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Lou YX, Shi ED, Yang R, Yang Y. Exploring the mechanisms of glycolytic genes involvement in pulmonary arterial hypertension through integrative bioinformatics analysis. J Cell Mol Med 2024; 28:e18447. [PMID: 38837574 DOI: 10.1111/jcmm.18447] [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: 02/20/2024] [Revised: 04/17/2024] [Accepted: 05/13/2024] [Indexed: 06/07/2024] Open
Abstract
The purpose of this study was to identify the mechanisms underlying the involvement of glycolytic genes in pulmonary arterial hypertension (PAH). This study involved downloading 3 datasets from the GEO database at the National Center for Biotechnology Information. The datasets were processed to obtain expression matrices for analysis. Genes involved in glycolysis-related pathways were obtained, and genes related to glycolysis were selected based on significant differences in expression. Gene Ontology functional annotation analysis, Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis, and GSEA enrichment analysis were performed on the DEGs. Combining LASSO regression with SVM-RFE machine learning technology, a PAH risk prediction model based on glycolysis related gene expression was constructed, and CIBERSORTx technology was used to analyse the immune cell composition of PAH patients. Gene enrichment analysis revealed that the DEGs work synergistically across multiple biological pathways. A total of 6 key glycolysis-related genes were selected using LASSO regression and SVM. A bar plot was constructed to evaluate the weights of the key genes and predict the risk of PAH. The clinical application value and predictive accuracy of the model were assessed. Immunological feature analysis revealed significant correlations between key glycolysis-related genes and the abundances of different immune cell types. The glycolysis genes (ACSS2, ALAS2, ALDH3A1, ADOC3, NT5E, and TALDO1) identified in this study play important roles in the development of pulmonary arterial hypertension, providing new evidence for the involvement of glycolysis in PAH.
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Affiliation(s)
- Yu-Xuan Lou
- Department of cardiology, The First Affiliated Hospital with Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
| | - Er-Dan Shi
- Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, Jiangsu, People's Republic of China
| | - Rong Yang
- Department of Rheumatology and Immunology, Zhongda Hospital Affiliated to Southeast University, Nanjing, Jiangsu, People's Republic of China
| | - Yang Yang
- Department of cardiology, The First Affiliated Hospital with Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
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2
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Ba H, Guo Y, Jiang Y, Li Y, Dai X, Liu Y, Li X. Unveiling the metabolic landscape of pulmonary hypertension: insights from metabolomics. Respir Res 2024; 25:221. [PMID: 38807129 PMCID: PMC11131231 DOI: 10.1186/s12931-024-02775-5] [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: 11/27/2023] [Accepted: 03/14/2024] [Indexed: 05/30/2024] Open
Abstract
Pulmonary hypertension (PH) is regarded as cardiovascular disease with an extremely poor prognosis, primarily due to irreversible vascular remodeling. Despite decades of research progress, the absence of definitive curative therapies remains a critical challenge, leading to high mortality rates. Recent studies have shown that serious metabolic disorders generally exist in PH animal models and patients of PH, which may be the cause or results of the disease. It is imperative for future research to identify critical biomarkers of metabolic dysfunction in PH pathophysiology and to uncover metabolic targets that could enhance diagnostic and therapeutic strategies. Metabolomics offers a powerful tool for the comprehensive qualitative and quantitative analysis of metabolites within specific organisms or cells. On the basis of the findings of the metabolomics research on PH, this review summarizes the latest research progress on metabolic pathways involved in processes such as amino acid metabolism, carbohydrate metabolism, lipid metabolism, and nucleotide metabolism in the context of PH.
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Affiliation(s)
- Huixue Ba
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha, China
- Department of Pharmacy, Jiangxi Provincial People's Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, China
| | - Yingfan Guo
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha, China
| | - Yujie Jiang
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha, China
| | - Ying Li
- Department of Health Management, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Xuejing Dai
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha, China
- Hunan Key Laboratory for Bioanalysis of Complex Matrix Samples, Changsha, China
| | - Yuan Liu
- Department of Anesthesiology, The Second Xiangya Hospital of Central South University, Changsha, China.
| | - Xiaohui Li
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha, China.
- Hunan Key Laboratory for Bioanalysis of Complex Matrix Samples, Changsha, China.
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Shi X, Chen Y, Shi M, Gao F, Huang L, Wang W, Wei D, Shi C, Yu Y, Xia X, Song N, Chen X, Distler JHW, Lu C, Chen J, Wang J. The novel molecular mechanism of pulmonary fibrosis: insight into lipid metabolism from reanalysis of single-cell RNA-seq databases. Lipids Health Dis 2024; 23:98. [PMID: 38570797 PMCID: PMC10988923 DOI: 10.1186/s12944-024-02062-8] [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: 12/26/2023] [Accepted: 02/27/2024] [Indexed: 04/05/2024] Open
Abstract
Pulmonary fibrosis (PF) is a severe pulmonary disease with limited available therapeutic choices. Recent evidence increasingly points to abnormal lipid metabolism as a critical factor in PF pathogenesis. Our latest research identifies the dysregulation of low-density lipoprotein (LDL) is a new risk factor for PF, contributing to alveolar epithelial and endothelial cell damage, and fibroblast activation. In this study, we first integrative summarize the published literature about lipid metabolite changes found in PF, including phospholipids, glycolipids, steroids, fatty acids, triglycerides, and lipoproteins. We then reanalyze two single-cell RNA-sequencing (scRNA-seq) datasets of PF, and the corresponding lipid metabolomic genes responsible for these lipids' biosynthesis, catabolism, transport, and modification processes are uncovered. Intriguingly, we found that macrophage is the most active cell type in lipid metabolism, with almost all lipid metabolic genes being altered in macrophages of PF. In type 2 alveolar epithelial cells, lipid metabolic differentially expressed genes (DEGs) are primarily associated with the cytidine diphosphate diacylglycerol pathway, cholesterol metabolism, and triglyceride synthesis. Endothelial cells are partly responsible for sphingomyelin, phosphatidylcholine, and phosphatidylethanolamines reprogramming as their metabolic genes are dysregulated in PF. Fibroblasts may contribute to abnormal cholesterol, phosphatidylcholine, and phosphatidylethanolamine metabolism in PF. Therefore, the reprogrammed lipid profiles in PF may be attributed to the aberrant expression of lipid metabolic genes in different cell types. Taken together, these insights underscore the potential of targeting lipid metabolism in developing innovative therapeutic strategies, potentially leading to extended overall survival in individuals affected by PF.
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Affiliation(s)
- Xiangguang Shi
- Department of Dermatology, Huashan Hospital, and State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Yahui Chen
- Human Phenome Institute, and Collaborative Innovation Center for Genetics and Development, Fudan University, Shanghai, China Fudan University, Shanghai, China
| | - Mengkun Shi
- Department of Thoracic Surgery, Huashan Hospital, Fudan University, Shanghai, China
| | - Fei Gao
- Wuxi Lung Transplant Center, Wuxi People's Hospital affiliated to Nanjing Medical University, Wuxi, China
| | - Lihao Huang
- Shanghai Key Laboratory of Metabolic Remodeling and Health, Institute of Metabolism & Integrative Biology, Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, 200438, China
| | - Wei Wang
- Wuxi Lung Transplant Center, Wuxi People's Hospital affiliated to Nanjing Medical University, Wuxi, China
- MOE Key Laboratory of Contemporary Anthropology, School of Life Sciences, Fudan University, Shanghai, China
| | - Dong Wei
- Wuxi Lung Transplant Center, Wuxi People's Hospital affiliated to Nanjing Medical University, Wuxi, China
| | - Chenyi Shi
- MOE Key Laboratory of Contemporary Anthropology, School of Life Sciences, Fudan University, Shanghai, China
| | - Yuexin Yu
- Human Phenome Institute, and Collaborative Innovation Center for Genetics and Development, Fudan University, Shanghai, China Fudan University, Shanghai, China
| | - Xueyi Xia
- Human Phenome Institute, and Collaborative Innovation Center for Genetics and Development, Fudan University, Shanghai, China Fudan University, Shanghai, China
| | - Nana Song
- Department of Nephrology, Zhongshan Hospital, Fudan University, Fudan Zhangjiang Institute, Shanghai, People's Republic of China
| | - Xiaofeng Chen
- Department of Thoracic Surgery, Huashan Hospital, Fudan University, Shanghai, China
| | - Jörg H W Distler
- Department of Internal Medicine 3 and Institute for Clinical Immunology, University of Erlangen, Nuremberg, Germany
| | - Chenqi Lu
- MOE Key Laboratory of Contemporary Anthropology, School of Life Sciences, Fudan University, Shanghai, China.
| | - Jingyu Chen
- Wuxi Lung Transplant Center, Wuxi People's Hospital affiliated to Nanjing Medical University, Wuxi, China.
- Center for Lung Transplantation, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
| | - Jiucun Wang
- Department of Dermatology, Huashan Hospital, and State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China.
- Human Phenome Institute, and Collaborative Innovation Center for Genetics and Development, Fudan University, Shanghai, China Fudan University, Shanghai, China.
- Research Unit of Dissecting the Population Genetics and Developing New Technologies for Treatment and Prevention of Skin Phenotypes and Dermatological Diseases (2019RU058), Chinese Academy of Medical Sciences, Beijing, China.
- Institute of Rheumatology, Immunology and Allergy, Fudan University, Shanghai, China.
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Alotaibi M, Harvey LD, Nichols WC, Pauciulo MW, Hemnes A, Long T, Watrous JD, Begzati A, Tuomilehto J, Havulinna AS, Niiranen TJ, Jousilahti P, Salomaa V, Bertero T, Kim NH, Desai AA, Malhotra A, Yuan JXJ, Cheng S, Chan SY, Jain M. Pulmonary primary oxysterol and bile acid synthesis as a predictor of outcomes in pulmonary arterial hypertension. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.20.576474. [PMID: 38328113 PMCID: PMC10849469 DOI: 10.1101/2024.01.20.576474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/09/2024]
Abstract
Pulmonary arterial hypertension (PAH) is a rare and fatal vascular disease with heterogeneous clinical manifestations. To date, molecular determinants underlying the development of PAH and related outcomes remain poorly understood. Herein, we identify pulmonary primary oxysterol and bile acid synthesis (PPOBAS) as a previously unrecognized pathway central to PAH pathophysiology. Mass spectrometry analysis of 2,756 individuals across five independent studies revealed 51 distinct circulating metabolites that predicted PAH-related mortality and were enriched within the PPOBAS pathway. Across independent single-center PAH studies, PPOBAS pathway metabolites were also associated with multiple cardiopulmonary measures of PAH-specific pathophysiology. Furthermore, PPOBAS metabolites were found to be increased in human and rodent PAH lung tissue and specifically produced by pulmonary endothelial cells, consistent with pulmonary origin. Finally, a poly-metabolite risk score comprising 13 PPOBAS molecules was found to not only predict PAH-related mortality but also outperform current clinical risk scores. This work identifies PPOBAS as specifically altered within PAH and establishes needed prognostic biomarkers for guiding therapy in PAH.
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Affiliation(s)
- Mona Alotaibi
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, La Jolla, CA, USA
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Lloyd D. Harvey
- Medical Scientist Training Program, University of Pittsburgh, Pittsburgh, PA, USA
- Center for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, and Blood Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - William C. Nichols
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
- Division of Human Genetics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Michael W. Pauciulo
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
- Division of Human Genetics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Anna Hemnes
- Division of Allergy, Pulmonary and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Tao Long
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Jeramie D. Watrous
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Arjana Begzati
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Jaakko Tuomilehto
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
- Saudi Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Aki S. Havulinna
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine Finland, FIMM-HiLIFE, Helsinki, Finland
| | - Teemu J. Niiranen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
- Division of Medicine, Turku University Hospital, Turku, Finland
- Department of Internal Medicine, University of Turku, Turku, Finland
| | - Pekka Jousilahti
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | | | - Nick H. Kim
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, La Jolla, CA, USA
| | - Ankit A. Desai
- Department of Medicine, Indiana University, Indianapolis, IN, USA
| | - Atul Malhotra
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, La Jolla, CA, USA
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Jason X.-J. Yuan
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, La Jolla, CA, USA
| | - Susan Cheng
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Stephen Y. Chan
- Center for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, and Blood Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Mohit Jain
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
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5
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Imiela AM, Mikołajczyk TP, Guzik TJ, Pruszczyk P. Acute Pulmonary Embolism and Immunity in Animal Models. Arch Immunol Ther Exp (Warsz) 2024; 72:aite-2024-0003. [PMID: 38299563 DOI: 10.2478/aite-2024-0003] [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: 08/24/2023] [Accepted: 12/05/2023] [Indexed: 02/02/2024]
Abstract
Venous thromboembolism, encompassing acute pulmonary embolism (APE) and deep vein thrombosis (DVT), is a potentially fatal disease with complex pathophysiology. Traditionally, the Virchow triad provided a framework for understanding the pathogenic contributors to thrombus formation, which include endothelial dysfunction, alterations in blood flow and blood hypercoagulability. In the last years, it has become apparent that immunity plays a central role in thrombosis, interacting with classical prothrombotic mechanisms, oxidative stress and vascular factors. Thrombosis amplifies inflammation, and exaggerated inflammatory processes can trigger thrombosis mainly due to the activation of leukocytes, platelets, and endothelial cells. APE-related endothelium injury is a major trigger for immune system activation. Endothelium is also a key component mediating inflammatory reaction and it is relevant to maintain vascular permeability. Exaggerated right ventricular wall stress and overload, with coexisting systemic hypotension and hypoxemia, result in myocardial injury and necrosis. Hypoxia, tissue factor activation and cytokine storm are engaged in the thrombo-inflammatory processes. Thrombus development is characterized by inflammatory state vascular wall caused mainly by an early extravasation of leukocytes and intense selectins and cytokines production. Nevertheless, immunity of DVT is well described, little is known about potential chemokine and cellular differences between thrombus that develops in the vein and thrombus that detaches and lodges in the pulmonary circulation being a cause of APE. There is a paucity of data considering inflammatory state in the pulmonary artery wall during an acute episode of pulmonary embolism. The main aim of this review is to summarize the knowledge of immunity in acute phase of pulmonary embolism in experimental models.
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Affiliation(s)
- Anna M Imiela
- Department of Internal Medicine and Cardiology, Center for Venous Thromboembolism Disease, Medical University of Warsaw, Warsaw, Poland
| | - Tomasz P Mikołajczyk
- Department of Internal and Agricultural Medicine, Jagiellonian University Medical College, Krakow, Poland
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Krakow, Poland
| | - Tomasz J Guzik
- Department of Internal and Agricultural Medicine, Jagiellonian University Medical College, Krakow, Poland
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Krakow, Poland
- BHF Centre for Research Excellence, Centre for Cardiovascular Sciences, The University of Edinburgh, Edinburgh, UK
| | - Piotr Pruszczyk
- Department of Internal Medicine and Cardiology, Center for Venous Thromboembolism Disease, Medical University of Warsaw, Warsaw, Poland
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Lu G, Du R, Liu Y, Zhang S, Li J, Pei J. RGS5 as a Biomarker of Pericytes, Involvement in Vascular Remodeling and Pulmonary Arterial Hypertension. Vasc Health Risk Manag 2023; 19:673-688. [PMID: 37881333 PMCID: PMC10596204 DOI: 10.2147/vhrm.s429535] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 10/12/2023] [Indexed: 10/27/2023] Open
Abstract
Introduction Pulmonary arterial hypertension (PAH) is a life-threatening disease characterized by a sustained rise in mean pulmonary artery pressure. Pulmonary vascular remodeling serves an important role in PAH. Identifying a key driver gene to regulate vascular remodeling of the pulmonary microvasculature is critical for PAH management. Methods Differentially expressed genes were identified using the Gene Expression Omnibus (GEO) GSE117261, GSE48149, GSE113439, GSE53408 and GSE16947 datasets. A co-expression network was constructed using weighted gene co-expression network analysis. Novel and key signatures of PAH were screened using four algorithms, including weighted gene co-expression network analysis, GEO2R analysis, support vector machines recursive feature elimination and robust rank aggregation rank analysis. Regulator of G-protein signaling 5 (RGS5), a pro-apoptotic/anti-proliferative protein, which regulate arterial tone and blood pressure in vascular smooth muscle cells. The expression of RGS5 was determined using reverse transcription-quantitative PCR (RT-qPCR) in PAH and normal mice. The location of RGS5 and pericytes was detected using immunofluorescence. Results Compared with that in the normal group, RGS5 expression was upregulated in the PAH group based on GEO and RT-qPCR analyses. RGS5 expression in single cells was enriched in pericytes in single-cell RNA sequencing analysis. RGS5 co-localization with pericytes was detected in the pulmonary microvasculature of PAH. Conclusion RGS5 regulates vascular remodeling of the pulmonary microvasculature and the occurrence of PAH through pericytes, which has provided novel ideas and strategies regarding the occurrence and innovative treatment of PAH.
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Affiliation(s)
- Guofang Lu
- Department of Physiology and Pathophysiology, National Key Discipline of Cell Biology, Fourth Military Medical University, Xi’an, 710032, People’s Republic of China
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers and National Clinical Research Center for Digestive Diseases, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi’an, 710032, People’s Republic of China
| | - Rui Du
- Institute for Biomedical Sciences of Pain, Tangdu Hospital, Fourth Military Medical University, Xi’an, 710038, People’s Republic of China
| | - Yali Liu
- Department of Physiology and Pathophysiology, National Key Discipline of Cell Biology, Fourth Military Medical University, Xi’an, 710032, People’s Republic of China
| | - Shumiao Zhang
- Department of Physiology and Pathophysiology, National Key Discipline of Cell Biology, Fourth Military Medical University, Xi’an, 710032, People’s Republic of China
| | - Juan Li
- Department of Physiology and Pathophysiology, National Key Discipline of Cell Biology, Fourth Military Medical University, Xi’an, 710032, People’s Republic of China
| | - Jianming Pei
- Department of Physiology and Pathophysiology, National Key Discipline of Cell Biology, Fourth Military Medical University, Xi’an, 710032, People’s Republic of China
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Bassareo PP, D’Alto M. Metabolomics in Pulmonary Hypertension-A Useful Tool to Provide Insights into the Dark Side of a Tricky Pathology. Int J Mol Sci 2023; 24:13227. [PMID: 37686034 PMCID: PMC10487467 DOI: 10.3390/ijms241713227] [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: 07/09/2023] [Revised: 08/16/2023] [Accepted: 08/24/2023] [Indexed: 09/10/2023] Open
Abstract
Pulmonary hypertension (PH) is a multifaceted illness causing clinical manifestations like dyspnea, fatigue, and cyanosis. If left untreated, it often evolves into irreversible pulmonary arterial hypertension (PAH), leading to death. Metabolomics is a laboratory technique capable of providing insights into the metabolic pathways that are responsible for a number of physiologic or pathologic events through the analysis of a biological fluid (such as blood, urine, and sputum) using proton nuclear magnetic resonance spectroscopy or mass spectrometry. A systematic review was finalized according to the PRISMA scheme, with the goal of providing an overview of the research papers released up to now on the application of metabolomics to PH/PAH. So, eighty-five papers were identified, of which twenty-four concerning PH, and sixty-one regarding PAH. We found that, from a metabolic standpoint, the hallmarks of the disease onset and progression are an increase in glycolysis and impaired mitochondrial respiration. Oxidation is exacerbated as well. Specific metabolic fingerprints allow the characterization of some of the specific PH and PAH subtypes. Overall, metabolomics provides insights into the biological processes happening in the body of a subject suffering from PH/PAH. The disarranged metabolic pathways underpinning the disease may be the target of new therapeutic agents. Metabolomics will allow investigators to make a step forward towards personalized medicine.
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Affiliation(s)
- Pier Paolo Bassareo
- Mater Misercordiae University Hospital, D07 R2WY Dublin, Ireland
- Children’s Health Ireland at Crumlin, D12 N512 Dublin, Ireland
- School of Medicine, University College Dublin, D04 V1W8 Dublin, Ireland
| | - Michele D’Alto
- Pulmonary Hypertension Unit, Dipartimento di Cardiologia, Università della Campania “Luigi Vanvitelli”, Ospedale Monaldi, 80131 Naples, Italy;
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Jiang CY, Wu LW, Liu YW, Feng B, Ye LC, Huang X, He YY, Shen Y, Zhu YF, Zhou XL, Jiang DJ, Qi HK, Zhang H, Yan Y. Identification of ACKR4 as an immune checkpoint in pulmonary arterial hypertension. Front Immunol 2023; 14:1153573. [PMID: 37449198 PMCID: PMC10337759 DOI: 10.3389/fimmu.2023.1153573] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Accepted: 06/12/2023] [Indexed: 07/18/2023] Open
Abstract
Objective Inflammation is recognized as a contributor in the development of pulmonary arterial hypertension (PAH), and the recruitment and functional capacity of immune cells are well-orchestrated by chemokines and their receptors. This study is aimed at identification of critical chemokines in the progression of PAH via transcriptomic analysis. Methods Differentially expressed genes (DEGs) from lungs of PAH patients were achieved compared to controls based on Gene Expression Omnibus (GEO) database. Gene set enrichment analysis (GSEA) was applied for functional annotation and pathway enrichement. The abundance of immune cells was estimated by the xCell algorithm. Weighted correlation network analysis (WGCNA) was used to construct a gene expression network, based on which a diagnostic model was generated to determine its accuracy to distinguish PAH from control subjects. Target genes were then validated in lung of hypoxia-induce pulmonary hypertension (PH) mouse model. Results ACKR4 (atypical chemokine receptor 4) was downregulated in PAH lung tissues in multiple datasets. PAH relevant biological functions and pathways were enriched in patients with low-ACKR4 level according to GSEA enrichment analysis. Immuno-infiltration analysis revealed a negative correlation of activated dendritic cells, Th1 and macrophage infiltration with ACKR4 expression. Three gene modules were associated with PAH via WGCNA analysis, and a model for PAH diagnosis was generated using CXCL12, COL18A1 and TSHZ2, all of which correlated with ACKR4. The ACKR4 expression was also downregulated in lung tissues of our experimental PH mice compared to that of controls. Conclusions The reduction of ACKR4 in lung tissues of human PAH based on transcriptomic data is consistent with the alteration observed in our rodent PH. The correlation with immune cell infiltration and functional annotation indicated that ACKR4 might serve as a protective immune checkpoint for PAH.
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Affiliation(s)
- Chen-Yu Jiang
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Li-Wei Wu
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yi-Wei Liu
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Bei Feng
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Lin-Cai Ye
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xu Huang
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yang-Yang He
- School of Pharmacy, Henan University, Kaifeng, Henan, China
| | - Yi Shen
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yi-Fan Zhu
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xing-Liang Zhou
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Dai-Ji Jiang
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Hai-Kun Qi
- School of Biomedical Engineering, Shanghaitech University, Shanghai, China
| | - Hao Zhang
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yi Yan
- Shanghai Clinical Research Center for Rare Pediatric Diseases, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center (SCMC), School of Medicine, Shanghai Jiao Tong University, Shanghai, China
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Han QJ, Forfia P, Vaidya A, Ramani G, deKemp RA, Mach RH, Mankoff DA, Bravo PE, DiCarli M, Chan SY, Waxman AB, Han Y. Effects of ranolazine on right ventricular function, fluid dynamics, and metabolism in patients with precapillary pulmonary hypertension: insights from a longitudinal, randomized, double-blinded, placebo controlled, multicenter study. Front Cardiovasc Med 2023; 10:1118796. [PMID: 37383703 PMCID: PMC10293744 DOI: 10.3389/fcvm.2023.1118796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 05/22/2023] [Indexed: 06/30/2023] Open
Abstract
Introduction Right ventricular (RV) function is a major determinant of outcome in patients with precapillary pulmonary hypertension (PH). We studied the effect of ranolazine on RV function over 6 months using multi-modality imaging and biochemical markers in patients with precapillary PH (groups I, III, and IV) and RV dysfunction [CMR imaging ejection fraction (EF) < 45%] in a longitudinal, randomized, double-blinded, placebo-controlled, multicenter study of ranolazine treatment. Methods Enrolled patients were assessed using cardiac magnetic resonance (CMR) imaging, 11C-acetate and 18-F-FDG positron emission tomography (PET), and plasma metabolomic profiling, at baseline and at the end of treatment. Results Twenty-two patients were enrolled, and 15 patients completed all follow-up studies with 9 in the ranolazine arm and 6 in the placebo arm. RVEF and RV/Left ventricle (LV) mean glucose uptake were significantly improved after 6 months of treatment in the ranolazine arm. Metabolomic changes in aromatic amino acid metabolism, redox homeostasis, and bile acid metabolism were observed after ranolazine treatment, and several changes significantly correlated with changes in PET and CMR-derived fluid dynamic measurements. Discussion Ranolazine may improve RV function by altering RV metabolism in patients with precapillary PH. Larger studies are needed to confirm the beneficial effects of ranolazine.
