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Collins SÉ, Kirby M, Smith BM, Tan W, Bourbeau J, Thompson S, van Diepen S, Jensen D, Stanojevic S, Stickland MK. Pulmonary Vascular Structure and Function Are Related to Exercise Capacity in Health and COPD. Chest 2024:S0012-3692(24)05284-X. [PMID: 39368737 DOI: 10.1016/j.chest.2024.09.027] [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: 04/10/2024] [Revised: 09/24/2024] [Accepted: 09/25/2024] [Indexed: 10/07/2024] Open
Abstract
BACKGROUND Although it is generally accepted that aerobic exercise training does not change lung structure or function, some work suggests that greater pulmonary vascular structure and function is associated with higher exercise capacity (peak oxygen consumption [Vo2peak]). RESEARCH QUESTION Is there a cross-sectional association between the pulmonary vasculature and Vo2peak? We hypothesized that those with higher CT blood vessel volumes and capacity of the lungs for carbon monoxide (Dlco) would have higher Vo2peak, independent of airflow limitation. STUDY DESIGN AND METHODS Participants from the Canadian Cohort Obstructive Lung Disease (CanCOLD) study were categorized as follows: never smokers with normal spirometry (n = 263), ever smokers with normal spirometry (n = 407), and COPD: individuals with spirometric airflow obstruction (n = 334). Total vessel volume (TVV), volume for vessels < 5 mm2 in cross-sectional area (BV5), and volume for vessels between 5 and 10 mm2 in cross-sectional area (BV5-10) were generated from CT scans and used as indices of pulmonary vascular structure. Dlco was used as an index of pulmonary microvascular function. Vo2peak was evaluated via incremental cardiopulmonary exercise testing. RESULTS General linear regression models revealed that even after controlling for FEV1, emphysema severity, and body morphology, Dlco, TVV, BV5, and BV5-10, were independently associated with Vo2peak. Interaction effects were observed between COPD and TVV, BV5, and BV5-10, indicating a weaker association between pulmonary vascular volumes and Vo2peak in COPD. INTERPRETATION Our results suggest that pulmonary vascular structure and Dlco are independently associated with Vo2peak, regardless of severity of airflow limitation and emphysema, suggesting that these associations are not limited to COPD.
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Affiliation(s)
- Sophie É Collins
- Division of Pulmonary Medicine, Faculty of Medicine and Dentistry University of Alberta, Edmonton, AB, Canada; Faculty of Rehabilitation Medicine, University of Alberta, Edmonton, AB, Canada
| | - Miranda Kirby
- Department of Physics, Toronto Metropolitan University, Toronto, ON, Canada
| | - Benjamin M Smith
- Research Institute of the McGill University Health Centre and McGill University, Montreal, QC, Canada; Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada; Department of Medicine, Columbia University Medical Center, New York, NY
| | - Wan Tan
- University of British Columbia, Vancouver, BC, Canada
| | - Jean Bourbeau
- Research Institute of the McGill University Health Centre and McGill University, Montreal, QC, Canada
| | - Stephanie Thompson
- Division of Nephrology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada
| | - Sean van Diepen
- Division of Critical Care, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada
| | - Dennis Jensen
- Research Institute of the McGill University Health Centre and McGill University, Montreal, QC, Canada; Clinical Exercise and Respiratory Physiology Laboratory, Department of Kinesiology and Physical Education, McGill University, Montreal, QC, Canada
| | - Sanja Stanojevic
- Department of Community Health and Epidemiology, Dalhousie University, Halifax, NS, Canada
| | - Michael K Stickland
- Division of Pulmonary Medicine, Faculty of Medicine and Dentistry University of Alberta, Edmonton, AB, Canada; G.F. MacDonald Centre for Lung Health, Covenant Health, Edmonton, AB, Canada.
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Mu C, Li Q, Niu Y, Hu T, Li Y, Wang T, Yu X, Lv Y, Tang H, Jiang J, Xu H, Zheng Y, Han W. Chronic diesel exhaust exposure induced pulmonary vascular remodeling a potential trajectory for traffic related pulmonary hypertension. Respir Res 2024; 25:348. [PMID: 39342206 PMCID: PMC11439202 DOI: 10.1186/s12931-024-02976-y] [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: 05/22/2024] [Accepted: 09/10/2024] [Indexed: 10/01/2024] Open
Abstract
BACKGROUND As one of the most common traffic-related pollutants, diesel exhaust (DE) confers high risk for cardiovascular and respiratory diseases. However, its impact on pulmonary vessels is still unclear. METHODS To explore the effects of DE exposure on pulmonary vascular remodeling, our study analyzed the number and volume of small pulmonary vessels in the diesel engine testers (the DET group) from Luoyang Diesel Engine Factory and the controls (the non-DET group) from the local water company, using spirometry and carbon content in airway macrophage (CCAM) in sputum. And then we constructed a rat model of chronic DE exposure, in which 12 rats were divided into the DE group (6 rats with 16-week DE exposure) and the control group (6 rats with 16-week clean air exposure). During right heart catheterization, right ventricular systolic pressure (RVSP) was assessed by manometry. Macrophage migration inhibitory factor (MIF) in lung tissues and bronchoalveolar lavage fluid (BALF) were measured by qRT-PCR and ELISA, respectively. Histopathological analysis for cardiovascular remodeling was also performed. RESULTS In DET cohort, the number and volume of small pulmonary vessels in CT were positively correlated with CCAM in sputum (P<0.05). Rat model revealed that chronic DE-exposed rats had elevated RVSP, along with increased wall thickness of pulmonary small vessels and right the ventricle. What's more, the MIF levels in BALF and lung tissues were higher in DE-exposed rats than the controls. CONCLUSION Apart from airway remodeling, DE also induces pulmonary vascular remodeling, which will lead to cardiopulmonary dysfunction.
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Affiliation(s)
- Chaohui Mu
- Department of Pulmonary and Critical Care Medicine, Qingdao Municipal Hospital, School of Medicine, Qingdao University, Qingdao, 266071, China
| | - Qinghai Li
- Department of Pulmonary and Critical Care Medicine, Qingdao Municipal Hospital, School of Medicine, Qingdao University, Qingdao, 266071, China
- Qingdao Key Lab for Common Diseases, Qingdao Hospital, University of Rehabilitation and Health Sciences, Qingdao, 266071, China
- School of Public Health, Qingdao University, Qingdao, 266071, China
| | - Yong Niu
- National Institute of Occupational Health and Posing Control, China CDC, Beijing, 100050, China
| | - Ting Hu
- Department of Pulmonary and Critical Care Medicine, Qingdao Municipal Hospital, School of Medicine, Qingdao University, Qingdao, 266071, China
| | - Yanting Li
- School of Public Health, Qingdao University, Qingdao, 266071, China
| | - Tao Wang
- Qingdao Key Lab for Common Diseases, Qingdao Hospital, University of Rehabilitation and Health Sciences, Qingdao, 266071, China
| | - Xinjuan Yu
- Qingdao Key Lab for Common Diseases, Qingdao Hospital, University of Rehabilitation and Health Sciences, Qingdao, 266071, China
| | - Yiqiao Lv
- Department of Pulmonary and Critical Care Medicine, Qingdao Hospital, Dalian Medical University, Dalian, 116000, China
| | - Huiling Tang
- Department of Pulmonary and Critical Care Medicine, Qingdao Hospital, Dalian Medical University, Dalian, 116000, China
| | - Jing Jiang
- Department of Ultrasound, Qingdao Hospital, University of Rehabilitation and Health Sciences, Qingdao, 266071, China
| | - Haibin Xu
- Department of Radiology, Qingdao Hospital, University of Rehabilitation and Health Sciences, Qingdao, 266071, China
| | - Yuxin Zheng
- School of Public Health, Qingdao University, Qingdao, 266071, China.
| | - Wei Han
- Department of Pulmonary and Critical Care Medicine, Qingdao Municipal Hospital, School of Medicine, Qingdao University, Qingdao, 266071, China.
- Qingdao Key Lab for Common Diseases, Qingdao Hospital, University of Rehabilitation and Health Sciences, Qingdao, 266071, China.
- School of Public Health, Qingdao University, Qingdao, 266071, China.
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Wright SP, Kirby M, Singh GV, Tan WC, Bourbeau J, Eves ND. Sex-related differences in pulmonary vascular volume distribution. Pulm Circ 2024; 14:e12436. [PMID: 39268397 PMCID: PMC11391118 DOI: 10.1002/pul2.12436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 08/01/2024] [Accepted: 09/01/2024] [Indexed: 09/15/2024] Open
Abstract
Pulmonary arterial hypertension affects females more frequently than males, and there are known sex-related differences in the lungs. However, normal sex-related differences in pulmonary vascular structure remain incompletely described. We aimed to contrast computed tomography-derived pulmonary vascular volume and its distribution within the lungs of healthy adult females and males. From the CanCOLD Study, we retrospectively identified healthy never-smokers. We analyzed full-inspiration computed tomography images, using vessel and airway segmentation to generate pulmonary vessel volume, vessel counts, and airway counts. Vessels were classified by cross-sectional area >10, 5-10, and <5 mm2 into bins, with volume summed within each area bin and in total. We included 46 females and 36 males (62 ± 9 years old). Females had lower total lung volume, total airway counts, total vessel counts, and total vessel volume (117 ± 31 vs. 164 ± 28 mL) versus males (all p < 0.001). Females also had lower vessel volume >10 mm2 (14 ± 8 vs. 27 ± 9 mL), vessel volume 5-10 mm2 (35 ± 11 vs. 55 ± 10 mL), and vessel volume <5 mm2 (68 ± 18 vs. 82 ± 19 mL) (all p < 0.001). Normalized to total vessel volume, vessel volume >10 mm2 (11 ± 4 vs. 16 ± 4%, p < 0.001) and 5-10 mm2 (30 ± 6 vs. 34 ± 5%, p = 0.001) remained lower in females but vessel volume <5 mm2 relative to total volume was 18% higher (59 ± 8 vs. 50 ± 7%, p < 0.001). Among healthy older adults, pulmonary vessel volume is distributed into smaller vessels in females versus males.
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Affiliation(s)
- Stephen P Wright
- School of Health and Exercise Science, Centre for Heart, Lung and Vascular Health University of British Columbia Kelowna British Columbia Canada
| | - Miranda Kirby
- Department of Physics Toronto Metropolitan University Toronto Ontario Canada
| | - Gaurav V Singh
- Department of Physics Toronto Metropolitan University Toronto Ontario Canada
| | - Wan C Tan
- Department of Medicine, Centre for Heart, Lung Innovation University of British Columbia Vancouver British Columbia Canada
| | - Jean Bourbeau
- Department of Medicine, Montreal Chest Institute McGill University Montreal Quebec Canada
| | - Neil D Eves
- School of Health and Exercise Science, Centre for Heart, Lung and Vascular Health University of British Columbia Kelowna British Columbia Canada
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Stoleriu MG, Pienn M, Joerres RA, Alter P, Fero T, Urschler M, Kovacs G, Olschewski H, Kauczor HU, Wielpütz M, Jobst B, Welte T, Behr J, Trudzinski FC, Bals R, Watz H, Vogelmeier CF, Biederer J, Kahnert K. Expiratory Venous Volume and Arterial Tortuosity are Associated with Disease Severity and Mortality Risk in Patients with COPD: Results from COSYCONET. Int J Chron Obstruct Pulmon Dis 2024; 19:1515-1529. [PMID: 38974817 PMCID: PMC11227296 DOI: 10.2147/copd.s458905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2024] [Accepted: 06/10/2024] [Indexed: 07/09/2024] Open
Abstract
Purpose The aim of this study was to evaluate the association between computed tomography (CT) quantitative pulmonary vessel morphology and lung function, disease severity, and mortality risk in patients with chronic obstructive pulmonary disease (COPD). Patients and Methods Participants of the prospective nationwide COSYCONET cohort study with paired inspiratory-expiratory CT were included. Fully automatic software, developed in-house, segmented arterial and venous pulmonary vessels and quantified volume and tortuosity on inspiratory and expiratory scans. The association between vessel volume normalised to lung volume and tortuosity versus lung function (forced expiratory volume in 1 sec [FEV1]), air trapping (residual volume to total lung capacity ratio [RV/TLC]), transfer factor for carbon monoxide (TLCO), disease severity in terms of Global Initiative for Chronic Obstructive Lung Disease (GOLD) group D, and mortality were analysed by linear, logistic or Cox proportional hazard regression. Results Complete data were available from 138 patients (39% female, mean age 65 years). FEV1, RV/TLC and TLCO, all as % predicted, were significantly (p < 0.05 each) associated with expiratory vessel characteristics, predominantly venous volume and arterial tortuosity. Associations with inspiratory vessel characteristics were absent or negligible. The patterns were similar for relationships between GOLD D and mortality with vessel characteristics. Expiratory venous volume was an independent predictor of mortality, in addition to FEV1. Conclusion By using automated software in patients with COPD, clinically relevant information on pulmonary vasculature can be extracted from expiratory CT scans (although not inspiratory scans); in particular, expiratory pulmonary venous volume predicted mortality. Trial Registration NCT01245933.
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Affiliation(s)
- Mircea Gabriel Stoleriu
- Division for Thoracic Surgery Munich, Ludwig-Maximilians-University of Munich (LMU) and Asklepios Medical Center; Munich-Gauting, Gauting, 82131, Germany
- Institute for Lung Health and Immunity and Comprehensive Pneumology Center with the CPC-M bioArchive; Helmholtz Center Munich; Member of the German Lung Research Center (DZL), Munich, 81377, Germany
| | - Michael Pienn
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
- Division of Pulmonology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
| | - Rudolf A Joerres
- Institute and Outpatient Clinic for Occupational, Social and Environmental Medicine, Hospital of Ludwig-Maximilians-University Munich (LMU), Munich, 80336, Germany
| | - Peter Alter
- Department of Medicine, Pulmonary and Critical Care Medicine, University of Marburg (UMR), Member of the German Center for Lung Research (DZL), Marburg, 35033, Germany
| | - Tamas Fero
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Heidelberg, Germany
| | - Martin Urschler
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria
| | - Gabor Kovacs
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
- University Clinic for Internal Medicine, Medical University of Graz, Division of Pulmonology, Graz, Austria
| | - Horst Olschewski
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
- University Clinic for Internal Medicine, Medical University of Graz, Division of Pulmonology, Graz, Austria
| | - Hans-Ulrich Kauczor
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Heidelberg, Germany
- Translational Lung Research Center Heidelberg, Member of the German Center for Lung Research DZL, Heidelberg, Germany
| | - Mark Wielpütz
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Heidelberg, Germany
- Translational Lung Research Center Heidelberg, Member of the German Center for Lung Research DZL, Heidelberg, Germany
| | - Bertram Jobst
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Heidelberg, Germany
- Translational Lung Research Center Heidelberg, Member of the German Center for Lung Research DZL, Heidelberg, Germany
| | - Tobias Welte
- Department of Respiratory Medicine and Infectious Disease, Member of the German Center of Lung Research, Hannover School of Medicine, Hannover, Germany
| | - Jürgen Behr
- Institute for Lung Health and Immunity and Comprehensive Pneumology Center with the CPC-M bioArchive; Helmholtz Center Munich; Member of the German Lung Research Center (DZL), Munich, 81377, Germany
- Department of Medicine V, LMU University Hospital, LMU Munich, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Franziska C Trudzinski
- Translational Lung Research Center Heidelberg, Member of the German Center for Lung Research DZL, Heidelberg, Germany
- Department of Pneumology and Critical Care Medicine, Thoraxklinik, University of Heidelberg, Heidelberg, Germany
| | - Robert Bals
- Department of Internal Medicine V-Pulmonology, Allergology and Respiratory Critical Care Medicine, Saarland University, Homburg, 66421, Germany
- Helmholtz Institute for Pharmaceutical Research, Saarbrücken, 66123, Germany
| | - Henrik Watz
- Pulmonary Research Institute at LungenClinic Grosshansdorf, Airway Research Centre North, German Centre for Lung Research, Großhansdorf, Germany
| | - Claus F Vogelmeier
- Department of Medicine, Pulmonary and Critical Care Medicine, University of Marburg (UMR), Member of the German Center for Lung Research (DZL), Marburg, 35033, Germany
| | - Jürgen Biederer
- Translational Lung Research Center Heidelberg, Member of the German Center for Lung Research DZL, Heidelberg, Germany
- Faculty of Medicine, Christian-Albrechts-Universität Zu Kiel, Kiel, Germany
- University of Latvia, Faculty of Medicine, Riga, LV-1586, Latvia
| | - Kathrin Kahnert
- Institute for Lung Health and Immunity and Comprehensive Pneumology Center with the CPC-M bioArchive; Helmholtz Center Munich; Member of the German Lung Research Center (DZL), Munich, 81377, Germany
- Department of Medicine V, LMU University Hospital, LMU Munich, Member of the German Center for Lung Research (DZL), Munich, Germany
- MediCenterGermering, Germering, Germany
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Jiao L, Shen R, Li M, Liang Y, Guo Y, Shen C. Determination of pulmonary vessel alteration in Chinese male smokers by quantitative computed tomography measurements: a retrospective study. Quant Imaging Med Surg 2024; 14:3289-3301. [PMID: 38720846 PMCID: PMC11074763 DOI: 10.21037/qims-23-1758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 03/13/2024] [Indexed: 05/12/2024]
Abstract
Background The blood volume of intraparenchymal vessels is reported to be increased in smokers. However, the blood volume can be affected by many confounders besides tobacco exposure. This study aimed to investigate the association between cigarette smoking and pulmonary blood volume after adjusting the related factors in a large cohort of Chinese males. Methods In this retrospective study, male participants admitted to the First Affiliated Hospital of Xi'an Jiaotong University for annual health assessment between February 2017 and February 2018 were enrolled. All subjects underwent non-contrast chest computed tomography (CT) scans, and 152 subjects underwent a review CT scan 2-3 years later. A three-dimensional approach was employed to segment the lung and intrapulmonary vessels and quantitative CT (QCT) measurements, including lung volume (LV), intrapulmonary vessel volume (IPVV), low-attenuation area <-950 Hounsfield unit (LAA-950 and LAA-950%), and mean lung density (MLD). Linear regression was used to estimate the association between IPVV and the smoking index (SI). A paired t-test was used to compare the QCT parameters between the initial and follow-up CT scans. Results A total of 656 male participants were enrolled and classified into three subgroups: non-smokers (n=311), current smokers (n=267), and former smokers (n=78). The IPVV of current smokers (134.62±23.96 vs. 120.76±25.52 mL) and former smokers (130.79±25.13 vs. 120.76±25.52 mL) were significantly larger than that of non-smokers (P<0.05). A higher SI was associated with greater IPVV [non-standardized coefficient: 0.167, 95% confidence interval (CI): 0.086-0.248]. For current smokers, the IPVV of the follow-up scan significantly increased compared to its baseline scan (135.49±28.60 vs. 129.73±29.75 mL, t=-2.326, P=0.02), but for the non-smokers and former smokers, the IPVV of the follow-up scan did not increase or decrease compared to the baseline scan (P>0.05). Conclusions Pulmonary vascular volumes detectable on non-contrast CT are associated with cigarette exposure, and smoking cessation may prevent pulmonary vasculature remodeling.
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Affiliation(s)
- Lei Jiao
- Department of PET/CT, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
- Department of Imaging, Weinan Central Hospital, Weinan, China
| | - Rui Shen
- Department of Gastroenterology, Xi’an Chest Hospital, Xi’an, China
| | - Meng Li
- Department of Imaging, Weinan Central Hospital, Weinan, China
| | - Yudong Liang
- Department of Imaging, Weinan Central Hospital, Weinan, China
| | - Youmin Guo
- Department of PET/CT, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Cong Shen
- Department of PET/CT, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
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Gao T, Wang YF, Sun X, Zhang HR, Tian XC, Hei N, Yang XN, Zhou JX, Zhu L. CT quantification of pulmonary vessels in lung aging. Clin Radiol 2024; 79:e767-e774. [PMID: 38365539 DOI: 10.1016/j.crad.2024.01.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 12/19/2023] [Accepted: 01/08/2024] [Indexed: 02/18/2024]
Abstract
AIM To evaluate the effect of aging on pulmonary vessels based on computed tomography (CT) quantification and analyse the correlation between quantitative pulmonary vascular volume and pulmonary function during aging. MATERIALS AND METHODS A total of 330 healthy adult volunteers, including 161 men (53 aged 20-39 years, 61 aged 40-59 years, and 47 aged ≥60 years) and 169 women (53 aged 20-39 years, 63 aged 40-59 years, and 53 aged ≥60 years) were recruited in this study. AVIEW software was used to quantitatively measure pulmonary vascular volume, including pulmonary total blood vessel volume (TBV) and small blood vessel volume with a cross-sectional area of <5 mm2 (BV5). Pulmonary vascular volume parameters were standardised using the ratio of vascular volume to the body surface area (BSA; TBV/BSA and BV5/BSA). Subsequently, the effect of aging on the pulmonary vessels was analysed. RESULTS The pulmonary vascular volume parameters TBV/BSA and BV5/BSA of the whole lung, right lung, and left lung decreased significantly with increasing age (p<0.05). Additionally, TBV/BSA and BV5/BSA of the whole lung were higher in men than in women. The declining trend of pulmonary vascular volume was consistent in men and women and increased with age. CONCLUSIONS The pulmonary vascular volume parameters, TBV/BSA and BV5/BSA, decreased with age and were weakly positively correlated with pulmonary function.
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Affiliation(s)
- T Gao
- Department of Radiology, General Hospital of Ningxia Medical University, Yinchuan 750004, China; The First Affiliated Hospital of Xi'an Medical University, Xi'an 710077, China
| | - Y F Wang
- Department of Radiology, General Hospital of Ningxia Medical University, Yinchuan 750004, China
| | - X Sun
- Department of Radiology, General Hospital of Ningxia Medical University, Yinchuan 750004, China
| | - H R Zhang
- Department of Radiology, General Hospital of Ningxia Medical University, Yinchuan 750004, China
| | - X C Tian
- Department of Radiology, General Hospital of Ningxia Medical University, Yinchuan 750004, China
| | - N Hei
- Department of Radiology, Xi'an Hospital of Traditional Chinese Medicine, Xi'an 710021, China
| | - X N Yang
- School of Ningxia Medical University, