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Banjade P, Subedi A, Acharya S, Itani A, Sharma M, Kassam N, Ghamande S, Surani S. The Role of Cardiac MRI in Pulmonary Hypertension- Is it Still an Underutilized Tool. Open Respir Med J 2024; 18:e18743064288565. [PMID: 39136034 PMCID: PMC11318157 DOI: 10.2174/0118743064288565240515115239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Revised: 03/22/2024] [Accepted: 03/29/2024] [Indexed: 08/15/2024] Open
Abstract
Pulmonary hypertension (PH) is an intricate medical issue resulting from increased pressure in the pulmonary artery (PA). The current gold standard for diagnosis involves an invasive procedure known as right heart catheterization. Nevertheless, cardiac magnetic resonance imaging (cMRI) offers a non-invasive and valuable alternative for evaluating the function, structure, and blood flow through the pulmonary artery (PA) in both the left ventricle (LV) and right ventricle (RV). Additionally, cMRI can be a good tool for predicting mortality by assessing various hemodynamic parameters. We perceive that cMRI may be an underutilized tool in the evaluation of PH. More discussions might be needed to highlight its utility in patients with PH. This article aims to discuss the potential role of cMRI in evaluating PH based on the review of recent literature.
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Affiliation(s)
- Prakash Banjade
- Department of Medicine, Manipal College of Medical Sciences, Pokhara, 33700, Nepal
| | - Ashish Subedi
- Department of Medicine, Gandaki Medical College, Pokhara, 33700, Nepal
| | - Sampada Acharya
- Department of Medicine, Chitwan Medical College, Bharatpur, 44200, Nepal
| | - Asmita Itani
- Department of Medicine, Institute of Medicine, Tribhuvan University Teaching Hospital, Kathmandu, 44600, Nepal
| | - Munish Sharma
- Division of Pulmonary, Critical Care and Sleep Medicine, Baylor Scott and White, Texas, USA
| | - Nadeem Kassam
- Department of Medicine, Aga Khan University, Nairobi, 30270, Kenya
| | - Shekhar Ghamande
- Division of Pulmonary, Critical Care and Sleep Medicine, Baylor Scott and White, Texas, USA
| | - Salim Surani
- Division of Pulmonary, Critical Care and Sleep Medicine, Adjunct Clinical Professor, Texas A & M University, Texas, USA
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Bergmann LL, Ackman JB, Starekova J, Moeller A, Reeder S, Nagle SK, Schiebler ML. MR Angiography of Pulmonary Vasculature. Magn Reson Imaging Clin N Am 2023; 31:475-491. [PMID: 37414473 DOI: 10.1016/j.mric.2023.05.004] [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: 07/08/2023]
Abstract
Pulmonary MR angiography (MRA) is a useful alternative to computed tomographic angiography (CTA) for the study of the pulmonary vasculature. For pulmonary hypertension and partial anomalous pulmonary venous return, a cardiac MR imaging and the pulmonary MRA are useful for flow quantification and planning treatment. For the diagnosis of pulmonary embolism (PE), MRA-PE has been shown to have non-inferior outcomes at 6 months when compared with CTA-PE. Over the last 15 years, pulmonary MRA has become a routine and reliable examination for the workup of pulmonary hypertension and the primary diagnosis of PE at the University of Wisconsin.
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Affiliation(s)
- Liisa L Bergmann
- Department of Radiology, University of Kentucky College of Medicine, 800 Rose Street, HX332E, Lexington, KY 40536-0293, USA; Department of Medicine, University of Kentucky College of Medicine, 800 Rose Street, HX332E, Lexington, KY 40536-0293, USA.
| | - Jeanne B Ackman
- Massachusetts General Hospital, Department of Radiology, Division of Thoracic Imaging and Intervention Austin Building 202, 55 Fruit Street, Boston, MA 02114, USA
| | - Jitka Starekova
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Alexander Moeller
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Scott Reeder
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Scott K Nagle
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Mark L Schiebler
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA.
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3
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Wen HJ, Wang XY. Left ventricular diastolic dysfunction is associated with cerebral infarction in young hypertensive patients: A retrospective case-control study. Exp Ther Med 2020; 20:61. [PMID: 32952651 PMCID: PMC7485303 DOI: 10.3892/etm.2020.9189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2019] [Accepted: 01/23/2020] [Indexed: 11/06/2022] Open
Abstract
Studies have indicated that hypertension is associated with the occurrence of acute cerebral infarction (CI) in young patients (18-45 years). However, the association between CI and left ventricular diastolic (LVD) dysfunction in young patients with hypertension has rarely been reported. The purpose of the present study was to investigate the association between LVD dysfunction and acute CI in young patients with hypertension. A total of 92 patients with acute CI who had hypertension were selected as the study group (CI group) and 98 young patients with only hypertension were selected as the control group (non-CI group). Blood pressure measurements, LVD functional assessment and cerebral MRI were performed. The χ² test was used to compare the left ventricular diastolic function between the CI and non-CI groups. The results indicated that LVD function of young patients was associated with hypertension and there was a correlation between the decrease in LVD function and the occurrence of acute CI in young patients with hypertension. The incidence of acute CI was higher in patients with decreased LVD function than in those with normal LVD function. In conclusion, hypertension in the young is associated with decreased LVD function and is a risk factor for diastolic dysfunction of the left ventricle. LVD function may be an independent predictor of acute CI in young patients with hypertension and should be considered by clinicians. By predicting the risk of acute CI in young patients with hypertension, LVD testing may aid in the primary prevention of CI or guide early treatment.