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Affiliation(s)
- Q. Joyce Han
- Cardiovascular Division, Massachusetts General Hospital, Boston, MA, United States
| | - Paul Forfia
- Pulmonary Hypertension, Right Heart Failure, and CTEPH Program, Department of Cardiology, Temple University Hospital, Philadelphia, PA, United States
| | - Anjali Vaidya
- Pulmonary Hypertension, Right Heart Failure, and CTEPH Program, Department of Cardiology, Temple University Hospital, Philadelphia, PA, United States
| | - Gautam Ramani
- Cardiovascular Division, University of Maryland, Baltimore, MD, United States
| | - Robert A. deKemp
- Cardiac PET Center, University of Ottawa Heart Institute, Ottawa, ON, Canada
| | - Robert H. Mach
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, United States
| | - David A. Mankoff
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, United States
| | - Paco E. Bravo
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, United States
- Cardiovascular Division, University of Pennsylvania, Philadelphia, PA, United States
| | - Marcelo DiCarli
- Cardiovascular Division, Brigham and Women’s Hospital, Boston, MA, United States
| | - Stephen Y. Chan
- Center for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh Medical Center and University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Aaron B. Waxman
- Center for Pulmonary Heart Disease, Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, MA, United States
| | - Yuchi Han
- Cardiovascular Division, University of Pennsylvania, Philadelphia, PA, United States
- Cardiovascular Division, Wexner Medical Center, The Ohio State University, Columbus, OH, United States
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10
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Hong J, Wong B, Huynh C, Tang B, Ruffenach G, Li M, Umar S, Yang X, Eghbali M. Tm4sf1-marked Endothelial Subpopulation Is Dysregulated in Pulmonary Arterial Hypertension. Am J Respir Cell Mol Biol 2023; 68:381-394. [PMID: 36252184 PMCID: PMC10112423 DOI: 10.1165/rcmb.2022-0020oc] [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: 01/11/2022] [Accepted: 10/17/2022] [Indexed: 11/24/2022] Open
Abstract
The identification and role of endothelial progenitor cells in pulmonary arterial hypertension (PAH) remain controversial. Single-cell omics analysis can shed light on endothelial progenitor cells and their potential contribution to PAH pathobiology. We aim to identify endothelial cells that may have stem/progenitor potential in rat lungs and assess their relevance to PAH. Differential expression, gene set enrichment, cell-cell communication, and trajectory reconstruction analyses were performed on lung endothelial cells from single-cell RNA sequencing of Sugen-hypoxia, monocrotaline, and control rats. Relevance to human PAH was assessed in multiple independent blood and lung transcriptomic data sets. Rat lung endothelial cells were visualized by immunofluorescence in situ, analyzed by flow cytometry, and assessed for tubulogenesis in vitro. A subpopulation of endothelial cells (endothelial arterial type 2 [EA2]) marked by Tm4sf1 (transmembrane 4 L six family member 1), a gene strongly implicated in cancer, harbored a distinct transcriptomic signature enriched for angiogenesis and CXCL12 signaling. Trajectory analysis predicted that EA2 has a less differentiated state compared with other endothelial subpopulations. Analysis of independent data sets revealed that TM4SF1 is downregulated in lungs and endothelial cells from patients and PAH models, is a marker for hematopoietic stem cells, and is upregulated in PAH circulation. TM4SF1+CD31+ rat lung endothelial cells were visualized in distal pulmonary arteries, expressed hematopoietic marker CD45, and formed tubules in coculture with lung fibroblasts. Our study uncovered a novel Tm4sf1-marked subpopulation of rat lung endothelial cells that may have stem/progenitor potential and demonstrated its relevance to PAH. Future studies are warranted to further elucidate the role of EA2 and Tm4sf1 in PAH.
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Affiliation(s)
- Jason Hong
- Division of Pulmonary and Critical Care Medicine
| | - Brenda Wong
- Division of Pulmonary and Critical Care Medicine
| | | | - Brian Tang
- Department of Integrative Biology and Physiology, and
| | - Gregoire Ruffenach
- Department of Anesthesiology and Perioperative Medicine, University of California, Los Angeles, Los Angeles, California
| | - Min Li
- Department of Anesthesiology and Perioperative Medicine, University of California, Los Angeles, Los Angeles, California
| | - Soban Umar
- Department of Anesthesiology and Perioperative Medicine, University of California, Los Angeles, Los Angeles, California
| | - Xia Yang
- Department of Integrative Biology and Physiology, and
| | - Mansoureh Eghbali
- Department of Anesthesiology and Perioperative Medicine, University of California, Los Angeles, Los Angeles, California
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11
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FAM171B as a Novel Biomarker Mediates Tissue Immune Microenvironment in Pulmonary Arterial Hypertension. Mediators Inflamm 2022; 2022:1878766. [PMID: 36248192 PMCID: PMC9553458 DOI: 10.1155/2022/1878766] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 08/22/2022] [Accepted: 09/05/2022] [Indexed: 11/17/2022] Open
Abstract
The purpose of this study was to uncover potential diagnostic indicators of pulmonary arterial hypertension (PAH), evaluate the function of immune cells in the pathogenesis of the disease, and find innovative treatment targets and medicines with the potential to enhance prognosis. Gene Expression Omnibus was utilized to acquire the PAH datasets. We recognized differentially expressed genes (DEGs) and investigated their functions utilizing R software. Weighted gene coexpression network analysis, least absolute shrinkage and selection operators, and support vector machines were used to identify biomarkers. The extent of immune cell infiltration in the normal and PAH tissues was determined using CIBERSORT. Additionally, the association between diagnostic markers and immune cells was analyzed. In this study, 258DEGs were used to analyze the disease ontology. Most DEGs were linked with atherosclerosis, arteriosclerotic cardiovascular disease, and lung disease, including obstructive lung disease. Gene set enrichment analysis revealed that compared to normal samples, results from PAH patients were mostly associated with ECM-receptor interaction, arrhythmogenic right ventricular cardiomyopathy, the Wnt signaling pathway, and focal adhesion. FAM171B was identified as a biomarker for PAH (area under the curve = 0.873). The mechanism underlying PAH may be mediated by nave CD4 T cells, resting memory CD4 T cells, resting NK cells, monocytes, activated dendritic cells, resting mast cells, and neutrophils, according to an investigation of immune cell infiltration. FAM171B expression was also associated with resting mast cells, monocytes, and CD8 T cells. The results suggest that PAH may be closely related to FAM171B with high diagnostic performance and associated with immune cell infiltration, suggesting that FAM171B may promote the progression of PAH by stimulating immune infiltration and immune response. This study provides valuable insights into the pathogenesis and treatment of PAH.
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12
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Identification of Signal Pathways and Hub Genes of Pulmonary Arterial Hypertension by Bioinformatic Analysis. Can Respir J 2022; 2022:1394088. [PMID: 36072642 PMCID: PMC9444450 DOI: 10.1155/2022/1394088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 07/19/2022] [Indexed: 11/30/2022] Open
Abstract
Pulmonary arterial hypertension (PAH) is a progressive and complex pulmonary vascular disease with poor prognosis. The aim of this study was to provide a new understanding of the pathogenesis of disease and potential treatment targets for patients with PAH based on multiple-microarray analysis.Two microarray datasets (GSE53408 and GSE113439) downloaded from the Gene Expression Omnibus (GEO) database were analysed. All the raw data were processed by R, and differentially expressed genes (DEGs) were screened out by the “limma” package. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were performed and visualized by R and Cytoscape software. Protein-protein interactions (PPI) of DEGs were analysed based on the NetworkAnalyst online tool. A total of 442 upregulated DEGs and 84 downregulated DEGs were identified. GO enrichment analysis showed that these DEGs were mainly enriched in mitotic nuclear division, organelle fission, chromosome segregation, nuclear division, and sister chromatid segregation. Significant KEGG pathway enrichment included ribosome biogenesis in eukaryotes, RNA transport, proteoglycans in cancer, dilated cardiomyopathy, rheumatoid arthritis, vascular smooth muscle contraction, focal adhesion, regulation of the actin cytoskeleton, and hypertrophic cardiomyopathy. The PPI network identified 10 hub genes including HSP90AA1, CDC5L, MDM2, LRRK2, CFTR, IQGAP1, CAND1, TOP2A, DDX21, and HIF1A. We elucidated potential biomarkers and therapeutic targets for PAH by bioinformatic analysis, which provides a theoretical basis for future study.
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13
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He YY, Yan Y, Chen JW, Liu S, Hua L, Jiang X, Xu XQ, Lu D, Jing ZC, Yan FX, Han ZY. Plasma metabolomics in the perioperative period of defect repair in patients with pulmonary arterial hypertension associated with congenital heart disease. Acta Pharmacol Sin 2022; 43:1710-1720. [PMID: 34848852 PMCID: PMC9253009 DOI: 10.1038/s41401-021-00804-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 10/22/2021] [Indexed: 11/09/2022] Open
Abstract
The quality of life and survival rates of patients with pulmonary arterial hypertension associated with congenital heart disease (CHD-PAH) have been greatly improved by defect-repair surgery and personalized treatments. However, those who survive surgery may remain at risk of persistent PAH, the prognosis may be considerably worse than those unoperated. Dynamic monitoring of clinical measures during the perioperative period of shunt correction is therefore indispensable and of great value. In this study, we explored the plasma-metabolite profiling in 13 patients with CHD-PAH during the perioperative period of defect repair. Plasma was harvested at four time points: prior to cardiopulmonary bypass (CPB) after anesthesia (Pre), immediately after CPB (T0), 24 h (T24), and 48 h (T48) after defect repair. Untargeted metabolomics strategy based on UPLC Q-TOF MS was used to detect the metabolites. A total of 193 distinguishing metabolites were determined at different time points, enriched in pathways such as oxidation of branched-chain fatty acids. We found that 17 metabolite alterations were significantly correlated with the reduction in mean pulmonary arterial pressure (MPAP) at T48 versus Pre. Gradients in diastolic pulmonary arterial pressure (DPAP), bicarbonate in radial artery (aHCO3), bicarbonate in superior vena cava (svcHCO3), and the partial pressure of dissolved CO2 gas in radial artery (aPCO2) were positively correlated with MPAP gradient. Notably, these clinical-measure gradients were correlated with alterations in shunt-correction-associated metabolites. In total, 12 out of 17 identified metabolites in response to defect repair were increased at both T24 and T48 (all P < 0.05, except propionylcarnitine with P < 0.05 at T24). In contrast, galactinol dihydrate, guanosine monophosphate, and hydroxyphenylacetylglycine tended to decline at T24 and T48 (only galactinol dihydrate with P < 0.05 at T48). In conclusion, 17 metabolites that respond to shunt correction could be used as suitable noninvasive markers, and clinical measures, including DPAP, aHCO3, svcHCO3, and aPCO2, would be of great value in disease monitoring and evaluating future therapeutic interventions.
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Affiliation(s)
- Yang-yang He
- grid.506261.60000 0001 0706 7839State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037 China ,grid.256922.80000 0000 9139 560XSchool of Pharmacy, Henan University, Kaifeng, 475004 China
| | - Yi Yan
- grid.5252.00000 0004 1936 973XInstitute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University Munich, Munich, Germany ,grid.452396.f0000 0004 5937 5237DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
| | - Ji-wang Chen
- grid.185648.60000 0001 2175 0319Section of Pulmonary, Critical Care Medicine, Sleep and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL USA
| | - Sheng Liu
- grid.506261.60000 0001 0706 7839Department of Surgery, FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037 China
| | - Lu Hua
- grid.506261.60000 0001 0706 7839Department of Internal Medicine, FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037 China
| | - Xin Jiang
- grid.506261.60000 0001 0706 7839State Key Laboratory of Complex, Severe, and Rare Diseases, and Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730 China
| | - Xi-qi Xu
- grid.506261.60000 0001 0706 7839State Key Laboratory of Complex, Severe, and Rare Diseases, and Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730 China
| | - Dan Lu
- grid.506261.60000 0001 0706 7839State Key Laboratory of Complex, Severe, and Rare Diseases, and Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730 China
| | - Zhi-cheng Jing
- grid.506261.60000 0001 0706 7839State Key Laboratory of Complex, Severe, and Rare Diseases, and Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730 China
| | - Fu-xia Yan
- grid.506261.60000 0001 0706 7839Department of Anesthesiology, FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037 China
| | - Zhi-yan Han
- grid.506261.60000 0001 0706 7839State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037 China ,grid.506261.60000 0001 0706 7839Department of Anesthesiology, FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037 China
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14
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Yang H, Lu Y, Yang H, Zhu Y, Tang Y, Li L, Liu C, Yuan J. Integrated weighted gene co-expression network analysis uncovers STAT1(signal transducer and activator of transcription 1) and IFI44L (interferon-induced protein 44-like) as key genes in pulmonary arterial hypertension. Bioengineered 2021; 12:6021-6034. [PMID: 34516357 PMCID: PMC8806536 DOI: 10.1080/21655979.2021.1972200] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 08/18/2021] [Accepted: 08/19/2021] [Indexed: 12/12/2022] Open
Abstract
Despite the multiple diagnostic and therapeutic strategies implemented in clinical practice, the mortality rate of patients with pulmonary arterial hypertension (PAH) remains high. Understanding the mechanisms and key genes involved could provide insight into the drivers of the pathogenesis of PAH. In this research, we aimed to examine the mechanisms underlying PAH and identify key genes with potential usefulness as clinical biomarkers of PAH and thereby establish therapeutic targets for PAH. The datasets GSE117261, GSE113439, and GSE53408 were downloaded from the Gene Expression Omnibus (GEOs) database. We used weighted gene coexpression network analysis (WGCNA) to identify networks and the most relevant modules in PAH. Functional enrichment analysis was performed for the selected clinically relevant modules. The least absolute shrinkage and selection operator (LASSO) was applied to identify key genes in lung samples from patients with PAH. The genes were validated in a monocrotaline-induced PAH rat model. Three clinically relevant modules were identified through average linkage hierarchical clustering. The genes in the clinically relevant modules were related to endothelial cell differentiation, inflammation, and autoimmunity. Seven genes were screened as key genes significantly associated with PAH. Interferon-induced protein 44-like (IFI44L) and signal transducer and activator of transcription 1 (STAT1) were expressed at higher levels in the lung tissues of the PAH rat model than in those of the controls. Our findings reveal the novel pathological mechanisms underlying PAH and indicate that STAT1 and IFI44L may represent potential therapeutic targets in PAH.
