoholic fatty liver disease (NAFLD), which includes a histological spectrum ranging from single steatosis (SS) to non-alcoholic steatohepatitis (NASH). This study aimed to identify serum metabolites and lipids enriched in different histological stages of NAFLD and to explore metabolites/lipids as non-invasive biomarkers in risk prediction of NAFLD and NASH in obese Chinese. Methods Serum samples and liver biopsies were obtained from 250 NAFLD subjects. Untargeted metabolomic and lipidomic profiling were performed using Liquid Chromatography-Mass Spectrometry. Significantly altered metabolites and lipids were identified by MaAsLin2. Pathway enrichment was conducted with MetaboAnalyst and LIPEA. WGCNA was implemented to construct the co-expression network. Logistic regression models were developed to classify different histological stages of NAFLD. Results A total of 263 metabolites and 550 lipid species were detected in serum samples. Differential analysis and pathway enrichment analysis revealed the progressive patterns in metabolic mechanisms during the transition from normal liver to SS and to NASH, including N-palmitoyltaurine, tridecylic acid, and branched-chain amino acid signaling pathways. The co-expression network showed a distinct correlation between different triglyceride and phosphatidylcholine species with disease severity. Multiple models classifying NAFLD versus normal liver and NASH versus SS identified important metabolic features associated with significant improvement in disease prediction compared to conventional clinical parameters. Conclusion Different histological stages of NAFLD are enriched with distinct sets of metabolites, lipids, and metabolic pathways. Integrated algorithms highlight the important metabolic and lipidomic features for diagnosis and staging of NAFLD in obese individuals.
Collapse
Affiliation(s)
- Jiarui Chen
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
- Leibniz Insitute for Natural Product Research and Infection Biology, Microbiome Dynamics, Hans Knöll Institute, Jena, Germany
| | - Ronald Siyi Lu
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
| | - Candela Diaz-Canestro
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
| | - Erfei Song
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Metabolic and Bariatric Surgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Xi Jia
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
| | - Yan Liu
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
| | - Cunchuan Wang
- Department of Metabolic and Bariatric Surgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Cynthia K.Y. Cheung
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
| | - Gianni Panagiotou
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
- Leibniz Insitute for Natural Product Research and Infection Biology, Microbiome Dynamics, Hans Knöll Institute, Jena, Germany
- Friedrich Schiller University, Faculty of Biological Sciences, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich-Schiller-University Jena, Jena, Germany
| | - Aimin Xu
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region
- Department of Pharmacology and Pharmacy, the University of Hong Kong, Hong Kong Special Administrative Region
| |
Collapse
|
2
|
Loos D, Filho APDC, Dutilh BE, Barber AE, Panagiotou G. A global survey of host, aquatic, and soil microbiomes reveals shared abundance and genomic features between bacterial and fungal generalists. Cell Rep 2024; 43:114046. [PMID: 38581683 DOI: 10.1016/j.celrep.2024.114046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 12/22/2023] [Accepted: 03/19/2024] [Indexed: 04/08/2024] Open
Abstract
Environmental change, coupled with alteration in human lifestyles, is profoundly impacting the microbial communities critical to the health of the Earth and its inhabitants. To identify bacteria and fungi that are resistant and susceptible to habitat change, we analyze thousands of genera detected in 1,580 host, soil, and aquatic samples. This large-scale analysis identifies 48 bacterial and 4 fungal genera that are abundant across the three biomes, demonstrating fitness in diverse environmental conditions. Samples containing these generalists have significantly higher alpha diversity. These generalists play a significant role in shaping cross-kingdom community structure, boasting larger genomes with more secondary metabolism and antimicrobial resistance genes. Conversely, 30 bacterial and 19 fungal genera are only found in a single habitat, suggesting a limited ability to adapt to different and changing environments. These findings contribute to our understanding of microbial niche breadth and its consequences for global biodiversity loss.
Collapse
Affiliation(s)
- Daniel Loos
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Ailton Pereira da Costa Filho
- Junior Research Group Fungal Informatics, Institute of Microbiology, Friedrich Schiller University, Jena, Germany; Cluster of Excellence Balance of the Microverse, Friedrich Schiller University, Jena, Germany
| | - Bas E Dutilh
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University, Jena, Germany; Institute of Biodiversity, Friedrich Schiller University, Jena, Germany; Theoretical Biology and Bioinformatics, Utrecht University, Utrecht, the Netherlands
| | - Amelia E Barber
- Junior Research Group Fungal Informatics, Institute of Microbiology, Friedrich Schiller University, Jena, Germany; Cluster of Excellence Balance of the Microverse, Friedrich Schiller University, Jena, Germany.
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany; Cluster of Excellence Balance of the Microverse, Friedrich Schiller University, Jena, Germany; Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany.
| |
Collapse
|
3
|
McIlroy SE, Guibert I, Archana A, Chung WYH, Duffy JE, Gotama R, Hui J, Knowlton N, Leray M, Meyer C, Panagiotou G, Paulay G, Russell B, Thompson PD, Baker DM. Life goes on: Spatial heterogeneity promotes biodiversity in an urbanized coastal marine ecosystem. Glob Chang Biol 2024; 30:e17248. [PMID: 38581126 DOI: 10.1111/gcb.17248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 02/09/2024] [Accepted: 02/18/2024] [Indexed: 04/08/2024]
Abstract
Both human populations and marine biodiversity are concentrated along coastlines, with growing conservation interest in how these ecosystems can survive intense anthropogenic impacts. Tropical urban centres provide valuable research opportunities because these megacities are often adjacent to mega-diverse coral reef systems. The Pearl River Delta is a prime exemplar, as it encompasses one of the most densely populated and impacted regions in the world and is located just northwest of the Coral Triangle. However, the spatial and taxonomic complexity of this biodiversity, most of which is small, cryptic in habitat and poorly known, make comparative analyses challenging. We deployed standardized settlement structures at seven sites differing in the intensity of human impacts and used COI metabarcoding to characterize benthic biodiversity, with a focus on metazoans. We found a total of 7184 OTUs, with an average of 665 OTUs per sampling unit; these numbers exceed those observed in many previous studies using comparable methods, despite the location of our study in an urbanized environment. Beta diversity was also high, with 52% of the OTUs found at just one site. As expected, we found that the sites close to point sources of pollution had substantially lower diversity (44% less) relative to sites bathed in less polluted oceanic waters. However, the polluted sites contributed substantially to the total animal diversity of the region, with 25% of all OTUs occurring only within polluted sites. Further analysis of Arthropoda, Annelida and Mollusca showed that phylogenetic clustering within a site was common, suggesting that environmental filtering reduced biodiversity to a subset of lineages present within the region, a pattern that was most pronounced in polluted sites and for the Arthropoda. The water quality gradients surrounding the PRD highlight the unique role of in situ studies for understanding the impacts of complex urbanization pressures on biodiversity.
Collapse
Affiliation(s)
- Shelby E McIlroy
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
- Simon F.S. Li Marine Science Laboratory, School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, P.R. China
| | - Isis Guibert
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
| | - Anand Archana
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
- San Francisco State University, San Francisco, California, USA
| | - Wing Yi Haze Chung
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
| | - J Emmett Duffy
- MarineGEO Program and Smithsonian Environmental Research Center, Edgewater, Maryland, USA
| | - Rinaldi Gotama
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
- Indo Ocean Project, Banjar Adegan Kawan, Desa Ped, Bali, Indonesia
| | - Jerome Hui
- Simon F.S. Li Marine Science Laboratory, School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, P.R. China
| | - Nancy Knowlton
- National Museum of Natural History, Smithsonian Institution, Washington, District of Columbia, USA
| | - Matthieu Leray
- MarineGEO Program and Smithsonian Environmental Research Center, Edgewater, Maryland, USA
- Smithsonian Tropical Research Institute, Smithsonian Institution, Panama City, Balboa, Ancon, Republic of Panama
| | - Chris Meyer
- National Museum of Natural History, Smithsonian Institution, Washington, District of Columbia, USA
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
- Friedrich Schiller University, Faculty of Biological Sciences, Jena, Germany
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China
| | - Gustav Paulay
- Florida Museum of Natural History, University of Florida, Gainesville, Florida, USA
| | - Bayden Russell
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
| | - Philip D Thompson
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
| | - David M Baker
- School of Biological Sciences, The Swire Institute of Marine Science, The University of Hong Kong, Hong Kong, P.R. China
| |
Collapse
|
4
|
Peng H, Schmiederer J, Chen X, Panagiotou G, Kries H. Controlling Substrate- and Stereospecificity of Condensation Domains in Nonribosomal Peptide Synthetases. ACS Chem Biol 2024; 19:599-606. [PMID: 38395426 PMCID: PMC10949931 DOI: 10.1021/acschembio.3c00678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 01/30/2024] [Accepted: 02/09/2024] [Indexed: 02/25/2024]
Abstract
Nonribosomal peptide synthetases (NRPSs) are sophisticated molecular machines that biosynthesize peptide drugs. In attempts to generate new bioactive compounds, some parts of NRPSs have been successfully manipulated, but especially the influence of condensation (C-)domains on substrate specificity remains enigmatic and poorly controlled. To understand the influence of C-domains on substrate preference, we extensively evaluated the peptide formation of C-domain mutants in a bimodular NRPS system. Thus, we identified three key mutations that govern the preference for stereoconfiguration and side-chain identity. These mutations show similar effects in three different C-domains (GrsB1, TycB1, and SrfAC) when di- or pentapeptides are synthesized in vitro or in vivo. Strikingly, mutation E386L allows the stereopreference to be switched from d- to l-configured donor substrates. Our findings provide valuable insights into how cryptic specificity filters in C-domains can be re-engineered to clear roadblocks for NRPS engineering and enable the production of novel bioactive compounds.
Collapse
Affiliation(s)
- Huiyun Peng
- Junior
Research Group Biosynthetic Design of Natural Products, Leibniz Institute for Natural Product Research and
Infection Biology (HKI), Beutenbergstr. 11a, 07745 Jena, Germany
| | - Julian Schmiederer
- Junior
Research Group Biosynthetic Design of Natural Products, Leibniz Institute for Natural Product Research and
Infection Biology (HKI), Beutenbergstr. 11a, 07745 Jena, Germany
| | - Xiuqiang Chen
- Department
of Microbiome Dynamics, Leibniz Institute
for Natural Product Research and Infection Biology (HKI), Beutenbergstr. 11a, 07745 Jena, Germany
| | - Gianni Panagiotou
- Department
of Microbiome Dynamics, Leibniz Institute
for Natural Product Research and Infection Biology (HKI), Beutenbergstr. 11a, 07745 Jena, Germany
- Faculty
of Biological Sciences, Friedrich Schiller
University, 07745 Jena, Germany
- Department
of Medicine, The University of Hong Kong, 999999 Hong Kong
SAR, China
| | - Hajo Kries
- Junior
Research Group Biosynthetic Design of Natural Products, Leibniz Institute for Natural Product Research and
Infection Biology (HKI), Beutenbergstr. 11a, 07745 Jena, Germany
- Department
of Chemistry, University of Bayreuth, Universitätsstr. 30, 95440 Bayreuth, Germany
| |
Collapse
|
5
|
Li H, Zhang L, Li J, Wu Q, Qian L, He J, Ni Y, Kovatcheva-Datchary P, Yuan R, Liu S, Shen L, Zhang M, Sheng B, Li P, Kang K, Wu L, Fang Q, Long X, Wang X, Li Y, Ye Y, Ye J, Bao Y, Zhao Y, Xu G, Liu X, Panagiotou G, Xu A, Jia W. Resistant starch intake facilitates weight loss in humans by reshaping the gut microbiota. Nat Metab 2024; 6:578-597. [PMID: 38409604 DOI: 10.1038/s42255-024-00988-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 01/17/2024] [Indexed: 02/28/2024]
Abstract
Emerging evidence suggests that modulation of gut microbiota by dietary fibre may offer solutions for metabolic disorders. In a randomized placebo-controlled crossover design trial (ChiCTR-TTRCC-13003333) in 37 participants with overweight or obesity, we test whether resistant starch (RS) as a dietary supplement influences obesity-related outcomes. Here, we show that RS supplementation for 8 weeks can help to achieve weight loss (mean -2.8 kg) and improve insulin resistance in individuals with excess body weight. The benefits of RS are associated with changes in gut microbiota composition. Supplementation with Bifidobacterium adolescentis, a species that is markedly associated with the alleviation of obesity in the study participants, protects male mice from diet-induced obesity. Mechanistically, the RS-induced changes in the gut microbiota alter the bile acid profile, reduce inflammation by restoring the intestinal barrier and inhibit lipid absorption. We demonstrate that RS can facilitate weight loss at least partially through B. adolescentis and that the gut microbiota is essential for the action of RS.
Collapse
Affiliation(s)
- Huating Li
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong S.A.R., China.
- Department of Medicine, The University of Hong Kong, Hong Kong S.A.R., China.
| | - Lei Zhang
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jun Li
- Department of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong S.A.R., China
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Qian Wu
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lingling Qian
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Junsheng He
- Department of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong S.A.R., China
| | - Yueqiong Ni
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Jena, Germany
| | | | - Rui Yuan
- College of Food Science and Technology, Shanghai Ocean University, Shanghai, China
| | - Shuangbo Liu
- College of Food Science and Technology, Shanghai Ocean University, Shanghai, China
| | - Li Shen
- Department of Clinical Nutrition, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Mingliang Zhang
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Bin Sheng
- Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Ping Li
- Department of Computing, The Hong Kong Polytechnic University, Hong Kong S.A.R., China
- School of Design, The Hong Kong Polytechnic University, Hong Kong S.A.R., China
| | - Kang Kang
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Liang Wu
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qichen Fang
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaoxue Long
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaolin Wang
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China
| | - Yanli Li
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China
| | - Yaorui Ye
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China
| | - Jianping Ye
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Metabolic Disease Research Center, Zhengzhou University Affiliated Zhengzhou Central Hospital, Zhengzhou, China
| | - Yuqian Bao
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yueliang Zhao
- College of Food Science and Technology, Shanghai Ocean University, Shanghai, China
- School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Guowang Xu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China
| | - Xinyu Liu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China.
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany.
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Jena, Germany.
- Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany.
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong S.A.R., China.
| | - Aimin Xu
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong S.A.R., China.
- Department of Medicine, The University of Hong Kong, Hong Kong S.A.R., China.
| | - Weiping Jia
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| |
Collapse
|
6
|
Sprague JL, Schille TB, Allert S, Trümper V, Lier A, Großmann P, Priest EL, Tsavou A, Panagiotou G, Naglik JR, Wilson D, Schäuble S, Kasper L, Hube B. Candida albicans translocation through the intestinal epithelial barrier is promoted by fungal zinc acquisition and limited by NFκB-mediated barrier protection. PLoS Pathog 2024; 20:e1012031. [PMID: 38427950 PMCID: PMC10907035 DOI: 10.1371/journal.ppat.1012031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 02/06/2024] [Indexed: 03/03/2024] Open
Abstract
The opportunistic fungal pathogen Candida albicans thrives on human mucosal surfaces as a harmless commensal, but frequently causes infections under certain predisposing conditions. Translocation across the intestinal barrier into the bloodstream by intestine-colonizing C. albicans cells serves as the main source of disseminated candidiasis. However, the host and microbial mechanisms behind this process remain unclear. In this study we identified fungal and host factors specifically involved in infection of intestinal epithelial cells (IECs) using dual-RNA sequencing. Our data suggest that host-cell damage mediated by the peptide toxin candidalysin-encoding gene ECE1 facilitates fungal zinc acquisition. This in turn is crucial for the full virulence potential of C. albicans during infection. IECs in turn exhibit a filamentation- and damage-specific response to C. albicans infection, including NFκB, MAPK, and TNF signaling. NFκB activation by IECs limits candidalysin-mediated host-cell damage and mediates maintenance of the intestinal barrier and cell-cell junctions to further restrict fungal translocation. This is the first study to show that candidalysin-mediated damage is necessary for C. albicans nutrient acquisition during infection and to explain how IECs counteract damage and limit fungal translocation via NFκB-mediated maintenance of the intestinal barrier.
Collapse
Affiliation(s)
- Jakob L. Sprague
- Department of Microbial Pathogenicity Mechanisms, Hans-Knöll-Institute, Jena, Germany
| | - Tim B. Schille
- Department of Microbial Pathogenicity Mechanisms, Hans-Knöll-Institute, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich-Schiller-University Jena, Jena, Germany
| | - Stefanie Allert
- Department of Microbial Pathogenicity Mechanisms, Hans-Knöll-Institute, Jena, Germany
| | - Verena Trümper
- Department of Microbial Pathogenicity Mechanisms, Hans-Knöll-Institute, Jena, Germany
| | - Adrian Lier
- Department of Microbial Pathogenicity Mechanisms, Hans-Knöll-Institute, Jena, Germany
| | - Peter Großmann
- Department of Microbiome Dynamics, Hans-Knöll-Institute, Jena, Germany
| | - Emily L. Priest
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral and Craniofacial Sciences, King’s College London, London, United Kingdom
| | - Antzela Tsavou
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral and Craniofacial Sciences, King’s College London, London, United Kingdom
| | - Gianni Panagiotou
- Cluster of Excellence Balance of the Microverse, Friedrich-Schiller-University Jena, Jena, Germany
- Department of Microbiome Dynamics, Hans-Knöll-Institute, Jena, Germany
- Institute of Microbiology, Friedrich-Schiller-University Jena, Jena, Germany
| | - Julian R. Naglik
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral and Craniofacial Sciences, King’s College London, London, United Kingdom
| | - Duncan Wilson
- Medical Research Council, Centre for Medical Mycology at the University of Exeter, Exeter, United Kingdom
| | - Sascha Schäuble
- Department of Microbiome Dynamics, Hans-Knöll-Institute, Jena, Germany
| | - Lydia Kasper
- Department of Microbial Pathogenicity Mechanisms, Hans-Knöll-Institute, Jena, Germany
| | - Bernhard Hube
- Department of Microbial Pathogenicity Mechanisms, Hans-Knöll-Institute, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich-Schiller-University Jena, Jena, Germany
- Institute of Microbiology, Friedrich-Schiller-University Jena, Jena, Germany
| |
Collapse
|
7
|
Garcia-Morena D, Fernandez-Cantos MV, Escalera SL, Lok J, Iannone V, Cancellieri P, Maathuis W, Panagiotou G, Aranzamendi C, Aidy SE, Kolehmainen M, El-Nezami H, Wellejus A, Kuipers OP. In Vitro Influence of Specific Bacteroidales Strains on Gut and Liver Health Related to Metabolic Dysfunction-Associated Fatty Liver Disease. Probiotics Antimicrob Proteins 2024:10.1007/s12602-024-10219-1. [PMID: 38319537 DOI: 10.1007/s12602-024-10219-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/17/2024] [Indexed: 02/07/2024]
Abstract
Metabolic dysfunction-associated fatty liver disease (MAFLD) has become a major health risk and a serious worldwide issue. MAFLD typically arises from aberrant lipid metabolism, insulin resistance, oxidative stress, and inflammation. However, subjacent causes are multifactorial. The gut has been proposed as a major factor in health and disease, and over the last decade, bacterial strains with potentially beneficial effects on the host have been identified. In vitro cell models have been commonly used as an early step before in vivo drug assessment and can confer complementary advantages in gut and liver health research. In this study, several selected strains of the order Bacteroidales were used in a three-cell line in vitro analysis (HT-29, Caco-2, and HepG2 cell lines) to investigate their potential as new-generation probiotics and microbiota therapeutics. Antimicrobial activity, a potentially useful trait, was studied, and the results showed that Bacteroidales can be a source of either wide- or narrow-spectrum antimicrobials targeting other closely related strains. Moreover, Bacteroides sp. 4_1_36 induced a significant decrease in gut permeability, as evidenced by the high TEER values in the Caco-2 monolayer assay, as well as a reduction in free fatty acid accumulation and improved fatty acid clearance in a steatosis HepG2 model. These results suggest that Bacteroidales may spearhead the next generation of probiotics to prevent or diminish MAFLD.