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Affiliation(s)
- Hui-Jun Wen
- Department of Neurology, Baoji Municipal Central Hospital, Baoji, Shaanxi 721008, P.R. China
| | - Xiao-Yong Wang
- Department of Neurology, Baoji Municipal Central Hospital, Baoji, Shaanxi 721008, P.R. China
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4
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Broncano J, Bhalla S, Gutierrez FR, Vargas D, Williamson EE, Makan M, Luna A. Cardiac MRI in Pulmonary Hypertension: From Magnet to Bedside. Radiographics 2020; 40:982-1002. [PMID: 32609599 DOI: 10.1148/rg.2020190179] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Pulmonary hypertension (PH) is a disease characterized by progressive rise of pulmonary artery (PA) pressure, which can lead to right ventricular (RV) failure. It is usually diagnosed late because of the nonspecificity of its symptoms. RV performance and adaptation to an increased afterload, reflecting the interaction of the PA and RV as a morphofunctional unit, constitute a critical determinant of morbidity and mortality in these patients. Therefore, early detection of dysfunction may prevent treatment failure. Cardiac MRI constitutes one of the most complete diagnostic modalities for diagnosing PH. It allows evaluation of the morphology and hemodynamics of the PA and RV. Several cine steady-state free-precession (SSFP)-derived parameters (indexed RV end-diastolic volume or RV systolic volume) and phase-contrast regional area change have been suggested as powerful biomarkers for prognosis and treatment. Recently, new cardiac MRI sequences have been added to clinical protocols for PH evaluation, providing brand-new information. Strain analysis with myocardial feature tracking can help detect early RV dysfunction, even with preserved ejection fraction. Four-dimensional flow cardiac MRI can enhance assessment of advanced RV and PA hemodynamics. Late gadolinium enhancement (LGE) imaging may allow detection of replacement fibrosis in PH patients, which is associated with poor outcome. T1 mapping may help detect interstitial fibrosis, even with normal LGE imaging results. The authors analyze the imaging workup of PH with a focus on the role of morphologic and functional cardiac MRI in diagnosis and management of PH, including some of the newer techniques. Online supplemental material is available for this article. ©RSNA, 2020.
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Affiliation(s)
- Jordi Broncano
- From the Department of Radiology, Hospital San Juan de Dios, Hospital de la Cruz Roja, RESSALTA HT Médica, Avenida el Brillante 36, 14012 Córdoba, Spain (J.B.); Cardiothoracic Imaging Section, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (S.B., F.R.G.); Department of Radiology, University of Colorado-Anschutz Medical Campus, Aurora, Colo (D.V.); Department of Radiology, Mayo Clinic, Rochester, Minn (E.E.W.); Cardiovascular Division, Barnes Jewish Heart and Vascular Center, St Louis, Mo (M.M.); and MRI Section, Department of Radiology, Clínica Las Nieves, SERCOSA HT Médica, Jaén, Spain (A.L.)
| | - Sanjeev Bhalla
- From the Department of Radiology, Hospital San Juan de Dios, Hospital de la Cruz Roja, RESSALTA HT Médica, Avenida el Brillante 36, 14012 Córdoba, Spain (J.B.); Cardiothoracic Imaging Section, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (S.B., F.R.G.); Department of Radiology, University of Colorado-Anschutz Medical Campus, Aurora, Colo (D.V.); Department of Radiology, Mayo Clinic, Rochester, Minn (E.E.W.); Cardiovascular Division, Barnes Jewish Heart and Vascular Center, St Louis, Mo (M.M.); and MRI Section, Department of Radiology, Clínica Las Nieves, SERCOSA HT Médica, Jaén, Spain (A.L.)
| | - Fernando R Gutierrez
- From the Department of Radiology, Hospital San Juan de Dios, Hospital de la Cruz Roja, RESSALTA HT Médica, Avenida el Brillante 36, 14012 Córdoba, Spain (J.B.); Cardiothoracic Imaging Section, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (S.B., F.R.G.); Department of Radiology, University of Colorado-Anschutz Medical Campus, Aurora, Colo (D.V.); Department of Radiology, Mayo Clinic, Rochester, Minn (E.E.W.); Cardiovascular Division, Barnes Jewish Heart and Vascular Center, St Louis, Mo (M.M.); and MRI Section, Department of Radiology, Clínica Las Nieves, SERCOSA HT Médica, Jaén, Spain (A.L.)
| | - Daniel Vargas
- From the Department of Radiology, Hospital San Juan de Dios, Hospital de la Cruz Roja, RESSALTA HT Médica, Avenida el Brillante 36, 14012 Córdoba, Spain (J.B.); Cardiothoracic Imaging Section, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (S.B., F.R.G.); Department of Radiology, University of Colorado-Anschutz Medical Campus, Aurora, Colo (D.V.); Department of Radiology, Mayo Clinic, Rochester, Minn (E.E.W.); Cardiovascular Division, Barnes Jewish Heart and Vascular Center, St Louis, Mo (M.M.); and MRI Section, Department of Radiology, Clínica Las Nieves, SERCOSA HT Médica, Jaén, Spain (A.L.)
| | - Eric E Williamson
- From the Department of Radiology, Hospital San Juan de Dios, Hospital de la Cruz Roja, RESSALTA HT Médica, Avenida el Brillante 36, 14012 Córdoba, Spain (J.B.); Cardiothoracic Imaging Section, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (S.B., F.R.G.); Department of Radiology, University of Colorado-Anschutz Medical Campus, Aurora, Colo (D.V.); Department of Radiology, Mayo Clinic, Rochester, Minn (E.E.W.); Cardiovascular Division, Barnes Jewish Heart and Vascular Center, St Louis, Mo (M.M.); and MRI Section, Department of Radiology, Clínica Las Nieves, SERCOSA HT Médica, Jaén, Spain (A.L.)