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Affiliation(s)
- Han Yang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yang Lu
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Hongmin Yang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yaoxi Zhu
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yaohan Tang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Lixia Li
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Changhu Liu
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jing Yuan
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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15
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He YY, Xie XM, Zhang HD, Ye J, Gencer S, van der Vorst EPC, Döring Y, Weber C, Pang XB, Jing ZC, Yan Y, Han ZY. Identification of Hypoxia Induced Metabolism Associated Genes in Pulmonary Hypertension. Front Pharmacol 2021; 12:753727. [PMID: 34803695 PMCID: PMC8602807 DOI: 10.3389/fphar.2021.753727] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 10/11/2021] [Indexed: 01/10/2023] Open
Abstract
Objective: Pulmonary hypertension (PH) associated with hypoxia and lung disease (Group 3) is the second most common form of PH and associated with increased morbidity and mortality. This study was aimed to identify hypoxia induced metabolism associated genes (MAGs) for better understanding of hypoxic PH. Methods: Rat pulmonary arterial smooth muscle cells (PASMCs) were isolated and cultured in normoxic or hypoxic condition for 24 h. Cells were harvested for liquid chromatography-mass spectrometry analysis. Functional annotation of distinguishing metabolites was performed using Metaboanalyst. Top 10 enriched metabolite sets were selected for the identification of metabolism associated genes (MAGs) with a relevance score >8 in Genecards. Transcriptomic data from lungs of hypoxic PH in mice/rats or of PH patients were accessed from Gene Expression Omnibus (GEO) database or open-access online platform. Connectivity Map analysis was performed to identify potential compounds to reverse the metabolism associated gene profile under hypoxia stress. The construction and module analysis of the protein-protein interaction (PPI) network was performed. Hub genes were then identified and used to generate LASSO model to determine its accuracy to predict occurrence of PH. Results: A total of 36 altered metabolites and 1,259 unique MAGs were identified in rat PASMCs under hypoxia. 38 differentially expressed MAGs in mouse lungs of hypoxic PH were revealed, with enrichment in multi-pathways including regulation of glucose metabolic process, which might be reversed by drugs such as blebbistatin. 5 differentially expressed MAGs were displayed in SMCs of Sugen 5416/hypoxia induced PH rats at the single cell resolution. Furthermore, 6 hub genes (Cat, Ephx1, Gpx3, Gstm4, Gstm5, and Gsto1) out of 42 unique hypoxia induced MAGs were identified. Higher Cat, Ephx1 and lower Gsto1 were displayed in mouse lungs under hypoxia (all p < 0.05), in consistent with the alteration in lungs of PH patients. The hub gene-based LASSO model can predict the occurrence of PH (AUC = 0.90). Conclusion: Our findings revealed six hypoxia-induced metabolism associated hub genes, and shed some light on the molecular mechanism and therapeutic targets in hypoxic PH.
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Affiliation(s)
- Yang-Yang He
- School of Pharmacy, Henan University, Kaifeng, China
| | - Xin-Mei Xie
- School of Pharmacy, Henan University, Kaifeng, China
| | - Hong-Da Zhang
- State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jue Ye
- State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Selin Gencer
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University Munich, Munich, Germany
| | - Emiel P C van der Vorst
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University Munich, Munich, Germany.,DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany.,Interdisciplinary Center for Clinical Research (IZKF), RWTH Aachen University, Aachen, Germany.,Institute for Molecular Cardiovascular Research (IMCAR), RWTH Aachen University, Aachen, Germany.,Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre, Maastricht, Netherlands
| | - Yvonne Döring
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University Munich, Munich, Germany.,DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany.,Department of Angiology, Swiss Cardiovascular Center, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Christian Weber
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University Munich, Munich, Germany.,DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany.,Department of Biochemistry, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre, Maastricht, Netherlands.,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Xiao-Bin Pang
- School of Pharmacy, Henan University, Kaifeng, China
| | - Zhi-Cheng Jing
- State Key Laboratory of Complex, Severe, and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yi Yan
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University Munich, Munich, Germany.,DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
| | - Zhi-Yan Han
- State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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16
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Santamaria S, Martin DR, Dong X, Yamamoto K, Apte SS, Ahnström J. Post-translational regulation and proteolytic activity of the metalloproteinase ADAMTS8. J Biol Chem 2021; 297:101323. [PMID: 34687701 PMCID: PMC8577114 DOI: 10.1016/j.jbc.2021.101323] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 10/13/2021] [Accepted: 10/15/2021] [Indexed: 11/21/2022] Open
Abstract
A disintegrin-like and metalloprotease domain with thrombospondin type 1 motifs (ADAMTS)8 is a secreted protease, which was recently implicated in pathogenesis of pulmonary arterial hypertension (PAH). However, the substrate repertoire of ADAMTS8 and regulation of its activity are incompletely understood. Although considered a proteoglycanase because of high sequence similarity and close phylogenetic relationship to the proteoglycan-degrading proteases ADAMTS1, 4, 5, and 15, as well as tight genetic linkage with ADAMTS15 on human chromosome 11, its aggrecanase activity was reportedly weak. Several post-translational factors are known to regulate ADAMTS proteases such as autolysis, inhibition by endogenous inhibitors, and receptor-mediated endocytosis, but their impacts on ADAMTS8 are unknown. Here, we show that ADAMTS8 undergoes autolysis at six different sites within its spacer domain. We also found that in contrast to ADAMTS4 and 5, ADAMTS8 levels were not regulated through low-density lipoprotein receptor-related protein 1 (LRP1)-mediated endocytosis. Additionally, ADAMTS8 lacked significant activity against the proteoglycans aggrecan, versican, and biglycan. Instead, we found that ADAMTS8 cleaved osteopontin, a phosphoprotein whose expression is upregulated in PAH. Multiple ADAMTS8 cleavage sites were identified using liquid chromatography–tandem mass spectrometry. Osteopontin cleavage by ADAMTS8 was efficiently inhibited by TIMP-3, an endogenous inhibitor of ADAMTS1, 4, and 5, as well as by TIMP-2, which has no previously reported inhibitory activity against other ADAMTS proteases. These differences in post-translational regulation and substrate repertoire differentiate ADAMTS8 from other family members and may help to elucidate its role in PAH.
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Affiliation(s)
| | - Daniel R Martin
- Department of Biomedical Engineering, Cleveland Clinic Lerner Research Institute, Cleveland, Ohio, USA
| | - Xiangyi Dong
- Department of Immunology and Inflammation, Imperial College London, London, UK
| | - Kazuhiro Yamamoto
- Institute of Life Course and Medical Sciences, University of Liverpool, Liverpool, UK
| | - Suneel S Apte
- Department of Biomedical Engineering, Cleveland Clinic Lerner Research Institute, Cleveland, Ohio, USA
| | - Josefin Ahnström
- Department of Immunology and Inflammation, Imperial College London, London, UK
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17
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Yao X, Jing T, Wang T, Gu C, Chen X, Chen F, Feng H, Zhao H, Chen D, Ma W. Molecular Characterization and Elucidation of Pathways to Identify Novel Therapeutic Targets in Pulmonary Arterial Hypertension. Front Physiol 2021; 12:694702. [PMID: 34366885 PMCID: PMC8346036 DOI: 10.3389/fphys.2021.694702] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 05/26/2021] [Indexed: 02/06/2023] Open
Abstract
Background: Pulmonary arterial hypertension (PAH) is a life-threatening chronic cardiopulmonary disease. However, there are limited studies reflecting the available biomarkers from separate gene expression profiles in PAH. This study explored two microarray datasets by an integrative analysis to estimate the molecular signatures in PAH. Methods: Two microarray datasets (GSE53408 and GSE113439) were exploited to compare lung tissue transcriptomes of patients and controls with PAH and to estimate differentially expressed genes (DEGs). According to common DEGs of datasets, gene and protein overrepresentation analyses, protein-protein interactions (PPIs), DEG-transcription factor (TF) interactions, DEG-microRNA (miRNA) interactions, drug-target protein interactions, and protein subcellular localizations were conducted in this study. Results: We obtained 38 common DEGs for these two datasets. Integration of the genome transcriptome datasets with biomolecular interactions revealed hub genes (HSP90AA1, ANGPT2, HSPD1, HSPH1, TTN, SPP1, SMC4, EEA1, and DKC1), TFs (FOXC1, FOXL1, GATA2, YY1, and SRF), and miRNAs (hsa-mir-17-5p, hsa-mir-26b-5p, hsa-mir-122-5p, hsa-mir-20a-5p, and hsa-mir-106b-5p). Protein-drug interactions indicated that two compounds, namely, nedocromil and SNX-5422, affect the identification of PAH candidate biomolecules. Moreover, the molecular signatures were mostly localized in the extracellular and nuclear areas. Conclusions: In conclusion, several lung tissue-derived molecular signatures, highlighted in this study, might serve as novel evidence for elucidating the essential mechanisms of PAH. The potential drugs associated with these molecules could thus contribute to the development of diagnostic and therapeutic strategies to ameliorate PAH.
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Affiliation(s)
- Xiaoting Yao
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Tian Jing
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Tianxing Wang
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Chenxin Gu
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Xi Chen
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Fengqiang Chen
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Hao Feng
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Huiying Zhao
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Dekun Chen
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
| | - Wentao Ma
- College of Veterinary Medicine, Northwest A&F University, Xianyang, China
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18
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Urso A, Leiva-Juárez MM, Briganti DF, Aramini B, Benvenuto L, Costa J, Nandakumar R, Gomez EA, Robbins HY, Shah L, Aversa M, Sonnet JR, Arcasoy S, Cremers S, D'Ovidio F. Aspiration of conjugated bile acids predicts adverse lung transplant outcomes and correlates with airway lipid and cytokine dysregulation. J Heart Lung Transplant 2021; 40:998-1008. [PMID: 34183226 DOI: 10.1016/j.healun.2021.05.007] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 05/08/2021] [Accepted: 05/20/2021] [Indexed: 12/26/2022] Open
Abstract
INTRODUCTION Duodeno-gastroesophageal reflux aspiration is associated with chronic lung allograft dysfunction (CLAD). Reflux aspirate can contain bile acids (BA), functional molecules in the gastro-intestinal tract with emulsifying properties. We sought to determine and quantify the various BA species in airways of the lung transplant recipients to better understand the various effects of aspirated BA that contribute to post-transplantation outcomes. METHODS Bronchial washings (BW) were prospectively collected from lung transplant recipients and subsequently assayed by liquid chromatography-mass spectrometry for 13 BA and 25 lipid families. Patients were monitored for CLAD, rejection, inflammation and airway infections. RESULTS Detectable BA were present in 45/50 patients (90%) at 3 months after transplant. Elevated BA and predominance of conjugated species were independent predictors of CLAD (hazard ratio 7.9; 95% confidence interval 2.7-23.6; p < 0.001 and 7.3; 2.4-22; p < 0.001, respectively) and mortality (hazard ratio 4.4; 1.5-12.7; p = 0.007 and 4.8; 1.4-15.8; p = 0.01, respectively). High BA associated with increased positive bacterial cultures (60% vs 25%, p = 0.02). Primary conjugated species independently correlated with the rate of bacterial cultures during the first-year post-transplant (Beta coefficient: 0.77; 0.28-1.26; p = 0.003) and changes in airway lipidome and cytokines. CONCLUSIONS Higher BA levels and predominance of conjugated BA are independent predictors of chronic lung allograft dysfunction, mortality and bacterial infections. Primary conjugated BA are related to distinct changes in airway lipidome and inflammatory cytokines. This elucidates novel evidence into the mechanism following BA aspiration and proposes novel markers for prediction of adverse post-transplant outcomes.
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Affiliation(s)
- Andreacarola Urso
- Department of Surgery, Division of Cardiac ,Thoracic, & Vascular Surgery, Columbia University Irving Medical Center, New York, NY
| | - Miguel M Leiva-Juárez
- Department of Surgery, Division of Cardiac ,Thoracic, & Vascular Surgery, Columbia University Irving Medical Center, New York, NY
| | - Domenica F Briganti
- Department of Surgery, Division of Cardiac ,Thoracic, & Vascular Surgery, Columbia University Irving Medical Center, New York, NY
| | - Beatrice Aramini
- Department of Surgery, Division of Cardiac ,Thoracic, & Vascular Surgery, Columbia University Irving Medical Center, New York, NY
| | - Luke Benvenuto
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Columbia University Irving Medical Center, New York, NY
| | - Joseph Costa
- Department of Surgery, Division of Cardiac ,Thoracic, & Vascular Surgery, Columbia University Irving Medical Center, New York, NY
| | - Renu Nandakumar
- Department of Pathology, Columbia University Irving Medical Center, New York, NY
| | - Estela Area Gomez
- Department of Pathology, Columbia University Irving Medical Center, New York, NY
| | - Hilary Y Robbins
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Columbia University Irving Medical Center, New York, NY
| | - Lori Shah
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Columbia University Irving Medical Center, New York, NY
| | - Meghan Aversa
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Columbia University Irving Medical Center, New York, NY
| | - Joshua R Sonnet
- Department of Surgery, Division of Cardiac ,Thoracic, & Vascular Surgery, Columbia University Irving Medical Center, New York, NY
| | - Selim Arcasoy
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Columbia University Irving Medical Center, New York, NY
| | - Serge Cremers
- Department of Pathology, Columbia University Irving Medical Center, New York, NY
| | - Frank D'Ovidio
- Department of Surgery, Division of Cardiac ,Thoracic, & Vascular Surgery, Columbia University Irving Medical Center, New York, NY.
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19
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Luo X, Schwartz J, Baccarelli A, Liu Z. Testing cell-type-specific mediation effects in genome-wide epigenetic studies. Brief Bioinform 2021; 22:bbaa131. [PMID: 32632436 PMCID: PMC8138838 DOI: 10.1093/bib/bbaa131] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2020] [Revised: 05/19/2020] [Accepted: 05/27/2020] [Indexed: 12/12/2022] Open
Abstract
Epigenome-wide mediation analysis aims to identify DNA methylation CpG sites that mediate the causal effects of genetic/environmental exposures on health outcomes. However, DNA methylations in the peripheral blood tissues are usually measured at the bulk level based on a heterogeneous population of white blood cells. Using the bulk level DNA methylation data in mediation analysis might cause confounding bias and reduce study power. Therefore, it is crucial to get fine-grained results by detecting mediation CpG sites in a cell-type-specific way. However, there is a lack of methods and software to achieve this goal. We propose a novel method (Mediation In a Cell-type-Specific fashion, MICS) to identify cell-type-specific mediation effects in genome-wide epigenetic studies using only the bulk-level DNA methylation data. MICS follows the standard mediation analysis paradigm and consists of three key steps. In step1, we assess the exposure-mediator association for each cell type; in step 2, we assess the mediator-outcome association for each cell type; in step 3, we combine the cell-type-specific exposure-mediator and mediator-outcome associations using a multiple testing procedure named MultiMed [Sampson JN, Boca SM, Moore SC, et al. FWER and FDR control when testing multiple mediators. Bioinformatics 2018;34:2418-24] to identify significant CpGs with cell-type-specific mediation effects. We conduct simulation studies to demonstrate that our method has correct FDR control. We also apply the MICS procedure to the Normative Aging Study and identify nine DNA methylation CpG sites in the lymphocytes that might mediate the effect of cigarette smoking on the lung function.
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Affiliation(s)
- Xiangyu Luo
- Institute of Statistics and Big Data, Renmin University of China, Beijing, China
| | - Joel Schwartz
- Department of Environmental Health, Harvard University, Boston, MA, USA
| | - Andrea Baccarelli
- Leon Hess Professor in the Department of Environmental Health Sciences, Columbia University, New York City, NY, USA
| | - Zhonghua Liu
- Department of Statistics and Actuarial Science, University of Hong Kong, Hong Kong SAR, China
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20
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He YY, Yan Y, Jiang X, Zhao JH, Wang Z, Wu T, Wang Y, Guo SS, Ye J, Lian TY, Xu XQ, Zhang JL, Sun K, Peng FH, Zhou YP, Mao YM, Zhang X, Chen JW, Zhang SY, Jing ZC. Spermine promotes pulmonary vascular remodelling and its synthase is a therapeutic target for pulmonary arterial hypertension. Eur Respir J 2020; 56:13993003.00522-2020. [PMID: 32513782 DOI: 10.1183/13993003.00522-2020] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Accepted: 05/29/2020] [Indexed: 12/11/2022]
Abstract
Pathological mechanisms of pulmonary arterial hypertension (PAH) remain largely unexplored. Effective treatment of PAH remains a challenge. The aim of this study was to discover the underlying mechanism of PAH through functional metabolomics and to help develop new strategies for prevention and treatment of PAH.Metabolomic profiling of plasma in patients with idiopathic PAH was evaluated through high-performance liquid chromatography mass spectrometry, with spermine identified to be the most significant and validated in another independent cohort. The roles of spermine and spermine synthase were examined in pulmonary arterial smooth muscle cells (PASMCs) and rodent models of pulmonary hypertension.Using targeted metabolomics, plasma spermine levels were found to be higher in patients with idiopathic PAH compared to healthy controls. Spermine administration promoted proliferation and migration of PASMCs and exacerbated vascular remodelling in rodent models of pulmonary hypertension. The spermine-mediated deteriorative effect can be attributed to a corresponding upregulation of its synthase in the pathological process. Inhibition of spermine synthase in vitro suppressed platelet-derived growth factor-BB-mediated proliferation of PASMCs, and in vivo attenuated monocrotaline-mediated pulmonary hypertension in rats.Plasma spermine promotes pulmonary vascular remodelling. Inhibiting spermine synthesis could be a therapeutic strategy for PAH.
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Affiliation(s)
- Yang-Yang He
- State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.,Y-Y. He, Y. Yan and X. Jiang contributed equally to this work
| | - Yi Yan
- Dept of Cardiopulmonary Circulation, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China.,Y-Y. He, Y. Yan and X. Jiang contributed equally to this work
| | - Xin Jiang
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.,Y-Y. He, Y. Yan and X. Jiang contributed equally to this work
| | - Jun-Han Zhao
- State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhe Wang
- State Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Tao Wu
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yong Wang
- Dept of Respiratory and Critical Care Medicine, Beijing Shijitan Hospital, Capital Medical University, Beijing, China
| | - Shan-Shan Guo
- Dept of Biochemistry, Pharmaceutical College, Henan University, Kaifeng, China
| | - Jue Ye
- State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Tian-Yu Lian
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xi-Qi Xu
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jin-Lan Zhang
- State Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Kai Sun
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Fu-Hua Peng
- State Key Laboratory of Cardiovascular Disease and FuWai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yu-Ping Zhou
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yi-Min Mao
- Dept of Respiratory Medicine, The First Affiliated Hospital of Henan University of Science and Technology, Luoyang, China
| | - Xue Zhang
- McKusick-Zhang Center for Genetic Medicine, State Key Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ji-Wang Chen
- Section of Pulmonary, Critical Care Medicine, Sleep and Allergy, Dept of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Shu-Yang Zhang
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.,S-Y. Zhang and Z-C. Jing contributed equally to this article as lead authors and supervised the work
| | - Zhi-Cheng Jing
- Dept of Cardiology and Key Laboratory of Pulmonary Vascular Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.,S-Y. Zhang and Z-C. Jing contributed equally to this article as lead authors and supervised the work
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21
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Ruffenach G, O'Connor E, Vaillancourt M, Hong J, Cao N, Sarji S, Moazeni S, Papesh J, Grijalva V, Cunningham CM, Shu L, Chattopadhyay A, Tiwari S, Mercier O, Perros F, Umar S, Yang X, Gomes AV, Fogelman AM, Reddy ST, Eghbali M. Oral 15-Hydroxyeicosatetraenoic Acid Induces Pulmonary Hypertension in Mice by Triggering T Cell-Dependent Endothelial Cell Apoptosis. Hypertension 2020; 76:985-996. [PMID: 32713273 DOI: 10.1161/hypertensionaha.120.14697] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Pulmonary arterial hypertension (PAH) is a fatal disease characterized by increased mean pulmonary arterial pressure. Elevated plasma and lung concentrations of oxidized lipids, including 15-hydroxyeicosatetraenoic acid (15-HETE), have been demonstrated in patients with PAH and animal models. We previously demonstrated that feeding mice with 15-HETE is sufficient to induce pulmonary hypertension, but the mechanisms remain unknown. RNA sequencing data from the mouse lungs on 15-HETE diet revealed significant activation of pathways involved in both antigen processing and presentation and T cell-mediated cytotoxicity. Analysis of human microarray from patients with PAH also identified activation of identical pathways compared with controls. We show that in both 15-HETE-fed mice and patients with PAH, expression of the immunoproteasome subunit 5 is significantly increased, which was concomitant with an increase in the number of CD8/CD69 (cluster of differentiation 8 / cluster of differentiation 69) double-positive cells, as well as pulmonary arterial endothelial cell apoptosis in mice. Human pulmonary arterial endothelial cells cultured with 15-HETE were more prone to apoptosis when exposed to CD8 cells. Cultured intestinal epithelial cells secreted more oxidized lipids in response to 15-HETE, which is consistent with accumulation of circulating oxidized lipids in 15-HETE-fed mice. Administration of an apoA-I (apolipoprotein A-I) mimetic peptide, Tg6F (transgenic 6F), which is known to prevent accumulation of circulating oxidized lipids, not only inhibited pulmonary arterial endothelial cell apoptosis but also prevented and rescued 15-HETE-induced pulmonary hypertension in mice. In conclusion, our results suggest that (1) 15-HETE diet induces pulmonary hypertension by a mechanism that involves oxidized lipid-mediated T cell-dependent pulmonary arterial endothelial cell apoptosis and (2) Tg6F administration may be a novel therapy for treating PAH.
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Affiliation(s)
- Grégoire Ruffenach
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
| | - Ellen O'Connor
- Molecular Toxicology Interdepartmental Degree Program (E.O., S.T.R.)
| | - Mylène Vaillancourt
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
| | - Jason Hong
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
- Department of Medicine, Division of Pulmonary and Critical Care (J.H.)
| | - Nancy Cao
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
| | - Shervin Sarji
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
| | - Shayan Moazeni
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
| | - Jeremy Papesh
- Department of Medicine, Division of Cardiology (J.P., V.G., A.C., A.F., S.T.R.)
| | - Victor Grijalva
- Department of Medicine, Division of Cardiology (J.P., V.G., A.C., A.F., S.T.R.)
| | - Christine M Cunningham
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
| | - Le Shu
- Department of Integrative Biology and Physiology, UCLA, Los Angeles, California (L.S., X.Y.)
| | - Arnab Chattopadhyay
- Department of Medicine, Division of Cardiology (J.P., V.G., A.C., A.F., S.T.R.)
| | - Shuchita Tiwari
- Department of Neurobiology, Physiology and Behavior, UC Davis, Davis, CA (S.T., A.V.G.)
| | - Olaf Mercier
- Department of Thoracic and Vascular Surgery and Heart-Lung Transplantation (O.M.), Marie Lannelongue Hospital, Le Plessis Robinson, France
| | - Frédéric Perros
- andUMR-S 999, INSERM and Université Paris-Sud, Laboratoire d'Excellence en Recherche sur le Médicament et l'Innovation Thérapeutique (F.P.), Marie Lannelongue Hospital, Le Plessis Robinson, France
| | - Soban Umar
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
| | - Xia Yang
- Department of Integrative Biology and Physiology, UCLA, Los Angeles, California (L.S., X.Y.)
| | - Aldrin V Gomes
- Department of Neurobiology, Physiology and Behavior, UC Davis, Davis, CA (S.T., A.V.G.)
| | - Alan M Fogelman
- Department of Medicine, Division of Cardiology (J.P., V.G., A.C., A.F., S.T.R.)
| | - Srinivasa T Reddy
- Molecular Toxicology Interdepartmental Degree Program (E.O., S.T.R.)
