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Zhu T, Ma Y, Wang J, Xiong W, Mao R, Cui B, Min Z, Song Y, Chen Z. Serum Metabolomics Reveals Metabolomic Profile and Potential Biomarkers in Asthma. ALLERGY, ASTHMA & IMMUNOLOGY RESEARCH 2024; 16:235-252. [PMID: 38910282 PMCID: PMC11199150 DOI: 10.4168/aair.2024.16.3.235] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 11/05/2023] [Accepted: 01/27/2024] [Indexed: 06/25/2024]
Abstract
PURPOSE Asthma is a highly heterogeneous disease. Metabolomics plays a pivotal role in the pathogenesis and development of asthma. The main aims of our study were to explore the underlying mechanism of asthma and to identify novel biomarkers through metabolomics approach. METHODS Serum samples from 102 asthmatic patients and 18 healthy controls were collected and analyzed using liquid chromatography-mass spectrometry/mass spectrometry (LC-MS/MS) system. Multivariate analysis and weighted gene co-expression network analysis (WGCNA) were performed to explore asthma-associated metabolomics profile and metabolites. The Kyoto Encyclopedia of Genes and Genomes (KEGG) was used for pathway enrichment analysis. Subsequently, 2 selected serum hub metabolites, myristoleic acid and dodecanoylcarnitine, were replicated in a validation cohort using ultra-high performance LC-MS/MS system (UHPLC-MS/MS). RESULTS Distinct metabolomics profile of asthma was revealed by multivariate analysis. Then, 116 overlapped asthma-associated metabolites between multivariate analysis and WGCNA, including 12 hub metabolites, were identified. Clinical features-associated hub metabolites were also identified by WGCNA. Among 116 asthma-associated metabolites, Sphingolipid metabolism and valine, leucine and isoleucine biosynthesis were revealed by KEGG analysis. Furthermore, serum myristoleic acid and dodecanoylcarnitine were significantly higher in asthmatic patients than in healthy controls in validation cohort. Additionally, serum myristoleic acid and dodecanoylcarnitine demonstrated high sensitivities and specificities in predicting asthma. CONCLUSIONS Collectively, asthmatic patients showed a unique serum metabolome. Sphingolipid metabolism and valine, leucine and isoleucine biosynthesis were involved in the pathogenesis of asthma. Furthermore, our results suggest the promising values of serum myristoleic acid and dodecanoylcarnitine for asthma diagnosis in adults.
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Affiliation(s)
- Tao Zhu
- Department of Respiratory Medicine and Critical Care Medicine, and Preclinical Research Center, Suining Central Hospital, Suining, China
| | - Yuan Ma
- Department of Respiratory and Critical Care Medicine, Zhongshan Hospital, Fudan University, Shanghai Institute of Respiratory Disease, Shanghai, China
| | - Jiajia Wang
- Rheumatology Medicine, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Wei Xiong
- Department of Respiratory Medicine and Critical Care Medicine, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Ruolin Mao
- Department of Respiratory and Critical Care Medicine, Zhongshan Hospital, Fudan University, Shanghai Institute of Respiratory Disease, Shanghai, China
| | - Bo Cui
- Department of Respiratory and Critical Care Medicine, Zhongshan Hospital, Fudan University, Shanghai Institute of Respiratory Disease, Shanghai, China
| | - Zhihui Min
- Research Center of Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yuanlin Song
- Department of Respiratory and Critical Care Medicine, Zhongshan Hospital, Fudan University, Shanghai Institute of Respiratory Disease, Shanghai, China.
| | - Zhihong Chen
- Department of Respiratory and Critical Care Medicine, Zhongshan Hospital, Fudan University, Shanghai Institute of Respiratory Disease, Shanghai, China.