| | - Majesh Makan
- From the Department of Radiology, Hospital San Juan de Dios, Hospital de la Cruz Roja, RESSALTA HT Médica, Avenida el Brillante 36, 14012 Córdoba, Spain (J.B.); Cardiothoracic Imaging Section, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (S.B., F.R.G.); Department of Radiology, University of Colorado-Anschutz Medical Campus, Aurora, Colo (D.V.); Department of Radiology, Mayo Clinic, Rochester, Minn (E.E.W.); Cardiovascular Division, Barnes Jewish Heart and Vascular Center, St Louis, Mo (M.M.); and MRI Section, Department of Radiology, Clínica Las Nieves, SERCOSA HT Médica, Jaén, Spain (A.L.)
| | - Antonio Luna
- From the Department of Radiology, Hospital San Juan de Dios, Hospital de la Cruz Roja, RESSALTA HT Médica, Avenida el Brillante 36, 14012 Córdoba, Spain (J.B.); Cardiothoracic Imaging Section, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (S.B., F.R.G.); Department of Radiology, University of Colorado-Anschutz Medical Campus, Aurora, Colo (D.V.); Department of Radiology, Mayo Clinic, Rochester, Minn (E.E.W.); Cardiovascular Division, Barnes Jewish Heart and Vascular Center, St Louis, Mo (M.M.); and MRI Section, Department of Radiology, Clínica Las Nieves, SERCOSA HT Médica, Jaén, Spain (A.L.)
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Identification of Cardiac MRI and Bio-Marker Thresholds for One-Year Survival in Pre-Capillary Pulmonary Hypertension: Prospective Study. MEDICINA-LITHUANIA 2020; 56:medicina56040167. [PMID: 32283599 PMCID: PMC7230686 DOI: 10.3390/medicina56040167] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Revised: 03/23/2020] [Accepted: 04/07/2020] [Indexed: 11/26/2022]
Abstract
Background and objectives: Non-invasive imaging of the heart has an important place in the diagnosis and management of pulmonary arterial hypertension (PAH). The aim of this study was to establish the thresholds of cardiac magnetic resonance imaging (CMRI)-derived biventricular deformation, function parameters, and levels of N-terminal pro brain natriuretic peptide (NT-proBNP) for the prediction of survival of pre-capillary pulmonary hypertension (PHprecap) patients. Materials and Methods: In total, 64 incident PHprecap cases, who underwent CMRI, were consecutively enrolled in a prospective cohort study. Patients underwent a systemic evaluation, including measurement of NT-proBNP, two-dimensional (2D) echocardiography, six-minute walk test (6MWT), CMRI with feature tracking (FT), and right-heart catheterization (RHC). Patients were divided into two groups according to one-year survival (survival and non-survival groups). Survival analysis was performed. Results: One-year survival was 79.6%. The distribution between age, sex, mean pulmonary artery pressure (mPAP), New York Heart Association (NYHA) functional class, and 6MWT did not differ between the groups. Survival was significantly lower in the PAH group associated with connective tissue disease (CTD-PAH), where 44% (n = 4) of patients died during the first year. Univariate analysis revealed that severely reduced right-ventricle (RV) ejection fraction (EF) <25.5%, left-ventricle global longitudinal strain (LV GLS) >−14.18%, and right pulmonary artery (RPA) relative area change (RAC) <19%, and severely increased NT-proBNP level >1738 (ng/L) indicate an increased risk of death in PHprecap patients. Conclusions: Impaired RV systolic function and LV global longitudinal strain, decrease of pulmonary artery distensibility, and CTD-PAH etiology, together with high NT-proBNP level, impair prognosis in pre-capillary PH patients. These findings are important for the risk stratification and management of pre-capillary pulmonary hypertension patients.
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Ash SY, Sanchez-Ferrero GV, Schiebler ML, Rahaghi FN, Rai A, Come CE, Ross JC, Colon AG, Cardet JC, Bleecker ER, Castro M, Fahy JV, Fain SB, Gaston BM, Hoffman EA, Jarjour NN, Lempel JK, Mauger DT, Tattersall MC, Wenzel SE, Levy BD, Washko GR, Israel E, San Jose Estepar R. Estimated Ventricular Size, Asthma Severity, and Exacerbations: The Severe Asthma Research Program III Cohort. Chest 2019; 157:258-267. [PMID: 31521672 DOI: 10.1016/j.chest.2019.08.2185] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Revised: 07/25/2019] [Accepted: 08/11/2019] [Indexed: 10/26/2022] Open
Abstract
BACKGROUND Relative enlargement of the pulmonary artery (PA) on chest CT imaging is associated with respiratory exacerbations in patients with COPD or cystic fibrosis. We sought to determine whether similar findings were present in patients with asthma and whether these findings were explained by differences in ventricular size. METHODS We measured the PA and aorta diameters in 233 individuals from the Severe Asthma Research Program III cohort. We also estimated right, left, and total epicardial cardiac ventricular volume indices (eERVVI, eELVVI, and eETVVI, respectively). Associations between the cardiac and PA measures (PA-to-aorta [PA/A] ratio, eERVVI-to-eELVVI [eRV/eLV] ratio, eERVVI, eELVVI, eETVVI) and clinical measures of asthma severity were assessed by Pearson correlation, and associations with asthma severity and exacerbation rate were evaluated by multivariable linear and zero-inflated negative binomial regression. RESULTS Asthma severity was associated with smaller ventricular volumes. For example, those with severe asthma had 36.1 mL/m2 smaller eETVVI than healthy control subjects (P = .003) and 14.1 mL/m2 smaller eETVVI than those with mild/moderate disease (P = .011). Smaller ventricular volumes were also associated with a higher rate of asthma exacerbations, both retrospectively and prospectively. For example, those with an eETVVI less than the median had a 57% higher rate of exacerbations during follow-up than those with eETVVI greater than the median (P = .020). Neither PA/A nor eRV/eLV was associated with asthma severity or exacerbations. CONCLUSIONS In patients with asthma, smaller cardiac ventricular size may be associated with more severe disease and a higher rate of asthma exacerbations. TRIAL REGISTRY ClinicalTrials.gov; No.: NCT01761630; URL: www.clinicaltrials.gov.