- Department of Medicine, Division of Cardiology (J.P., V.G., A.C., A.F., S.T.R.)
| | - Mansoureh Eghbali
- From the Department of Anesthesiology and Perioperative Medicine, Division of Molecular Medicine (G.R., M.V., J.H., N.C., S.S., S.M., C.M.C., S.U., M.E.)
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22
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Luo J, Li H, Liu Z, Li C, Wang R, Fang J, Lu S, Guo J, Zhu X, Wang X. Integrative analyses of gene expression profile reveal potential crucial roles of mitotic cell cycle and microtubule cytoskeleton in pulmonary artery hypertension. BMC Med Genomics 2020; 13:86. [PMID: 32586319 PMCID: PMC7318763 DOI: 10.1186/s12920-020-00740-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2019] [Accepted: 06/15/2020] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND Pulmonary arterial hypertension (PAH) is a life-threatening condition. The aim of this study was to explore potential crucial genes and pathways associated with PAH based on integrative analyses of gene expression and to shed light on the identification of biomarker for PAH. METHODS Gene expression profile of pulmonary tissues from 27 PAH patients and 22 normal controls were downloaded from public database (GSE53408 and GSE113439). After the identification of differentially expressed genes (DEGs), hub pathways and genes were identified based on the comprehensive evaluation of protein-protein interaction (PPI) network analysis, modular analysis and cytohubba's analysis, and further validated in another PAH transcriptomic dataset (GSE33463). Potentially associated micro-RNAs (miRNAs) were also predicted. RESULTS A total of 521 DEGs were found between PAH and normal controls, including 432 up-regulated DEGs and 89 down-regulated DEGs. Functional enrichment analysis showed that these DEGs were mainly enriched in mitotic cell cycle process, mitotic cell cycle and microtubule cytoskeleton organization. Moreover, five key genes (CDK1, SMC2, SMC4, KIF23, and CENPE) were identified and then further validated in another transcriptomic dataset associated with special phenotypes of PAH. Furthermore, these hub genes were mainly enriched in promoting mitotic cell cycle process, which may be closely associated with the pathogenesis of PAH. We also found that the predicted miRNAs targeting these hub genes were found to be enriched in TGF-β and Hippo signaling pathway. CONCLUSION These findings are expected to gain a further insight into the development of PAH and provide a promising index for the detection of PAH.
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Affiliation(s)
- Jing Luo
- Rheumatology Department, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325035, China
| | - Haiyan Li
- Department of Pediatric Pulmonology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Zhenwei Liu
- Institute of Genomic Medicine, Wenzhou Medical University, Wenzhou, China
| | - Chenlu Li
- Rheumatology Department, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325035, China
| | - Ruochen Wang
- Institute of Genomic Medicine, Wenzhou Medical University, Wenzhou, China
| | - Jinxia Fang
- Rheumatology Department, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325035, China
| | - Saisai Lu
- Rheumatology Department, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325035, China
| | - Jing Guo
- College of psychologic medicine, Wenzhou Medical University, Wenzhou, China
| | - Xiaochun Zhu
- Rheumatology Department, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325035, China
| | - Xiaobing Wang
- Rheumatology Department, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325035, China.
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23
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YAO L, YANG YX, CAO H, REN HH, NIU Z, SHI L. Osthole attenuates pulmonary arterial hypertension by the regulation of sphingosine 1-phosphate in rats. Chin J Nat Med 2020; 18:308-320. [DOI: 10.1016/s1875-5364(20)30038-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Indexed: 10/24/2022]
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24
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Morikawa M, Mitani Y, Holmborn K, Kato T, Koinuma D, Maruyama J, Vasilaki E, Sawada H, Kobayashi M, Ozawa T, Morishita Y, Bessho Y, Maeda S, Ledin J, Aburatani H, Kageyama R, Maruyama K, Heldin CH, Miyazono K. The ALK-1/SMAD/ATOH8 axis attenuates hypoxic responses and protects against the development of pulmonary arterial hypertension. Sci Signal 2019; 12:12/607/eaay4430. [PMID: 31719172 DOI: 10.1126/scisignal.aay4430] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Dysregulated bone morphogenetic protein (BMP) signaling in endothelial cells (ECs) is implicated in vascular diseases such as pulmonary arterial hypertension (PAH). Here, we showed that the transcription factor ATOH8 was a direct target of SMAD1/5 and was induced in a manner dependent on BMP but independent of Notch, another critical signaling pathway in ECs. In zebrafish and mice, inactivation of Atoh8 did not cause an arteriovenous malformation-like phenotype, which may arise because of dysregulated Notch signaling. In contrast, Atoh8-deficient mice exhibited a phenotype mimicking PAH, which included increased pulmonary arterial pressure and right ventricular hypertrophy. Moreover, ATOH8 expression was decreased in PAH patient lungs. We showed that in cells, ATOH8 interacted with hypoxia-inducible factor 2α (HIF-2α) and decreased its abundance, leading to reduced induction of HIF-2α target genes in response to hypoxia. Together, these findings suggest that the BMP receptor type II/ALK-1/SMAD/ATOH8 axis may attenuate hypoxic responses in ECs in the pulmonary circulation and may help prevent the development of PAH.
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Affiliation(s)
- Masato Morikawa
- Department of Molecular Pathology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan.,Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Box 582, Biomedical Center, Uppsala University, SE-751 23 Uppsala, Sweden.,Ludwig Institute for Cancer Research, Science for Life Laboratory, Box 595, Biomedical Center, Uppsala University, SE-751 24 Uppsala, Sweden
| | - Yoshihide Mitani
- Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Katarina Holmborn
- Genome Engineering Zebrafish Facility, Science For Life Laboratory, Uppsala University, SE-752 36 Uppsala, Sweden
| | - Taichi Kato
- Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Daizo Koinuma
- Department of Molecular Pathology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Junko Maruyama
- Department of Anesthesiology, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Eleftheria Vasilaki
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Box 582, Biomedical Center, Uppsala University, SE-751 23 Uppsala, Sweden.,Ludwig Institute for Cancer Research, Science for Life Laboratory, Box 595, Biomedical Center, Uppsala University, SE-751 24 Uppsala, Sweden
| | - Hirofumi Sawada
- Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan.,Department of Anesthesiology, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Mai Kobayashi
- Department of Molecular Pathology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Takayuki Ozawa
- Department of Molecular Pathology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Yasuyuki Morishita
- Department of Molecular Pathology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Yasumasa Bessho
- Institute for Frontier Life and Medical Sciences, Kyoto University, Sakyo-ku, Kyoto 606-8507, Japan
| | - Shingo Maeda
- Department of Medical Joint Materials, Kagoshima University, Kagoshima, Kagoshima 890-8544, Japan
| | - Johan Ledin
- Genome Engineering Zebrafish Facility, Science For Life Laboratory, Uppsala University, SE-752 36 Uppsala, Sweden
| | - Hiroyuki Aburatani
- Genome Science Division, Research Center for Advanced Science and Technology (RCAST), The University of Tokyo, Meguro-ku, Tokyo 153-8904, Japan
| | - Ryoichiro Kageyama
- Institute for Frontier Life and Medical Sciences, Kyoto University, Sakyo-ku, Kyoto 606-8507, Japan
| | - Kazuo Maruyama
- Department of Anesthesiology, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Carl-Henrik Heldin
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Box 582, Biomedical Center, Uppsala University, SE-751 23 Uppsala, Sweden. .,Ludwig Institute for Cancer Research, Science for Life Laboratory, Box 595, Biomedical Center, Uppsala University, SE-751 24 Uppsala, Sweden
| | - Kohei Miyazono
- Department of Molecular Pathology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan. .,Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Box 582, Biomedical Center, Uppsala University, SE-751 23 Uppsala, Sweden.,Ludwig Institute for Cancer Research, Science for Life Laboratory, Box 595, Biomedical Center, Uppsala University, SE-751 24 Uppsala, Sweden
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25
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Rafikova O, Al Ghouleh I, Rafikov R. Focus on Early Events: Pathogenesis of Pulmonary Arterial Hypertension Development. Antioxid Redox Signal 2019; 31:933-953. [PMID: 31169021 PMCID: PMC6765063 DOI: 10.1089/ars.2018.7673] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Revised: 06/03/2019] [Accepted: 06/03/2019] [Indexed: 12/17/2022]
Abstract
Significance: Pulmonary arterial hypertension (PAH) is a progressive disease of the lung vasculature characterized by the proliferation of all vascular wall cell types, including endothelial, smooth muscle, and fibroblasts. The disease rapidly advances into a form with extensive pulmonary vascular remodeling, leading to a rapid increase in pulmonary vascular resistance, which results in right heart failure. Recent Advances: Most current research in the PAH field has been focused on the late stage of the disease, largely due to an urgent need for patient treatment options in clinics. Further, the pathobiology of PAH is multifaceted in the advanced disease, and there has been promising recent progress in identifying various pathological pathways related to the late clinical picture. Critical Issues: Early stage PAH still requires additional attention from the scientific community, and although the survival of patients with early diagnosis is comparatively higher, the disease develops in patients asymptomatically, making it difficult to identify and treat early. Future Directions: There are several reasons to focus on the early stage of PAH. First, the complexity of late stage disease, owing to multiple pathways being activated in a complex system with intra- and intercellular signaling, leads to an unclear picture of the key contributors to the pathobiology. Second, an understanding of early pathophysiological events can increase the ability to identify PAH patients earlier than what is currently possible. Third, the prompt diagnosis of PAH would allow for the therapy to start earlier, which has proved to be a more successful strategy, and it ensures better survival in PAH patients.
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Affiliation(s)
- Olga Rafikova
- Division of Endocrinology, Department of Medicine, University of Arizona, Tucson, Arizona
| | - Imad Al Ghouleh
- Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Ruslan Rafikov
- Division of Endocrinology, Department of Medicine, University of Arizona, Tucson, Arizona
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Puigdevall P, Piccari L, Blanco I, Barberà JA, Geiger D, Badenas C, Milà M, Castelo R, Madrigal I. Genetic linkage analysis of a large family identifies FIGN as a candidate modulator of reduced penetrance in heritable pulmonary arterial hypertension. J Med Genet 2019; 56:481-490. [PMID: 30894412 DOI: 10.1136/jmedgenet-2018-105669] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 02/12/2019] [Accepted: 02/16/2019] [Indexed: 01/22/2023]
Abstract
BACKGROUND Mapping the genetic component of molecular mechanisms responsible for the reduced penetrance (RP) of rare disorders constitutes one of the most challenging problems in human genetics. Heritable pulmonary arterial hypertension (PAH) is one such disorder characterised by rare mutations mostly occurring in the bone morphogenetic protein receptor type 2 (BMPR2) gene and a wide heterogeneity of penetrance modifier mechanisms. Here, we analyse 32 genotyped individuals from a large Iberian family of 65 members, including 22 carriers of the pathogenic BMPR2 mutation c.1472G>A (p.Arg491Gln), 8 of them diagnosed with PAH by right-heart catheterisation, leading to an RP rate of 36.4%. METHODS We performed a linkage analysis on the genotyping data to search for genetic modifiers of penetrance. Using functional genomics data, we characterised the candidate region identified by linkage analysis. We also predicted the haplotype segregation within the family. RESULTS We identified a candidate chromosome region in 2q24.3, 38 Mb upstream from BMPR2, with significant linkage (LOD=4.09) under a PAH susceptibility model. This region contains common variants associated with vascular aetiology and shows functional evidence that the putative genetic modifier is located in the upstream distal promoter of the fidgetin (FIGN) gene. CONCLUSION Our results suggest that the genetic modifier acts through FIGN transcriptional regulation, whose expression variability would contribute to modulating heritable PAH. This finding may help to advance our understanding of RP in PAH across families sharing the p.Arg491Gln pathogenic mutation in BMPR2.
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Affiliation(s)
- Pau Puigdevall
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Lucilla Piccari
- Hospital Clínic de Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Isabel Blanco
- Hospital Clínic de Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain
| | - Joan Albert Barberà
- Hospital Clínic de Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain
| | - Dan Geiger
- Faculty of Computer Science, Technion Israel Institute of Technology, Haifa, Israel
| | - Celia Badenas
- Hospital Clínic de Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Montserrat Milà
- Hospital Clínic de Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Robert Castelo
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona, Spain.,Institut Hospital del Mar d'Investigacions Mèdiques (IMIM), Barcelona, Spain
| | - Irene Madrigal
- Hospital Clínic de Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
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27
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Dumas SN, Ntambi JM. Increased hydrophilic plasma bile acids are correlated with protection from adiposity in skin-specific stearoyl-CoA desaturase-1 deficient mice. PLoS One 2018; 13:e0199682. [PMID: 29965978 PMCID: PMC6028101 DOI: 10.1371/journal.pone.0199682] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Accepted: 06/12/2018] [Indexed: 12/31/2022] Open
Abstract
Stearoyl-CoA desaturase 1 (SCD1) catalyzes the rate limiting step in monounsaturated fatty acid synthesis by inserting a double bond at the delta-9 position of long-chain fatty acids. SCD1 converts stearate (18:0) to oleate (18:1n9) and palmitate (16:0) to palmitoleate (16:1n7), respectively. Mice with global and skin-specific deletion (SKO) of SCD1 exhibit increased whole body energy expenditure and protection against diet-induced adiposity, hepatic steatosis, insulin sensitivity and glucose intolerance. The mechanisms that link cutaneous lipid homeostasis with whole body energy balance are presently unknown. In this study, we reveal that SKO mice demonstrate increased skin surface free cholesterol, decreased circulating total cholesterol and increased taurine-conjugated and hydrophilic bile acids. Tauro-β-muricholic acid, which is a marker of extrahepatic bile acid synthesis, is significantly elevated in SKO plasma. Bile acid signaling through the bile acid-specific receptor TGR5 is known to be protective against obesity and metabolic disease; a phenotype that is similar to SKO mice. We therefore examined TGR5 expression and its downstream mediator, DIO2, in various tissues and found that both TGR5 and DIO2 expression were significantly increased in brown adipose tissue. In sum, we suggest that skin-derived bile acids are involved in the lean and metabolically healthy phenotype of SKO mice.
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Affiliation(s)
- Sabrina N. Dumas
- Department of Nutritional Sciences, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
| | - James M. Ntambi
- Department of Nutritional Sciences, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
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28
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Manoharan S, Shuib AS, Abdullah N, Ashrafzadeh A, Kabir N. Gly-Val-Arg, an angiotensin-I-converting enzyme inhibitory tripeptide ameliorates hypertension on spontaneously hypertensive rats. Process Biochem 2018. [DOI: 10.1016/j.procbio.2018.03.014] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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29
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Rhodes CJ, Ghataorhe P, Wharton J, Rue-Albrecht KC, Hadinnapola C, Watson G, Bleda M, Haimel M, Coghlan G, Corris PA, Howard LS, Kiely DG, Peacock AJ, Pepke-Zaba J, Toshner MR, Wort SJ, Gibbs JSR, Lawrie A, Gräf S, Morrell NW, Wilkins MR. Plasma Metabolomics Implicates Modified Transfer RNAs and Altered Bioenergetics in the Outcomes of Pulmonary Arterial Hypertension. Circulation 2016; 135:460-475. [PMID: 27881557 PMCID: PMC5287439 DOI: 10.1161/circulationaha.116.024602] [Citation(s) in RCA: 143] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2016] [Accepted: 11/09/2016] [Indexed: 11/27/2022]
Abstract
Supplemental Digital Content is available in the text. Background: Pulmonary arterial hypertension (PAH) is a heterogeneous disorder with high mortality. Methods: We conducted a comprehensive study of plasma metabolites using ultraperformance liquid chromatography mass spectrometry to identify patients at high risk of early death, to identify patients who respond well to treatment, and to provide novel molecular insights into disease pathogenesis. Results: Fifty-three circulating metabolites distinguished well-phenotyped patients with idiopathic or heritable PAH (n=365) from healthy control subjects (n=121) after correction for multiple testing (P<7.3e-5) and confounding factors, including drug therapy, and renal and hepatic impairment. A subset of 20 of 53 metabolites also discriminated patients with PAH from disease control subjects (symptomatic patients without pulmonary hypertension, n=139). Sixty-two metabolites were prognostic in PAH, with 36 of 62 independent of established prognostic markers. Increased levels of tRNA-specific modified nucleosides (N2,N2-dimethylguanosine, N1-methylinosine), tricarboxylic acid cycle intermediates (malate, fumarate), glutamate, fatty acid acylcarnitines, tryptophan, and polyamine metabolites and decreased levels of steroids, sphingomyelins, and phosphatidylcholines distinguished patients from control subjects. The largest differences correlated with increased risk of death, and correction of several metabolites over time was associated with a better outcome. Patients who responded to calcium channel blocker therapy had metabolic profiles similar to those of healthy control subjects. Conclusions: Metabolic profiles in PAH are strongly related to survival and should be considered part of the deep phenotypic characterization of this disease. Our results support the investigation of targeted therapeutic strategies that seek to address the alterations in translational regulation and energy metabolism that characterize these patients.
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Affiliation(s)
- Christopher J Rhodes
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Pavandeep Ghataorhe
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - John Wharton
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Kevin C Rue-Albrecht
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Charaka Hadinnapola
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Geoffrey Watson
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Marta Bleda
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Matthias Haimel
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Gerry Coghlan
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Paul A Corris
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Luke S Howard
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - David G Kiely
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Andrew J Peacock
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Joanna Pepke-Zaba
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Mark R Toshner
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - S John Wort
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - J Simon R Gibbs
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Allan Lawrie
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Stefan Gräf
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Nicholas W Morrell
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.)
| | - Martin R Wilkins
- From the Department of Medicine, Imperial College London, Hammersmith Campus, United Kingdom (C.J.R., P.G., J.W., K.C.R.-A., G.W., M.R.W.); Department of Medicine, University of Cambridge School of Clinical Medicine, United Kingdom (C.H., M.B., M.H., M.R.T., S.G., N.W.M.); Cardiology Department, Royal Free Hospital, London, United Kingdom (G.C.); Institute of Cellular Medicine, Newcastle University and the Newcastle Upon Tyne Hospitals NHS Foundation Trust, United Kingdom (P.A.C.); National Pulmonary Hypertension Service, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, United Kingdom (L.S.H., J.S.R.G.); National Heart and Lung Institute, Imperial College London, Hammersmith Campus, United Kingdom (L.S.H., J.S.R.G.); Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, United Kingdom (D.G.K.); Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, United Kingdom (D.G.K., A.L.); Scottish Pulmonary Vascular Unit, Golden Jubilee National Hospital, Glasgow, United Kingdom (A.J.P.); Pulmonary Vascular Disease Unit, Papworth Hospital, Cambridge, United Kingdom (J.P.Z., M.R.T.); Pulmonary Hypertension Service, Royal Brompton Hospital, London, United Kingdom (S.J.W.); and Department of Haematology, University of Cambridge, United Kingdom (S.G.).
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30
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Chandler JD, Hu X, Ko EJ, Park S, Lee YT, Orr M, Fernandes J, Uppal K, Kang SM, Jones DP, Go YM. Metabolic pathways of lung inflammation revealed by high-resolution metabolomics (HRM) of H1N1 influenza virus infection in mice. Am J Physiol Regul Integr Comp Physiol 2016; 311:R906-R916. [PMID: 27558316 DOI: 10.1152/ajpregu.00298.2016] [Citation(s) in RCA: 83] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2016] [Accepted: 08/19/2016] [Indexed: 12/21/2022]
Abstract
Influenza is a significant health concern worldwide. Viral infection induces local and systemic activation of the immune system causing attendant changes in metabolism. High-resolution metabolomics (HRM) uses advanced mass spectrometry and computational methods to measure thousands of metabolites inclusive of most metabolic pathways. We used HRM to identify metabolic pathways and clusters of association related to inflammatory cytokines in lungs of mice with H1N1 influenza virus infection. Infected mice showed progressive weight loss, decreased lung function, and severe lung inflammation with elevated cytokines [interleukin (IL)-1β, IL-6, IL-10, tumor necrosis factor (TNF)-α, and interferon (IFN)-γ] and increased oxidative stress via cysteine oxidation. HRM showed prominent effects of influenza virus infection on tryptophan and other amino acids, and widespread effects on pathways including purines, pyrimidines, fatty acids, and glycerophospholipids. A metabolome-wide association study (MWAS) of the aforementioned inflammatory cytokines was used to determine the relationship of metabolic responses to inflammation during infection. This cytokine-MWAS (cMWAS) showed that metabolic associations consisted of distinct and shared clusters of 396 metabolites highly correlated with inflammatory cytokines. Strong negative associations of selected glycosphingolipid, linoleate, and tryptophan metabolites with IFN-γ contrasted strong positive associations of glycosphingolipid and bile acid metabolites with IL-1β, TNF-α, and IL-10. Anti-inflammatory cytokine IL-10 had strong positive associations with vitamin D, purine, and vitamin E metabolism. The detailed metabolic interactions with cytokines indicate that targeted metabolic interventions may be useful during life-threatening crises related to severe acute infection and inflammation.
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Affiliation(s)
- Joshua D Chandler
- Division of Pulmonary Medicine, Department of Medicine, Emory University, Atlanta, Georgia; and
| | - Xin Hu
- Division of Pulmonary Medicine, Department of Medicine, Emory University, Atlanta, Georgia; and
| | - Eun-Ju Ko
- Georgia State University, Atlanta, Georgia
| | | | | | - Michael Orr
- Division of Pulmonary Medicine, Department of Medicine, Emory University, Atlanta, Georgia; and
| | - Jolyn Fernandes
- Division of Pulmonary Medicine, Department of Medicine, Emory University, Atlanta, Georgia; and
| | - Karan Uppal
- Division of Pulmonary Medicine, Department of Medicine, Emory University, Atlanta, Georgia; and
| | | | - Dean P Jones
- Division of Pulmonary Medicine, Department of Medicine, Emory University, Atlanta, Georgia; and
| | - Young-Mi Go
- Division of Pulmonary Medicine, Department of Medicine, Emory University, Atlanta, Georgia; and
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31
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Bujak R, Mateo J, Blanco I, Izquierdo-García JL, Dudzik D, Markuszewski MJ, Peinado VI, Laclaustra M, Barberá JA, Barbas C, Ruiz-Cabello J. New Biochemical Insights into the Mechanisms of Pulmonary Arterial Hypertension in Humans. PLoS One 2016; 11:e0160505. [PMID: 27486806 PMCID: PMC4972307 DOI: 10.1371/journal.pone.0160505] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Accepted: 07/20/2016] [Indexed: 11/19/2022] Open
Abstract
Diagnosis of pulmonary arterial hypertension (PAH) is difficult due to the lack of specific clinical symptoms and biomarkers, especially at early stages. We compared plasma metabolic fingerprints of PAH patients (n = 20) with matched healthy volunteers (n = 20) using, for the first time, untargeted multiplatform metabolomics approach consisting of high-performance liquid and gas chromatography coupled with mass spectrometry. Multivariate statistical analyses were performed to select metabolites that contribute most to groups’ classification (21 from liquid in both ionization modes and 9 from gas chromatography-mass spectrometry). We found metabolites related to energy imbalance, such as glycolysis-derived metabolites, as well as metabolites involved in fatty acid, lipid and amino acid metabolism. We observed statistically significant changes in threitol and aminomalonic acid in PAH patients, which could provide new biochemical insights into the pathogenesis of the disease. The results were externally validated on independent case and control cohorts, confirming up to 16 metabolites as statistically significant in the validation study. Multiplatform metabolomics, followed by multivariate chemometric data analysis has a huge potential for explaining pathogenesis of PAH and for searching potential and new more specific and less invasive markers of the disease.
