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Leslie E, Gonzalez Bosc LV, Specht J, McKenna ZJ, Gridley R, Luna V, Jones DT, Lantz BJ, Moriwaki M, Hsiao YY, Gibson AL, Mermier C, Wilson SM, Deyhle MR. Impact of Maternal Exercise on Mice Offspring Development, Pulmonary Hypertension, and Vascular Remodeling in Chronic Hypoxia. Med Sci Sports Exerc 2024; 56:1867-1881. [PMID: 38768014 DOI: 10.1249/mss.0000000000003479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
PURPOSE Chronic, high-altitude hypoxic exposure increases the risk of high-altitude pulmonary hypertension (PH). Emerging evidence shows maternal exercise may improve offspring resistance to disease throughout life. The purpose of this study is to determine if maternal exercise mitigates chronic hypoxic-induced changes in the offspring indicative of high-altitude PH development. METHODS Female adult C57BL/6J mice were randomly allocated to nonexercise or exercise conditions. Exercise consisted of voluntary running wheel exercise for 4 wk during the perinatal period. Three days after birth, the pups remained at low altitude (normoxia) or were exposed to hypobaric hypoxia of 450 mm Hg to simulate ~4500 m of altitude exposure until 8 wk of age. The study consisted of four groups: hypoxia + nonexercise pregnancy, hypoxia + exercise, or the respective normoxia conditions (normoxia + nonexercise or normoxia + exercise). Offspring body size, motor function, right ventricular systolic pressure (RVSP), and cardiopulmonary morphology were assessed after 8 wk in normoxia or hypoxia. RESULTS Both hypoxic groups had smaller body sizes, reduced motor function, increased hematocrit, RVSP, muscularization in medium-sized pulmonary arteries, as well as right ventricular hypertrophy and contractility compared with the normoxic groups ( P < 0.05). CONCLUSIONS Chronic hypoxia simulating 4500 m attenuated growth, lowered motor function, and elicited PH development. Voluntary maternal exercise did not significantly decrease RVSP in the offspring, which aligned with a lack of effect to attenuate abnormal body size and cardiopulmonary development due to chronic hypoxia. These findings are preliminary in nature, and more powered studies through larger group sizes are required to generalize the results to the population.
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Affiliation(s)
| | - Laura V Gonzalez Bosc
- Vascular Physiology Group, Department of Cell Biology and Physiology, University of New Mexico, Albuquerque, NM
| | - Jonathan Specht
- Department of Health, Exercise, and Sport Sciences, University of New Mexico, Albuquerque, NM
| | - Zachary J McKenna
- Institute for Exercise and Environmental Medicine, Texas Health Presbyterian Hospital Dallas and University of Texas Southwestern Medical Center, Dallas, TX
| | - Rebekah Gridley
- Department of Health, Exercise, and Sport Sciences, University of New Mexico, Albuquerque, NM
| | - Vincent Luna
- Department of Health, Exercise, and Sport Sciences, University of New Mexico, Albuquerque, NM
| | - David T Jones
- Vascular Physiology Group, Department of Cell Biology and Physiology, University of New Mexico, Albuquerque, NM
| | - Benjamin J Lantz
- Vascular Physiology Group, Department of Cell Biology and Physiology, University of New Mexico, Albuquerque, NM
| | - Mika Moriwaki
- Vascular Physiology Group, Department of Cell Biology and Physiology, University of New Mexico, Albuquerque, NM
| | - Yu-Yu Hsiao
- Department of Individual, Family, and Community Education, University of New Mexico, Albuquerque, NM
| | - Ann L Gibson
- Department of Health, Exercise, and Sport Sciences, University of New Mexico, Albuquerque, NM
| | - Christine Mermier
- Department of Health, Exercise, and Sport Sciences, University of New Mexico, Albuquerque, NM
| | - Sean M Wilson
- Lawrence D. Longo, MD Center for Perinatal Biology, Department of Basic Sciences, Loma Linda University School of Medicine, Loma Linda, CA
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Heiss C, Rodriguez-Mateos A, Bapir M, Skene SS, Sies H, Kelm M. Flow-mediated dilation reference values for evaluation of endothelial function and cardiovascular health. Cardiovasc Res 2023; 119:283-293. [PMID: 35709326 DOI: 10.1093/cvr/cvac095] [Citation(s) in RCA: 40] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 05/19/2022] [Accepted: 05/25/2022] [Indexed: 11/14/2022] Open
Abstract
