151
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Han W, Ye Y. A repository of microbial marker genes related to human health and diseases for host phenotype prediction using microbiome data. PACIFIC SYMPOSIUM ON BIOCOMPUTING. PACIFIC SYMPOSIUM ON BIOCOMPUTING 2019; 24:236-247. [PMID: 30864326 PMCID: PMC6417824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
The microbiome research is going through an evolutionary transition from focusing on the characterization of reference microbiomes associated with different environments/hosts to the translational applications, including using microbiome for disease diagnosis, improving the effcacy of cancer treatments, and prevention of diseases (e.g., using probiotics). Microbial markers have been identified from microbiome data derived from cohorts of patients with different diseases, treatment responsiveness, etc, and often predictors based on these markers were built for predicting host phenotype given a microbiome dataset (e.g., to predict if a person has type 2 diabetes given his or her microbiome data). Unfortunately, these microbial markers and predictors are often not published so are not reusable by others. In this paper, we report the curation of a repository of microbial marker genes and predictors built from these markers for microbiome-based prediction of host phenotype, and a computational pipeline called Mi2P (from Microbiome to Phenotype) for using the repository. As an initial effort, we focus on microbial marker genes related to two diseases, type 2 diabetes and liver cirrhosis, and immunotherapy efficacy for two types of cancer, non-small-cell lung cancer (NSCLC) and renal cell carcinoma (RCC). We characterized the marker genes from metagenomic data using our recently developed subtractive assembly approach. We showed that predictors built from these microbial marker genes can provide fast and reasonably accurate prediction of host phenotype given microbiome data. As understanding and making use of microbiome data (our second genome) is becoming vital as we move forward in this age of precision health and precision medicine, we believe that such a repository will be useful for enabling translational applications of microbiome data.
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MESH Headings
- Carcinoma, Non-Small-Cell Lung/genetics
- Carcinoma, Non-Small-Cell Lung/microbiology
- Carcinoma, Non-Small-Cell Lung/therapy
- Carcinoma, Renal Cell/genetics
- Carcinoma, Renal Cell/microbiology
- Carcinoma, Renal Cell/therapy
- Computational Biology/methods
- Databases, Genetic
- Diabetes Mellitus, Type 2/genetics
- Diabetes Mellitus, Type 2/microbiology
- Genes, Microbial
- Genetic Markers
- Host Microbial Interactions/genetics
- Humans
- Immunotherapy
- Kidney Neoplasms/genetics
- Kidney Neoplasms/microbiology
- Kidney Neoplasms/therapy
- Liver Cirrhosis/genetics
- Liver Cirrhosis/microbiology
- Lung Neoplasms/genetics
- Lung Neoplasms/microbiology
- Lung Neoplasms/therapy
- Machine Learning
- Metagenomics/methods
- Metagenomics/statistics & numerical data
- Microbiota/genetics
- Phenotype
- Translational Research, Biomedical
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Affiliation(s)
- Wontack Han
- Computer Science Department, Indiana University, Bloomington, IN 47408, USA
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152
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Swartwout B, Luo XM. Implications of Probiotics on the Maternal-Neonatal Interface: Gut Microbiota, Immunomodulation, and Autoimmunity. Front Immunol 2018; 9:2840. [PMID: 30559747 PMCID: PMC6286978 DOI: 10.3389/fimmu.2018.02840] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Accepted: 11/19/2018] [Indexed: 12/18/2022] Open
Abstract
Probiotics are being investigated for the treatment of autoimmune disease by re-balancing dysbiosis induced changes in the immune system. Pregnancy is a health concern surrounding autoimmune disease, both for the mother and her child. Probiotics for maternity are emerging on the market and have gained significant momentum in the literature. Thus far, evidence supports that probiotics alter the structure of the normal microbiota and the microbiota changes significantly during pregnancy. The interaction between probiotics-induced changes and normal changes during pregnancy is poorly understood. Furthermore, there is emerging evidence that the maternal gut microbiota influences the microbiota of offspring, leading to questions on how maternal probiotics may influence the health of neonates. Underpinning the development and balance of the immune system, the microbiota, especially that of the gut, is significantly important, and dysbiosis is an agent of immune dysregulation and autoimmunity. However, few studies exist on the implications of maternal probiotics for the outcome of pregnancy in autoimmune disease. Is it helpful or harmful for mother with autoimmune disease to take probiotics, and would this be protective or pathogenic for her child? Controversy surrounds whether probiotics administered maternally or during infancy are healthful for allergic disease, and their use for autoimmunity is relatively unexplored. This review aims to discuss the use of maternal probiotics in health and autoimmune disease and to investigate their immunomodulatory properties.
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Affiliation(s)
- Brianna Swartwout
- Translational Biology, Medicine, and Health Graduate Program, Virginia Tech Carilion Research Institute, Virginia Tech, Roanoke, VA, United States
| | - Xin M. Luo
- Department of Biomedical Sciences and Pathobiology, Virginia-Maryland College of Veterinary Medicine, Virginia Tech, Blacksburg, VA, United States
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153
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Englinger B, Pirker C, Heffeter P, Terenzi A, Kowol CR, Keppler BK, Berger W. Metal Drugs and the Anticancer Immune Response. Chem Rev 2018; 119:1519-1624. [DOI: 10.1021/acs.chemrev.8b00396] [Citation(s) in RCA: 174] [Impact Index Per Article: 24.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Bernhard Englinger
- Institute of Cancer Research and Comprehensive Cancer Center, Department of Medicine I, Medical University of Vienna, Borschkegasse 8a, A-1090 Vienna, Austria
| | - Christine Pirker
- Institute of Cancer Research and Comprehensive Cancer Center, Department of Medicine I, Medical University of Vienna, Borschkegasse 8a, A-1090 Vienna, Austria
| | - Petra Heffeter
- Institute of Cancer Research and Comprehensive Cancer Center, Department of Medicine I, Medical University of Vienna, Borschkegasse 8a, A-1090 Vienna, Austria
- Research Cluster “Translational Cancer Therapy Research”, University of Vienna and Medical University of Vienna, Vienna, Austria
| | - Alessio Terenzi
- Research Cluster “Translational Cancer Therapy Research”, University of Vienna and Medical University of Vienna, Vienna, Austria
- Institute of Inorganic Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Strasse 42, A-1090 Vienna, Austria
| | - Christian R. Kowol
- Research Cluster “Translational Cancer Therapy Research”, University of Vienna and Medical University of Vienna, Vienna, Austria
- Institute of Inorganic Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Strasse 42, A-1090 Vienna, Austria
| | - Bernhard K. Keppler
- Research Cluster “Translational Cancer Therapy Research”, University of Vienna and Medical University of Vienna, Vienna, Austria
- Institute of Inorganic Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Strasse 42, A-1090 Vienna, Austria
| | - Walter Berger
- Institute of Cancer Research and Comprehensive Cancer Center, Department of Medicine I, Medical University of Vienna, Borschkegasse 8a, A-1090 Vienna, Austria
- Research Cluster “Translational Cancer Therapy Research”, University of Vienna and Medical University of Vienna, Vienna, Austria
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154
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Hanada S, Pirzadeh M, Carver KY, Deng JC. Respiratory Viral Infection-Induced Microbiome Alterations and Secondary Bacterial Pneumonia. Front Immunol 2018; 9:2640. [PMID: 30505304 PMCID: PMC6250824 DOI: 10.3389/fimmu.2018.02640] [Citation(s) in RCA: 299] [Impact Index Per Article: 42.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2018] [Accepted: 10/26/2018] [Indexed: 12/18/2022] Open
Abstract
Influenza and other respiratory viral infections are the most common type of acute respiratory infection. Viral infections predispose patients to secondary bacterial infections, which often have a more severe clinical course. The mechanisms underlying post-viral bacterial infections are complex, and include multifactorial processes mediated by interactions between viruses, bacteria, and the host immune system. Studies over the past 15 years have demonstrated that unique microbial communities reside on the mucosal surfaces of the gastrointestinal tract and the respiratory tract, which have both direct and indirect effects on host defense against viral infections. In addition, antiviral immune responses induced by acute respiratory infections such as influenza are associated with changes in microbial composition and function (“dysbiosis”) in the respiratory and gastrointestinal tract, which in turn may alter subsequent immune function against secondary bacterial infection or alter the dynamics of inter-microbial interactions, thereby enhancing the proliferation of potentially pathogenic bacterial species. In this review, we summarize the literature on the interactions between host microbial communities and host defense, and how influenza, and other acute respiratory viral infections disrupt these interactions, thereby contributing to the pathogenesis of secondary bacterial infections.
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Affiliation(s)
- Shigeo Hanada
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.,Toranomon Hospital, Tokyo, Japan
| | - Mina Pirzadeh
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.,Veterans Affairs Healthcare System, Ann Arbor, MI, United States
| | - Kyle Y Carver
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.,Veterans Affairs Healthcare System, Ann Arbor, MI, United States
| | - Jane C Deng
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.,Veterans Affairs Healthcare System, Ann Arbor, MI, United States
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155
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Gold SM, Willing A, Leypoldt F, Paul F, Friese MA. Sex differences in autoimmune disorders of the central nervous system. Semin Immunopathol 2018; 41:177-188. [PMID: 30361800 DOI: 10.1007/s00281-018-0723-8] [Citation(s) in RCA: 76] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2018] [Accepted: 10/04/2018] [Indexed: 12/25/2022]
Abstract
Stronger adaptive immune responses in females can be observed in different mammals, resulting in better control of infections compared to males. However, this presumably evolutionary difference likely also drives higher incidence of autoimmune diseases observed in humans. Here, we summarize sex differences in the most common autoimmune diseases of the central nervous system (CNS) and discuss recent advances in the understanding of possible underlying immunological and CNS intrinsic mechanisms. In multiple sclerosis (MS), the most common inflammatory disease of the CNS, but also in rarer conditions, such as neuromyelitis optica spectrum disorders (NMOSD) or neuronal autoantibody-mediated autoimmune encephalitis (AE), sex is one of the top risk factors, with women being more often affected than men. Immunological mechanisms driving the sex bias in autoimmune CNS diseases are complex and include hormonal as well as genetic and epigenetic effects, which could also be exerted indirectly via modulation of the microbiome. Furthermore, CNS intrinsic differences could underlie the sex bias in autoimmunity by differential responses to injury. The strong effects of sex on incidence and possibly also activity and progression of autoimmune CNS disorders suggest that treatments need to be tailored to each sex to optimize efficacy. To date, however, due to a lack of systematic studies on treatment responses in males versus females, evidence in this area is still sparse. We argue that studies taking sex differences into account could pave the way for sex-specific and therefore personalized treatment.
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Affiliation(s)
- Stefan M Gold
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), Center for Molecular Neurobiology Hamburg (ZMNH), University Medical Center Hamburg Eppendorf, Hamburg, Germany.,Department of Psychiatry, Charité - Universitätsmedizin Berlin, Cooperate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Benjamin Franklin, Hindenburgdamm 30, 12203, Berlin, Germany
| | - Anne Willing
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), Center for Molecular Neurobiology Hamburg (ZMNH), University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Frank Leypoldt
- Department of Neurology, Christian-Albrechts-University Kiel, Kiel, Germany.,Neuroimmunology Section, Institute of Clinical Chemistry, University Hospital Schleswig-Holstein Kiel/Lübeck, Kiel/Lübeck, Germany
| | - Friedemann Paul
- NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Charitéplatz 1, 10117, Berlin, Germany.,Experimental and Clinical Research Center, Max Delbrueck Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Manuel A Friese
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), Center for Molecular Neurobiology Hamburg (ZMNH), University Medical Center Hamburg Eppendorf, Hamburg, Germany.
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156
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Dudics S, Langan D, Meka RR, Venkatesha SH, Berman BM, Che CT, Moudgil KD. Natural Products for the Treatment of Autoimmune Arthritis: Their Mechanisms of Action, Targeted Delivery, and Interplay with the Host Microbiome. Int J Mol Sci 2018; 19:E2508. [PMID: 30149545 PMCID: PMC6164747 DOI: 10.3390/ijms19092508] [Citation(s) in RCA: 83] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2018] [Revised: 08/12/2018] [Accepted: 08/18/2018] [Indexed: 12/16/2022] Open
Abstract
Rheumatoid arthritis (RA) is a chronic, debilitating illness characterized by painful swelling of the joints, inflammation of the synovial lining of the joints, and damage to cartilage and bone. Several anti-inflammatory and disease-modifying drugs are available for RA therapy. However, the prolonged use of these drugs is associated with severe side effects. Furthermore, these drugs are effective only in a proportion of RA patients. Hence, there is a need to search for new therapeutic agents that are effective yet safe. Interestingly, a variety of herbs and other natural products offer a vast resource for such anti-arthritic agents. We discuss here the basic features of RA pathogenesis; the commonly used animal models of RA; the mainstream drugs used for RA; the use of well-characterized natural products possessing anti-arthritic activity; the application of nanoparticles for efficient delivery of such products; and the interplay between dietary products and the host microbiome for maintenance of health and disease induction. We believe that with several advances in the past decade in the characterization and functional studies of natural products, the stage is set for widespread clinical testing and/or use of these products for the treatment of RA and other diseases.
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Affiliation(s)
- Steven Dudics
- Baltimore Veterans Affairs Medical Center, Baltimore, MD 21201, USA.
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - David Langan
- Baltimore Veterans Affairs Medical Center, Baltimore, MD 21201, USA.
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Rakeshchandra R Meka
- Baltimore Veterans Affairs Medical Center, Baltimore, MD 21201, USA.
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Shivaprasad H Venkatesha
- Baltimore Veterans Affairs Medical Center, Baltimore, MD 21201, USA.
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Brian M Berman
- Family and Community Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
- Center for Integrative Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Chun-Tao Che
- Medicinal Chemistry and Pharmacognosy, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60612, USA.
| | - Kamal D Moudgil
- Baltimore Veterans Affairs Medical Center, Baltimore, MD 21201, USA.
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
- Division of Rheumatology, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
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157
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Bakke D, Chatterjee I, Agrawal A, Dai Y, Sun J. Regulation of Microbiota by Vitamin D Receptor: A Nuclear Weapon in Metabolic Diseases. NUCLEAR RECEPTOR RESEARCH 2018; 5:101377. [PMID: 30828578 PMCID: PMC6392192 DOI: 10.11131/2018/101377] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Metabolic syndrome is a multi-faceted disease. The microbiota, as a newly discovered organ, contributes to the pathogenesis and progression of metabolic syndrome. Recent studies have demonstrated that nuclear receptors play critical roles in metabolic diseases. In the current review, we discuss the general role of the microbiome in health and metabolic syndrome. We summarize the functions of the nuclear receptor vitamin D receptor (VDR) in metabolism. The focus of this review is the novel roles of vitamin D/VDR signaling in regulating inflammation and the microbiome, especially in obesity. Furthermore, we extend our discussion of potential gut-liver axis mediated by VDR signaling and microbiota in obesity. Finally, we discuss the potential clinical application of probiotics and fecal microbiota transplantation in prevention and treatment of metabolic syndrome. Insights into nuclear receptors in metabolism and metabolic diseases will allow us to develop new strategies for fighting metabolic diseases.
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Affiliation(s)
- Danika Bakke
- Division of Gastroenterology and Hepatology, Medicine, University of Illinois at Chicago, USA
| | - Ishita Chatterjee
- Division of Gastroenterology and Hepatology, Medicine, University of Illinois at Chicago, USA
| | - Annika Agrawal
- Division of Gastroenterology and Hepatology, Medicine, University of Illinois at Chicago, USA
- Hinsdale Central High School, 5500 S Grant St, Hinsdale, IL 60521, USA
| | - Yang Dai
- Department of Bioengineering, College of Engineering/College of Medicine, University of Illinois at Chicago, USA
| | - Jun Sun
- Division of Gastroenterology and Hepatology, Medicine, University of Illinois at Chicago, USA
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158
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Altmann DM. Neuroimmunology and neuroinflammation in autoimmune, neurodegenerative and psychiatric disease. Immunology 2018; 154:167-168. [PMID: 29878338 PMCID: PMC5980115 DOI: 10.1111/imm.12943] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
An ever-increasing collection of neurological human diseases are becoming appreciated as encompassing a strong immunological component in pathogenesis or regulation. This derives to a large extent from genome-wide association studies that have highlighted association with immune system genes, including those in the HLA and KIR regions. Along with the genomic findings have come insights from immune phenotyping and assays for autoimmunity. This is a group of disease processes that includes Parkinson's disease, Alzheimer's, stroke, narcolepsy, schizophrenia and psychosis. In most cases, these are diseases in which we assume that differential regulation of central nervous system inflammation may impact symptoms and severity. The specific roles played by the immune response in these disease processes is largely uncharted and will require considerable investigation.
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Affiliation(s)
- Daniel M. Altmann
- Department of MedicineHammersmith HospitalDu Cane RoadLondonW12 0NNUK
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