Collapse
Affiliation(s)
- Diego Garcia-Morena
- Department of Molecular Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Maria Victoria Fernandez-Cantos
- Department of Molecular Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Silvia Lopez Escalera
- Chr. Hansen A/S, Bøge Allé 10-12, 2970, Hørsholm, Denmark
- Friedrich-Schiller Universität Jena, Fakultät für Biowissenschaften, 18K, 07743, Bachstraβe, Germany
| | - Johnson Lok
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, 70200, Kuopio, Finland
| | - Valeria Iannone
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, 70200, Kuopio, Finland
| | - Pierluca Cancellieri
- Department of Molecular Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Willem Maathuis
- Department of Molecular Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China
- Faculty of Biological Sciences, Friedrich Schiller University, 07745, Jena, Germany
| | - Carmen Aranzamendi
- Groningen Biomolecular Sciences and Biotechnology Institute, Host-Microbe Metabolic Interactions, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, the Netherlands
| | - Sahar El Aidy
- Groningen Biomolecular Sciences and Biotechnology Institute, Host-Microbe Metabolic Interactions, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, the Netherlands
| | - Marjukka Kolehmainen
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, 70200, Kuopio, Finland
| | - Hani El-Nezami
- Molecular and Cell Biology Division, School of Biological Sciences, University of Hong Kong, Pok Fu Lam, Hong Kong SAR
| | - Anja Wellejus
- Chr. Hansen A/S, Bøge Allé 10-12, 2970, Hørsholm, Denmark
| | - Oscar P Kuipers
- Department of Molecular Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands.
| |
Collapse
|
8
|
Schruefer S, Pschibul A, Wong SSW, Sae-Ong T, Wolf T, Schäuble S, Panagiotou G, Brakhage AA, Aimanianda V, Kniemeyer O, Ebel F. Distinct transcriptional responses to fludioxonil in Aspergillus fumigatus and its ΔtcsC and Δskn7 mutants reveal a crucial role for Skn7 in the cell wall reorganizations triggered by this antifungal. BMC Genomics 2023; 24:684. [PMID: 37964194 PMCID: PMC10647056 DOI: 10.1186/s12864-023-09777-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 10/31/2023] [Indexed: 11/16/2023] Open
Abstract
BACKGROUND Aspergillus fumigatus is a major fungal pathogen that causes severe problems due to its increasing resistance to many therapeutic agents. Fludioxonil is a compound that triggers a lethal activation of the fungal-specific High Osmolarity Glycerol pathway. Its pronounced antifungal activity against A. fumigatus and other pathogenic molds renders this agent an attractive lead substance for the development of new therapeutics. The group III hydride histidine kinase TcsC and its downstream target Skn7 are key elements of the multistep phosphorelay that represents the initial section of the High Osmolarity Glycerol pathway. Loss of tcsC results in resistance to fludioxonil, whereas a Δskn7 mutant is partially, but not completely resistant. RESULTS In this study, we compared the fludioxonil-induced transcriptional responses in the ΔtcsC and Δskn7 mutant and their parental A. fumigatus strain. The number of differentially expressed genes correlates well with the susceptibility level of the individual strains. The wild type and, to a lesser extend also the Δskn7 mutant, showed a multi-faceted stress response involving genes linked to ribosomal and peroxisomal function, iron homeostasis and oxidative stress. A marked difference between the sensitive wild type and the largely resistant Δskn7 mutant was evident for many cell wall-related genes and in particular those involved in the biosynthesis of chitin. Biochemical data corroborate this differential gene expression that does not occur in response to hyperosmotic stress. CONCLUSIONS Our data reveal that fludioxonil induces a strong and TcsC-dependent stress that affects many aspects of the cellular machinery. The data also demonstrate a link between Skn7 and the cell wall reorganizations that foster the characteristic ballooning and the subsequent lysis of fludioxonil-treated cells.
Collapse
Affiliation(s)
- Sebastian Schruefer
- Institute for Infectious Diseases and Zoonoses, Ludwig-Maximilians-University, Munich, Germany
| | - Annica Pschibul
- Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Sarah Sze Wah Wong
- UMR2000, Molecular Mycology Unit, Mycology Department, Institut Pasteur, Université Paris Cité, CNRS, Paris, France
| | - Tongta Sae-Ong
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Thomas Wolf
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Sascha Schäuble
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Gianni Panagiotou
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
- Institute of Microbiology, Friedrich Schiller University, Jena, Germany
| | - Axel A Brakhage
- Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
- Institute of Microbiology, Friedrich Schiller University, Jena, Germany
| | - Vishukumar Aimanianda
- UMR2000, Molecular Mycology Unit, Mycology Department, Institut Pasteur, Université Paris Cité, CNRS, Paris, France
- Institut Pasteur, Université Paris Cité, Immunobiology of Aspergillus, Mycology Department, Paris, France
| | - Olaf Kniemeyer
- Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Frank Ebel
- Institute for Infectious Diseases and Zoonoses, Ludwig-Maximilians-University, Munich, Germany.
| |
Collapse
|
9
|
Csader S, Chen X, Leung H, Männistö V, Pentikäinen H, Tauriainen MM, Savonen K, El-Nezami H, Schwab U, Panagiotou G. Gut ecological networks reveal associations between bacteria, exercise, and clinical profile in non-alcoholic fatty liver disease patients. mSystems 2023; 8:e0022423. [PMID: 37606372 PMCID: PMC10654067 DOI: 10.1128/msystems.00224-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Accepted: 07/15/2023] [Indexed: 08/23/2023] Open
Abstract
IMPORTANCE Our study is applying a community-based approach to examine the influence of exercise on gut microbiota (GM) and discover GM structures linked with NAFLD improvements during exercise. The majority of microbiome research has focused on finding specific species that may contribute to the development of human diseases. However, we believe that complex diseases, such as NAFLD, would be more efficiently treated using consortia of species, given that bacterial functionality is based not only on its own genetic information but also on the interaction with other microorganisms. Our results revealed that exercise significantly changes the GM interaction and that structural alterations can be linked with improvements in intrahepatic lipid content and metabolic functions. We believe that the identification of these characteristics in the GM enhances the development of exercise treatment for NAFLD and will attract general interest in this field.
Collapse
Affiliation(s)
- Susanne Csader
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Xiuqiang Chen
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Howell Leung
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Ville Männistö
- Departments of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | | | - Milla-Maria Tauriainen
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Departments of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Kai Savonen
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Hani El-Nezami
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- University of Hong Kong School of Biological Sciences, The University of Hong Kong, Hong Kong, China
| | - Ursula Schwab
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Department of Medicine, Endocrinology and Clinical Nutrition, Kuopio University Hospital, Kuopio, Finland
| | - Gianni Panagiotou
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
- Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| |
Collapse
|
10
|
Patumcharoenpol P, Kingkaw A, Nakphaichit M, Chatchatee P, Suratannon N, Panagiotou G, Vongsangnak W. Exploring Longitudinal Gut Microbiome towards Metabolic Functional Changes Associated in Atopic Dermatitis in Early Childhood. Biology (Basel) 2023; 12:1262. [PMID: 37759661 PMCID: PMC10525566 DOI: 10.3390/biology12091262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 09/14/2023] [Accepted: 09/18/2023] [Indexed: 09/29/2023]
Abstract
Atopic dermatitis (AD) is a prevalent inflammatory skin disease that has been associated with changes in gut microbial composition in early life. However, there are limited longitudinal studies examining the gut microbiome in AD. This study aimed to explore taxonomy and metabolic functions across longitudinal gut microbiomes associated with AD in early childhood from 9 to 30 months of age using integrative data analysis within the Thai population. Our analysis revealed that gut microbiome diversity was not different between healthy and AD groups; however, significant taxonomic differences were observed. Key gut bacteria with short-chain fatty acids (SCFAs) production potentials, such as Anaerostipes, Butyricicoccus, Ruminococcus, and Lactobacillus species, showed a higher abundance in the AD group. In addition, metabolic alterations between the healthy and AD groups associated with vitamin production and host immune response, such as biosynthesis of menaquinol, succinate, and (Kdo)2-lipid A, were observed. This study serves as the first framework for monitoring longitudinal microbial imbalances and metabolic functions associated with allergic diseases in Thai children during early childhood.
Collapse
Affiliation(s)
- Preecha Patumcharoenpol
- Interdisciplinary Graduate Program in Bioscience, Faculty of Science, Kasetsart University, Bangkok 10900, Thailand; (P.P.); (A.K.)
| | - Amornthep Kingkaw
- Interdisciplinary Graduate Program in Bioscience, Faculty of Science, Kasetsart University, Bangkok 10900, Thailand; (P.P.); (A.K.)
| | - Massalin Nakphaichit
- Department of Biotechnology, Faculty of Agro-Industry, Kasetsart University, Bangkok 10900, Thailand;
| | - Pantipa Chatchatee
- Center of Excellence for Allergy and Clinical Immunology, Division of Allergy, Immunology and Rheumatology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand;
- King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Bangkok 10330, Thailand
| | - Narissara Suratannon
- Center of Excellence for Allergy and Clinical Immunology, Division of Allergy, Immunology and Rheumatology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand;
- King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Bangkok 10330, Thailand
| | - Gianni Panagiotou
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology–Hans Knöll Institute, 07745 Jena, Germany;
- Faculty of Biological Sciences, Friedrich Schiller University, 07743 Jena, Germany
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Wanwipa Vongsangnak
- Department of Zoology, Faculty of Science, Kasetsart University, Bangkok 10900, Thailand
- Omics Center for Agriculture, Bioresources, Food, and Health, Kasetsart University (OmiKU), Bangkok 10900, Thailand
| |
Collapse
|
11
|
Ni Y, Qian L, Siliceo SL, Long X, Nychas E, Liu Y, Ismaiah MJ, Leung H, Zhang L, Gao Q, Wu Q, Zhang Y, Jia X, Liu S, Yuan R, Zhou L, Wang X, Li Q, Zhao Y, El-Nezami H, Xu A, Xu G, Li H, Panagiotou G, Jia W. Resistant starch decreases intrahepatic triglycerides in patients with NAFLD via gut microbiome alterations. Cell Metab 2023; 35:1530-1547.e8. [PMID: 37673036 DOI: 10.1016/j.cmet.2023.08.002] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 05/22/2023] [Accepted: 08/03/2023] [Indexed: 09/08/2023]
Abstract
Non-alcoholic fatty liver disease (NAFLD) is a hepatic manifestation of metabolic dysfunction for which effective interventions are lacking. To investigate the effects of resistant starch (RS) as a microbiota-directed dietary supplement for NAFLD treatment, we coupled a 4-month randomized placebo-controlled clinical trial in individuals with NAFLD (ChiCTR-IOR-15007519) with metagenomics and metabolomics analysis. Relative to the control (n = 97), the RS intervention (n = 99) resulted in a 9.08% absolute reduction of intrahepatic triglyceride content (IHTC), which was 5.89% after adjusting for weight loss. Serum branched-chain amino acids (BCAAs) and gut microbial species, in particular Bacteroides stercoris, significantly correlated with IHTC and liver enzymes and were reduced by RS. Multi-omics integrative analyses revealed the interplay among gut microbiota changes, BCAA availability, and hepatic steatosis, with causality supported by fecal microbiota transplantation and monocolonization in mice. Thus, RS dietary supplementation might be a strategy for managing NAFLD by altering gut microbiota composition and functionality.
Collapse
Affiliation(s)
- Yueqiong Ni
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China; Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany; Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Jena, Germany
| | - Lingling Qian
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Sara Leal Siliceo
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany
| | - Xiaoxue Long
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Emmanouil Nychas
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany
| | - Yan Liu
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong, China; Department of Medicine, The University of Hong Kong, Hong Kong, China
| | - Marsena Jasiel Ismaiah
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio 70211, Finland; School of Biological Sciences, Faculty of Science, The University of Hong Kong, Hong Kong SAR, China
| | - Howell Leung
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany
| | - Lei Zhang
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Qiongmei Gao
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Qian Wu
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Ying Zhang
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Xi Jia
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong, China; Department of Medicine, The University of Hong Kong, Hong Kong, China
| | - Shuangbo Liu
- College of Food Science and Technology, Shanghai Ocean University, Shanghai 201306, China
| | - Rui Yuan
- College of Food Science and Technology, Shanghai Ocean University, Shanghai 201306, China
| | - Lina Zhou
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Xiaolin Wang
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Qi Li
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Yueliang Zhao
- College of Food Science and Technology, Shanghai Ocean University, Shanghai 201306, China
| | - Hani El-Nezami
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio 70211, Finland; School of Biological Sciences, Faculty of Science, The University of Hong Kong, Hong Kong SAR, China
| | - Aimin Xu
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong, China; Department of Medicine, The University of Hong Kong, Hong Kong, China; Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong, China
| | - Guowang Xu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China.
| | - Huating Li
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China.
| | - Gianni Panagiotou
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany; Department of Medicine, The University of Hong Kong, Hong Kong, China; Friedrich Schiller University, Faculty of Biological Sciences, Jena, Germany.
| | - Weiping Jia
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China.
| |
Collapse
|
12
|
Chen J, Siliceo SL, Ni Y, Nielsen HB, Xu A, Panagiotou G. Identification of robust and generalizable biomarkers for microbiome-based stratification in lifestyle interventions. Microbiome 2023; 11:178. [PMID: 37553697 PMCID: PMC10408196 DOI: 10.1186/s40168-023-01604-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 06/19/2023] [Indexed: 08/10/2023]
Abstract
BACKGROUND A growing body of evidence suggests that the gut microbiota is strongly linked to general human health. Microbiome-directed interventions, such as diet and exercise, are acknowledged as a viable and achievable strategy for preventing disorders and improving human health. However, due to the significant inter-individual diversity of the gut microbiota between subjects, lifestyle recommendations are expected to have distinct and highly variable impacts to the microbiome structure. RESULTS Here, through a large-scale meta-analysis including 1448 shotgun metagenomics samples obtained longitudinally from 396 individuals during lifestyle studies, we revealed Bacteroides stercoris, Prevotella copri, and Bacteroides vulgatus as biomarkers of microbiota's resistance to structural changes, and aromatic and non-aromatic amino acid biosynthesis as important regulator of microbiome dynamics. We established criteria for distinguishing between significant compositional changes from normal microbiota fluctuation and classified individuals based on their level of response. We further developed a machine learning model for predicting "responders" and "non-responders" independently of the type of intervention with an area under the curve of up to 0.86 in external validation cohorts of different ethnicities. CONCLUSIONS We propose here that microbiome-based stratification is possible for identifying individuals with highly plastic or highly resistant microbial structures. Identifying subjects that will not respond to generalized lifestyle therapeutic interventions targeting the restructuring of gut microbiota is important to ensure that primary end-points of clinical studies are reached. Video Abstract.
Collapse
Affiliation(s)
- Jiarui Chen
- Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute -Microbiome Dynamics, Jena, Germany
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong S.A.R., China
- Department of Medicine, The University of Hong Kong, Hong Kong S.A.R., China
| | - Sara Leal Siliceo
- Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute -Microbiome Dynamics, Jena, Germany
| | - Yueqiong Ni
- Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute -Microbiome Dynamics, Jena, Germany
| | - Henrik B Nielsen
- Clinical Microbiomics, Fruebjergvej 3, 2100, Copenhagen, Denmark
| | - Aimin Xu
- State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong S.A.R., China
- Department of Medicine, The University of Hong Kong, Hong Kong S.A.R., China
- Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong S.A.R., China
| | - Gianni Panagiotou
- Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute -Microbiome Dynamics, Jena, Germany.
- Department of Medicine, The University of Hong Kong, Hong Kong S.A.R., China.
- Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany.
| |
Collapse
|
13
|
Mirhakkak MH, Chen X, Ni Y, Heinekamp T, Sae-Ong T, Xu LL, Kurzai O, Barber AE, Brakhage AA, Boutin S, Schäuble S, Panagiotou G. Genome-scale metabolic modeling of Aspergillus fumigatus strains reveals growth dependencies on the lung microbiome. Nat Commun 2023; 14:4369. [PMID: 37474497 PMCID: PMC10359302 DOI: 10.1038/s41467-023-39982-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 07/03/2023] [Indexed: 07/22/2023] Open
Abstract
Aspergillus fumigatus, an opportunistic human pathogen, frequently infects the lungs of people with cystic fibrosis and is one of the most common causes of infectious-disease death in immunocompromised patients. Here, we construct 252 strain-specific, genome-scale metabolic models of this important fungal pathogen to study and better understand the metabolic component of its pathogenic versatility. The models show that 23.1% of A. fumigatus metabolic reactions are not conserved across strains and are mainly associated with amino acid, nucleotide, and nitrogen metabolism. Profiles of non-conserved reactions and growth-supporting reaction fluxes are sufficient to differentiate strains, for example by environmental or clinical origin. In addition, shotgun metagenomics analysis of sputum from 40 cystic fibrosis patients (15 females, 25 males) before and after diagnosis with an A. fumigatus colonization suggests that the fungus shapes the lung microbiome towards a more beneficial fungal growth environment associated with aromatic amino acid availability and the shikimate pathway. Our findings are starting points for the development of drugs or microbiome intervention strategies targeting fungal metabolic needs for survival and colonization in the non-native environment of the human lung.
Collapse
Affiliation(s)
- Mohammad H Mirhakkak
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
| | - Xiuqiang Chen
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
| | - Yueqiong Ni
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
| | - Thorsten Heinekamp
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
| | - Tongta Sae-Ong
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
| | - Lin-Lin Xu
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
| | - Oliver Kurzai
- Institute for Hygiene and Microbiology, University of Würzburg, 97080, Würzburg, Germany
- Research Group Fungal Septomics, Leibniz Institute of Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
- National Reference Center for Invasive Fungal Infections (NRZMyk), Leibniz Institute of Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
| | - Amelia E Barber
- Junior Research Group Fungal Informatics, Institute of Microbiology, Friedrich-Schiller-University Jena, 07745, Jena, Germany
| | - Axel A Brakhage
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany
- Institute of Microbiology, Friedrich Schiller University Jena, 07745, Jena, Germany
| | - Sebastien Boutin
- Department of Infectious Diseases and Microbiology, University of Lübeck, 23562, Lübeck, Germany
- Translational Lung Research Center Heidelberg (TLRC), German Center for Lung Research (DZL), University of Heidelberg, 69120, Heidelberg, Germany
| | - Sascha Schäuble
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany.
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), 07745, Jena, Germany.
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China.
- Friedrich Schiller University, Faculty of Biological Sciences, Jena, 07745, Germany.
| |
Collapse
|
14
|
Kelani AA, Bruch A, Rivieccio F, Visser C, Krüger T, Weaver D, Pan X, Schäuble S, Panagiotou G, Kniemeyer O, Bromley MJ, Bowyer P, Barber AE, Brakhage AA, Blango MG. Disruption of the Aspergillus fumigatus RNA interference machinery alters the conidial transcriptome. RNA 2023; 29:1033-1050. [PMID: 37019633 DOI: 10.1261/rna.079350.122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Accepted: 03/23/2023] [Indexed: 06/18/2023]
Abstract
The RNA interference (RNAi) pathway has evolved numerous functionalities in eukaryotes, with many on display in Kingdom Fungi. RNAi can regulate gene expression, facilitate drug resistance, or even be altogether lost to improve growth potential in some fungal pathogens. In the WHO fungal priority pathogen, Aspergillus fumigatus, the RNAi system is known to be intact and functional. To extend our limited understanding of A. fumigatus RNAi, we first investigated the genetic variation in RNAi-associated genes in a collection of 217 environmental and 83 clinical genomes, where we found that RNAi components are conserved even in clinical strains. Using endogenously expressed inverted-repeat transgenes complementary to a conditionally essential gene (pabA) or a nonessential gene (pksP), we determined that a subset of the RNAi componentry is active in inverted-repeat transgene silencing in conidia and mycelium. Analysis of mRNA-seq data from RNAi double-knockout strains linked the A. fumigatus dicer-like enzymes (DclA/B) and RNA-dependent RNA polymerases (RrpA/B) to regulation of conidial ribosome biogenesis genes; however, surprisingly few endogenous small RNAs were identified in conidia that could explain this broad change. Although RNAi was not clearly linked to growth or stress response defects in the RNAi knockouts, serial passaging of RNAi knockout strains for six generations resulted in lineages with diminished spore production over time, indicating that loss of RNAi can exert a fitness cost on the fungus. Cumulatively, A. fumigatus RNAi appears to play an active role in defense against double-stranded RNA species alongside a previously unappreciated housekeeping function in regulation of conidial ribosomal biogenesis genes.