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Affiliation(s)
- Renata Bujak
- Centre of Metabolomics and Bioanalysis (CEMBIO), Facultad de Farmacia, Universidad CEU San Pablo, Campus Monteprincipe, Boadilla del Monte, Madrid, Spain
- Department of Biopharmaceutics and Pharmacodynamics, Medical University of Gdańsk, Al. Gen. J. Hallera 107, 80–416, Gdańsk, Poland
| | - Jesús Mateo
- Centro Nacional de Investigaciones Cardiovasculares Carlos III (CNIC), Madrid, Spain
- Ciber de Enfermedades Respiratorias (CIBERES), Madrid, Spain
| | - Isabel Blanco
- Hospital Clinic Barcelona-IDIBAPS, Barcelona, Spain
- Ciber de Enfermedades Respiratorias (CIBERES), Madrid, Spain
| | - José Luis Izquierdo-García
- Centro Nacional de Investigaciones Cardiovasculares Carlos III (CNIC), Madrid, Spain
- Ciber de Enfermedades Respiratorias (CIBERES), Madrid, Spain
| | - Danuta Dudzik
- Centre of Metabolomics and Bioanalysis (CEMBIO), Facultad de Farmacia, Universidad CEU San Pablo, Campus Monteprincipe, Boadilla del Monte, Madrid, Spain
| | - Michał J. Markuszewski
- Department of Biopharmaceutics and Pharmacodynamics, Medical University of Gdańsk, Al. Gen. J. Hallera 107, 80–416, Gdańsk, Poland
| | - Victor Ivo Peinado
- Hospital Clinic Barcelona-IDIBAPS, Barcelona, Spain
- Ciber de Enfermedades Respiratorias (CIBERES), Madrid, Spain
| | - Martín Laclaustra
- Centro Nacional de Investigaciones Cardiovasculares Carlos III (CNIC), Madrid, Spain
- CIBERESP, Preventive Medicine and Public Health Department, Facultad de Medicina, Universidad Autónoma de Madrid, Madrid, Spain
| | - Joan Albert Barberá
- Hospital Clinic Barcelona-IDIBAPS, Barcelona, Spain
- Ciber de Enfermedades Respiratorias (CIBERES), Madrid, Spain
| | - Coral Barbas
- Centre of Metabolomics and Bioanalysis (CEMBIO), Facultad de Farmacia, Universidad CEU San Pablo, Campus Monteprincipe, Boadilla del Monte, Madrid, Spain
| | - Jesús Ruiz-Cabello
- Centro Nacional de Investigaciones Cardiovasculares Carlos III (CNIC), Madrid, Spain
- Ciber de Enfermedades Respiratorias (CIBERES), Madrid, Spain
- Universidad Complutense de Madrid, Madrid, Spain
- * E-mail:
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32
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Zagorski J, Kline JA. Differential effect of mild and severe pulmonary embolism on the rat lung transcriptome. Respir Res 2016; 17:86. [PMID: 27435598 PMCID: PMC4952270 DOI: 10.1186/s12931-016-0405-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2016] [Accepted: 07/10/2016] [Indexed: 01/30/2023] Open
Abstract
BACKGROUND Pulmonary thromboembolism (PTE) is a common diagnosis and a leading cause of cardiovascular morbidity and mortality. A growing literature has associated PE with systemic inflammation, and global hyper-coagulability, which contribute to lung remodeling and clot recurrence. The source and mechanism of inflammation remains unstudied. In humans, inhibition of cholesterol synthesis with statins decreases biomarkers of inflammation. We test the differential effect of pulmonary vascular occlusion during mild and severe pulmonary embolism on the lung transcriptome. METHODS Experimental PE was induced in adult male rats by injection of 25 micron polystyrene microspheres into the jugular vein. The effect of Mild PE, (2-h right ventricular systolic pressure [RVSP] normal, 18-h RVSP 44 mmHg) and Severe PE (2-h RVSP > 50 mmHg; 18-h RVSP 44 mmHg) on lungs was assessed by measuring transcriptome-wide changes in gene expression by DNA microarrays. RESULTS Severe PE was associated with a large change in lung gene expression and in the expression of KEGG pathways and other gene functional annotation groups. Mild PE was also associated with a large number of significant changes in gene expression and in the expression of KEGG pathways and gene functional annotation groups, even after only 2 h of PE. Up-regulated pathways included increased adipocytokine, chemokine and cytokine signaling as well as cholesterol synthesis. CONCLUSIONS Mild PE without acute pulmonary hypertension (PH) increased lung gene expression of inflammatory pathways, including increased cholesterol synthesis. These data indicate that even mild persistent pulmonary vascular occlusion is capable of inciting an inflammatory response from the lung. These data imply the detrimental effect of unresolved pulmonary obstruction from PE.
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Affiliation(s)
- John Zagorski
- Department of Math and Sciences, Gaston College, Dallas, NC, 28014, USA
| | - Jeffrey A Kline
- Department of Emergency Medicine and Department of Cellular and Integrative Physiology, Indiana University Medical School, 720 Eskanazi Avenue, Indianapolis, IN, 46202, USA.
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Sasagawa S, Nishimura Y, Sawada H, Zhang E, Okabe S, Murakami S, Ashikawa Y, Yuge M, Kawaguchi K, Kawase R, Mitani Y, Maruyama K, Tanaka T. Comparative Transcriptome Analysis Identifies CCDC80 as a Novel Gene Associated with Pulmonary Arterial Hypertension. Front Pharmacol 2016; 7:142. [PMID: 27375481 PMCID: PMC4894905 DOI: 10.3389/fphar.2016.00142] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Accepted: 05/16/2016] [Indexed: 12/14/2022] Open
Abstract
Pulmonary arterial hypertension (PAH) is a heterogeneous disorder associated with a progressive increase in pulmonary artery resistance and pressure. Although various therapies have been developed, the 5-year survival rate of PAH patients remains low. There is thus an important need to identify novel genes that are commonly dysregulated in PAH of various etiologies and could be used as biomarkers and/or therapeutic targets. In this study, we performed comparative transcriptome analysis of five mammalian PAH datasets downloaded from a public database. We identified 228 differentially expressed genes (DEGs) from a rat PAH model caused by inhibition of vascular endothelial growth factor receptor under hypoxic conditions, 379 DEGs from a mouse PAH model associated with systemic sclerosis, 850 DEGs from a mouse PAH model associated with schistosomiasis, 1598 DEGs from one cohort of human PAH patients, and 4260 DEGs from a second cohort of human PAH patients. Gene-by-gene comparison identified four genes that were differentially upregulated or downregulated in parallel in all five sets of DEGs. Expression of coiled-coil domain containing 80 (CCDC80) and anterior gradient two genes was significantly increased in the five datasets, whereas expression of SMAD family member six and granzyme A was significantly decreased. Weighted gene co-expression network analysis revealed a connection between CCDC80 and collagen type I alpha 1 (COL1A1) expression. To validate the function of CCDC80 in vivo, we knocked out ccdc80 in zebrafish using the clustered regularly interspaced short palindromic repeats (CRISPR)/Cas9 system. In vivo imaging of zebrafish expressing a fluorescent protein in endothelial cells showed that ccdc80 deletion significantly increased the diameter of the ventral artery, a vessel supplying blood to the gills. We also demonstrated that expression of col1a1 and endothelin-1 mRNA was significantly decreased in the ccdc80-knockout zebrafish. Finally, we examined Ccdc80 immunoreactivity in a rat PAHmodel and found increased expression in the hypertrophied media and adventitia of the pre-acinar pulmonary arteries (PAs) and in the thickened intima, media, and adventitia of the obstructed intra-acinar PAs. These results suggest that increased expression of CCDC80 may be involved in the pathogenesis of PAH, potentially by modulating the expression of endothelin-1 and COL1A1.
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Affiliation(s)
- Shota Sasagawa
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, Tsu Japan
| | - Yuhei Nishimura
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, TsuJapan; Mie University Medical Zebrafish Research Center, TsuJapan; Department of Systems Pharmacology, Mie University Graduate School of Medicine, TsuJapan; Department of Omics Medicine, Mie University Industrial Technology Innovation Institute, TsuJapan; Department of Bioinformatics, Mie University Life Science Research Center, TsuJapan
| | - Hirofumi Sawada
- Department of Anesthesiology and Critical Care Medicine, Mie University Graduate School of Medicine, Tsu Japan
| | - Erquan Zhang
- Department of Anesthesiology and Critical Care Medicine, Mie University Graduate School of Medicine, Tsu Japan
| | - Shiko Okabe
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, Tsu Japan
| | - Soichiro Murakami
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, Tsu Japan
| | - Yoshifumi Ashikawa
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, Tsu Japan
| | - Mizuki Yuge
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, Tsu Japan
| | - Koki Kawaguchi
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, Tsu Japan
| | - Reiko Kawase
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, Tsu Japan
| | - Yoshihide Mitani
- Department of Pediatrics, Mie University Graduate School of Medicine, Tsu Japan
| | - Kazuo Maruyama
- Department of Anesthesiology and Critical Care Medicine, Mie University Graduate School of Medicine, Tsu Japan
| | - Toshio Tanaka
- Department of Molecular and Cellular Pharmacology, Pharmacogenomics and Pharmacoinformatics, Mie University Graduate School of Medicine, TsuJapan; Mie University Medical Zebrafish Research Center, TsuJapan; Department of Systems Pharmacology, Mie University Graduate School of Medicine, TsuJapan; Department of Omics Medicine, Mie University Industrial Technology Innovation Institute, TsuJapan; Department of Bioinformatics, Mie University Life Science Research Center, TsuJapan
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Hoffmann J, Wilhelm J, Olschewski A, Kwapiszewska G. Microarray analysis in pulmonary hypertension. Eur Respir J 2016; 48:229-41. [PMID: 27076594 PMCID: PMC5009873 DOI: 10.1183/13993003.02030-2015] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2015] [Accepted: 02/15/2016] [Indexed: 12/21/2022]
Abstract
Microarrays are a powerful and effective tool that allows the detection of genome-wide gene expression differences between controls and disease conditions. They have been broadly applied to investigate the pathobiology of diverse forms of pulmonary hypertension, namely group 1, including patients with idiopathic pulmonary arterial hypertension, and group 3, including pulmonary hypertension associated with chronic lung diseases such as chronic obstructive pulmonary disease and idiopathic pulmonary fibrosis. To date, numerous human microarray studies have been conducted to analyse global (lung homogenate samples), compartment-specific (laser capture microdissection), cell type-specific (isolated primary cells) and circulating cell (peripheral blood) expression profiles. Combined, they provide important information on development, progression and the end-stage disease. In the future, system biology approaches, expression of noncoding RNAs that regulate coding RNAs, and direct comparison between animal models and human disease might be of importance. Comprehensive overview of compartment-specific microarray studies of material from pulmonary hypertension patientshttp://ow.ly/YEFO2
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Affiliation(s)
- Julia Hoffmann
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
| | - Jochen Wilhelm
- Dept of Internal Medicine, Justus-Liebig-University Giessen, Universities of Giessen and Marburg Lung Center, German Center for Lung Research, Giessen, Germany
| | - Andrea Olschewski
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria Dept of Experimental Anaesthesiology, Medical University of Graz, Graz, Austria
| | - Grazyna Kwapiszewska
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria Dept of Experimental Anaesthesiology, Medical University of Graz, Graz, Austria
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35
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Kudryashova TV, Goncharov DA, Pena A, Ihida-Stansbury K, DeLisser H, Kawut SM, Goncharova EA. Profiling the role of mammalian target of rapamycin in the vascular smooth muscle metabolome in pulmonary arterial hypertension. Pulm Circ 2015; 5:667-80. [PMID: 26697174 DOI: 10.1086/683810] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
Increased proliferation and resistance to apoptosis of pulmonary arterial vascular smooth muscle cells (PAVSMCs), coupled with metabolic reprogramming, are key components of pulmonary vascular remodeling, a major and currently irreversible pathophysiological feature of pulmonary arterial hypertension (PAH). We recently reported that activation of mammalian target of rapamycin (mTOR) plays a key role in increased energy generation and maintenance of the proliferative, apoptosis-resistant PAVSMC phenotype in human PAH, but the downstream effects of mTOR activation on PAH PAVSMC metabolism are not clear. Using liquid and gas chromatography-based mass spectrometry, we performed pilot metabolomic profiling of human microvascular PAVSMCs from idiopathic-PAH subjects before and after treatment with the selective adenosine triphosphate-competitive mTOR inhibitor PP242 and from nondiseased lungs. We have shown that PAH PAVSMCs have a distinct metabolomic signature of altered metabolites-components of fatty acid synthesis, deficiency of sugars, amino sugars, and nucleotide sugars-intermediates of protein and lipid glycosylation, and downregulation of key biochemicals involved in glutathione and nicotinamide adenine dinucleotide (NAD) metabolism. We also report that mTOR inhibition attenuated or reversed the majority of the PAH-specific abnormalities in lipogenesis, glycosylation, glutathione, and NAD metabolism without affecting altered polyunsaturated fatty acid metabolism. Collectively, our data demonstrate a critical role of mTOR in major PAH PAVSMC metabolic abnormalities and suggest the existence of de novo lipid synthesis in PAVSMCs in human PAH that may represent a new, important component of disease pathogenesis worthy of future investigation.
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Affiliation(s)
- Tatiana V Kudryashova
- Vascular Medicine Institute, Division of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Dmitry A Goncharov
- Vascular Medicine Institute, Division of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Andressa Pena
- Vascular Medicine Institute, Division of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Kaori Ihida-Stansbury
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Horace DeLisser
- Pulmonary, Allergy and Critical Care Division, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Steven M Kawut
- Pulmonary Vascular Disease Program and Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Elena A Goncharova
- Vascular Medicine Institute, Division of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
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