AIMS Endothelial function is essential for cardiovascular health, and flow-mediated dilation (FMD) is an established technique to measure it. This paper aims to assess FMD values in apparently healthy individuals and provides reference values to facilitate wider clinical use. METHODS AND RESULTS In 1,579 apparently healthy individuals (aged 18-76), fasted FMD values (data from 44 studies, 6 institutions, 22 operators) were normally distributed and inversely univariately correlated with age, body mass index, glucose, cholesterol, blood pressure, and brachial artery (BA) diameter. Significant multivariate predictors of FMD were age (-0.4%/decade), BMI (0.04%/kg/m2), smoking (-0.7%), and BA diameter (-0.44%/mm) that together explained 19% of the variability independent of operator, institution or ultrasound machine. Individuals in the high FMD tertile (>6.8%) were younger, had smaller BA diameter, lower blood pressure and cholesterol. In individuals with low- and intermediate fatal cardiovascular risk (SCORE), 26% and 53% of individuals, respectively, had FMD values in the low tertile (<5.4%). After adding data from 385 patients with stable coronary artery disease (CAD), ROC analysis (c = 0.841, P < 0.001) showed that FMD of >6.5% excluded CAD (95% sensitivity; 60% specificity) and FMD <3.1% excluded 95% healthy individuals (95% specificity, 31% sensitivity). A meta-analysis and meta-regression of 82 clinical trials (11 countries, n = 3,509) using similar FMD methodology showed that despite considerable heterogeneity (I2 = 0.97) FMD in healthy individuals was on average 6.4% (95%CI: 6.2%, 6.7%) with no significant differences between countries but a significant age-dependent decline (-0.3%/decade, R2 = 0.13). CONCLUSIONS We provide an age-adapted frame of FMD reference intervals in apparently healthy individuals for use as a biomarker of cardiovascular health. As the degree of vascular endothelial function integrates environmental and genetic factors with classical CV risk factors, FMD may more comprehensively classify individuals with and without standard modifiable cardiovascular risk factors and serve as a target for cardiovascular prevention.
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Affiliation(s)
- Christian Heiss
- Department of Clinical and Experimental Medicine, Faculty of Health and Medical Sciences, University of Surrey, Stag Hill, Guildford GU2 7XH, UK
- Division of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Vascular Department, Surrey and Sussex Healthcare NHS Trust, East Surrey Hospital, Redhill, UK
| | - Ana Rodriguez-Mateos
- Department of Nutritional Sciences, School of Life Course and Population Sciences, King's College London, London, UK
| | - Mariam Bapir
- Department of Clinical and Experimental Medicine, Faculty of Health and Medical Sciences, University of Surrey, Stag Hill, Guildford GU2 7XH, UK
| | - Simon S Skene
- Department of Clinical and Experimental Medicine, Faculty of Health and Medical Sciences, University of Surrey, Stag Hill, Guildford GU2 7XH, UK
| | - Helmut Sies
- Institute for Molecular Biology and Biochemistry I, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Leibniz Research Institute for Environmental Medicine, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Malte Kelm
- Division of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
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Vaes AW, De Boever P, Franssen FME, Uszko-Lencer NHMK, Vanfleteren LEGW, Spruit MA. Endothelial function in patients with COPD: an updated systematic review of studies using flow-mediated dilatation. Expert Rev Respir Med 2023; 17:53-69. [PMID: 36731860 DOI: 10.1080/17476348.2023.2176845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
INTRODUCTION Cardiovascular disease is a significant cause of morbidity and mortality in COPD. Endothelial dysfunction is suggested to be involved in cardiovascular disease pathogenesis, and multiple studies report endothelial dysfunction in COPD. This article summarized the current knowledge on endothelial function in COPD patients. AREAS COVERED Databases were screened until November 2022 for studies using ultrasound-based flow-mediated dilation in patients with stable COPD. Pooled effect sizes were calculated using random effects model. Meta-regression analyses assessed the effects of demographic and clinical variables. EXPERT OPINION 34 studies were identified (1365 COPD patients; 617 controls). Pooled analysis demonstrated an impaired endothelial-dependent (-2.33%; 95%CI -3.30/-1.35; p < 0.001) and endothelial-independent dilation (-3.11%; 95%CI -5.14/-1.08; p = 0.003) in COPD patients when compared to non-COPD controls. Meta-regression identified that higher age, worse severity of airflow obstruction, and current smoking were significantly associated with impaired endothelial function. Studies evaluating the effects of pharmacological and non-pharmacological interventions on endothelial function in COPD patients demonstrated conflicting results.
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Affiliation(s)
- Anouk W Vaes
- Department of Research and Development, Ciro, Horn, Netherlands
| | - Patrick De Boever
- Center of Environmental Sciences, Hasselt University, Diepenbeek, Belgium
| | - Frits M E Franssen
- Department of Research and Development, Ciro, Horn, Netherlands.,NUTRIM School of Nutrition and Translational Research in Metabolism, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands.,Department of Respiratory Medicine, Maastricht University Medical Centre (MUMC+), Maastricht, The Netherlands
| | - Nicole H M K Uszko-Lencer
- Department of Research and Development, Ciro, Horn, Netherlands.,Department of Cardiology, CARIM, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Lowie E G W Vanfleteren
- Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, Gothenburg University, Gothenburg, Sweden.,COPD Center, Department of Respiratory Medicine and Allergology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Martijn A Spruit
- Department of Research and Development, Ciro, Horn, Netherlands.,NUTRIM School of Nutrition and Translational Research in Metabolism, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands.,Department of Respiratory Medicine, Maastricht University Medical Centre (MUMC+), Maastricht, The Netherlands
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Theodorakopoulou MP, Alexandrou ME, Bakaloudi DR, Pitsiou G, Stanopoulos I, Kontakiotis T, Boutou AK. Endothelial dysfunction in COPD: a systematic review and meta-analysis of studies using different functional assessment methods. ERJ Open Res 2021; 7:00983-2020. [PMID: 34195258 PMCID: PMC8236757 DOI: 10.1183/23120541.00983-2020] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Accepted: 03/09/2021] [Indexed: 01/18/2023] Open
Abstract
Background Cardiovascular disease is a major cause of morbidity and mortality in COPD. Endothelial dysfunction is suggested to be one of the pathogenetic mechanisms involved. This is a systematic review and meta-analysis of studies using any available functional method to examine differences in endothelial function between patients with COPD and individuals without COPD (controls). Methods Literature search involved PubMed and Scopus databases. Eligible studies included adult patients and evaluated endothelial damage via functional methods. The Newcastle–Ottawa scale was applied to evaluate the quality of retrieved studies. Subgroup analyses were performed to explore heterogeneity across the studies. Funnel plots were constructed to evaluate publication bias. Results Of the 21 reports initially identified, 19 studies with a total of 968 participants were included in the final meta-analysis. A significantly impaired response in endothelium-dependent (weighted mean between-group difference (WMD) −2.59, 95% CI −3.75 to −1.42) and -independent vasodilation (WMD −3.13, 95% CI −5.18 to −1.09) was observed in patients with COPD compared to controls. When pooling all studies together, regardless of the technique used for assessment of vascular reactivity, pronounced endothelial dysfunction was observed in COPD compared to controls (standardised mean difference (SMD) −1.19, 95% CI −1.69 to −0.68). Subgroup analysis showed that the difference was larger when patients with COPD were compared with nonsmoking controls (SMD −1.75, 95% CI −2.58 to −0.92). Sensitivity analyses confirmed the results. Conclusions Patients with COPD have significantly impaired endothelial function compared to controls without COPD. Future studies should delineate the importance of endothelial dysfunction towards development of cardiovascular disease in COPD. COPD is significantly associated with endothelial dysfunction of both conduit vessels and microvasculature. This association is further strengthened when patients with COPD are compared to nonsmoking controls.https://bit.ly/2NlWLFN
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Affiliation(s)
| | - Maria Eleni Alexandrou
- Dept of Nephrology, Hippokration Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | | | - Georgia Pitsiou
- Dept of Respiratory Failure, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Ioannis Stanopoulos
- Dept of Respiratory Failure, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Theodoros Kontakiotis
- Dept of Respiratory Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Afroditi K Boutou
- Dept of Respiratory Medicine, G. Papanikolaou Hospital, Thessaloniki, Greece
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Theodorakopoulou MP, Bakaloudi DR, Dipla K, Zafeiridis A, Boutou AK. Vascular endothelial damage in COPD: current functional assessment methods and future perspectives. Expert Rev Respir Med 2021; 15:1121-1133. [PMID: 33874819 DOI: 10.1080/17476348.2021.1919089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Introduction: Cardiovascular disease is a major cause of death in chronic obstructive pulmonary disease (COPD), but the relationship between these two entities is not fully understood; smoking, inflammation, arterial stiffness and endothelial dysfunction are significant determinants. Endothelial dysfunction is not only associated with cardiovascular disease, but also with COPD severity.Areas covered: Several functional methods have been developed to evaluate endothelial function in healthy and diseased individuals; from the invasive angiography of epicardial coronary arteries and Venous-Occlusion-Plethysmography, to more modern, noninvasive approaches such as Flow-Mediated-Dilatation, Peripheral-Arterial-Tonometry and Near-Infrared-Spectroscopy, all these methods have boosted clinical research in this field. In this context, this narrative review, which included articles published in PubMed and Scopus up to 25-November-2020, summarizes available functional methods for endothelial damage assessment in COPD and discusses existing evidence on their associations with comorbidities and outcomes in this population.Expert opinion: Accumulated evidence suggests that endothelial dysfunction occurs in early stages of CΟPD and worsens with pulmonary obstruction severity and during acute exacerbations. Novel methods evaluating endothelial function offer a detailed, real-time assessment of different parameters related to vascular function and should be increasingly used to shed more light on the role of endothelial damage on cardiovascular and COPD progression.
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Affiliation(s)
- Marieta P Theodorakopoulou
- Department of Nephrology, Hippokration Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Dimitra Rafailia Bakaloudi
- Department of Nephrology, Hippokration Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Konstantina Dipla
- Exercise Physiology & Biochemistry Laboratory, Department of Sport Sciences at Serres, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Andreas Zafeiridis
- Exercise Physiology & Biochemistry Laboratory, Department of Sport Sciences at Serres, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Afroditi K Boutou
- Department of Respiratory Medicine, G. Papanikolaou Hospital, Thessaloniki, Greece
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Gronek P, Wielinski D, Cyganski P, Rynkiewicz A, Zając A, Maszczyk A, Gronek J, Podstawski R, Czarny W, Balko S, CT. Clark C, Celka R. A Review of Exercise as Medicine in Cardiovascular Disease: Pathology and Mechanism. Aging Dis 2020; 11:327-340. [PMID: 32257545 PMCID: PMC7069454 DOI: 10.14336/ad.2019.0516] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2019] [Accepted: 05/16/2019] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Physical inactivity and resultant lower energy expenditure contribute unequivocally to cardiovascular diseases, such as coronary artery disease and stroke, which are considered major causes of disability and mortality worldwide. AIM The aim of the study was to investigate the influence of physical activity (PA) and exercise on different aspects of health - genetics, endothelium function, blood pressure, lipid concentrations, glucose intolerance, thrombosis, and self - satisfaction. Materials and. METHODS In this article, we conducted a narrative review of the influence PA and exercise have on the cardiovascular system, risk factors of cardiovascular diseases, searching the online databases; Web of Science, PubMed and Google Scholar, and, subsequently, discuss possible mechanisms of this action. RESULTS AND DISCUSSION Based on our narrative review of literature, discussed the effects of PA on telomere length, nitric oxide synthesis, thrombosis risk, blood pressure, serum glucose, cholesterol and triglycerides levels, and indicated possible mechanisms by which physical training may lead to improvement in chronic cardiovascular diseases. CONCLUSION PA is effective for the improvement of exercise tolerance, lipid concentrations, blood pressure, it may also reduce the serum glucose level and risk of thrombosis, thus should be advocated concomitant to, or in some cases instead of, traditional drug-therapy.
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Affiliation(s)
- Piotr Gronek
- Laboratory of Genetics, Department of Dance and Gymnastics, Poznań University of Physical Education, Poznań, Poland.
| | - Dariusz Wielinski
- Department of Anthropology and Biometry, Poznań University of Physical Education, Poznań, Poland.
| | - Piotr Cyganski
- Department of Cardiology and Cardiosurgery, I Cardiology Clinic, City Hospital in Olsztyn, University of Warmia and Mazury in Olsztyn, Poland.
| | - Andrzej Rynkiewicz
- Department of Cardiology and Cardiosurgery, I Cardiology Clinic, City Hospital in Olsztyn, University of Warmia and Mazury in Olsztyn, Poland.
| | - Adam Zając
- Department of Sports Training, The Jerzy Kukuczka Academy of Physical Education in Katowice, Katowice, Poland.
| | - Adam Maszczyk
- Department of Methodology and Statistics, The Jerzy Kukuczka Academy of Physical Education in Katowice, Katowice, Poland.
| | - Joanna Gronek
- Laboratory of Genetics, Department of Dance and Gymnastics, Poznań University of Physical Education, Poznań, Poland.
| | - Robert Podstawski
- Department of Physical Education and Sport, University of Warmia and Mazury in Olsztyn, Olsztyn, Poland.
| | - Wojciech Czarny
- Department of Human Sciences, University of Rzeszow, Rzeszów, Poland.
| | - Stefan Balko
- Department of Physical Education and Sport, Faculty of Education, Jan Evangelista Purkyne University in Usti nad Labem, Czech Republic.
| | - Cain CT. Clark
- School of Life Sciences, Coventry University, Coventry, CV1 5FB, United Kingdom.
| | - Roman Celka
- Laboratory of Genetics, Department of Dance and Gymnastics, Poznań University of Physical Education, Poznań, Poland.