Collapse
Affiliation(s)
- Abdulrahman A Kelani
- Junior Research Group RNA Biology of Fungal Infections, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
| | - Alexander Bruch
- Junior Research Group RNA Biology of Fungal Infections, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
| | - Flora Rivieccio
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
- Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, 07743 Jena, Germany
| | - Corissa Visser
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
- Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, 07743 Jena, Germany
| | - Thomas Krüger
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
| | - Danielle Weaver
- Manchester Fungal Infection Group, Division of Infection, Immunity and Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester M13 9NT, United Kingdom
| | - Xiaoqing Pan
- Junior Research Group RNA Biology of Fungal Infections, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
| | - Sascha Schäuble
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China
| | - Olaf Kniemeyer
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
| | - Michael J Bromley
- Manchester Fungal Infection Group, Division of Infection, Immunity and Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester M13 9NT, United Kingdom
| | - Paul Bowyer
- Manchester Fungal Infection Group, Division of Infection, Immunity and Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester M13 9NT, United Kingdom
| | - Amelia E Barber
- Junior Research Group Fungal Informatics, Friedrich Schiller University, 07745 Jena, Germany
| | - Axel A Brakhage
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
- Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, 07743 Jena, Germany
| | - Matthew G Blango
- Junior Research Group RNA Biology of Fungal Infections, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), 07745 Jena, Germany
| |
Collapse
|
15
|
Brandt P, Mirhakkak MH, Wagner L, Driesch D, Möslinger A, Fänder P, Schäuble S, Panagiotou G, Vylkova S. High-Throughput Profiling of Candida auris Isolates Reveals Clade-Specific Metabolic Differences. Microbiol Spectr 2023; 11:e0049823. [PMID: 37097196 PMCID: PMC10269459 DOI: 10.1128/spectrum.00498-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 04/04/2023] [Indexed: 04/26/2023] Open
Abstract
Candida auris, a multidrug-resistant human fungal pathogen that causes outbreaks of invasive infections, emerged as four distinct geographical clades. Previous studies identified genomic and proteomic differences in nutrient utilization on comparison to Candida albicans, suggesting that certain metabolic features may contribute to C. auris emergence. Since no high-throughput clade-specific metabolic characterization has been described yet, we performed a phenotypic screening of C. auris strains from all 4 clades on 664 nutrients, 120 chemicals, and 24 stressors. We identified common and clade- or strain-specific responses, including the preferred utilization of various dipeptides as nitrogen source and the inability of the clade II isolate AR 0381 to withstand chemical stress. Further analysis of the metabolic properties of C. auris isolates showed robust growth on intermediates of the tricarboxylic acid cycle, such as citrate and succinic and malic acids. However, there was reduced or no growth on pyruvate, lactic acid, or acetate, likely due to the lack of the monocarboxylic acid transporter Jen1, which is conserved in most pathogenic Candida species. Comparison of C. auris and C. albicans transcriptomes of cells grown on alternative carbon sources and dipeptides as a nitrogen source revealed common as well as species-unique responses. C. auris induced a significant number of genes with no ortholog in C. albicans, e.g., genes similar to the nicotinic acid transporter TNA1 (alternative carbon sources) and to the oligopeptide transporter (OPT) family (dipeptides). Thus, C. auris possesses unique metabolic features which could have contributed to its emergence as a pathogen. IMPORTANCE Four main clades of the emerging, multidrug-resistant human pathogen Candida auris have been identified, and they differ in their susceptibilities to antifungals and disinfectants. Moreover, clade- and strain-specific metabolic differences have been identified, but a comprehensive overview of nutritional characteristics and resistance to various stressors is missing. Here, we performed high-throughput phenotypic characterization of C. auris on various nutrients, stressors, and chemicals and obtained transcriptomes of cells grown on selected nutrients. The generated data sets identified multiple clade- and strain-specific phenotypes and induction of C. auris-specific metabolic genes, showing unique metabolic properties. The presented work provides a large amount of information for further investigations that could explain the role of metabolism in emergence and pathogenicity of this multidrug-resistant fungus.
Collapse
Affiliation(s)
- Philipp Brandt
- Septomics Research Center, Friedrich Schiller University, and Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Mohammad H. Mirhakkak
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Lysett Wagner
- Septomics Research Center, Friedrich Schiller University, and Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | | | - Anna Möslinger
- Septomics Research Center, Friedrich Schiller University, and Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
- Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Pauline Fänder
- Septomics Research Center, Friedrich Schiller University, and Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Sascha Schäuble
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Slavena Vylkova
- Septomics Research Center, Friedrich Schiller University, and Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| |
Collapse
|
16
|
Leung H, Xiong L, Ni Y, Busch A, Bauer M, Press AT, Panagiotou G. Impaired flux of bile acids from the liver to the gut reveals microbiome-immune interactions associated with liver damage. NPJ Biofilms Microbiomes 2023; 9:35. [PMID: 37286586 DOI: 10.1038/s41522-023-00398-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 05/18/2023] [Indexed: 06/09/2023] Open
Abstract
Currently, there is evidence that alteration in the gut ecosystem contributes to the development of liver diseases, however, the complex mechanisms involved are still unclear. We induced cholestasis in mice by bile duct ligation (BDL), mirroring the phenotype of a bile duct obstruction, to understand how gut microbiota alterations caused by an impaired flow of bile acid to the gut contribute to the pathogenesis and progression of liver disease. We performed longitudinal stool, heart, and liver sampling using mice receiving BDL and controls receiving sham operation (ShamOP). Shotgun metagenomics profiling using fecal samples taken before and on day 1, day 3, and day 7 after surgery was performed, and the cytokines and clinical chemistry profiles from heart blood, as well as the liver bile acids profile, were measured. The BDL surgery reshaped the microbiome of mice, resulting in highly distinct characteristics compared to the ShamOP. Our analysis of the microbiome pathways and ECs revealed that BDL reduces the production of hepatoprotective compounds in the gut, such as biotin, spermidine, arginine, and ornithine, which were negatively associated with inflammatory cytokines (IL-6, IL-23, MCP-1). The reduction of the functional potential of the gut microbiota in producing those hepatoprotective compounds is associated with the decrease of beneficial bacteria species from Anaerotruncus, Blautia, Eubacterium, and Lachnoclostridium genera, as well as the increase of disease-associated bacteria e.g., Escherichia coli and Entercoccus faecalis. Our findings advances our knowledge of the gut microbiome-bile acids-liver triangle, which may serve as a potential therapeutic strategy for liver diseases.
Collapse
Affiliation(s)
- Howell Leung
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Ling Xiong
- Jena University Hospital, Department of Anesthesiology and Intensive Care Medicine, Jena, Germany
| | - Yueqiong Ni
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Anne Busch
- Jena University Hospital, Department of Anesthesiology and Intensive Care Medicine, Jena, Germany
- Friedrich Schiller University, Theoretical Microbial Ecology, Institute of Microbiology, Faculty of Biological Sciences, Jena, Germany
| | - Michael Bauer
- Jena University Hospital, Department of Anesthesiology and Intensive Care Medicine, Jena, Germany
| | - Adrian T Press
- Jena University Hospital, Department of Anesthesiology and Intensive Care Medicine, Jena, Germany.
- Friedrich Schiller University, Medical Faculty, Jena, Germany.
| | - Gianni Panagiotou
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany.
- Friedrich Schiller University Jena, Institute of Microbiology, Faculty of Biological Sciences, Jena, Germany.
| |
Collapse
|
17
|
Häder A, Schäuble S, Gehlen J, Thielemann N, Buerfent BC, Schüller V, Hess T, Wolf T, Schröder J, Weber M, Hünniger K, Löffler J, Vylkova S, Panagiotou G, Schumacher J, Kurzai O. Pathogen-specific innate immune response patterns are distinctly affected by genetic diversity. Nat Commun 2023; 14:3239. [PMID: 37277347 DOI: 10.1038/s41467-023-38994-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 05/25/2023] [Indexed: 06/07/2023] Open
Abstract
Innate immune responses vary by pathogen and host genetics. We analyze quantitative trait loci (eQTLs) and transcriptomes of monocytes from 215 individuals stimulated by fungal, Gram-negative or Gram-positive bacterial pathogens. We identify conserved monocyte responses to bacterial pathogens and a distinct antifungal response. These include 745 response eQTLs (reQTLs) and corresponding genes with pathogen-specific effects, which we find first in samples of male donors and subsequently confirm for selected reQTLs in females. reQTLs affect predominantly upregulated genes that regulate immune response via e.g., NOD-like, C-type lectin, Toll-like and complement receptor-signaling pathways. Hence, reQTLs provide a functional explanation for individual differences in innate response patterns. Our identified reQTLs are also associated with cancer, autoimmunity, inflammatory and infectious diseases as shown by external genome-wide association studies. Thus, reQTLs help to explain interindividual variation in immune response to infection and provide candidate genes for variants associated with a range of diseases.
Collapse
Affiliation(s)
- Antje Häder
- Research Group Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
| | - Sascha Schäuble
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
| | - Jan Gehlen
- Institute of Human Genetics, Philipps University of Marburg, 35033, Marburg, Germany
| | - Nadja Thielemann
- Institute for Hygiene and Microbiology, Julius Maximilians University of Wuerzburg, 97080, Wuerzburg, Germany
| | - Benedikt C Buerfent
- Institute of Human Genetics, Philipps University of Marburg, 35033, Marburg, Germany
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany
| | - Vitalia Schüller
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany
| | - Timo Hess
- Institute of Human Genetics, Philipps University of Marburg, 35033, Marburg, Germany
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany
| | - Thomas Wolf
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
| | - Julia Schröder
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany
| | - Michael Weber
- Research Group Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
- Institute of Molecular Pathogenesis, Friedrich-Loeffler-Institute, 07743, Jena, Germany
| | - Kerstin Hünniger
- Research Group Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
- Institute for Hygiene and Microbiology, Julius Maximilians University of Wuerzburg, 97080, Wuerzburg, Germany
| | - Jürgen Löffler
- Department of Internal Medicine II, University Hospital Wuerzburg, Josef-Schneider-Strasse 2 /C11, 97080, Wuerzburg, Germany
| | - Slavena Vylkova
- Research Group Host Fungal Interfaces, Septomics Research Center and Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany
- Faculty of Biological Sciences, Friedrich Schiller University, 07743, Jena, Germany
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong SAR, China
| | - Johannes Schumacher
- Institute of Human Genetics, Philipps University of Marburg, 35033, Marburg, Germany.
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany.
| | - Oliver Kurzai
- Research Group Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knoell Institute, 07745, Jena, Germany.
- Institute for Hygiene and Microbiology, Julius Maximilians University of Wuerzburg, 97080, Wuerzburg, Germany.
| |
Collapse
|
18
|
Refisch A, Sen ZD, Klassert TE, Busch A, Besteher B, Danyeli LV, Helbing D, Schulze-Späte U, Stallmach A, Bauer M, Panagiotou G, Jacobsen ID, Slevogt H, Opel N, Walter M. Microbiome and immuno-metabolic dysregulation in patients with major depressive disorder with atypical clinical presentation. Neuropharmacology 2023; 235:109568. [PMID: 37182790 DOI: 10.1016/j.neuropharm.2023.109568] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 03/24/2023] [Accepted: 04/30/2023] [Indexed: 05/16/2023]
Abstract
Depression is highly prevalent (6% 1-year prevalence) and is the second leading cause of disability worldwide. Available treatment options for depression are far from optimal, with response rates only around 50%. This is most likely related to a heterogeneous clinical presentation of major depression disorder (MDD), suggesting different manifestations of underlying pathophysiological mechanisms. Poorer treatment outcomes to first-line antidepressants were reported in MDD patients endorsing an "atypical" symptom profile that is characterized by preserved reactivity in mood, increased appetite, hypersomnia, a heavy sensation in the limbs, and interpersonal rejection sensitivity. In recent years, evidence has emerged that immunometabolic biological dysregulation is an important underlying pathophysiological mechanism in depression, which maps more consistently to atypical features. In the last few years human microbial residents have emerged as a key influencing variable associated with immunometabolic dysregulations in depression. The microbiome plays a critical role in the training and development of key components of the host's innate and adaptive immune systems, while the immune system orchestrates the maintenance of key features of the host-microbe symbiosis. Moreover, by being a metabolically active ecosystem commensal microbes may have a huge impact on signaling pathways, involved in underlying mechanisms leading to atypical depressive symptoms. In this review, we discuss the interplay between the microbiome and immunometabolic imbalance in the context of atypical depressive symptoms. Although research in this field is in its infancy, targeting biological determinants in more homogeneous clinical presentations of MDD may offer new avenues for the development of novel therapeutic strategies for treatment-resistant depression.
Collapse
Affiliation(s)
- Alexander Refisch
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Center for Intervention and Research on Adaptive and Maladaptive Brain Circuits Underlying Mental Health (C-I-R-C), Jena-Magdeburg-Halle, Germany.
| | - Zümrüt Duygu Sen
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Center for Intervention and Research on Adaptive and Maladaptive Brain Circuits Underlying Mental Health (C-I-R-C), Jena-Magdeburg-Halle, Germany; Clinical Affective Neuroimaging Laboratory (CANLAB), Magdeburg, Germany
| | - Tilman E Klassert
- Host Septomics Group, Centre for Innovation Competence (ZIK) Septomics, University Hospital Jena, 07745, Jena, Germany; Respiratory Infection Dynamics, Helmholtz Centre for Infection Research (HZI), Inhoffenstr, Braunschweig, Germany
| | - Anne Busch
- Department of Anesthesiology and Intensive Care Medicine, Jena University Hospital, Jena, Germany; Center for Sepsis Control and Care, Jena, Germany
| | - Bianca Besteher
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Center for Intervention and Research on Adaptive and Maladaptive Brain Circuits Underlying Mental Health (C-I-R-C), Jena-Magdeburg-Halle, Germany
| | - Lena Vera Danyeli
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Center for Intervention and Research on Adaptive and Maladaptive Brain Circuits Underlying Mental Health (C-I-R-C), Jena-Magdeburg-Halle, Germany; Clinical Affective Neuroimaging Laboratory (CANLAB), Magdeburg, Germany
| | - Dario Helbing
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Center for Intervention and Research on Adaptive and Maladaptive Brain Circuits Underlying Mental Health (C-I-R-C), Jena-Magdeburg-Halle, Germany; Leibniz Institute on Aging-Fritz Lipmann Institute, 07745, Jena, Germany; Institute of Molecular Cell Biology, Jena University Hospital, Friedrich Schiller University Jena, 07745, Jena, Germany
| | - Ulrike Schulze-Späte
- Section of Geriodontics, Department of Conservative Dentistry and Periodontology, Jena University Hospital, Jena, Germany
| | - Andreas Stallmach
- Department of Internal Medicine IV (Gastroenterology, Hepatology and Infectious Diseases), Jena University Hospital, Germany
| | - Michael Bauer
- Department of Anesthesiology and Intensive Care Medicine, Jena University Hospital, Jena, Germany; Center for Sepsis Control and Care, Jena, Germany; Theoretical Microbial Ecology, Friedrich Schiller University Jena, Jena, Germany
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - Ilse D Jacobsen
- Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany, and Institute of Microbiology, Friedrich Schiller University Jena, Jena, Germany
| | - Hortense Slevogt
- Host Septomics Group, Centre for Innovation Competence (ZIK) Septomics, University Hospital Jena, 07745, Jena, Germany; Respiratory Infection Dynamics, Helmholtz Centre for Infection Research (HZI), Inhoffenstr, Braunschweig, Germany; Department of Pulmonary Medicine, Hannover Medical School, 30625, Hannover, Germany
| | - Nils Opel
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Center for Intervention and Research on Adaptive and Maladaptive Brain Circuits Underlying Mental Health (C-I-R-C), Jena-Magdeburg-Halle, Germany; German Center for Mental Health (DZPG), Site Jena-Magdeburg-Halle, Germany
| | - Martin Walter
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Center for Intervention and Research on Adaptive and Maladaptive Brain Circuits Underlying Mental Health (C-I-R-C), Jena-Magdeburg-Halle, Germany; Clinical Affective Neuroimaging Laboratory (CANLAB), Magdeburg, Germany; German Center for Mental Health (DZPG), Site Jena-Magdeburg-Halle, Germany; Center for Behavioral Brain Sciences, Magdeburg, Germany
| |
Collapse
|
19
|
Seelbinder B, Lohinai Z, Vazquez-Uribe R, Brunke S, Chen X, Mirhakkak M, Lopez-Escalera S, Dome B, Megyesfalvi Z, Berta J, Galffy G, Dulka E, Wellejus A, Weiss GJ, Bauer M, Hube B, Sommer MOA, Panagiotou G. Candida expansion in the gut of lung cancer patients associates with an ecological signature that supports growth under dysbiotic conditions. Nat Commun 2023; 14:2673. [PMID: 37160893 PMCID: PMC10169812 DOI: 10.1038/s41467-023-38058-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 04/11/2023] [Indexed: 05/11/2023] Open
Abstract
Candida species overgrowth in the human gut is considered a prerequisite for invasive candidiasis, but our understanding of gut bacteria promoting or restricting this overgrowth is still limited. By integrating cross-sectional mycobiome and shotgun metagenomics data from the stool of 75 male and female cancer patients at risk but without systemic candidiasis, bacterial communities in high Candida samples display higher metabolic flexibility yet lower contributional diversity than those in low Candida samples. We develop machine learning models that use only bacterial taxa or functional relative abundances to predict the levels of Candida genus and species in an external validation cohort with an AUC of 78.6-81.1%. We propose a mechanism for intestinal Candida overgrowth based on an increase in lactate-producing bacteria, which coincides with a decrease in bacteria that regulate short chain fatty acid and oxygen levels. Under these conditions, the ability of Candida to harness lactate as a nutrient source may enable Candida to outcompete other fungi in the gut.
Collapse
Affiliation(s)
- Bastian Seelbinder
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology- Hans Knöll Institute, Jena, Germany
| | - Zoltan Lohinai
- National Koranyi Institute of Pulmonology, Budapest, Hungary
- Translational Medicine Institute, Semmelweis University, Budapest, Hungary
| | - Ruben Vazquez-Uribe
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby, Denmark
| | - Sascha Brunke
- Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Xiuqiang Chen
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology- Hans Knöll Institute, Jena, Germany
| | - Mohammad Mirhakkak
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology- Hans Knöll Institute, Jena, Germany
| | - Silvia Lopez-Escalera
- Chr. Hansen A/S, Human Health Innovation, Hoersholm, Denmark
- Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany
| | - Balazs Dome
- National Koranyi Institute of Pulmonology, Budapest, Hungary
- Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
- Department of Thoracic Surgery, National Institute of Oncology-Semmelweis University, Budapest, Hungary
| | - Zsolt Megyesfalvi
- National Koranyi Institute of Pulmonology, Budapest, Hungary
- Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
- Department of Thoracic Surgery, National Institute of Oncology-Semmelweis University, Budapest, Hungary
| | - Judit Berta
- National Koranyi Institute of Pulmonology, Budapest, Hungary
| | | | - Edit Dulka
- County Hospital of Torokbalint, Torokbalint, Hungary
| | - Anja Wellejus
- Chr. Hansen A/S, Human Health Innovation, Hoersholm, Denmark
| | - Glen J Weiss
- Department of Medicine, UMass Chan Medical School, Worcester, MA, USA
| | - Michael Bauer
- Department of Anesthesiology and Intensive Care Medicine, Jena University Hospital, Jena, Germany
- Center for Sepsis Control and Care, Jena University Hospital, Jena, Germany
| | - Bernhard Hube
- Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
- Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany
| | - Morten O A Sommer
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby, Denmark
| | - Gianni Panagiotou
- Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology- Hans Knöll Institute, Jena, Germany.
- Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany.
- Department of Medicine, The University of Hong Kong, Pok Fu Lam, Hong Kong SAR, China.
| |
Collapse
|
20
|
Chao YY, Puhach A, Frieser D, Arunkumar M, Lehner L, Seeholzer T, Garcia-Lopez A, van der Wal M, Fibi-Smetana S, Dietschmann A, Sommermann T, Ćiković T, Taher L, Gresnigt MS, Vastert SJ, van Wijk F, Panagiotou G, Krappmann D, Groß O, Zielinski CE. Human T H17 cells engage gasdermin E pores to release IL-1α on NLRP3 inflammasome activation. Nat Immunol 2023; 24:295-308. [PMID: 36604548 PMCID: PMC9892007 DOI: 10.1038/s41590-022-01386-w] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 11/04/2022] [Indexed: 01/07/2023]
Abstract
It has been shown that innate immune responses can adopt adaptive properties such as memory. Whether T cells utilize innate immune signaling pathways to diversify their repertoire of effector functions is unknown. Gasdermin E (GSDME) is a membrane pore-forming molecule that has been shown to execute pyroptotic cell death and thus to serve as a potential cancer checkpoint. In the present study, we show that human T cells express GSDME and, surprisingly, that this expression is associated with durable viability and repurposed for the release of the alarmin interleukin (IL)-1α. This property was restricted to a subset of human helper type 17 T cells with specificity for Candida albicans and regulated by a T cell-intrinsic NLRP3 inflammasome, and its engagement of a proteolytic cascade of successive caspase-8, caspase-3 and GSDME cleavage after T cell receptor stimulation and calcium-licensed calpain maturation of the pro-IL-1α form. Our results indicate that GSDME pore formation in T cells is a mechanism of unconventional cytokine release. This finding diversifies our understanding of the functional repertoire and mechanistic equipment of T cells and has implications for antifungal immunity.