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Affiliation(s)
- Samuel Y Ash
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA; Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Boston, MA.
| | | | - Mark L Schiebler
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Farbod N Rahaghi
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA; Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Boston, MA
| | - Ashish Rai
- Department of Medicine, North Shore Medical Center, Salem, MA
| | - Carolyn E Come
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA; Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Boston, MA
| | - James C Ross
- Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Boston, MA
| | - Alysha G Colon
- College of Medicine, University of Florida, Gainesville, FL
| | - Juan Carlos Cardet
- Division of Allergy and Immunology, Department of Medicine, University of South Florida, Tampa, FL
| | - Eugene R Bleecker
- Division of Genetics, Genomics and Precision Medicine, University of Arizona, Tucson, AZ
| | - Mario Castro
- Division of Pulmonary and Critical Care Medicine, Washington University, St. Louis, MO
| | - John V Fahy
- Division of Pulmonary and Critical Care Medicine, University of California, San Francisco, San Francisco, CA
| | - Sean B Fain
- Departments of Medical Physics, Radiology, and Biomedical Engineering, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Benjamin M Gaston
- Division of Pulmonology, Allergy, and Immunology, and Pediatric Pulmonology, Rainbow Babies and Children's Hospital and Cleveland Medical Center, Cleveland, OH
| | - Eric A Hoffman
- Departments of Radiology, Biomedical Engineering, and Medicine, University of Iowa, Iowa City, IA
| | - Nizar N Jarjour
- Division of Pulmonary and Critical Care Medicine (Dr Jarjour), University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Jason K Lempel
- Department of Radiology, Cleveland Clinic, Cleveland, OH
| | - David T Mauger
- Division of Biostatistics and Bioinformatics, Penn State Eberly College of Science, University Park, PA
| | - Matthew C Tattersall
- Division of Cardiovascular Medicine (Dr Tattersall), University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Sally E Wenzel
- Division of Pulmonary, Allergy and Critical Care, University of Pittsburgh, Pittsburgh, PA
| | - Bruce D Levy
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA
| | - George R Washko
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA; Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Boston, MA
| | - Elliot Israel
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA
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Sirajuddin A, Donnelly EF, Crabtree TP, Henry TS, Iannettoni MD, Johnson GB, Kazerooni EA, Maldonado F, Olsen KM, Wu CC, Mohammed TL, Kanne JP. ACR Appropriateness Criteria ® Suspected Pulmonary Hypertension. J Am Coll Radiol 2018; 14:S350-S361. [PMID: 28473092 DOI: 10.1016/j.jacr.2017.01.040] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2017] [Revised: 01/19/2017] [Accepted: 01/23/2017] [Indexed: 11/15/2022]
Abstract
Pulmonary hypertension may be idiopathic or related to a large variety of diseases. Various imaging examinations that may be helpful in diagnosing and determining the etiology of pulmonary hypertension are discussed. Imaging examinations that may aid in the diagnosis of pulmonary hypertension include chest radiography, ultrasound echocardiography, ventilation/perfusion scans, CT, MRI, right heart catheterization, pulmonary angiography, and fluorine-18-2-fluoro-2-deoxy-d-glucose PET/CT. The American College of Radiology Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision include an extensive analysis of current medical literature from peer reviewed journals and the application of well-established methodologies (RAND/UCLA Appropriateness Method and Grading of Recommendations Assessment, Development, and Evaluation or GRADE) to rate the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where evidence is lacking or equivocal, expert opinion may supplement the available evidence to recommend imaging or treatment.
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Affiliation(s)
| | | | - Edwin F Donnelly
- Panel Vice-Chair, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Traves P Crabtree
- Southern Illinois University School of Medicine, Springfield, Illinois; Society of Thoracic Surgeons
| | - Travis S Henry
- University of California, San Francisco, San Francisco, California
| | | | | | | | - Fabien Maldonado
- Vanderbilt University Medical Center, Nashville, Tennessee; American College of Chest Physicians
| | | | - Carol C Wu
- University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Tan-Lucien Mohammed
- Specialty Chair, University of Florida College of Medicine, Gainesville, Florida
| | - Jeffrey P Kanne
- Panel Chair, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
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Wang M, Wei C, Shi Z, Zhu J. Study on the diagnosis of small hepatocellular carcinoma caused by hepatitis B cirrhosis via multi-slice spiral CT and MRI. Oncol Lett 2017; 15:503-508. [PMID: 29375718 DOI: 10.3892/ol.2017.7313] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2017] [Accepted: 10/17/2017] [Indexed: 02/07/2023] Open
Abstract
The present study compared the diagnostic accuracy of multi-slice spiral computed tomography (CT) and magnetic resonance imaging (MRI) on small hepatocellular carcinoma (SHCC) caused by hepatitis B cirrhosis. A total of 160 patients with hepatitis B cirrhosis were selected between January 2012 and April 2016, and 183 SHCC lesions were included in the present retrospective study. Patients were divided into the SHCC group (T stage) and the micro hepatocellular carcinoma (MHCC) group (T1 stage). There were a total of 129 SHCC lesions and 54 MHCC lesions identified. All patients underwent multiphasic CT and MRI imaging. The liver acquisition with volume acquisition (LAVA) technique was utilized for MRI. Furthermore, SPSS 20.0 was used for statistical analyses. LAVA in the arterial phase and CT in the arterial phase revealed significantly higher diagnostic rates for the diagnoses of 183 lesions. In addition, standard CT scan exhibited significantly reduced diagnostic rates in SHCC lesions. Results indicated that LAVA in the equilibrium phase had the lowest diagnostic rate in MHCC lesions, which was statistically significant (P<0.05). Overall, the diagnostic rate of CT (79.63%) for MHCC was significantly lower than that of MRI (96.29%) (P<0.05). However, the diagnostic rate of CT for SHCC (96.12%) was significantly higher than that for MHCC (79.63%) (P<0.05). MRI-LAVA in the arterial phase has the highest diagnostic rate for SHCC and MHCC. However, the diagnostic capability of MRI for MHCC lesions is superior to that of CT.
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Affiliation(s)
- Mei Wang
- Department of Radiology, Qilu Hospital of Shandong University, Jinan, Shandong 250012, P.R. China.,Department of Medical Imaging, The Affiliated Hospital of Taishan Medical College, Taian, Shandong 271000, P.R. China
| | - Congxin Wei
- Department of Radiology, Qilu Hospital of Shandong University, Jinan, Shandong 250012, P.R. China
| | - Zhaojuan Shi
- Department of Medical Imaging, The Affiliated Hospital of Taishan Medical College, Taian, Shandong 271000, P.R. China
| | - Jianzhong Zhu
- Department of Medical Imaging, The Affiliated Hospital of Taishan Medical College, Taian, Shandong 271000, P.R. China
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Abstract
Chronic thromboembolic pulmonary hypertension (CTEPH) is one of the potentially curable causes of pulmonary hypertension and is definitively treated with pulmonary thromboendartectomy. CTEPH can be overlooked, as its symptoms are nonspecific and can be mimicked by a wide range of diseases that can cause pulmonary hypertension. Early diagnosis of CTEPH and prompt evaluation for surgical candidacy are paramount factors in determining future outcomes. Imaging plays a central role in the diagnosis of CTEPH and patient selection for pulmonary thromboendartectomy and balloon pulmonary angioplasty. Currently, various imaging tools are used in concert, with techniques such as computed tomography (CT) and conventional pulmonary angiography providing detailed structural information, tests such as ventilation-perfusion (V/Q) scanning providing functional data, and magnetic resonance imaging providing a combination of morphologic and functional information. Emerging techniques such as dual-energy CT and single photon emission computed tomography-CT V/Q scanning promise to provide both anatomic and functional information in a single test and may change the way we image these patients in the near future. In this review, we discuss the roles of various imaging techniques and discuss their merits, limitations, and relative strengths in depicting the structural and functional changes of CTEPH. We also explore newer imaging techniques and the potential value they may offer.
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Unenhanced and Contrast-Enhanced MR Angiography and Perfusion Imaging for Suspected Pulmonary Thromboembolism. AJR Am J Roentgenol 2017; 208:517-530. [PMID: 28075625 DOI: 10.2214/ajr.16.17415] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
OBJECTIVE This article discusses the basics of unenhanced MR angiography (MRA) and MR venography (MRV), time-resolved contrast-enhanced (CE) MRA and dynamic first-pass CE perfusion MRI, and unenhanced and CE MRV, in addition to assessing the clinical relevance of these techniques for evaluating patients with suspected pulmonary thromboembolism and deep venous thrombosis. CONCLUSION Since the 1990s, the efficacy of MRA or MRV and dynamic perfusion MRI for patients with suspected pulmonary thromboembolism and deep venous thrombosis has been evaluated. On the basis of the results of single-center trials, comprehensive MRI protocols, including pulmonary unenhanced and CE MRA, perfusion MRI, and MRV, promise to be safe and time effective for assessing patients with suspected pulmonary thromboembolism, although future multicenter trials are required to assess the real clinical value of MRI.
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11
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Zhang Z, Wang M, Yang Z, Yang F, Li D, Yu T, Zhang N. Noninvasive prediction of pulmonary artery pressure and vascular resistance by using cardiac magnetic resonance indices. Int J Cardiol 2017; 227:915-922. [DOI: 10.1016/j.ijcard.2016.10.068] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2016] [Revised: 10/23/2016] [Accepted: 10/26/2016] [Indexed: 10/20/2022]
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12
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Elgazzar AG, Elmahdy MAE, Elshazly IM, Ramzy AM, Abo Youssef SM. Evaluation of role of computed tomography (CT) in the diagnosis of pulmonary hypertension. THE EGYPTIAN JOURNAL OF BRONCHOLOGY 2016. [DOI: 10.4103/1687-8426.193632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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13
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Abstract
The normal pulmonary circulation is a low-pressure, high-compliance system. Pulmonary arterial compliance decreases in the presence of pulmonary hypertension because of increased extracellular matrix/collagen deposition in the pulmonary arteries. Loss of pulmonary arterial compliance has been consistently shown to be a predictor of increased mortality in patients with pulmonary hypertension, even more so than pulmonary vascular resistance in some studies. Decreased pulmonary arterial compliance causes premature reflection of waves from the distal pulmonary vasculature, leading to increased pulsatile right ventricular afterload and eventually right ventricular failure. Evidence suggests that decreased pulmonary arterial compliance is a cause rather than a consequence of distal small vessel proliferative vasculopathy. Pulmonary arterial compliance decreases early in the disease process even when pulmonary artery pressure and pulmonary vascular resistance are normal, potentially enabling early diagnosis of pulmonary vascular disease, especially in high-risk populations. With the recognition of the prognostic importance of pulmonary arterial compliance, its impact on right ventricular function, and its contributory role in the development and progression of distal small-vessel proliferative vasculopathy, pulmonary arterial compliance is an attractive target for the treatment of pulmonary hypertension.
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Abstract
Involvement of the respiratory system is common in connective tissue diseases (CTDs), and the resultant lung injury can affect every part of the lung: the pleura, alveoli, interstitium, vasculature, lymphatic tissue, and large and/or small airways. Most of the parenchymal manifestations of CTD are similar to those found in interstitial lung diseases (ILDs), especially idiopathic interstitial pneumonias, and can be classified using the same system. Although there is some overlap, each CTD is associated with a characteristic pattern of pulmonary involvement. For this reason, thin-section CT as well as pulmonary function tests and serum markers are utilized for diagnosis, disease severity assessment, and therapeutic efficacy evaluation of ILD associated with CTD. In addition, newly developed pulmonary magnetic resonance imaging (MRI) procedures have been recommended as useful alternative imaging options for patients with CTD. This review article will (1) address radiological findings for chest radiography and conventional or thin-section CT currently used for six major types of CTD, rheumatoid arthritis, scleroderma (progressive systemic sclerosis), polymyositis/dermatomyositis, systemic lupus erythematosus, Sjögren syndrome and mixed connective tissue disease; (2) briefly deal with radiation dose reduction for thin-section CT examination; and (3) discuss clinically applicable or state-of-the-art MR imaging for CTD patients.
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15
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Yazdani M, Lau CT, Lempel JK, Yadav R, El-Sherief AH, Azok JT, Renapurkar RD. Historical Evolution of Imaging Techniques for the Evaluation of Pulmonary Embolism. Radiographics 2016; 35:1245-62. [PMID: 26172362 DOI: 10.1148/rg.2015140280] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
As we celebrate the 100th anniversary of the founding of the Radiological Society of North America (RSNA), it seems fitting to look back at the major accomplishments of the radiology community in the diagnosis of pulmonary embolism. Few diseases have so consistently captured the attention of the medical community. Since the first description of pulmonary embolism by Virchow in the 1850s, clinicians have struggled to reach a timely diagnosis of this common condition because of its nonspecific and often confusing clinical picture. As imaging tests started to gain importance in the 1900s, the approach to diagnosing pulmonary embolism also began to change. Rapid improvements in angiography, ventilation-perfusion imaging, and cross-sectional imaging modalities such as computed tomography (CT) and magnetic resonance imaging have constantly forced health care professionals to rethink how they diagnose pulmonary embolism. Needless to say, the way pulmonary embolism is diagnosed today is distinctly different from how it was diagnosed in Virchow's era; and imaging, particularly CT, now forms the cornerstone of diagnostic evaluation. Currently, radiology offers a variety of tests that are fast and accurate and can provide anatomic and functional information, thus allowing early diagnosis and triage of cases. This review provides a historical journey into the evolution of these imaging tests and highlights some of the major breakthroughs achieved by the radiology community and RSNA in this process. Also highlighted are areas of ongoing research and development in this field of imaging as radiologists seek to combat some of the newer challenges faced by modern medicine, such as rising health care costs and radiation dose hazards.
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Affiliation(s)
- Milad Yazdani
- From the Sections of Thoracic Imaging (M.Y., C.T.L., J.K.L., R.Y., A.H.E., J.T.Z., R.D.R.) and Nuclear Medicine (R.Y., R.D.R.), Imaging Institute, Thoracic Imaging L10, Cleveland Clinic, 9500 Euclid Ave, Cleveland, OH 44195
| | - Charles T Lau
- From the Sections of Thoracic Imaging (M.Y., C.T.L., J.K.L., R.Y., A.H.E., J.T.Z., R.D.R.) and Nuclear Medicine (R.Y., R.D.R.), Imaging Institute, Thoracic Imaging L10, Cleveland Clinic, 9500 Euclid Ave, Cleveland, OH 44195
| | - Jason K Lempel
- From the Sections of Thoracic Imaging (M.Y., C.T.L., J.K.L., R.Y., A.H.E., J.T.Z., R.D.R.) and Nuclear Medicine (R.Y., R.D.R.), Imaging Institute, Thoracic Imaging L10, Cleveland Clinic, 9500 Euclid Ave, Cleveland, OH 44195
| | - Ruchi Yadav
- From the Sections of Thoracic Imaging (M.Y., C.T.L., J.K.L., R.Y., A.H.E., J.T.Z., R.D.R.) and Nuclear Medicine (R.Y., R.D.R.), Imaging Institute, Thoracic Imaging L10, Cleveland Clinic, 9500 Euclid Ave, Cleveland, OH 44195
| | - Ahmed H El-Sherief
- From the Sections of Thoracic Imaging (M.Y., C.T.L., J.K.L., R.Y., A.H.E., J.T.Z., R.D.R.) and Nuclear Medicine (R.Y., R.D.R.), Imaging Institute, Thoracic Imaging L10, Cleveland Clinic, 9500 Euclid Ave, Cleveland, OH 44195
| | - Joseph T Azok
- From the Sections of Thoracic Imaging (M.Y., C.T.L., J.K.L., R.Y., A.H.E., J.T.Z., R.D.R.) and Nuclear Medicine (R.Y., R.D.R.), Imaging Institute, Thoracic Imaging L10, Cleveland Clinic, 9500 Euclid Ave, Cleveland, OH 44195
| | - Rahul D Renapurkar
- From the Sections of Thoracic Imaging (M.Y., C.T.L., J.K.L., R.Y., A.H.E., J.T.Z., R.D.R.) and Nuclear Medicine (R.Y., R.D.R.), Imaging Institute, Thoracic Imaging L10, Cleveland Clinic, 9500 Euclid Ave, Cleveland, OH 44195
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Abstract
BACKGROUND Magnetic resonance imaging (MRI) of the lungs is becoming increasingly appreciated as a third diagnostic imaging modality besides chest x-ray and computed tomography (CT). Its value is well acknowledged for pediatric patients or for scientific use particularly when radiation exposure should be strictly avoided. However, the diagnosis of interstitial lung disease is the biggest challenge of all indications. The objective of this article is a summary of the current state of the art for diagnostic MRI of interstitial lung diseases. MATERIAL AND METHODS This article reflects the results of a current search of the literature and discusses them against the background of the authors own experience with lung MRI. RESULTS Due to its lower spatial resolution and a higher susceptibility to artefacts MRI does not achieve the sensitivity of CT for the detection of small details for pattern recognition (e.g. fine reticulation and micronodules) but larger details (e.g. coarse fibrosis and honeycombing) can be clearly visualized. Moreover, it could be shown that MRI has the capability to add clinically valuable information on regional lung function (e.g. ventilation, perfusion and mechanical properties) and inflammation with native signal and contrast dynamics. DISCUSSION In its present state MRI can be used for comprehensive cardiopulmonary imaging in patients with sarcoidosis or for follow-up of lung fibrosis after initial correlation with CT. Far more indications are expected when the capabilities of MRI for the assessment of regional lung function and activity of inflammation can be transferred into robust protocols for clinical use.
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Barker AJ, Roldán-Alzate A, Entezari P, Shah SJ, Chesler NC, Wieben O, Markl M, François CJ. Four-dimensional flow assessment of pulmonary artery flow and wall shear stress in adult pulmonary arterial hypertension: results from two institutions. Magn Reson Med 2014; 73:1904-13. [PMID: 24974951 DOI: 10.1002/mrm.25326] [Citation(s) in RCA: 92] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2014] [Revised: 05/27/2014] [Accepted: 05/27/2014] [Indexed: 12/31/2022]
Abstract
PURPOSE To compare pulmonary artery flow using Cartesian and radially sampled four-dimensional flow-sensitive (4D flow) MRI at two institutions. METHODS Nineteen healthy subjects and 17 pulmonary arterial hypertension (PAH) subjects underwent a Cartesian 4D flow acquisition (institution 1) or a three-dimensional radial acquisition (institution 2). The diameter, peak systolic velocity (Vmax), peak flow (Qmax), stroke volume (SV), and wall shear stress (WSS) were computed in two-dimensional analysis planes at the main, right, and left pulmonary artery. Interobserver variability, interinstitutional differences, flow continuity, and the hemodynamic measurements in healthy and PAH subjects were assessed. RESULTS Vmax, Qmax, SV, and WSS at all locations were significantly lower (P < 0.05) in PAH compared with healthy subjects. The limits of agreement were 0.16 m/s, 2.4 L/min, 10 mL, and 0.31 N/m(2) for Vmax, Qmax, SV, and WSS, respectively. Differences between Qmax and SV using Cartesian and radial sequences were not significant. Plane placement and acquisition exhibited isolated, site-based differences between Vmax and WSS. CONCLUSIONS 4D flow MRI was used to detect differences in pulmonary artery hemodynamics for PAH subjects. Flow and WSS in healthy and PAH subject cohorts were similar between Cartesian- and radial-based 4D flow MRI acquisitions with minimal interobserver variability.
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Affiliation(s)
- Alex J Barker
- Department of Radiology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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Wielpütz MO, Heußel CP, Herth FJ, Kauczor HU. Radiological diagnosis in lung disease: factoring treatment options into the choice of diagnostic modality. DEUTSCHES ARZTEBLATT INTERNATIONAL 2014; 111:181-7. [PMID: 24698073 PMCID: PMC3977441 DOI: 10.3238/arztebl.2014.0181] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2013] [Revised: 01/06/2014] [Accepted: 01/06/2014] [Indexed: 01/02/2023]
Abstract
BACKGROUND Chest X-ray, computed tomography (CT), and magnetic resonance imaging (MRI) each have characteristic advantages and disadvantages that need to be considered in clinical decision-making. This point is discussed in reference to the main types of lung disease that are encountered in practice. METHOD A selective literature search was performed in the PubMed and Google Scholar databases. Existing clinical guidelines on the main types of lung disease and studies concerning radiological diagnosis were also con - sidered in this review. RESULTS There have been no more than a few large-scale, controlled comparative trials of different radiological techniques. Chest X-ray provides general orientation as an initial diagnostic study and is especially useful in the diagnosis of pneumonia, cancer, and chronic obstructive pulmonary disease (COPD). Multi-detector CT affords nearly isotropic spatial resolution at a radiation dose of only 0.2-5 mSv, much lower than before. Its main indications, according to current guidelines, are tumors, acute pulmonary embolism, pulmonary hypertension, pulmonary fibrosis, advanced COPD, and pneumonia in a high-risk patient. MRI is used in the diagnosis of cystic fibrosis, pulmonary embolism, pulmonary hypertension, and bronchial carcinoma. The positive predictive value (PPV) of a chest X-ray in outpatients with pneumonia is only 27% (gold standard, CT); in contrast, an initial, non-randomized trial of MRI in nosocomial pneumonia revealed a PPV of 95%. For the staging of mediastinal lymph nodes in bronchial carcinoma, MRI has a PPV of 88% and positron emission tomography with CT (PET/CT) has a PPV of 79%, while CT alone has a PPV of 41% (gold standard, histology). CONCLUSION The choice of radiologicalal technique for the detection, staging, follow-up, and quantification of lung disease should be based on the individual clinical options, so that appropriate treatment can be provided without excessive use of diagnostic testing.
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Affiliation(s)
- Mark O Wielpütz
- Department of Diagnostic and Interventional Radiology, Heidelberg University Hospital
- Translational Lung Research Center (TLRC) Heidelberg, German Centre for Lung Research (DZL), Heidelberg
| | - Claus P Heußel
- Department of Diagnostic and Interventional Radiology, Heidelberg University Hospital
- Translational Lung Research Center (TLRC) Heidelberg, German Centre for Lung Research (DZL), Heidelberg
- Department of Diagnostic and Interventional Radiology and Nuclear Medicine, Thoraxklinik at Heidelberg University Hospital
| | - Felix J.F Herth
- Translational Lung Research Center (TLRC) Heidelberg, German Centre for Lung Research (DZL), Heidelberg
- Department of Pneumology and Respiratory Critical Care Medicine, Thoraxklinik at Heidelberg University Hospital
| | - Hans-Ulrich Kauczor
- Department of Diagnostic and Interventional Radiology, Heidelberg University Hospital
- Translational Lung Research Center (TLRC) Heidelberg, German Centre for Lung Research (DZL), Heidelberg
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19
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A New Year Brings New Opportunities. J Thorac Imaging 2014; 29:1. [DOI: 10.1097/rti.0000000000000063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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20
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Truong U, Fonseca B, Dunning J, Burgett S, Lanning C, Ivy DD, Shandas R, Hunter K, Barker AJ. Wall shear stress measured by phase contrast cardiovascular magnetic resonance in children and adolescents with pulmonary arterial hypertension. J Cardiovasc Magn Reson 2013; 15:81. [PMID: 24034144 PMCID: PMC3848825 DOI: 10.1186/1532-429x-15-81] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2013] [Accepted: 09/03/2013] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Pulmonary arterial hypertension (PAH) is a devastating disease with significant morbidity and mortality. At the macroscopic level, disease progression is observed as a complex interplay between mean pulmonary artery pressure, pulmonary vascular resistance, pulmonary vascular stiffness, arterial size, and flow. Wall shear stress (WSS) is known to mediate or be dependent on a number of these factors. Given that WSS is known to promote architectural vessel remodeling, it is imperative that the changes of this factor be quantified in the presence of PAH. METHODS In this study, we analyzed phase contrast imaging of the right pulmonary artery derived from cardiovascular magnetic resonance to quantify the local, temporal and circumferentially averaged WSS of a PAH population and a pediatric control population. In addition, information about flow and relative area change were derived. RESULTS Although the normotensive and PAH shear waveform exhibited a WSS profile which is uniform in magnitude and direction along the vessel circumference at systole, time-averaged WSS (2.2 ± 1.6 vs. 6.6 ± 3.4 dynes/cm(2), P = 0.018) and systolic WSS (8.2 ± 5.0 v. 20.0 ± 9.1 dynes/cm(2), P = 0.018) was significantly depressed in the PAH population as compared to the controls. BSA-indexed PA diameter was significantly larger in the PAH population (1.5 ± 0.4 vs. 0.7 ± 0.1 cm/m(2), P = 0.003). CONCLUSIONS In the presence of preserved flow rates through a large PAH pulmonary artery, WSS is significantly decreased. This may have implications for proximal pulmonary artery remodeling and cellular function in the progression of PAH.
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Affiliation(s)
- Uyen Truong
- Division of Pediatric Cardiology, Children’s Hospital Colorado, Aurora, CO 80045, USA
| | - Brian Fonseca
- Division of Pediatric Cardiology, Children’s Hospital Colorado, Aurora, CO 80045, USA
| | - Jamie Dunning
- Department for Bioengineering, University of Colorado, 13123 E. 16th Avenue B100, Aurora, CO 80045, USA
| | - Shawna Burgett
- Department for Bioengineering, University of Colorado, 13123 E. 16th Avenue B100, Aurora, CO 80045, USA
| | - Craig Lanning
- Department for Bioengineering, University of Colorado, 13123 E. 16th Avenue B100, Aurora, CO 80045, USA
| | - D Dunbar Ivy
- Division of Pediatric Cardiology, Children’s Hospital Colorado, Aurora, CO 80045, USA
| | - Robin Shandas
- Division of Pediatric Cardiology, Children’s Hospital Colorado, Aurora, CO 80045, USA
- Department for Bioengineering, University of Colorado, 13123 E. 16th Avenue B100, Aurora, CO 80045, USA
| | - Kendall Hunter
- Department for Bioengineering, University of Colorado, 13123 E. 16th Avenue B100, Aurora, CO 80045, USA
| | - Alex J Barker
- Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
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