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Vaes AW, Spruit MA, Theunis J, Wouters EF, De Boever P. Peripheral endothelial function is positively associated with maximal aerobic capacity in patients with chronic obstructive pulmonary disease. Respir Med 2018; 142:41-47. [DOI: 10.1016/j.rmed.2018.07.013] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2018] [Revised: 07/19/2018] [Accepted: 07/20/2018] [Indexed: 01/16/2023]
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Jiang J, Xia Y, Liang Y, Yang M, Zeng W, Zeng X. miR-190a-5p participates in the regulation of hypoxia-induced pulmonary hypertension by targeting KLF15 and can serve as a biomarker of diagnosis and prognosis in chronic obstructive pulmonary disease complicated with pulmonary hypertension. Int J Chron Obstruct Pulmon Dis 2018; 13:3777-3790. [PMID: 30538440 PMCID: PMC6251363 DOI: 10.2147/copd.s182504] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
PURPOSE miR-190a-5p expression alters dynamically in response to hypoxia. However, the role of miR-190a-5p expression in hypoxia-induced pulmonary hypertension (PH) remains unclear. We sought to correlate the miR-190a-5p expression levels with the severity, diagnosis, and prognosis of PH in relation to chronic obstructive pulmonary disease (COPD-PH). Additionally, we evaluated the effect of miR-190a-5p through in vitro experiments on human pulmonary endothelial cells (HPECs) that were exposed to hypoxia and in vivo experiments using an animal model of hypoxia-induced PH. METHODS Circulating miR-190a-5p levels were measured from 73 patients with PH and 32 healthy controls through quantitative real-time PCR. The levels of miR-190a-5p and the expression of Krüppel-like factor 15 (KLF15) were analyzed in HPECs that were exposed to hypoxia, and the effects of antagomir-190a-5p in mice with chronic hypoxia-induced PH were tested. Target gene analysis was performed by Western blot and luciferase assay. RESULTS The miR-190a-5p level was significantly higher in patients with COPD-PH than in the healthy controls. Higher miR-190a-5p levels were associated with a greater severity of COPD-PH. In vitro experiments on HPECs showed that exposure to hypoxia increased the miR-190a-5p levels significantly. KLF15 was validated as a target of miR-190a-5p. Transfection with miR-190a-5p mimicked inhibition of KLF15 expression in HPECs. In the mouse model of PH, antagomir-190a-5p reduced right ventricular systolic pressure and enhanced the KLF15 expression levels in lung tissue. CONCLUSION miR-190a-5p regulates hypoxia-induced PH by targeting KLF15. The circulating levels of miR-190a-5p correlate with the severity of COPD-PH, thereby confirming the diagnostic and prognostic value of this parameter in COPD-PH.
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MESH Headings
- Adult
- Aged
- Animals
- Biomarkers/metabolism
- Case-Control Studies
- Cell Hypoxia
- Cells, Cultured
- Disease Models, Animal
- Endothelial Cells/metabolism
- Female
- Gene Expression Regulation
- Humans
- Hypertension, Pulmonary/etiology
- Hypertension, Pulmonary/genetics
- Hypertension, Pulmonary/metabolism
- Hypertension, Pulmonary/physiopathology
- Kruppel-Like Transcription Factors/genetics
- Kruppel-Like Transcription Factors/metabolism
- Lung/blood supply
- Male
- Mice, Inbred C57BL
- MicroRNAs/genetics
- MicroRNAs/metabolism
- Middle Aged
- Nuclear Proteins/genetics
- Nuclear Proteins/metabolism
- Predictive Value of Tests
- Prognosis
- Prospective Studies
- Pulmonary Disease, Chronic Obstructive/complications
- Pulmonary Disease, Chronic Obstructive/genetics
- Pulmonary Disease, Chronic Obstructive/metabolism
- Pulmonary Disease, Chronic Obstructive/physiopathology
- Severity of Illness Index
- Signal Transduction
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Affiliation(s)
- Jing Jiang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, People's Republic of China
| | - Yimeng Xia
- Department of Anesthesiology, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai 200025, People's Republic of China
| | - Yi Liang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, People's Republic of China
| | - Meiling Yang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, People's Republic of China
| | - Wen Zeng
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, People's Republic of China
| | - Xiaocong Zeng
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, People's Republic of China,
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