Collapse
Affiliation(s)
- Ying-Yin Chao
- Department of Infection Immunology, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany.,Center for Translational Cancer Research & Institute of Virology, Technical University of Munich, Munich, Germany
| | - Alisa Puhach
- Department of Infection Immunology, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - David Frieser
- Center for Translational Cancer Research & Institute of Virology, Technical University of Munich, Munich, Germany
| | - Mahima Arunkumar
- Department of Infection Immunology, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - Laurens Lehner
- Department of Infection Immunology, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - Thomas Seeholzer
- Research Unit Cellular Signal Integration, Molecular Targets and Therapeutics Center, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Albert Garcia-Lopez
- Department of Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - Marlot van der Wal
- Center for Translational Immunology, University Medical Center Utrecht and Utrecht University, Utrecht, the Netherlands
| | - Silvia Fibi-Smetana
- Institute of Biomedical Informatics, Graz University of Technology, Graz, Austria
| | - Axel Dietschmann
- Adaptive Pathogenicity Strategies, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
| | - Thomas Sommermann
- Department of Infection Immunology, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - Tamara Ćiković
- Institute of Neuropathology, Medical Center & Signalling Research Centres BIOSS and CIBSS & Center for Basics in NeuroModulation, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Leila Taher
- Institute of Biomedical Informatics, Graz University of Technology, Graz, Austria
| | - Mark S Gresnigt
- Adaptive Pathogenicity Strategies, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
| | - Sebastiaan J Vastert
- Center for Translational Immunology, University Medical Center Utrecht and Utrecht University, Utrecht, the Netherlands
| | - Femke van Wijk
- Center for Translational Immunology, University Medical Center Utrecht and Utrecht University, Utrecht, the Netherlands
| | - Gianni Panagiotou
- Department of Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - Daniel Krappmann
- Research Unit Cellular Signal Integration, Molecular Targets and Therapeutics Center, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Olaf Groß
- Institute of Neuropathology, Medical Center & Signalling Research Centres BIOSS and CIBSS & Center for Basics in NeuroModulation, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Christina E Zielinski
- Department of Infection Immunology, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany. .,Center for Translational Cancer Research & Institute of Virology, Technical University of Munich, Munich, Germany. .,Institute of Microbiology, Faculty of Biological Sciences, Friedrich Schiller University, Jena, Germany. .,German Center for Infection Research, Munich, Germany. .,Department of Cellular Immunoregulation, Charité-Universitätsmedizin Berlin, Berlin, Germany.
| |
Collapse
|
21
|
Brandt P, Gerwien F, Wagner L, Krüger T, Ramírez-Zavala B, Mirhakkak MH, Schäuble S, Kniemeyer O, Panagiotou G, Brakhage AA, Morschhäuser J, Vylkova S. S7.4d Candida albicans SR-like protein kinases regulate different cellular processes: Sky1 is involved in thecontrol of ion homeostasis, while Sky2 is important for dipeptide utilization. Med Mycol 2022. [PMCID: PMC9515768 DOI: 10.1093/mmy/myac072.s7.4d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
S7.4 Pathogenesis and host defense, September 23, 2022, 10:30 AM - 12:00 PM Protein kinases play a crucial role in regulating cellular processes such as growth, proliferation, environmental adaptation, and stress responses. Candida albicans genome comprises of 108 predicted protein kinases, of which the exact role of nearly half of those kinases remains unknown. One family of protein kinases is serine-arginine (SR) protein kinases, which are highly conserved in eukaryotes and regulate fundamental processes such as constitutive and alternative splicing, mRNA processing, and ion homeostasis. The C. albicans genome encodes two (Sky1, Sky2) and the C. glabrata genome has one homolog (Sky1) of the human SR protein kinase 1, but their functions have not yet been investigated. We used deletion strains of the corresponding genes in both fungi to study their cellular functions. C. glabrata and C. albicans strains lacking SKY1 exhibited higher resistance to osmotic stress and toxic polyamine concentrations, similar to their ortholog Sky1 in Saccharomyces cerevisiae. Deletion of SKY2 in C. albicans resulted in impaired utilization of various dipeptides as the sole nitrogen source which was shown by utilizing a high-throughput phenotypic screen. Subsequent phosphoproteomic analysis identified the di- and tri-peptide transporter Ptr22 as a potential Sky2 substrate. Our data suggest that Sky2 seems to be involved in Ptr22 regulation since overexpression of PTR22 in the sky2∆ mutant restored the ability to grow on dipeptides and made the cells more susceptible to the dipeptide antifungals Polyoxin D and Nikkomycin Z. Altogether, our results demonstrate that C. albicans and C. glabrata Sky1 protein kinases are functionally similar to Sky1 in S. cerevisiae, whereas C. albicans Sky2, a unique kinase of the CTG clade, likely regulates dipeptide uptake via Ptr22.
Collapse
Affiliation(s)
- Philipp Brandt
- Septomics Research Center , Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institut, Jena , Germany
| | - Franziska Gerwien
- Septomics Research Center , Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institut, Jena , Germany
| | - Lysett Wagner
- Septomics Research Center , Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institut, Jena , Germany
| | - Thomas Krüger
- Molecular and Applied Microbiology , Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena , Germany
| | - Bernardo Ramírez-Zavala
- Institute for Molecular Infection Biology , Julius Maximilians University, Würzburg , Germany
| | - Mohammad H. Mirhakkak
- Systems Biology and Bioinformatics , Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena , Germany
| | - Sascha Schäuble
- Systems Biology and Bioinformatics , Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena , Germany
| | - Olaf Kniemeyer
- Molecular and Applied Microbiology , Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena , Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics , Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena , Germany
| | - Axel A. Brakhage
- Molecular and Applied Microbiology , Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena , Germany
| | - Joachim Morschhäuser
- Institute for Molecular Infection Biology , Julius Maximilians University, Würzburg , Germany
| | - Slavena Vylkova
- Septomics Research Center , Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institut, Jena , Germany
| |
Collapse
|
22
|
Jia W, Panagiotou G. Recent advances in diabetes and microbiota. Sci Bull (Beijing) 2022; 67:1720-1723. [PMID: 36546053 DOI: 10.1016/j.scib.2022.07.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Weiping Jia
- Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai 200233, China.
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute, Jena 07745, Germany; State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong, China; Department of Medicine, The University of Hong Kong, Hong Kong, China.
| |
Collapse
|
23
|
Tappe B, Lauruschkat CD, Strobel L, Pantaleón García J, Kurzai O, Rebhan S, Kraus S, Pfeuffer-Jovic E, Bussemer L, Possler L, Held M, Hünniger K, Kniemeyer O, Schäuble S, Brakhage AA, Panagiotou G, White PL, Einsele H, Löffler J, Wurster S. COVID-19 patients share common, corticosteroid-independent features of impaired host immunity to pathogenic molds. Front Immunol 2022; 13:954985. [PMID: 36052094 PMCID: PMC9427195 DOI: 10.3389/fimmu.2022.954985] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 07/27/2022] [Indexed: 11/28/2022] Open
Abstract
Patients suffering from coronavirus disease-2019 (COVID-19) are susceptible to deadly secondary fungal infections such as COVID-19-associated pulmonary aspergillosis and COVID-19-associated mucormycosis. Despite this clinical observation, direct experimental evidence for severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2)-driven alterations of antifungal immunity is scarce. Using an ex-vivo whole blood stimulation assay, we challenged blood from twelve COVID-19 patients with Aspergillus fumigatus and Rhizopus arrhizus antigens and studied the expression of activation, maturation, and exhaustion markers, as well as cytokine secretion. Compared to healthy controls, T-helper cells from COVID-19 patients displayed increased expression levels of the exhaustion marker PD-1 and weakened A. fumigatus- and R. arrhizus-induced activation. While baseline secretion of proinflammatory cytokines was massively elevated, whole blood from COVID-19 patients elicited diminished release of T-cellular (e.g., IFN-γ, IL-2) and innate immune cell-derived (e.g., CXCL9, CXCL10) cytokines in response to A. fumigatus and R. arrhizus antigens. Additionally, samples from COVID-19 patients showed deficient granulocyte activation by mold antigens and reduced fungal killing capacity of neutrophils. These features of weakened anti-mold immune responses were largely decoupled from COVID-19 severity, the time elapsed since diagnosis of COVID-19, and recent corticosteroid uptake, suggesting that impaired anti-mold defense is a common denominator of the underlying SARS-CoV-2 infection. Taken together, these results expand our understanding of the immune predisposition to post-viral mold infections and could inform future studies of immunotherapeutic strategies to prevent and treat fungal superinfections in COVID-19 patients.
Collapse
Affiliation(s)
- Beeke Tappe
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
| | - Chris D. Lauruschkat
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
| | - Lea Strobel
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
| | - Jezreel Pantaleón García
- Department of Pulmonary Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
| | - Oliver Kurzai
- Institute for Hygiene and Microbiology, University of Würzburg, Würzburg, Germany
- Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology–Hans -Knöll- Institute, Jena, Germany
| | - Silke Rebhan
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
| | - Sabrina Kraus
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
| | - Elena Pfeuffer-Jovic
- Department of Pulmonary Medicine, Missionsärztliche Klinik Würzburg, Würzburg, Germany
| | - Lydia Bussemer
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
| | - Lotte Possler
- Department of Internal Medicine, Main-Klinik Ochsenfurt, Würzburg, Germany
| | - Matthias Held
- Department of Pulmonary Medicine, Missionsärztliche Klinik Würzburg, Würzburg, Germany
| | - Kerstin Hünniger
- Institute for Hygiene and Microbiology, University of Würzburg, Würzburg, Germany
- Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology–Hans -Knöll- Institute, Jena, Germany
| | - Olaf Kniemeyer
- Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology–Hans -Knöll- Institute, Jena, Germany
| | - Sascha Schäuble
- Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology–Hans -Knöll- Institute, Jena, Germany
| | - Axel A. Brakhage
- Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology–Hans -Knöll- Institute, Jena, Germany
- Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, Jena, Germany
| | - Gianni Panagiotou
- Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology–Hans -Knöll- Institute, Jena, Germany
| | - P. Lewis White
- Public Health Wales, Microbiology Cardiff, Wales, United Kingdom
| | - Hermann Einsele
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
| | - Jürgen Löffler
- Department of Internal Medicine II, University Hospital of Würzburg, Würzburg, Germany
- *Correspondence: Jürgen Löffler, ; Sebastian Wurster,
| | - Sebastian Wurster
- Department of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
- *Correspondence: Jürgen Löffler, ; Sebastian Wurster,
| |
Collapse
|
24
|
Jurburg SD, Eisenhauer N, Buscot F, Chatzinotas A, Chaudhari NM, Heintz-Buschart A, Kallies R, Küsel K, Litchman E, Macdonald CA, Müller S, Reuben RC, da Rocha UN, Panagiotou G, Rillig MC, Singh BK. Potential of microbiome-based solutions for agrifood systems. Nat Food 2022; 3:557-560. [PMID: 37118595 DOI: 10.1038/s43016-022-00576-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2023]
Affiliation(s)
- Stephanie D Jurburg
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.
- Institute of Biology, Leipzig University, Leipzig, Germany.
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany.
| | - Nico Eisenhauer
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
| | - François Buscot
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Department of Soil Ecology, Helmholtz Centre for Environmental Research-UFZ, Halle, Germany
| | - Antonis Chatzinotas
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Narendrakumar M Chaudhari
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
| | - Anna Heintz-Buschart
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Department of Soil Ecology, Helmholtz Centre for Environmental Research-UFZ, Halle, Germany
- Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, the Netherlands
| | - Rene Kallies
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Kirsten Küsel
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
| | - Elena Litchman
- Kellogg Biological Station, Michigan State University, Hickory Corners, MI, USA
- Ecology, Evolution and Behavior Program, Michigan State University, East Lansing, MI, USA
- Department of Global Ecology, Carnegie Institution for Science, Stanford, CA, USA
| | - Catriona A Macdonald
- Hawkesbury Institute for the Environment, Western Sydney University, Richmond, New South Wales, Australia
| | - Susann Müller
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Rine C Reuben
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
| | - Ulisses Nunes da Rocha
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Gianni Panagiotou
- Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
- The State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Kowloon, Hong Kong SAR, China
- Department of Medicine, The University of Hong Kong, Kowloon, Hong Kong SAR, China
| | - Matthias C Rillig
- Institut für Biologie, Freie Universität Berlin, Berlin, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research, Berlin, Germany
| | - Brajesh K Singh
- Hawkesbury Institute for the Environment, Western Sydney University, Richmond, New South Wales, Australia.
- Global Centre for Land-Based Innovation, Western Sydney University, Penrith, New South Wales, Australia.
| |
Collapse
|
25
|
Leung H, Long X, Ni Y, Qian L, Nychas E, Siliceo SL, Pohl D, Hanhineva K, Liu Y, Xu A, Nielsen HB, Belda E, Clément K, Loomba R, Li H, Jia W, Panagiotou G. Risk assessment with gut microbiome and metabolite markers in NAFLD development. Sci Transl Med 2022; 14:eabk0855. [PMID: 35675435 PMCID: PMC9746350 DOI: 10.1126/scitranslmed.abk0855] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
A growing body of evidence suggests interplay between the gut microbiota and the pathogenesis of nonalcoholic fatty liver disease (NAFLD). However, the role of the gut microbiome in early detection of NAFLD is unclear. Prospective studies are necessary for identifying reliable, microbiome markers for early NAFLD. We evaluated 2487 individuals in a community-based cohort who were followed up 4.6 years after initial clinical examination and biospecimen sampling. Metagenomic and metabolomic characterizations using stool and serum samples taken at baseline were performed for 90 participants who progressed to NAFLD and 90 controls who remained NAFLD free at the follow-up visit. Cases and controls were matched for gender, age, body mass index (BMI) at baseline and follow-up, and 4-year BMI change. Machine learning models integrating baseline microbial signatures (14 features) correctly classified participants (auROCs of 0.72 to 0.80) based on their NAFLD status and liver fat accumulation at the 4-year follow up, outperforming other prognostic clinical models (auROCs of 0.58 to 0.60). We confirmed the biological relevance of the microbiome features by testing their diagnostic ability in four external NAFLD case-control cohorts examined by biopsy or magnetic resonance spectroscopy, from Asia, Europe, and the United States. Our findings raise the possibility of using gut microbiota for early clinical warning of NAFLD development.
Collapse
Affiliation(s)
- Howell Leung
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology–Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany
| | - Xiaoxue Long
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Key Laboratory of Diabetes Mellitus, 200233 Shanghai, China
| | - Yueqiong Ni
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology–Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany.,Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Key Laboratory of Diabetes Mellitus, 200233 Shanghai, China.,Corresponding author. (Y.N.); (H.L.); (W.J.); (G.P.)
| | - Lingling Qian
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Key Laboratory of Diabetes Mellitus, 200233 Shanghai, China
| | - Emmanouil Nychas
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology–Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany
| | - Sara Leal Siliceo
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology–Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany
| | - Dennis Pohl
- Clinical Microbiomics, Fruebjergvej 3, 2100 Copenhagen, Denmark.,Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet, Building 220, 2800 Kgs. Lyngby, Denmark
| | - Kati Hanhineva
- Department of Life Technologies, Food Chemistry and Food Development Unit, University of Turku, 20014 Turku, Finland.,Department of Biology and Biological Engineering, Division of Food and Nutrition Science, Chalmers University of Technology, 412 96 Gothenburg, Sweden.,School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, 70211 Kuopio, Finland
| | - Yan Liu
- The State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong SAR, China.,Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Aimin Xu
- The State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong SAR, China.,Department of Medicine, The University of Hong Kong, Hong Kong SAR, China.,Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong SAR, China
| | | | - Eugeni Belda
- Sorbonne Université, INSERM, NutriOmics Research Unit, Nutrition Department, Pitié-Salpêtrière Hospital, Assistance Publique-Hôpitaux de Paris, 75013 Paris, France
| | - Karine Clément
- Sorbonne Université, INSERM, NutriOmics Research Unit, Nutrition Department, Pitié-Salpêtrière Hospital, Assistance Publique-Hôpitaux de Paris, 75013 Paris, France
| | - Rohit Loomba
- NAFLD Research Center, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Huating Li
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Key Laboratory of Diabetes Mellitus, 200233 Shanghai, China.,Corresponding author. (Y.N.); (H.L.); (W.J.); (G.P.)
| | - Weiping Jia
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Key Laboratory of Diabetes Mellitus, 200233 Shanghai, China.,Corresponding author. (Y.N.); (H.L.); (W.J.); (G.P.)
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology–Hans Knöll Institute, Beutenbergstraße 11A, 07745 Jena, Germany.,The State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong SAR, China.,Department of Medicine, The University of Hong Kong, Hong Kong SAR, China.,Corresponding author. (Y.N.); (H.L.); (W.J.); (G.P.)
| |
Collapse
|
26
|
Brandt P, Gerwien F, Wagner L, Krüger T, Ramírez-Zavala B, Mirhakkak MH, Schäuble S, Kniemeyer O, Panagiotou G, Brakhage AA, Morschhäuser J, Vylkova S. Candida albicans SR-Like Protein Kinases Regulate Different Cellular Processes: Sky1 Is Involved in Control of Ion Homeostasis, While Sky2 Is Important for Dipeptide Utilization. Front Cell Infect Microbiol 2022; 12:850531. [PMID: 35601106 PMCID: PMC9121809 DOI: 10.3389/fcimb.2022.850531] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Accepted: 03/24/2022] [Indexed: 01/21/2023] Open
Abstract
Protein kinases play a crucial role in regulating cellular processes such as growth, proliferation, environmental adaptation and stress responses. Serine-arginine (SR) protein kinases are highly conserved in eukaryotes and regulate fundamental processes such as constitutive and alternative splicing, mRNA processing and ion homeostasis. The Candida albicans genome encodes two (Sky1, Sky2) and the Candida glabrata genome has one homolog (Sky1) of the human SR protein kinase 1, but their functions have not yet been investigated. We used deletion strains of the corresponding genes in both fungi to study their cellular functions. C. glabrata and C. albicans strains lacking SKY1 exhibited higher resistance to osmotic stress and toxic polyamine concentrations, similar to Saccharomyces cerevisiae sky1Δ mutants. Deletion of SKY2 in C. albicans resulted in impaired utilization of various dipeptides as the sole nitrogen source. Subsequent phosphoproteomic analysis identified the di- and tripeptide transporter Ptr22 as a potential Sky2 substrate. Sky2 seems to be involved in Ptr22 regulation since overexpression of PTR22 in the sky2Δ mutant restored the ability to grow on dipeptides and made the cells more susceptible to the dipeptide antifungals Polyoxin D and Nikkomycin Z. Altogether, our results demonstrate that C. albicans and C. glabrata Sky1 protein kinases are functionally similar to Sky1 in S. cerevisiae, whereas C. albicans Sky2, a unique kinase of the CTG clade, likely regulates dipeptide uptake via Ptr22.
Collapse
Affiliation(s)
- Philipp Brandt
- Septomics Research Center, Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Franziska Gerwien
- Septomics Research Center, Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Lysett Wagner
- Septomics Research Center, Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Thomas Krüger
- Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | | | - Mohammad H. Mirhakkak
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Sascha Schäuble
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Olaf Kniemeyer
- Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Axel A. Brakhage
- Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Joachim Morschhäuser
- Institute for Molecular Infection Biology, University of Würzburg, Würzburg, Germany
| | - Slavena Vylkova
- Septomics Research Center, Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
- *Correspondence: Slavena Vylkova,
| |
Collapse
|
27
|
Marfil-Sánchez A, Zhang L, Alonso-Pernas P, Mirhakkak M, Mueller M, Seelbinder B, Ni Y, Santhanam R, Busch A, Beemelmanns C, Ermolaeva M, Bauer M, Panagiotou G. An integrative understanding of the large metabolic shifts induced by antibiotics in critical illness. Gut Microbes 2022; 13:1993598. [PMID: 34793277 PMCID: PMC8604395 DOI: 10.1080/19490976.2021.1993598] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Antibiotics are commonly used in the Intensive Care Unit (ICU); however, several studies showed that the impact of antibiotics to prevent infection, multi-organ failure, and death in the ICU is less clear than their benefit on course of infection in the absence of organ dysfunction. We characterized here the compositional and metabolic changes of the gut microbiome induced by critical illness and antibiotics in a cohort of 75 individuals in conjunction with 2,180 gut microbiome samples representing 16 different diseases. We revealed an "infection-vulnerable" gut microbiome environment present only in critically ill treated with antibiotics (ICU+). Feeding of Caenorhabditis elegans with Bifidobacterium animalis and Lactobacillus crispatus, species that expanded in ICU+ patients, revealed a significant negative impact of these microbes on host viability and developmental homeostasis. These results suggest that antibiotic administration can dramatically impact essential functional activities in the gut related to immune responses more than critical illness itself, which might explain in part untoward effects of antibiotics in the critically ill.
Collapse
Affiliation(s)
- Andrea Marfil-Sánchez
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Lu Zhang
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | | | - Mohammad Mirhakkak
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Melinda Mueller
- Leibniz Institute on Aging – Fritz Lipmann Institute, Jena, Germany
| | - Bastian Seelbinder
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Yueqiong Ni
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Rakesh Santhanam
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Anne Busch
- Department of Anesthesiology and Intensive Care Medicine, Jena University Hospital, Jena, Germany
| | - Christine Beemelmanns
- Chemical Biology of Microbe-Host Interactions, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany
| | - Maria Ermolaeva
- Leibniz Institute on Aging – Fritz Lipmann Institute, Jena, Germany,Maria Ermolaeva Stress Tolerance and Homeostasis, Leibniz Institute on Aging - Fritz Lipmann Institute, Beutenbergstraße 11, Jena 07745, Germany
| | - Michael Bauer
- Department of Anesthesiology and Intensive Care Medicine, Jena University Hospital, Jena, Germany,Center for Sepsis Control and Care, Jena University Hospital, Jena, Germany,Michael Bauer Department of Anesthesiology and Intensive Care Medicine, Jena University Hospital, Jena, Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Jena, Germany,Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China,Lead Contact,CONTACT Gianni Panagiotou Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute, Beutenbergstraße 11A, Jena07745, Germany
| |
Collapse
|
28
|
Allert S, Schulz D, Kämmer P, Großmann P, Wolf T, Schäuble S, Panagiotou G, Brunke S, Hube B. From environmental adaptation to host survival: Attributes that mediate pathogenicity of Candida auris. Virulence 2022; 13:191-214. [PMID: 35142597 PMCID: PMC8837256 DOI: 10.1080/21505594.2022.2026037] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Candida species are a major cause of invasive fungal infections. While Candida albicans, C. glabrata, C. parapsilosis, and C. tropicalis are the most dominant species causing life-threatening candidiasis, C. auris recently emerged as a new species causing invasive infections with high rates of clinical treatment failures. To mimic initial phases of systemic Candida infections with dissemination via the bloodstream and to elucidate the pathogenic potential of C. auris, we used an ex vivo whole blood infection model. Similar to other clinically relevant Candida spp., C. auris is efficiently killed in human blood, but showed characteristic patterns of immune cell association, survival rates, and cytokine induction. Dual-species transcriptional profiling of C. auris-infected blood revealed a unique C. auris gene expression program during infection, while the host response proofed similar and conserved compared to other Candida species. C. auris-specific responses included adaptation and survival strategies, such as counteracting oxidative burst of immune cells, but also expression of potential virulence factors, (drug) transporters, and cell surface-associated genes. Despite comparable pathogenicity to other Candida species in our model, C. auris-specific transcriptional adaptations as well as its increased stress resistance and long-term environmental survival, likely contribute to the high risk of contamination and distribution in a nosocomial setting. Moreover, infections of neutrophils with pre-starved C. auris cells suggest that environmental preconditioning can have modulatory effects on the early host interaction. In summary, we present novel insights into C. auris pathogenicity, revealing adaptations to human blood and environmental niches distinctive from other Candida species.
Collapse
Affiliation(s)
- Stefanie Allert
- Department of Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
| | - Daniela Schulz
- Department of Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
| | - Philipp Kämmer
- Department of Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
| | - Peter Großmann
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
| | - Thomas Wolf
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
| | - Sascha Schäuble
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany.,Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China
| | - Sascha Brunke
- Department of Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany
| | - Bernhard Hube
- Department of Microbial Pathogenicity Mechanisms, Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knoell-Institute, Jena, Germany.,Institute of Microbiology, Friedrich-Schiller-University, Jena, Germany
| |
Collapse
|
29
|
Zoran T, Seelbinder B, White PL, Price JS, Kraus S, Kurzai O, Linde J, Häder A, Loeffler C, Grigoleit GU, Einsele H, Panagiotou G, Loeffler J, Schäuble S. Molecular Profiling Reveals Characteristic and Decisive Signatures in Patients after Allogeneic Stem Cell Transplantation Suffering from Invasive Pulmonary Aspergillosis. J Fungi (Basel) 2022; 8:jof8020171. [PMID: 35205926 PMCID: PMC8880021 DOI: 10.3390/jof8020171] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 11/17/2021] [Accepted: 11/18/2021] [Indexed: 02/07/2023] Open
Abstract
Despite available diagnostic tests and recent advances, diagnosis of pulmonary invasive aspergillosis (IPA) remains challenging. We performed a longitudinal case-control pilot study to identify host-specific, novel, and immune-relevant molecular candidates indicating IPA in patients post allogeneic stem cell transplantation (alloSCT). Supported by differential gene expression analysis of six relevant in vitro studies, we conducted RNA sequencing of three alloSCT patients categorized as probable IPA cases and their matched controls without Aspergillus infection (66 samples in total). We additionally performed immunoassay analysis for all patient samples to gain a multi-omics perspective. Profiling analysis suggested LGALS2, MMP1, IL-8, and caspase-3 as potential host molecular candidates indicating IPA in investigated alloSCT patients. MMP1, IL-8, and caspase-3 were evaluated further in alloSCT patients for their potential to differentiate possible IPA cases and patients suffering from COVID-19-associated pulmonary aspergillosis (CAPA) and appropriate control patients. Possible IPA cases showed differences in IL-8 and caspase-3 serum levels compared with matched controls. Furthermore, we observed significant differences in IL-8 and caspase-3 levels among CAPA patients compared with control patients. With our conceptual work, we demonstrate the potential value of considering the human immune response during Aspergillus infection to identify immune-relevant molecular candidates indicating IPA in alloSCT patients. These human host candidates together with already established fungal biomarkers might improve the accuracy of IPA diagnostic tools.
Collapse
Affiliation(s)
- Tamara Zoran
- Department of Internal Medicine II, University Hospital Wuerzburg, 97080 Wuerzburg, Germany; (T.Z.); (S.K.); (C.L.); (G.U.G.); (H.E.)
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology—Hans Knoell Institute, 07745 Jena, Germany; (B.S.); (G.P.)
| | - Bastian Seelbinder
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology—Hans Knoell Institute, 07745 Jena, Germany; (B.S.); (G.P.)
| | - Philip Lewis White
- Public Health Wales, Microbiology Cardiff, UHW, Cardiff CF14 4XW, UK; (P.L.W.); (J.S.P.)
| | - Jessica Sarah Price
- Public Health Wales, Microbiology Cardiff, UHW, Cardiff CF14 4XW, UK; (P.L.W.); (J.S.P.)
| | - Sabrina Kraus
- Department of Internal Medicine II, University Hospital Wuerzburg, 97080 Wuerzburg, Germany; (T.Z.); (S.K.); (C.L.); (G.U.G.); (H.E.)
| | - Oliver Kurzai
- Research Group Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology—Hans Knoell Institute, 07745 Jena, Germany; (O.K.); (A.H.)
- Institute for Hygiene and Microbiology, Julius Maximilians University of Wuerzburg, Josef-Schneider-Straße 2/E1, 97080 Wuerzburg, Germany
| | - Joerg Linde
- Friedrich—Loeffler Institute, Institute of Bacterial Infections and Zoonoses, 07743 Jena, Germany;
| | - Antje Häder
- Research Group Fungal Septomics, Leibniz Institute for Natural Product Research and Infection Biology—Hans Knoell Institute, 07745 Jena, Germany; (O.K.); (A.H.)
| | - Claudia Loeffler
- Department of Internal Medicine II, University Hospital Wuerzburg, 97080 Wuerzburg, Germany; (T.Z.); (S.K.); (C.L.); (G.U.G.); (H.E.)
| | - Goetz Ulrich Grigoleit
- Department of Internal Medicine II, University Hospital Wuerzburg, 97080 Wuerzburg, Germany; (T.Z.); (S.K.); (C.L.); (G.U.G.); (H.E.)
| | - Hermann Einsele
- Department of Internal Medicine II, University Hospital Wuerzburg, 97080 Wuerzburg, Germany; (T.Z.); (S.K.); (C.L.); (G.U.G.); (H.E.)
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology—Hans Knoell Institute, 07745 Jena, Germany; (B.S.); (G.P.)
| | - Juergen Loeffler
- Department of Internal Medicine II, University Hospital Wuerzburg, 97080 Wuerzburg, Germany; (T.Z.); (S.K.); (C.L.); (G.U.G.); (H.E.)
- Correspondence: (J.L.); (S.S.)
| | - Sascha Schäuble
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology—Hans Knoell Institute, 07745 Jena, Germany; (B.S.); (G.P.)
- Correspondence: (J.L.); (S.S.)
| |
Collapse
|
30
|
Kang K, Imamovic L, Misiakou MA, Bornakke Sørensen M, Heshiki Y, Ni Y, Zheng T, Li J, Ellabaan MMH, Colomer-Lluch M, Rode AA, Bytzer P, Panagiotou G, Sommer MO. Expansion and persistence of antibiotic-specific resistance genes following antibiotic treatment. Gut Microbes 2022; 13:1-19. [PMID: 33779498 PMCID: PMC8018486 DOI: 10.1080/19490976.2021.1900995] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Oral antibiotics are commonly prescribed to non-hospitalized adults. However, antibiotic-induced changes in the human gut microbiome are often investigated in cohorts with preexisting health conditions and/or concomitant medication, leaving the effects of antibiotics not completely understood. We used a combination of omic approaches to comprehensively assess the effects of antibiotics on the gut microbiota and particularly the gut resistome of a small cohort of healthy adults. We observed that 3 to 19 species per individual proliferated during antibiotic treatment and Gram-negative species expanded significantly in relative abundance. While the overall relative abundance of antibiotic resistance gene homologs did not significantly change, antibiotic-specific gene homologs with presumed resistance toward the administered antibiotics were common in proliferating species and significantly increased in relative abundance. Virome sequencing and plasmid analysis showed an expansion of antibiotic-specific resistance gene homologs even 3 months after antibiotic administration, while paired-end read analysis suggested their dissemination among different species. These results suggest that antibiotic treatment can lead to a persistent expansion of antibiotic resistance genes in the human gut microbiota and provide further data in support of good antibiotic stewardship.Abbreviation: ARG - Antibiotic resistance gene homolog; AsRG - Antibiotic-specific resistance gene homolog; AZY - Azithromycin; CFX - Cefuroxime; CIP - Ciprofloxacin; DOX - Doxycycline; FDR - False discovery rate; GRiD - Growth rate index value; HGT - Horizontal gene transfer; NMDS - Non-metric multidimensional scaling; qPCR - Quantitative polymerase chain reaction; RPM - Reads per million mapped reads; TA - Transcriptional activity; TE - Transposable element; TPM - Transcripts per million mapped reads.
Collapse
Affiliation(s)
- Kang Kang
- Novo Nordisk Foundation Center for Biosustainability,Technical University of Denmark, Lyngby, Denmark,Leibniz Institute for Natural Product Research and Infection Biology, Systems Biology and Bioinformatics - Hans Knoell Institute, Jena, Germany,CONTACT Lejla Imamovic Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet 220, DK-2800, Lyngby, Denmark
| | - Lejla Imamovic
- Novo Nordisk Foundation Center for Biosustainability,Technical University of Denmark, Lyngby, Denmark,Gianni Panagiotou Leibniz Institute for Natural Product Research and Infection Biology - Hans Knoell Institute, Adolf-Reichwein-Straße 23, 07745 Jena, Germany
| | - Maria-Anna Misiakou
- Novo Nordisk Foundation Center for Biosustainability,Technical University of Denmark, Lyngby, Denmark,Morten O.A. Sommer Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet 220, DK-2800, Lyngby, Denmark
| | - Maria Bornakke Sørensen
- Novo Nordisk Foundation Center for Biosustainability,Technical University of Denmark, Lyngby, Denmark
| | - Yoshitaro Heshiki
- Leibniz Institute for Natural Product Research and Infection Biology, Systems Biology and Bioinformatics - Hans Knoell Institute, Jena, Germany,Kadoorie Biological Sciences Building, School of Biological Sciences, the University of Hong Kong, Hong Kong, S. A. R. China
| | - Yueqiong Ni
- Leibniz Institute for Natural Product Research and Infection Biology, Systems Biology and Bioinformatics - Hans Knoell Institute, Jena, Germany
| | - Tingting Zheng
- Leibniz Institute for Natural Product Research and Infection Biology, Systems Biology and Bioinformatics - Hans Knoell Institute, Jena, Germany,Kadoorie Biological Sciences Building, School of Biological Sciences, the University of Hong Kong, Hong Kong, S. A. R. China
| | - Jun Li
- Leibniz Institute for Natural Product Research and Infection Biology, Systems Biology and Bioinformatics - Hans Knoell Institute, Jena, Germany,Department of Infectious Diseases and Public Health, Colleague of Veterinary Medicine and Life Sciences, City University of Hong Kong, Hong Kong, S.A.R.China,School of Data Science, City University of Hong Kong, Hong Kong, S. A. R. China
| | - Mostafa M. H. Ellabaan
- Novo Nordisk Foundation Center for Biosustainability,Technical University of Denmark, Lyngby, Denmark
| | - Marta Colomer-Lluch
- Novo Nordisk Foundation Center for Biosustainability,Technical University of Denmark, Lyngby, Denmark
| | - Anne A. Rode
- Department of Medicine, Zealand University Hospital - Køge, Køge, Denmark,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Peter Bytzer
- Department of Medicine, Zealand University Hospital - Køge, Køge, Denmark,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Gianni Panagiotou
- Leibniz Institute for Natural Product Research and Infection Biology, Systems Biology and Bioinformatics - Hans Knoell Institute, Jena, Germany,Kadoorie Biological Sciences Building, School of Biological Sciences, the University of Hong Kong, Hong Kong, S. A. R. China,Department of Pharmacology and Pharmacy, the University of Hong Kong, Hong Kong, S. A. R. China
| | - Morten O.A. Sommer
- Novo Nordisk Foundation Center for Biosustainability,Technical University of Denmark, Lyngby, Denmark
| |
Collapse
|
31
|
Barber AE, Sae-Ong T, Kang K, Seelbinder B, Li J, Walther G, Panagiotou G, Kurzai O. Aspergillus fumigatus pan-genome analysis identifies genetic variants associated with human infection. Nat Microbiol 2021; 6:1526-1536. [PMID: 34819642 DOI: 10.1038/s41564-021-00993-x] [Citation(s) in RCA: 41] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 10/08/2021] [Indexed: 12/25/2022]
Abstract
Aspergillus fumigatus is an environmental saprobe and opportunistic human fungal pathogen. Despite an estimated annual occurrence of more than 300,000 cases of invasive disease worldwide, a comprehensive survey of the genomic diversity present in A. fumigatus-including the relationship between clinical and environmental isolates and how this genetic diversity contributes to virulence and antifungal drug resistance-has been lacking. In this study we define the pan-genome of A. fumigatus using a collection of 300 globally sampled genomes (83 clinical and 217 environmental isolates). We found that 7,563 of the 10,907 unique orthogroups (69%) are core and present in all isolates and the remaining 3,344 show presence/absence of variation, representing 16-22% of the genome of each isolate. Using this large genomic dataset of environmental and clinical samples, we found an enrichment for clinical isolates in a genetic cluster whose genomes also contain more accessory genes, including genes coding for transmembrane transporters and proteins with iron-binding activity, and genes involved in both carbohydrate and amino-acid metabolism. Finally, we leverage the power of genome-wide association studies to identify genomic variation associated with clinical isolates and triazole resistance as well as characterize genetic variation in known virulence factors. This characterization of the genomic diversity of A. fumigatus allows us to move away from a single reference genome that does not necessarily represent the species as a whole and better understand its pathogenic versatility, ultimately leading to better management of these infections.
Collapse
Affiliation(s)
- Amelia E Barber
- Research Group Fungal Septomics, Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany.,Junior Research Group Fungal Informatics, Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
| | - Tongta Sae-Ong
- Research Group Systems Biology and Bioinformatics, Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
| | - Kang Kang
- Research Group Systems Biology and Bioinformatics, Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
| | - Bastian Seelbinder
- Research Group Systems Biology and Bioinformatics, Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
| | - Jun Li
- Department of Infectious Diseases and Public Health, Jockey Club College of Veterinary Medicine and Life Sciences, City University of Hong Kong, Hong Kong, China.,School of Data Science, City University of Hong Kong, Hong Kong, China
| | - Grit Walther
- National Reference Center for Invasive Fungal Infections (NRZMyk), Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany
| | - Gianni Panagiotou
- Research Group Systems Biology and Bioinformatics, Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany. .,Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China.
| | - Oliver Kurzai
- Research Group Fungal Septomics, Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany. .,National Reference Center for Invasive Fungal Infections (NRZMyk), Leibniz Institute of Natural Product Research and Infection Biology-Hans Knöll Institute, Jena, Germany. .,Institute for Hygiene and Microbiology, University of Würzburg, Würzburg, Germany.
| |
Collapse
|
32
|
Marfil-Sánchez A, Seelbinder B, Ni Y, Varga J, Berta J, Hollosi V, Dome B, Megyesfalvi Z, Dulka E, Galffy G, Weiss GJ, Panagiotou G, Lohinai Z. Gut microbiome functionality might be associated with exercise tolerance and recurrence of resected early-stage lung cancer patients. PLoS One 2021; 16:e0259898. [PMID: 34793492 PMCID: PMC8601557 DOI: 10.1371/journal.pone.0259898] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 10/28/2021] [Indexed: 11/18/2022] Open
Abstract
Impaired exercise tolerance and lung function is a marker for increased mortality in lung cancer patients undergoing lung resection surgery. Recent data suggest that the gut-lung axis regulates systemic metabolic and immune functions, and microbiota might alter exercise tolerance. Here, we aimed to evaluate the associations between gut microbiota and outcomes in lung cancer patients who underwent lung resection surgery. We analysed stool samples, from 15 early-stage lung cancer patients, collected before and after surgical resection using shotgun metagenomic and Internal Transcribed Spacer (ITS) sequencing. We analysed microbiome and mycobiome associations with post-surgery lung function and cardiopulmonary exercise testing (CPET) to assess the maximum level of work achieved. There was a significant difference, between pre- and post-surgical resection samples, in microbial community functional profiles and several species from Alistipes and Bacteroides genus, associated with the production of SCFAs, increased significantly in abundance. Interestingly, an increase in VO2 coincides with an increase in certain species and the "GABA shunt" pathway, suggesting that treatment outcome might improve by enriching butyrate-producing species. Here, we revealed associations between specific gut bacteria, fungi, and their metabolic pathways with the recovery of lung function and exercise capacity.
Collapse
Affiliation(s)
- Andrea Marfil-Sánchez
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Bastian Seelbinder
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Yueqiong Ni
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
| | - Janos Varga
- National Koranyi Institute of Pulmonology, Budapest, Hungary
| | - Judit Berta
- National Koranyi Institute of Pulmonology, Budapest, Hungary
| | - Virag Hollosi
- National Koranyi Institute of Pulmonology, Budapest, Hungary
| | - Balazs Dome
- National Koranyi Institute of Pulmonology, Budapest, Hungary
- Department of Thoracic Surgery, National Institute of Oncology-Semmelweis University, Budapest, Hungary
- Division of Thoracic Surgery, Department of Surgery, Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria
| | - Zsolt Megyesfalvi
- National Koranyi Institute of Pulmonology, Budapest, Hungary
- Department of Thoracic Surgery, National Institute of Oncology-Semmelweis University, Budapest, Hungary
- Division of Thoracic Surgery, Department of Surgery, Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria
| | - Edit Dulka
- County Hospital of Torokbalint, Torokbalint, Hungary
| | | | - Glen J. Weiss
- MiRanostics Consulting, Oro Valley, Arizona, United States of America
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
- * E-mail:
| | - Zoltan Lohinai
- National Koranyi Institute of Pulmonology, Budapest, Hungary
| |
Collapse
|
33
|
Loos D, Zhang L, Beemelmanns C, Kurzai O, Panagiotou G. DAnIEL: A User-Friendly Web Server for Fungal ITS Amplicon Sequencing Data. Front Microbiol 2021; 12:720513. [PMID: 34484161 PMCID: PMC8416086 DOI: 10.3389/fmicb.2021.720513] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 07/26/2021] [Indexed: 01/04/2023] Open
Abstract
Trillions of microbes representing all kingdoms of life are resident in, and on, humans holding essential roles for the host development and physiology. The last decade over a dozen online tools and servers, accessible via public domain, have been developed for the analysis of bacterial sequences; however, the analysis of fungi is still in its infancy. Here, we present a web server dedicated to the comprehensive analysis of the human mycobiome for (i) translating raw sequencing reads to data tables and high-standard figures, (ii) integrating statistical analysis and machine learning with a manually curated relational database and (iii) comparing the user’s uploaded datasets with publicly available from the Sequence Read Archive. Using 1,266 publicly available Internal transcribed spacers (ITS) samples, we demonstrated the utility of DAnIEL web server on large scale datasets and show the differences in fungal communities between human skin and soil sites.
Collapse
Affiliation(s)
- Daniel Loos
- Systems Biology and Bioinformatics Group, Leibniz Institute for Natural Product Research and Infection Biology, Jena, Germany
| | - Lu Zhang
- Systems Biology and Bioinformatics Group, Leibniz Institute for Natural Product Research and Infection Biology, Jena, Germany
| | - Christine Beemelmanns
- Chemical Biology of Microbe-Host Interactions Group, Leibniz Institute for Natural Product Research and Infection Biology, Jena, Germany
| | - Oliver Kurzai
- Institute for Hygiene and Microbiology, University of Würzburg, Würzburg, Germany.,National Reference Center for Invasive Fungal Infections NRZMyk, Leibniz Institute for Natural Product Research and Infection Biology, Jena, Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Group, Leibniz Institute for Natural Product Research and Infection Biology, Jena, Germany.,Systems Biology and Bioinformatics Group, School of Biological Sciences, Faculty of Science, The University of Hong Kong, Pokfulam, China
| |
Collapse
|
34
|
Lauruschkat CD, Etter S, Schnack E, Ebel F, Schäuble S, Page L, Rümens D, Dragan M, Schlegel N, Panagiotou G, Kniemeyer O, Brakhage AA, Einsele H, Wurster S, Loeffler J. Chronic Occupational Mold Exposure Drives Expansion of Aspergillus-Reactive Type 1 and Type 2 T-Helper Cell Responses. J Fungi (Basel) 2021; 7:jof7090698. [PMID: 34575736 PMCID: PMC8471116 DOI: 10.3390/jof7090698] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 08/20/2021] [Accepted: 08/25/2021] [Indexed: 12/11/2022] Open
Abstract
Occupational mold exposure can lead to Aspergillus-associated allergic diseases including asthma and hypersensitivity pneumonitis. Elevated IL-17 levels or disbalanced T-helper (Th) cell expansion were previously linked to Aspergillus-associated allergic diseases, whereas alterations to the Th cell repertoire in healthy occupationally exposed subjects are scarcely studied. Therefore, we employed functional immunoassays to compare Th cell responses to A. fumigatus antigens in organic farmers, a cohort frequently exposed to environmental molds, and non-occupationally exposed controls. Organic farmers harbored significantly higher A. fumigatus-specific Th-cell frequencies than controls, with comparable expansion of Th1- and Th2-cell frequencies but only slightly elevated Th17-cell frequencies. Accordingly, Aspergillus antigen-induced Th1 and Th2 cytokine levels were strongly elevated, whereas induction of IL-17A was minimal. Additionally, increased levels of some innate immune cell-derived cytokines were found in samples from organic farmers. Antigen-induced cytokine release combined with Aspergillus-specific Th-cell frequencies resulted in high classification accuracy between organic farmers and controls. Aspf22, CatB, and CipC elicited the strongest differences in Th1 and Th2 responses between the two cohorts, suggesting these antigens as potential candidates for future bio-effect monitoring approaches. Overall, we found that occupationally exposed agricultural workers display a largely balanced co-expansion of Th1 and Th2 immunity with only minor changes in Th17 responses.
Collapse
Affiliation(s)
- Chris D. Lauruschkat
- Department of Internal Medicine II, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (C.D.L.); (S.E.); (L.P.); (D.R.); (H.E.)
| | - Sonja Etter
- Department of Internal Medicine II, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (C.D.L.); (S.E.); (L.P.); (D.R.); (H.E.)
| | - Elisabeth Schnack
- Institute for Infectious Diseases and Zoonoses, Ludwig-Maximilians-University of Munich, 80539 Munich, Germany; (E.S.); (F.E.)
| | - Frank Ebel
- Institute for Infectious Diseases and Zoonoses, Ludwig-Maximilians-University of Munich, 80539 Munich, Germany; (E.S.); (F.E.)
| | - Sascha Schäuble
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology—Hans-Knoell-Institute (HKI), 07745 Jena, Germany; (S.S.); (G.P.)
| | - Lukas Page
- Department of Internal Medicine II, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (C.D.L.); (S.E.); (L.P.); (D.R.); (H.E.)
| | - Dana Rümens
- Department of Internal Medicine II, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (C.D.L.); (S.E.); (L.P.); (D.R.); (H.E.)
| | - Mariola Dragan
- Department of Surgery I, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (M.D.); (N.S.)
| | - Nicolas Schlegel
- Department of Surgery I, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (M.D.); (N.S.)
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology—Hans-Knoell-Institute (HKI), 07745 Jena, Germany; (S.S.); (G.P.)
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Olaf Kniemeyer
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology—Hans-Knoell-Institute (HKI), 07745 Jena, Germany; (O.K.); (A.A.B.)
| | - Axel A. Brakhage
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology—Hans-Knoell-Institute (HKI), 07745 Jena, Germany; (O.K.); (A.A.B.)
| | - Hermann Einsele
- Department of Internal Medicine II, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (C.D.L.); (S.E.); (L.P.); (D.R.); (H.E.)
| | - Sebastian Wurster
- Department of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Juergen Loeffler
- Department of Internal Medicine II, University Hospital of Wuerzburg, 97080 Wuerzburg, Germany; (C.D.L.); (S.E.); (L.P.); (D.R.); (H.E.)
- Correspondence: ; Tel.: +49-931-201-36412
| |
Collapse
|
35
|
Zhang J, Ni Y, Qian L, Fang Q, Zheng T, Zhang M, Gao Q, Zhang Y, Ni J, Hou X, Bao Y, Kovatcheva‐Datchary P, Xu A, Li H, Panagiotou G, Jia W. Decreased Abundance of Akkermansia muciniphila Leads to the Impairment of Insulin Secretion and Glucose Homeostasis in Lean Type 2 Diabetes. Adv Sci (Weinh) 2021; 8:e2100536. [PMID: 34085773 PMCID: PMC8373164 DOI: 10.1002/advs.202100536] [Citation(s) in RCA: 56] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 04/05/2021] [Indexed: 05/23/2023]
Abstract
Although obesity occurs in most of the patients with type 2 diabetes (T2D), a fraction of patients with T2D are underweight or have normal weight. Several studies have linked the gut microbiome to obesity and T2D, but the role of gut microbiota in lean individuals with T2D having unique clinical characteristics remains unclear. A metagenomic and targeted metabolomic analysis is conducted in 182 lean and abdominally obese individuals with and without newly diagnosed T2D. The abundance of Akkermansia muciniphila (A. muciniphila) significantly decreases in lean individuals with T2D than without T2D, but not in the comparison of obese individuals with and without T2D. Its abundance correlates inversely with serum 3β-chenodeoxycholic acid (βCDCA) levels and positively with insulin secretion and fibroblast growth factor 15/19 (FGF15/19) concentrations. The supplementation with A. muciniphila is sufficient to protect mice against high sucrose-induced impairment of glucose intolerance by decreasing βCDCA and increasing insulin secretion and FGF15/19. Furthermore, βCDCA inhibits insulin secretion and FGF15/19 expression. These findings suggest that decreased abundance of A. muciniphila is linked to the impairment of insulin secretion and glucose homeostasis in lean T2D, paving the way for new therapeutic options for the prevention or treatment of diabetes.
Collapse
Affiliation(s)
- Jing Zhang
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Yueqiong Ni
- Systems Biology and Bioinformatics UnitLeibniz Institute for Natural Product Research and Infection Biology–Hans Knöll InstituteBeutenbergstrasse 11aJena07745Germany
- Systems Biology & Bioinformatics GroupSchool of Biological SciencesThe University of Hong KongHong Kong SARChina
| | - Lingling Qian
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Qichen Fang
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Tingting Zheng
- Systems Biology and Bioinformatics UnitLeibniz Institute for Natural Product Research and Infection Biology–Hans Knöll InstituteBeutenbergstrasse 11aJena07745Germany
- Systems Biology & Bioinformatics GroupSchool of Biological SciencesThe University of Hong KongHong Kong SARChina
| | - Mingliang Zhang
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Qiongmei Gao
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Ying Zhang
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Jiacheng Ni
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Xuhong Hou
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Yuqian Bao
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | | | - Aimin Xu
- State Key Laboratory of Pharmaceutical BiotechnologyThe University of Hong KongHong Kong SARChina
- Department of MedicineThe University of Hong KongHong Kong SARChina
| | - Huating Li
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics UnitLeibniz Institute for Natural Product Research and Infection Biology–Hans Knöll InstituteBeutenbergstrasse 11aJena07745Germany
- Systems Biology & Bioinformatics GroupSchool of Biological SciencesThe University of Hong KongHong Kong SARChina
- State Key Laboratory of Pharmaceutical BiotechnologyThe University of Hong KongHong Kong SARChina
- Department of MedicineThe University of Hong KongHong Kong SARChina
| | - Weiping Jia
- Shanghai Key Laboratory of Diabetes MellitusDepartment of Endocrinology and MetabolismShanghai Diabetes InstituteShanghai Clinical Center for DiabetesShanghai Jiao Tong University Affiliated Sixth People's HospitalShanghai200233China
| |
Collapse
|
36
|
Machata S, Müller MM, Lehmann R, Sieber P, Panagiotou G, Carvalho A, Cunha C, Lagrou K, Maertens J, Slevogt H, Jacobsen ID. Proteome analysis of bronchoalveolar lavage fluids reveals host and fungal proteins highly expressed during invasive pulmonary aspergillosis in mice and humans. Virulence 2021; 11:1337-1351. [PMID: 33043780 PMCID: PMC7549978 DOI: 10.1080/21505594.2020.1824960] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Invasive pulmonary aspergillosis (IPA) is a severe infection that is difficult to diagnose due to the ubiquitous presence of fungal spores, the underlying diseases of risk patients, and limitations of currently available markers. In this study, we performed a comprehensive liquid chromatography tandem mass spectrometry (LC-MS/MS)-based identification of host and fungal proteins expressed during IPA in mice and humans. The proteomic analysis of bronchoalveolar lavage samples of individual IPA and control cases allowed the description of common host factors that had significantly increased abundance in both infected animals and IPA patients compared to their controls. Although increased levels of these individual host proteins might not be sufficient to distinguish bacterial from fungal infection, a combination of these markers might be beneficial to improve diagnosis. We also identified 16 fungal proteins that were specifically detected during infection and may be valuable candidates for biomarker evaluation.
Collapse
Affiliation(s)
- Silke Machata
- Microbial Immunology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knoell Institute , Jena, Germany
| | - Mario M Müller
- Septomics Research Centre, Jena University Hospital , Jena, Germany
| | - Roland Lehmann
- Septomics Research Centre, Jena University Hospital , Jena, Germany
| | - Patricia Sieber
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knoell Institute , Jena, Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knoell Institute , Jena, Germany.,School of the Biological Sciences, Faculty of Sciences, The University of Hong Kong , Hong Kong, China.,Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong , Hong Kong, China
| | - Agostinho Carvalho
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho , Braga, Portugal.,ICVS/3B's-PT Government Associate Laboratory , Braga/Guimarães, Portugal
| | - Cristina Cunha
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho , Braga, Portugal.,ICVS/3B's-PT Government Associate Laboratory , Braga/Guimarães, Portugal
| | - Katrien Lagrou
- Department of Microbiology, Immunology and Transplantation, KU Leuven , Leuven, Belgium.,Clinical Department of Laboratory Medicine and National Reference Center for Mycosis, University Hospitals Leuven , Leuven, Belgium
| | - Johan Maertens
- Department of Microbiology, Immunology and Transplantation, KU Leuven , Leuven, Belgium.,Department of Hematology, University Hospitals Leuven , Leuven, Belgium
| | - Hortense Slevogt
- Septomics Research Centre, Jena University Hospital , Jena, Germany
| | - Ilse D Jacobsen
- Microbial Immunology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knoell Institute , Jena, Germany.,Institute for Microbiology, Friedrich-Schiller-University Jena , Jena, Germany
| |
Collapse
|
37
|
Nong W, Qu Z, Li Y, Barton-Owen T, Wong AYP, Yip HY, Lee HT, Narayana S, Baril T, Swale T, Cao J, Chan TF, Kwan HS, Ngai SM, Panagiotou G, Qian PY, Qiu JW, Yip KY, Ismail N, Pati S, John A, Tobe SS, Bendena WG, Cheung SG, Hayward A, Hui JHL. Horseshoe crab genomes reveal the evolution of genes and microRNAs after three rounds of whole genome duplication. Commun Biol 2021; 4:83. [PMID: 33469163 PMCID: PMC7815833 DOI: 10.1038/s42003-020-01637-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 12/21/2020] [Indexed: 11/08/2022] Open
Abstract
Whole genome duplication (WGD) has occurred in relatively few sexually reproducing invertebrates. Consequently, the WGD that occurred in the common ancestor of horseshoe crabs ~135 million years ago provides a rare opportunity to decipher the evolutionary consequences of a duplicated invertebrate genome. Here, we present a high-quality genome assembly for the mangrove horseshoe crab Carcinoscorpius rotundicauda (1.7 Gb, N50 = 90.2 Mb, with 89.8% sequences anchored to 16 pseudomolecules, 2n = 32), and a resequenced genome of the tri-spine horseshoe crab Tachypleus tridentatus (1.7 Gb, N50 = 109.7 Mb). Analyses of gene families, microRNAs, and synteny show that horseshoe crabs have undergone three rounds (3R) of WGD. Comparison of C. rotundicauda and T. tridentatus genomes from populations from several geographic locations further elucidates the diverse fates of both coding and noncoding genes. Together, the present study represents a cornerstone for improving our understanding of invertebrate WGD events on the evolutionary fates of genes and microRNAs, at both the individual and population level. We also provide improved genomic resources for horseshoe crabs, of applied value for breeding programs and conservation of this fascinating and unusual invertebrate lineage.
Collapse
Affiliation(s)
- Wenyan Nong
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Zhe Qu
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Yiqian Li
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Tom Barton-Owen
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Annette Y P Wong
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Ho Yin Yip
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Hoi Ting Lee
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Satya Narayana
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Tobias Baril
- Centre for Ecology and Conservation, University of Exeter, Penryn, UK
| | | | - Jianquan Cao
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
| | - Ting Fung Chan
- State Key Laboratory of Agrobiotechnology, School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Hoi Shan Kwan
- School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Sai Ming Ngai
- State Key Laboratory of Agrobiotechnology, School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Gianni Panagiotou
- School of Biological Sciences, The University of Hong Kong, Hong Kong, China
- Leibniz Institute of Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Pei-Yuan Qian
- Department of Ocean Science and Hong Kong Branch of Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Hong Kong University of Science and Technology, Hong Kong, China
| | - Jian-Wen Qiu
- Department of Biology, Hong Kong Baptist University, Hong Kong, China
| | - Kevin Y Yip
- Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, China
| | - Noraznawati Ismail
- Institute of Marine Biotechnology, Universiti Malaysia Terengganu, Terengganu, Malaysia
| | - Siddhartha Pati
- Department of Bioscience and Biotechnology, Fakir Mohan University, Balasore, India
- Institute of Tropical Biodiversity and Sustainable Development, University Malaysia Terengganu, 20130, Kuala Nerus, Terengganu, Malaysia
- Research Division, Association for Biodiversity Conservation and Research (ABC), Odisha, 756003, India
| | - Akbar John
- Institute of Oceanography and Maritime Studies (INOCEM), Kulliyyah of Science, International Islamic University, Kuantan, Malaysia
| | - Stephen S Tobe
- Department of Cell and Systems Biology, University of Toronto, Toronto, Canada
| | | | - Siu Gin Cheung
- Department of Chemistry, City University of Hong Kong, Hong Kong, China
| | - Alexander Hayward
- Centre for Ecology and Conservation, University of Exeter, Penryn, UK
| | - Jerome H L Hui
- School of Life Sciences, Simon F.S. Li Marine Science Laboratory, State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China.
| |
Collapse
|
38
|
Patumcharoenpol P, Nakphaichit M, Panagiotou G, Senavonge A, Suratannon N, Vongsangnak W. MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome. PLoS Comput Biol 2021; 17:e1008487. [PMID: 33406089 PMCID: PMC7787440 DOI: 10.1371/journal.pcbi.1008487] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Accepted: 11/03/2020] [Indexed: 12/20/2022] Open
Abstract
Investigating metabolic functional capability of a human gut microbiome enables the quantification of microbiome changes, which can cause a phenotypic change of host physiology and disease. One possible way to estimate the functional capability of a microbial community is through inferring metagenomic content from 16S rRNA gene sequences. Genome-scale models (GEMs) can be used as scaffold for functional estimation analysis at a systematic level, however up to date, there is no integrative toolbox based on GEMs for uncovering metabolic functions. Here, we developed the MetGEMs (metagenome-scale models) toolbox, an open-source application for inferring metabolic functions from 16S rRNA gene sequences to facilitate the study of the human gut microbiome by the wider scientific community. The developed toolbox was validated using shotgun metagenomic data and shown to be superior in predicting functional composition in human clinical samples compared to existing state-of-the-art tools. Therefore, the MetGEMs toolbox was subsequently applied for annotating putative enzyme functions and metabolic routes related in human disease using atopic dermatitis as a case study.
Collapse
Grants
- Kasetsart University Research and Development Institute (KURDI) at Kasetsart University
- Department of Zoology, Faculty of Science, Kasetsart University
- Omics Center for Agriculture, Bioresources, Food, and Health, Kasetsart University (OmiKU)
- Interdisciplinary Graduate Program in Bioscience, Faculty of Science, Kasetsart University
- International Affairs Division (IAD), Kasetsart University
- National Science and Technology Development Agency
- Ratchadapisek Research Funds
- Chulalongkorn University
- Deutsche Forschungsgemeinschaft (DFG) CRC/Transregio 124 “Pathogenic fungi and their human host: Networks of interaction”, subprojects B5 and INF
Collapse
Affiliation(s)
- Preecha Patumcharoenpol
- Interdisciplinary Graduate Program in Bioscience, Faculty of Science, Kasetsart University, Bangkok, Thailand
| | - Massalin Nakphaichit
- Department of Biotechnology, Faculty of Agro-Industry, Kasetsart University, Bangkok, Thailand
| | - Gianni Panagiotou
- Systems Biology & Bioinformatics Group, School of Biological Sciences, The University of Hong Kong, Hong Kong S.A.R., China
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong S.A.R., China
- Systems Biology & Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology–Hans Knöll Institute, Jena, Germany
| | - Anchalee Senavonge
- Pediatric Allergy & Clinical Immunology Research Unit, Division of Allergy and Immunology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, the Thai Red Cross Society, Bangkok, Thailand
| | - Narissara Suratannon
- Pediatric Allergy & Clinical Immunology Research Unit, Division of Allergy and Immunology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, the Thai Red Cross Society, Bangkok, Thailand
| | - Wanwipa Vongsangnak
- Department of Zoology, Faculty of Science, Kasetsart University, Bangkok, Thailand
- Omics Center for Agriculture, Bioresources, Food, and Health, Kasetsart University (OmiKU), Bangkok, Thailand
| |
Collapse
|
39
|
Gill H, Leung GMK, Yim R, Lee P, Pang HH, Ip HW, Leung RYY, Li J, Panagiotou G, Ma ESK, Kwong YL. Myeloproliferative neoplasms treated with hydroxyurea, pegylated interferon alpha-2A or ruxolitinib: clinicohematologic responses, quality-of-life changes and safety in the real-world setting. ACTA ACUST UNITED AC 2020; 25:247-257. [PMID: 32567517 DOI: 10.1080/16078454.2020.1780755] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Introduction: Real-world data of responses, quality-of-life (QOL) changes and adverse events in patients with myeloproliferative neoplasms (MPN) on conventional therapy (hydroxyurea ± anagrelide), pegylated interferon alpha-2A (PEG-IFNα-2A) or ruxolitinib are limited. Methods: We prospectively studied MPN patients receiving conventional therapy, PEG-IFNα-2A or ruxolitinib. Next-generation sequencing of 69 myeloid-related genes was performed. Clinicohematologic responses, adverse events, and QOL (determined by the Myeloproliferative Neoplasm Symptom Assessment Form Total Symptom Score, MPN-SAF TSS) were evaluated. Results: Seventy men and fifty-five women with polycythemia vera (PV) (N = 23), essential thrombocythemia (ET) (N = 56) and myelofibrosis (MF) (N = 46) were studied for a median of 36 (range: 19-42) months. In PV, responses were comparable for different modalities. CREBBP mutations were associated with inferior responses. In ET, PEG-IFNα-2A resulted in superior clinicohematologic complete responses (CHCR) (P = 0.045). In MF, superior overall response rates (ORR) were associated with ruxolintib (P = 0.018) and JAK2V617F mutation (P = 0.04). For the whole cohort, ruxolitinib led to rapid and sustained reduction in spleen size within the first 6 months, and significant improvement of QOL as reflected by reduction in MPN-SAF TSS (P < 0.001). Adverse events of grades 1-2 were observed in 44%, 62% and 20% of patients receiving conventional therapy, PEG-IFNα-2A and ruxolitinib respectively; and of grade 3-4 in 7% and 9% of patients receiving PEG-IFNα-2A and ruxolitinib. Conclusions: Conventional therapy, PEG-IFNα-2A and ruxolitinib induced responses in all MPN subtypes. PEG-IFNα-2A led to superior CHCR in ET; whereas ruxolitinib resulted in superior ORR in MF, and significant reduction in spleen size and improvement in QOL.
Collapse
Affiliation(s)
- Harinder Gill
- Department of Medicine, The University of Hong Kong, Hong Kong, People's Republic of China
| | - Garret M K Leung
- Department of Medicine, The University of Hong Kong, Hong Kong, People's Republic of China
| | - Rita Yim
- Department of Medicine, The University of Hong Kong, Hong Kong, People's Republic of China
| | - Paul Lee
- Department of Medicine, The University of Hong Kong, Hong Kong, People's Republic of China
| | - Herbert H Pang
- School of Public Health, The University of Hong Kong, Hong Kong, People's Republic of China
| | - Ho-Wan Ip
- Department of Pathology, Queen Mary Hospital, Hong Kong, People's Republic of China
| | - Rock Y Y Leung
- Department of Pathology, Queen Mary Hospital, Hong Kong, People's Republic of China
| | - Jun Li
- Department of Infectious Diseases and Public Health, The City University of Hong Kong, Hong Kong, People's Republic of China.,School of Biological Sciences, The University of Hong Kong, Hong Kong, People's Republic of China
| | - Gianni Panagiotou
- School of Biological Sciences, The University of Hong Kong, Hong Kong, People's Republic of China.,Department of Microbiology, The University of Hong Kong, Hong Kong, People's Republic of China.,Department of Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), Jena, Germany
| | - Edmond S K Ma
- Department of Pathology, Hong Kong Sanatorium and Hospital, Hong Kong, People's Republic of China
| | - Yok-Lam Kwong
- Department of Medicine, The University of Hong Kong, Hong Kong, People's Republic of China
| |
Collapse
|
40
|
Khaliq W, Großmann P, Neugebauer S, Kleyman A, Domizi R, Calcinaro S, Brealey D, Gräler M, Kiehntopf M, Schäuble S, Singer M, Panagiotou G, Bauer M. Lipid metabolic signatures deviate in sepsis survivors compared to non-survivors. Comput Struct Biotechnol J 2020; 18:3678-3691. [PMID: 33304464 PMCID: PMC7711192 DOI: 10.1016/j.csbj.2020.11.009] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 11/03/2020] [Accepted: 11/04/2020] [Indexed: 12/18/2022] Open
Abstract
Sepsis remains a major cause of death despite advances in medical care. Metabolic deregulation is an important component of the survival process. Metabolomic analysis allows profiling of critical metabolic functions with the potential to classify patient outcome. Our prospective longitudinal characterization of 33 septic and non-septic critically ill patients showed that deviations, independent of direction, in plasma levels of lipid metabolites were associated with sepsis mortality. We identified a coupling of metabolic signatures between liver and plasma of a rat sepsis model that allowed us to apply a human kinetic model of mitochondrial beta-oxidation to reveal differing enzyme concentrations for medium/short-chain hydroxyacyl-CoA dehydrogenase (elevated in survivors) and crotonase (elevated in non-survivors). These data suggest a need to monitor cellular energy metabolism beyond the available biomarkers. A loss of metabolic adaptation appears to be reflected by an inability to maintain cellular (fatty acid) metabolism within a "corridor of safety".
Collapse
Affiliation(s)
- Waqas Khaliq
- Bloomsbury Institute of Intensive Care Medicine, Division of Medicine, University College London, Glower Street, London WC1E 6BT, UK
| | - Peter Großmann
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Adolf-Reichwein-Straße 23, D-07745 Jena, Germany
| | - Sophie Neugebauer
- Center for Sepsis Control and Care (CSCC), Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany.,Institute of Clinical Chemistry and Laboratory Diagnostics, Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany
| | - Anna Kleyman
- Bloomsbury Institute of Intensive Care Medicine, Division of Medicine, University College London, Glower Street, London WC1E 6BT, UK
| | - Roberta Domizi
- Bloomsbury Institute of Intensive Care Medicine, Division of Medicine, University College London, Glower Street, London WC1E 6BT, UK
| | - Sara Calcinaro
- Bloomsbury Institute of Intensive Care Medicine, Division of Medicine, University College London, Glower Street, London WC1E 6BT, UK
| | - David Brealey
- Bloomsbury Institute of Intensive Care Medicine, Division of Medicine, University College London, Glower Street, London WC1E 6BT, UK
| | - Markus Gräler
- Center for Sepsis Control and Care (CSCC), Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany.,Center for Molecular Biomedicine (CMB), Jena University Hospital, Hans-Knöll-Str. 2, 07745 Jena, Germany.,Department of Anaesthesiology and Intensive Care Medicine, Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany
| | - Michael Kiehntopf
- Institute of Clinical Chemistry and Laboratory Diagnostics, Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany
| | - Sascha Schäuble
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Adolf-Reichwein-Straße 23, D-07745 Jena, Germany
| | - Mervyn Singer
- Bloomsbury Institute of Intensive Care Medicine, Division of Medicine, University College London, Glower Street, London WC1E 6BT, UK
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Adolf-Reichwein-Straße 23, D-07745 Jena, Germany
| | - Michael Bauer
- Center for Sepsis Control and Care (CSCC), Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany.,Department of Anaesthesiology and Intensive Care Medicine, Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany
| |
Collapse
|
41
|
Dissanayake TK, Schäuble S, Mirhakkak MH, Wu WL, Ng ACK, Yip CCY, López AG, Wolf T, Yeung ML, Chan KH, Yuen KY, Panagiotou G, To KKW. Corrigendum: Comparative Transcriptomic Analysis of Rhinovirus and Influenza Virus Infection. Front Microbiol 2020; 11:602854. [PMID: 33193285 PMCID: PMC7658905 DOI: 10.3389/fmicb.2020.602854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Accepted: 09/21/2020] [Indexed: 11/28/2022] Open
Affiliation(s)
| | - Sascha Schäuble
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Mohammad Hassan Mirhakkak
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Wai-Lan Wu
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Anthony Chin-Ki Ng
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Cyril C Y Yip
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Albert García López
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Thomas Wolf
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Man-Lung Yeung
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,Department of Clinical Microbiology and Infection Control, The University of Hong Kong, Hong Kong, China.,Carol Yu Centre for Infection, The University of Hong Kong, Hong Kong, China
| | - Kwok-Hung Chan
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Kwok-Yung Yuen
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,Department of Clinical Microbiology and Infection Control, The University of Hong Kong, Hong Kong, China.,Carol Yu Centre for Infection, The University of Hong Kong, Hong Kong, China
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany.,Systems Biology and Bioinformatics Group, School of Biological Sciences, Faculty of Sciences, The University of Hong Kong, Hong Kong, China
| | - Kelvin Kai-Wang To
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,Department of Clinical Microbiology and Infection Control, The University of Hong Kong, Hong Kong, China.,Carol Yu Centre for Infection, The University of Hong Kong, Hong Kong, China
| |
Collapse
|
42
|
Seelbinder B, Wallstabe J, Marischen L, Weiss E, Wurster S, Page L, Löffler C, Bussemer L, Schmitt AL, Wolf T, Linde J, Cicin-Sain L, Becker J, Kalinke U, Vogel J, Panagiotou G, Einsele H, Westermann AJ, Schäuble S, Loeffler J. Triple RNA-Seq Reveals Synergy in a Human Virus-Fungus Co-infection Model. Cell Rep 2020; 33:108389. [PMID: 33207195 DOI: 10.1016/j.celrep.2020.108389] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Revised: 07/30/2020] [Accepted: 10/23/2020] [Indexed: 12/12/2022] Open
Abstract
High-throughput RNA sequencing (RNA-seq) is routinely applied to study diverse biological processes; however, when performed separately on interacting organisms, systemic noise intrinsic to RNA extraction, library preparation, and sequencing hampers the identification of cross-species interaction nodes. Here, we develop triple RNA-seq to simultaneously detect transcriptomes of monocyte-derived dendritic cells (moDCs) infected with the frequently co-occurring pulmonary pathogens Aspergillus fumigatus and human cytomegalovirus (CMV). Comparing expression patterns after co-infection with those after single infections, our data reveal synergistic effects and mutual interferences between host responses to the two pathogens. For example, CMV attenuates the fungus-mediated activation of pro-inflammatory cytokines through NF-κB (nuclear factor κB) and NFAT (nuclear factor of activated T cells) cascades, while A. fumigatus impairs viral clearance by counteracting viral nucleic acid-induced activation of type I interferon signaling. Together, the analytical power of triple RNA-seq proposes molecular hubs in the differential moDC response to fungal/viral single infection or co-infection that contribute to our understanding of the etiology and, potentially, clearance of post-transplant infections.
Collapse
Affiliation(s)
- Bastian Seelbinder
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute (HKI), 07745 Jena, Germany
| | - Julia Wallstabe
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Lothar Marischen
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Esther Weiss
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Sebastian Wurster
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany; The University of Texas MD Anderson Cancer Center, Department of Infectious Diseases, Infection Control and Employee Health, Houston, TX 77030, USA
| | - Lukas Page
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Claudia Löffler
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Lydia Bussemer
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Anna-Lena Schmitt
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Thomas Wolf
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute (HKI), 07745 Jena, Germany
| | - Jörg Linde
- Friedrich-Loeffler-Institut, Federal Research Institute for Animal Health, Institute of Bacterial Infections and Zoonoses, 07743 Jena, Germany
| | - Luka Cicin-Sain
- Department of Vaccinology and Applied Microbiology, Helmholtz Centre for Infection Research, Hannover-Braunschweig Site, 38124 Braunschweig, Germany; Cluster of Excellence RESIST (EXC 2155), Hannover Medical School (MHH) Braunschweig, 38124 Braunschweig, Germany
| | - Jennifer Becker
- Institute for Experimental Infection Research, TWINCORE-Centre for Experimental and Clinical Infection Research, a joint venture between the Hannover Medical School and the Helmholtz Centre for Infection Research, Cluster of Excellence RESIST (EXC 2155), Hannover Medical School (MHH), 30625 Hannover, Germany
| | - Ulrich Kalinke
- Institute for Experimental Infection Research, TWINCORE-Centre for Experimental and Clinical Infection Research, a joint venture between the Hannover Medical School and the Helmholtz Centre for Infection Research, Cluster of Excellence RESIST (EXC 2155), Hannover Medical School (MHH), 30625 Hannover, Germany
| | - Jörg Vogel
- Institute of Molecular Infection Biology (IMIB), University of Würzburg, 97080 Würzburg, Germany; Helmholtz Institute for RNA-based Infection Research (HIRI), Helmholtz Centre for Infection Research (HZI), 97080 Würzburg, Germany
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute (HKI), 07745 Jena, Germany; Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong S.A.R., China
| | - Hermann Einsele
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany
| | - Alexander J Westermann
- Institute of Molecular Infection Biology (IMIB), University of Würzburg, 97080 Würzburg, Germany; Helmholtz Institute for RNA-based Infection Research (HIRI), Helmholtz Centre for Infection Research (HZI), 97080 Würzburg, Germany
| | - Sascha Schäuble
- Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute (HKI), 07745 Jena, Germany
| | - Juergen Loeffler
- University Hospital Würzburg, Medical Hospital II, WÜ4i, 97080 Würzburg, Germany.
| |
Collapse
|
43
|
Nie X, Chen J, Ma X, Ni Y, Shen Y, Yu H, Panagiotou G, Bao Y. A metagenome-wide association study of gut microbiome and visceral fat accumulation. Comput Struct Biotechnol J 2020; 18:2596-2609. [PMID: 33033580 PMCID: PMC7528071 DOI: 10.1016/j.csbj.2020.09.026] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 09/03/2020] [Accepted: 09/15/2020] [Indexed: 12/15/2022] Open
Abstract
Purpose Visceral fat is an independent risk factor for metabolic and cardiovascular disease. The study aimed to investigate the associations between gut microbiome and visceral fat. Methods We recruited 32 obese adults and 30 healthy controls at baseline. Among the obese subjects, 14 subjects underwent laparoscopic sleeve gastrectomy (LSG) and were followed 6 months after surgery. Abdominal visceral fat area (VFA) and subcutaneous fat area (SFA) were measured by magnetic resonance imaging. Waist, hipline, waist-to-hip ratio (WHR) and body mass index (BMI) were included as simple obese parameters. Gut microbiome was analyzed by metagenomic sequencing. Results Among the obese parameters, VFA had the largest number of correlations with the species that were differentially enriched between obese and healthy subjects, following by waist, WHR, BMI, hipline, and SFA. Within the species negatively correlated with VFA, Eubacterium eligens had the strongest correlation, following by Clostridium citroniae, C. symbiosum, Bacteroides uniformis, E. ventriosum, Ruminococcaceae bacterium D16, C. hathewayi, etc. C. hathewayi and C. citroniae were increased after LSG. Functional analyses showed that among all the obese parameters, VFA had strongest correlation coefficients with the obesity-related microbial pathways. Microbial pathways involved in carbohydrate fermentation and biosynthesis of L-glutamate and L-glutamine might contribute to visceral fat accumulation. Conclusions Visceral fat was more closely correlated with gut microbiome compared with subcutaneous fat, suggesting an intrinsic connection between gut microbiome and metabolic cardiovascular diseases. Specific microbial species and pathways which were closely associated with visceral fat accumulation might contribute to new targeted therapies for metabolic disorders.
Collapse
Key Words
- 2hCP, 2-hour C-peptide
- 2hPG, 2-hour plasma glucose
- ALT, alanine aminotransferase
- AST, aspartate aminotransferase
- BCAAs, branched chain amino acids
- BMI, body mass index
- CoDA, Compositional Data Analysis
- Cr, creatinine
- DBP, diastolic blood pressure
- FCp, fasting C-peptide
- FDR, false discovery rate
- FMT, fecal microbiota transplantation
- FPG, fasting plasma glucose
- GPR43, G-protein coupled receptor 43
- Gut microbiome
- HDL, high-density lipoprotein cholesterol
- HbA1c, glycated hemoglobin A1c
- LDL, low-density lipoprotein cholesterol
- LPS, lipopolysaccharides
- LSG, laparoscopic sleeve gastrectomy
- Laparoscopic sleeve gastrectomy
- MRI, magnetic resonance imaging
- MSG, monosodium glutamate
- Metagenomics
- Obesity
- SBP, systolic blood pressure
- SCFAs, short chain fatty acids
- SFA, subcutaneous fat area
- TC, total cholesterol
- TCA, tricarboxylic acid cycle
- TG, triglyceride
- UA, uric acid
- VFA, visceral fat area
- Visceral fat
- WBC, white blood cell count
- WHR, waist-to-hip ratio
Collapse
Affiliation(s)
- Xiaomin Nie
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Clinical Center for Diabetes, Shanghai Key Clinical Center for Metabolic Disease, Shanghai Diabetes Institute, Shanghai Key Laboratory of Diabetes Mellitus, Shanghai 200233, China
| | - Jiarui Chen
- Leibniz Institute for Natural Product Research and Infection Biology – Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745 Jena, Germany
- School of Biological Sciences, The University of Hong Kong, Kadoorie Biological Sciences Building, Pok Fu Lam Road, Hong Kong Special Administrative Region
| | - Xiaojing Ma
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Clinical Center for Diabetes, Shanghai Key Clinical Center for Metabolic Disease, Shanghai Diabetes Institute, Shanghai Key Laboratory of Diabetes Mellitus, Shanghai 200233, China
| | - Yueqiong Ni
- Leibniz Institute for Natural Product Research and Infection Biology – Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745 Jena, Germany
| | - Yun Shen
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Clinical Center for Diabetes, Shanghai Key Clinical Center for Metabolic Disease, Shanghai Diabetes Institute, Shanghai Key Laboratory of Diabetes Mellitus, Shanghai 200233, China
| | - Haoyong Yu
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Clinical Center for Diabetes, Shanghai Key Clinical Center for Metabolic Disease, Shanghai Diabetes Institute, Shanghai Key Laboratory of Diabetes Mellitus, Shanghai 200233, China
- Corresponding authors at: Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, 600 Yishan Road, Shanghai 200233, China (H. Yu and Y. Bao). Leibniz Institute for Natural Product Research and Infection Biology – Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745 Jena, Germany (G. Panagiotou).
| | - Gianni Panagiotou
- Leibniz Institute for Natural Product Research and Infection Biology – Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745 Jena, Germany
- School of Biological Sciences, The University of Hong Kong, Kadoorie Biological Sciences Building, Pok Fu Lam Road, Hong Kong Special Administrative Region
- Department of Medicine and State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong Special Administrative Region
- Corresponding authors at: Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, 600 Yishan Road, Shanghai 200233, China (H. Yu and Y. Bao). Leibniz Institute for Natural Product Research and Infection Biology – Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745 Jena, Germany (G. Panagiotou).
| | - Yuqian Bao
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai Clinical Center for Diabetes, Shanghai Key Clinical Center for Metabolic Disease, Shanghai Diabetes Institute, Shanghai Key Laboratory of Diabetes Mellitus, Shanghai 200233, China
- Corresponding authors at: Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, 600 Yishan Road, Shanghai 200233, China (H. Yu and Y. Bao). Leibniz Institute for Natural Product Research and Infection Biology – Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745 Jena, Germany (G. Panagiotou).
| |
Collapse
|
44
|
Li J, Rettedal EA, van der Helm E, Ellabaan M, Panagiotou G, Sommer MOA. Corrigendum to "Antibiotic Treatment Drives the Diversification of the Human Gut Resistome" [Genomics Proteomics Bioinformatics 17 (1) (2019) 39-51]. Genomics Proteomics Bioinformatics 2020; 18:624-625. [PMID: 32917572 DOI: 10.1016/j.gpb.2020.07.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Affiliation(s)
- Jun Li
- Department of Infectious Diseases and Public Health, Colleague of Veterinary Medicine and Life Sciences, City University of Hong Kong, Hong Kong Special Administrative Region, China; School of Data Science, City University of Hong Kong, Hong Kong Special Administrative Region, China
| | | | - Eric van der Helm
- Novo Nordisk Foundation Center for Biosustainability, DK-2900 Hørsholm, Denmark
| | - Mostafa Ellabaan
- Novo Nordisk Foundation Center for Biosustainability, DK-2900 Hørsholm, Denmark
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, 07745 Jena, Germany; Systems Biology and Bioinformatics Group, School of Biological Sciences, Faculty of Sciences, The University of Hong Kong, Hong Kong Special Administrative Region, China; Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China.
| | - Morten O A Sommer
- Novo Nordisk Foundation Center for Biosustainability, DK-2900 Hørsholm, Denmark.
| |
Collapse
|
45
|
Seelbinder B, Chen J, Brunke S, Vazquez-Uribe R, Santhaman R, Meyer AC, de Oliveira Lino FS, Chan KF, Loos D, Imamovic L, Tsang CC, Lam RPK, Sridhar S, Kang K, Hube B, Woo PCY, Sommer MOA, Panagiotou G. Antibiotics create a shift from mutualism to competition in human gut communities with a longer-lasting impact on fungi than bacteria. Microbiome 2020; 8:133. [PMID: 32919472 PMCID: PMC7488854 DOI: 10.1186/s40168-020-00899-6] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 07/24/2020] [Indexed: 05/12/2023]
Abstract
BACKGROUND Antibiotic treatment has a well-established detrimental effect on the gut bacterial composition, but effects on the fungal community are less clear. Bacteria in the lumen of the gastrointestinal tract may limit fungal colonization and invasion. Antibiotic drugs targeting bacteria are therefore seen as an important risk factor for fungal infections and induced allergies. However, antibiotic effects on gut bacterial-fungal interactions, including disruption and resilience of fungal community compositions, were not investigated in humans. We analysed stool samples collected from 14 healthy human participants over 3 months following a 6-day antibiotic administration. We integrated data from shotgun metagenomics, metatranscriptomics, metabolomics, and fungal ITS2 sequencing. RESULTS While the bacterial community recovered mostly over 3 months post treatment, the fungal community was shifted from mutualism at baseline to competition. Half of the bacterial-fungal interactions present before drug intervention had disappeared 3 months later. During treatment, fungal abundances were associated with the expression of bacterial genes with functions for cell growth and repair. By extending the metagenomic species approach, we revealed bacterial strains inhibiting the opportunistic fungal pathogen Candida albicans. We demonstrated in vitro how C. albicans pathogenicity and host cell damage might be controlled naturally in the human gut by bacterial metabolites such as propionate or 5-dodecenoate. CONCLUSIONS We demonstrated that antibacterial drugs have long-term influence on the human gut mycobiome. While bacterial communities recovered mostly 30-days post antibacterial treatment, the fungal community was shifted from mutualism towards competition. Video abstract.
Collapse
Affiliation(s)
- Bastian Seelbinder
- Leibniz Institute for Natural Product Research and Infection Biology-Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany
| | - Jiarui Chen
- Leibniz Institute for Natural Product Research and Infection Biology-Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany
- Department of Medicine, State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong, SAR, China
| | - Sascha Brunke
- Leibniz Institute for Natural Product Research and Infection Biology-Microbial Pathogenicity Mechanisms, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany
| | - Ruben Vazquez-Uribe
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet 220, DK-2800, Lyngby, Denmark
| | - Rakesh Santhaman
- Leibniz Institute for Natural Product Research and Infection Biology-Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany
| | - Anne-Christin Meyer
- Leibniz Institute for Natural Product Research and Infection Biology-Microbial Pathogenicity Mechanisms, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany
| | - Felipe Senne de Oliveira Lino
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet 220, DK-2800, Lyngby, Denmark
| | - Ka-Fai Chan
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong
| | - Daniel Loos
- Leibniz Institute for Natural Product Research and Infection Biology-Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany
| | - Lejla Imamovic
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet 220, DK-2800, Lyngby, Denmark
| | - Chi-Ching Tsang
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong
| | - Rex Pui-Kin Lam
- Emergency Medicine Unit, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong
| | - Siddharth Sridhar
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong
- State Key Laboratory of Emerging Infectious Diseases, The University of Hong Kong, Pokfulam, Hong Kong
- Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The University of Hong Kong, Pokfulam, Hong Kong
| | - Kang Kang
- Leibniz Institute for Natural Product Research and Infection Biology-Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany
| | - Bernhard Hube
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet 220, DK-2800, Lyngby, Denmark
| | - Patrick Chiu-Yat Woo
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong
- State Key Laboratory of Emerging Infectious Diseases, The University of Hong Kong, Pokfulam, Hong Kong
- Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The University of Hong Kong, Pokfulam, Hong Kong
| | - Morten Otto Alexander Sommer
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet 220, DK-2800, Lyngby, Denmark.
| | - Gianni Panagiotou
- Leibniz Institute for Natural Product Research and Infection Biology-Systems Biology and Bioinformatics, Hans Knöll Institute, Adolf-Reichwein-Straße 23, 07745, Jena, Germany.
- Department of Medicine, State Key Laboratory of Pharmaceutical Biotechnology, The University of Hong Kong, Hong Kong, SAR, China.
| |
Collapse
|
46
|
Dissanayake TK, Schäuble S, Mirhakkak MH, Wu WL, Ng ACK, Yip CCY, López AG, Wolf T, Yeung ML, Chan KH, Yuen KY, Panagiotou G, To KKW. Comparative Transcriptomic Analysis of Rhinovirus and Influenza Virus Infection. Front Microbiol 2020; 11:1580. [PMID: 32849329 PMCID: PMC7396524 DOI: 10.3389/fmicb.2020.01580] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Accepted: 06/17/2020] [Indexed: 12/15/2022] Open
Abstract
Rhinovirus (RV) and influenza virus are the most frequently detected respiratory viruses among adult patients with community acquired pneumonia. Previous clinical studies have identified major differences in the clinical presentations and inflammatory or immune response during these infections. A systematic transcriptomic analysis directly comparing influenza and RV is lacking. Here, we sought to compare the transcriptomic response to these viral infections. Human airway epithelial Calu-3 cells were infected with contemporary clinical isolates of RV, influenza A virus (IAV), or influenza B virus (IBV). Host gene expression was determined using RNA-seq. Differentially expressed genes (DEGs) with respect to mock-infected cells were identified using the overlapping gene-set of four different statistical models. Transcriptomic analysis showed that RV-infected cells have a more blunted host response with fewer DEGs than IAV or IBV-infected cells. IFNL1 and CXCL10 were among the most upregulated DEGs during RV, IAV, and IBV infection. Other DEGs that were highly expressed for all 3 viruses were mainly genes related to type I or type III interferons (RSAD2, IDO1) and chemokines (CXCL11). Notably, ICAM5, a known receptor for enterovirus D68, was highly expressed during RV infection only. Gene Set Enrichment Analysis (GSEA) confirmed that pathways associated with interferon response, innate immunity, or regulation of inflammatory response, were most perturbed for all three viruses. Network analysis showed that steroid-related pathways were enriched. Taken together, our data using contemporary virus strains suggests that genes related to interferon and chemokine predominated the host response associated with RV, IAV, and IBV infection. Several highly expressed genes, especially ICAM5 which is preferentially-induced during RV infection, deserve further investigation.
Collapse
Affiliation(s)
| | - Sascha Schäuble
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Mohammad Hassan Mirhakkak
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Wai-Lan Wu
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Anthony Chin-Ki Ng
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Cyril C Y Yip
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Albert García López
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Thomas Wolf
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany
| | - Man-Lung Yeung
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,Department of Clinical Microbiology and Infection Control, The University of Hong Kong, Hong Kong, China.,Carol Yu Centre for Infection, The University of Hong Kong, Hong Kong, China
| | - Kwok-Hung Chan
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Kwok-Yung Yuen
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,Department of Clinical Microbiology and Infection Control, The University of Hong Kong, Hong Kong, China.,Carol Yu Centre for Infection, The University of Hong Kong, Hong Kong, China
| | - Gianni Panagiotou
- Systems Biology and Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany.,Systems Biology and Bioinformatics Group, School of Biological Sciences, Faculty of Sciences, The University of Hong Kong, Hong Kong, China
| | - Kelvin Kai-Wang To
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.,Department of Clinical Microbiology and Infection Control, The University of Hong Kong, Hong Kong, China.,Carol Yu Centre for Infection, The University of Hong Kong, Hong Kong, China
| |
Collapse
|
47
|
Blango MG, Pschibul A, Rivieccio F, Krüger T, Rafiq M, Jia LJ, Zheng T, Goldmann M, Voltersen V, Li J, Panagiotou G, Kniemeyer O, Brakhage AA. Dynamic Surface Proteomes of Allergenic Fungal Conidia. J Proteome Res 2020; 19:2092-2104. [PMID: 32233371 DOI: 10.1021/acs.jproteome.0c00013] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Fungal spores and hyphal fragments play an important role as allergens in respiratory diseases. In this study, we performed trypsin shaving and secretome analyses to identify the surface-exposed proteins and secreted/shed proteins of Aspergillus fumigatus conidia, respectively. We investigated the surface proteome under different conditions, including temperature variation and germination. We found that the surface proteome of resting A. fumigatus conidia is not static but instead unexpectedly dynamic, as evidenced by drastically different surface proteomes under different growth conditions. Knockouts of two abundant A. fumigatus surface proteins, ScwA and CweA, were found to function only in fine-tuning the cell wall stress response, implying that the conidial surface is very robust against perturbations. We then compared the surface proteome of A. fumigatus to other allergy-inducing molds, including Alternaria alternata, Penicillium rubens, and Cladosporium herbarum, and performed comparative proteomics on resting and swollen conidia, as well as secreted proteins from germinating conidia. We detected 125 protein ortholog groups, including 80 with putative catalytic activity, in the extracellular region of all four molds, and 42 nonorthologous proteins produced solely by A. fumigatus. Ultimately, this study highlights the dynamic nature of the A. fumigatus conidial surface and provides targets for future diagnostics and immunotherapy.
Collapse
Affiliation(s)
- Matthew G Blango
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany
| | - Annica Pschibul
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany.,Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, Jena 07745, Germany
| | - Flora Rivieccio
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany.,Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, Jena 07745, Germany
| | - Thomas Krüger
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany
| | - Muhammad Rafiq
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany.,Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, Jena 07745, Germany
| | - Lei-Jie Jia
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany
| | - Tingting Zheng
- Department of Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany
| | - Marie Goldmann
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany.,Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, Jena 07745, Germany
| | - Vera Voltersen
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany
| | - Jun Li
- Department of Infectious Diseases and Public Health, Jockey Club College of Veterinary Medicine and Life Sciences, City University of Hong Kong, Kowloon, Hong Kong S.A.R., China.,School of Data Science, City University of Hong Kong, Kowloon, Hong Kong S.A.R., China
| | - Gianni Panagiotou
- Department of Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany
| | - Olaf Kniemeyer
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany.,Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, Jena 07745, Germany
| | - Axel A Brakhage
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology-Hans Knöll Institute (Leibniz-HKI), Jena 07745, Germany.,Department of Microbiology and Molecular Biology, Institute of Microbiology, Friedrich Schiller University, Jena 07745, Germany
| |
Collapse
|
48
|
Gill H, Yim R, Pang HH, Lee P, Chan TSY, Hwang YY, Leung GMK, Ip HW, Leung RYY, Yip SF, Kho B, Lee HKK, Mak V, Chan CC, Lau JSM, Lau CK, Lin SY, Wong RSM, Li W, Ma ESK, Li J, Panagiotou G, Sim JPY, Lie AKW, Kwong YL. Clofarabine, cytarabine, and mitoxantrone in refractory/relapsed acute myeloid leukemia: High response rates and effective bridge to allogeneic hematopoietic stem cell transplantation. Cancer Med 2020; 9:3371-3382. [PMID: 32187883 PMCID: PMC7221314 DOI: 10.1002/cam4.2865] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 12/23/2019] [Accepted: 12/26/2019] [Indexed: 12/15/2022] Open
Abstract
Clofarabine is active in refractory/relapsed acute myeloid leukemia (AML). In this phase 2 study, we treated 18‐ to 65‐year‐old AML patients refractory to first‐line 3 + 7 daunorubicin/cytarabine induction or relapsing after 3 + 7 induction and high‐dose cytarabine consolidation, with clofarabine (30 mg/m2/d, Days 1‐5), cytarabine (750 mg/m2/d, Days 1‐5), and mitoxantrone (12 mg/m2/d, Days 3‐5) (CLAM). Patients achieving remission received up to two consolidation cycles of 50% CLAM, with eligible cases bridged to allogeneic hematopoietic stem cell transplantation (allo‐HSCT). The mutational profile of a 69‐gene panel was evaluated. Twenty‐six men and 26 women at a median age of 46 (22‐65) years were treated. The overall response rate after the first cycle of CLAM was 90.4% (complete remission, CR: 69.2%; CR with incomplete hematologic recovery, CRi: 21.2%). Twenty‐two CR/CRi patients underwent allo‐HSCT. The 2‐year overall survival (OS), relapse‐free survival (RFS), and event‐free survival (EFS) were 65.8%, 45.7%, and 40.2%, respectively. Multivariate analyses showed that superior OS was associated with CR after CLAM (P = .005) and allo‐HSCT (P = .005), and superior RFS and EFS were associated with allo‐HSCT (P < .001). Remarkably, CR after CLAM and allo‐HSCT resulted in 2‐year OS of 84.3% and 90%, respectively. Karyotypic aberrations and genetic mutations did not influence responses or survivals. Grade 3/4 neutropenia/thrombocytopenia and grade 3 febrile neutropenia occurred in all cases. Other nonhematologic toxicities were mild and uncommon. There was no treatment‐related mortality and the performance of allo‐HSCT was not compromised. Clofarabine, cytarabine, and mitoxantrone was highly effective and safe in refractory/relapsed AML. This study was registered at ClinicalTrials.gov (NCT02686593).
Collapse
Affiliation(s)
- Harinder Gill
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Rita Yim
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Herbert H Pang
- School of Public Health, The University of Hong Kong, Hong Kong SAR, China
| | - Paul Lee
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Thomas S Y Chan
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Yu-Yan Hwang
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Garret M K Leung
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Ho-Wan Ip
- Department of Pathology, Queen Mary Hospital, Hong Kong SAR, China
| | - Rock Y Y Leung
- Department of Pathology, Queen Mary Hospital, Hong Kong SAR, China
| | - Sze-Fai Yip
- Department of Medicine, Tuen Mun Hospital, Hong Kong SAR, China
| | - Bonnie Kho
- Department of Medicine, Pamela Youde Nethersole Eastern Hospital, Hong Kong SAR, China
| | - Harold K K Lee
- Department of Medicine, Princess Margaret Hospital, Hong Kong SAR, China
| | - Vivien Mak
- Department of Medicine, Princess Margaret Hospital, Hong Kong SAR, China
| | - Chi-Chung Chan
- Department of Medicine, Queen Elizabeth Hospital, Hong Kong SAR, China
| | - June S M Lau
- Department of Medicine, Queen Elizabeth Hospital, Hong Kong SAR, China
| | - Chi-Kuen Lau
- Department of Medicine, Tseung Kwan O Hospital, Hong Kong SAR, China
| | - Shek-Yin Lin
- Department of Medicine, United Christian Hospital, Hong Kong SAR, China
| | - Raymond S M Wong
- Department of Medicine and Therapeutics, Prince of Wales Hospital, Hong Kong SAR, China
| | - Wa Li
- Department of Clinical Oncology, Prince of Wales Hospital, Hong Kong SAR, China
| | - Edmond S K Ma
- Department of Pathology, Hong Kong Sanatorium and Hospital, Hong Kong SAR, China
| | - Jun Li
- Department of Infectious Diseases and Public Health, The City University of Hong Kong, Hong Kong SAR, China.,School of Biological Sciences, The University of Hong Kong, Hong Kong SAR, China
| | - Gianni Panagiotou
- School of Biological Sciences, The University of Hong Kong, Hong Kong SAR, China.,Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China.,Department of Systems Biology and Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), Jena, Germany
| | - Joycelyn P Y Sim
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Albert K W Lie
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Yok-Lam Kwong
- Department of Medicine, The University of Hong Kong, Hong Kong SAR, China
| |
Collapse
|
49
|
Heshiki Y, Vazquez-Uribe R, Li J, Ni Y, Quainoo S, Imamovic L, Li J, Sørensen M, Chow BKC, Weiss GJ, Xu A, Sommer MOA, Panagiotou G. Predictable modulation of cancer treatment outcomes by the gut microbiota. Microbiome 2020; 8:28. [PMID: 32138779 PMCID: PMC7059390 DOI: 10.1186/s40168-020-00811-2] [Citation(s) in RCA: 81] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2019] [Accepted: 02/21/2020] [Indexed: 05/18/2023]
Abstract
The gut microbiota has the potential to influence the efficacy of cancer therapy. Here, we investigated the contribution of the intestinal microbiome on treatment outcomes in a heterogeneous cohort that included multiple cancer types to identify microbes with a global impact on immune response. Human gut metagenomic analysis revealed that responder patients had significantly higher microbial diversity and different microbiota compositions compared to non-responders. A machine-learning model was developed and validated in an independent cohort to predict treatment outcomes based on gut microbiota composition and functional repertoires of responders and non-responders. Specific species, Bacteroides ovatus and Bacteroides xylanisolvens, were positively correlated with treatment outcomes. Oral gavage of these responder bacteria significantly increased the efficacy of erlotinib and induced the expression of CXCL9 and IFN-γ in a murine lung cancer model. These data suggest a predictable impact of specific constituents of the microbiota on tumor growth and cancer treatment outcomes with implications for both prognosis and therapy.
Collapse
Affiliation(s)
- Yoshitaro Heshiki
- Systems Biology & Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
- Systems Biology and Bioinformatics Group, School of Biological Sciences, Faculty of Sciences, The University of Hong Kong, Hong Kong, China
| | - Ruben Vazquez-Uribe
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs., Lyngby, Denmark
| | - Jin Li
- State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China
- Department of Medicine, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong, China
| | - Yueqiong Ni
- Systems Biology and Bioinformatics Group, School of Biological Sciences, Faculty of Sciences, The University of Hong Kong, Hong Kong, China
| | - Scott Quainoo
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs., Lyngby, Denmark
| | - Lejla Imamovic
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs., Lyngby, Denmark
| | - Jun Li
- Department of Infectious Diseases and Public Health, The Jockey Club College of Veterinary Medicine and Life Sciences, City University of Hong Kong, Hong Kong, China
- School of Data Science, City University of Hong Kong, Hong Kong, China
| | - Maria Sørensen
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs., Lyngby, Denmark
| | - Billy K C Chow
- School of Biological Sciences, Faculty of Sciences, The University of Hong Kong, Hong Kong, China
| | - Glen J Weiss
- University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA.
| | - Aimin Xu
- State Key Laboratory of Pharmaceutical Biotechnology, University of Hong Kong, Hong Kong, China.
- Department of Medicine, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong, China.
| | - Morten O A Sommer
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs., Lyngby, Denmark.
| | - Gianni Panagiotou
- Systems Biology & Bioinformatics Unit, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany.
- Systems Biology and Bioinformatics Group, School of Biological Sciences, Faculty of Sciences, The University of Hong Kong, Hong Kong, China.
- Department of Microbiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.
| |
Collapse
|
50
|
Çakır T, Panagiotou G, Uddin R, Durmuş S. Novel Approaches for Systems Biology of Metabolism-Oriented Pathogen-Human Interactions: A Mini-Review. Front Cell Infect Microbiol 2020; 10:52. [PMID: 32117818 PMCID: PMC7031156 DOI: 10.3389/fcimb.2020.00052] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Accepted: 01/27/2020] [Indexed: 12/23/2022] Open
Abstract
Pathogenic microorganisms exploit host metabolism for sustained survival by rewiring its metabolic interactions. Therefore, several metabolic changes are induced in both pathogen and host cells in the course of infection. A systems-based approach to elucidate those changes includes the integrative use of genome-scale metabolic networks and molecular omics data, with the overall goal of better characterizing infection mechanisms for novel treatment strategies. This review focuses on novel aspects of metabolism-oriented systems-based investigation of pathogen-human interactions. The reviewed approaches are the generation of dual-omics data for the characterization of metabolic signatures of pathogen-host interactions, the reconstruction of pathogen-host integrated genome-scale metabolic networks, which has a high potential to be applied to pathogen-gut microbiota interactions, and the structure-based analysis of enzymes playing role in those interactions. The integrative use of those approaches will pave the way for the identification of novel biomarkers and drug targets for the prediction and prevention of infectious diseases.
Collapse
Affiliation(s)
- Tunahan Çakır
- Department of Bioengineering, Gebze Technical University, Kocaeli, Turkey
| | - Gianni Panagiotou
- Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoll Institute, Jena, Germany
| | - Reaz Uddin
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi, Pakistan
| | - Saliha Durmuş
- Department of Bioengineering, Gebze Technical University, Kocaeli, Turkey
| |
Collapse
|