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Lejeune S, Kaushik A, Parsons ES, Chinthrajah S, Snyder M, Desai M, Manohar M, Prunicki M, Contrepois K, Gosset P, Deschildre A, Nadeau K. Untargeted metabolomic profiling in children identifies novel pathways in asthma and atopy. J Allergy Clin Immunol 2024; 153:418-434. [PMID: 38344970 DOI: 10.1016/j.jaci.2023.09.040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Revised: 09/19/2023] [Accepted: 09/25/2023] [Indexed: 02/15/2024]
Abstract
BACKGROUND Asthma and other atopic disorders can present with varying clinical phenotypes marked by differential metabolomic manifestations and enriched biological pathways. OBJECTIVE We sought to identify these unique metabolomic profiles in atopy and asthma. METHODS We analyzed baseline nonfasted plasma samples from a large multisite pediatric population of 470 children aged <13 years from 3 different sites in the United States and France. Atopy positivity (At+) was defined as skin prick test result of ≥3 mm and/or specific IgE ≥ 0.35 IU/mL and/or total IgE ≥ 173 IU/mL. Asthma positivity (As+) was based on physician diagnosis. The cohort was divided into 4 groups of varying combinations of asthma and atopy, and 6 pairwise analyses were conducted to best assess the differential metabolomic profiles between groups. RESULTS Two hundred ten children were classified as At-As-, 42 as At+As-, 74 as At-As+, and 144 as At+As+. Untargeted global metabolomic profiles were generated through ultra-high-performance liquid chromatography-tandem mass spectroscopy. We applied 2 independent machine learning classifiers and short-listed 362 metabolites as discriminant features. Our analysis showed the most diverse metabolomic profile in the At+As+/At-As- comparison, followed by the At-As+/At-As- comparison, indicating that asthma is the most discriminant condition associated with metabolomic changes. At+As+ metabolomic profiles were characterized by higher levels of bile acids, sphingolipids, and phospholipids, and lower levels of polyamine, tryptophan, and gamma-glutamyl amino acids. CONCLUSION The At+As+ phenotype displays a distinct metabolomic profile suggesting underlying mechanisms such as modulation of host-pathogen and gut microbiota interactions, epigenetic changes in T-cell differentiation, and lower antioxidant properties of the airway epithelium.
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Affiliation(s)
- Stéphanie Lejeune
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, Calif; University of Lille, Pediatric Pulmonology and Allergy Department, Hôpital Jeanne de Flandre, CHU Lille, Lille, France; University of Lille, INSERM Unit 1019, CNRS UMR 9017, CHU Lille, Institut Pasteur de Lille, Center for Infection and Immunity of Lille, Lille, France.
| | - Abhinav Kaushik
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, Calif; Department of Environmental Health, T. H. Chan School of Public Health, Harvard University, Boston, Mass
| | - Ella S Parsons
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, Calif
| | - Sharon Chinthrajah
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, Calif
| | - Michael Snyder
- Department of Genetics, Stanford University School of Medicine, Stanford, Calif
| | - Manisha Desai
- Quantitative Science Unit, Department of Medicine, Stanford University School of Medicine, Stanford, Calif
| | - Monali Manohar
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, Calif
| | - Mary Prunicki
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, Calif; Department of Environmental Health, T. H. Chan School of Public Health, Harvard University, Boston, Mass
| | - Kévin Contrepois
- Department of Genetics, Stanford University School of Medicine, Stanford, Calif
| | - Philippe Gosset
- University of Lille, INSERM Unit 1019, CNRS UMR 9017, CHU Lille, Institut Pasteur de Lille, Center for Infection and Immunity of Lille, Lille, France
| | - Antoine Deschildre
- University of Lille, Pediatric Pulmonology and Allergy Department, Hôpital Jeanne de Flandre, CHU Lille, Lille, France; University of Lille, INSERM Unit 1019, CNRS UMR 9017, CHU Lille, Institut Pasteur de Lille, Center for Infection and Immunity of Lille, Lille, France
| | - Kari Nadeau
- Department of Environmental Health, T. H. Chan School of Public Health, Harvard University, Boston, Mass
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Barosova R, Baranovicova E, Hanusrichterova J, Mokra D. Metabolomics in Animal Models of Bronchial Asthma and Its Translational Importance for Clinics. Int J Mol Sci 2023; 25:459. [PMID: 38203630 PMCID: PMC10779398 DOI: 10.3390/ijms25010459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 12/17/2023] [Accepted: 12/27/2023] [Indexed: 01/12/2024] Open
Abstract
Bronchial asthma is an extremely heterogenous chronic respiratory disorder with several distinct endotypes and phenotypes. These subtypes differ not only in the pathophysiological changes and/or clinical features but also in their response to the treatment. Therefore, precise diagnostics represent a fundamental condition for effective therapy. In the diagnostic process, metabolomic approaches have been increasingly used, providing detailed information on the metabolic alterations associated with human asthma. Further information is brought by metabolomic analysis of samples obtained from animal models. This article summarizes the current knowledge on metabolomic changes in human and animal studies of asthma and reveals that alterations in lipid metabolism, amino acid metabolism, purine metabolism, glycolysis and the tricarboxylic acid cycle found in the animal studies resemble, to a large extent, the changes found in human patients with asthma. The findings indicate that, despite the limitations of animal modeling in asthma, pre-clinical testing and metabolomic analysis of animal samples may, together with metabolomic analysis of human samples, contribute to a novel way of personalized treatment of asthma patients.
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Affiliation(s)
- Romana Barosova
- Department of Physiology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, 03601 Martin, Slovakia; (R.B.); (J.H.)
| | - Eva Baranovicova
- Biomedical Center Martin, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, 03601 Martin, Slovakia;
| | - Juliana Hanusrichterova
- Department of Physiology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, 03601 Martin, Slovakia; (R.B.); (J.H.)
- Biomedical Center Martin, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, 03601 Martin, Slovakia;
| | - Daniela Mokra
- Department of Physiology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, 03601 Martin, Slovakia; (R.B.); (J.H.)
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Asai N, Ethridge AD, Fonseca W, Yagi K, Rasky AJ, Morris SB, Falkowski NR, Huang YJ, Huffnagle GB, Lukacs NW. A steroid-resistant cockroach allergen model is associated with lung and cecal microbiome changes. Physiol Rep 2023; 11:e15761. [PMID: 37403414 PMCID: PMC10320043 DOI: 10.14814/phy2.15761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 05/30/2023] [Accepted: 06/15/2023] [Indexed: 07/06/2023] Open
Abstract
The pathogenesis of asthma has been partially linked to lung and gut microbiome. We utilized a steroid-resistant chronic model of cockroach antigen-induced (CRA) asthma with corticosteroid (fluticasone) treatment to examine lung and gut microbiome during disease. The pathophysiology assessment demonstrated that mucus and airway hyperresponsiveness were increased in the chronic CRA with no alteration in the fluticasone (Flut)-treated group, demonstrating steroid resistance. Analysis of mRNA from lungs showed no decrease of MUC5AC or Gob5 in the Flut-treated group. Furthermore, flow-cytometry in lung tissue showed eosinophils and neutrophils were not significantly reduced in the Flut-treated group compared to the chronic CRA group. When the microbiome profiles were assessed, data showed that only the Flut-treated animals were significantly different in the gut microbiome. Finally, a functional analysis of cecal microbiome metabolites using PiCRUSt showed several biosynthetic pathways were significantly enriched in the Flut-treated group, with tryptophan pathway verified by ELISA with increased kynurenine in homogenized cecum samples. While the implications of these data are unclear, they may suggest a significant impact of steroid treatment on future disease pathogenesis through microbiome and associated metabolite pathway changes.
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Affiliation(s)
- Nobuhiro Asai
- Department of PathologyUniversity of MichiganAnn ArborMichiganUSA
| | - Alexander D. Ethridge
- Department of PathologyUniversity of MichiganAnn ArborMichiganUSA
- Immunology Graduate ProgramUniversity of MichiganAnn ArborMichiganUSA
| | - Wendy Fonseca
- Department of PathologyUniversity of MichiganAnn ArborMichiganUSA
| | - Kazuma Yagi
- Department of PathologyUniversity of MichiganAnn ArborMichiganUSA
| | - Andrew J. Rasky
- Department of PathologyUniversity of MichiganAnn ArborMichiganUSA
| | - Susan B. Morris
- Department of PathologyUniversity of MichiganAnn ArborMichiganUSA
| | - Nicole R. Falkowski
- Division of Pulmonary and Critical Medicine, Department of MedicineUniversity of MichiganAnn ArborMichiganUSA
| | - Yvonne J. Huang
- Division of Pulmonary and Critical Medicine, Department of MedicineUniversity of MichiganAnn ArborMichiganUSA
| | - Gary B. Huffnagle
- Immunology Graduate ProgramUniversity of MichiganAnn ArborMichiganUSA
- Division of Pulmonary and Critical Medicine, Department of MedicineUniversity of MichiganAnn ArborMichiganUSA
- Mary H. Weiser Food Allergy CenterUniversity of MichiganAnn ArborMichiganUSA
- Department of Molecular, Cellular and Developmental BiologyUniversity of MichiganAnn ArborMichiganUSA
| | - Nicholas W. Lukacs
- Department of PathologyUniversity of MichiganAnn ArborMichiganUSA
- Immunology Graduate ProgramUniversity of MichiganAnn ArborMichiganUSA
- Mary H. Weiser Food Allergy CenterUniversity of MichiganAnn ArborMichiganUSA
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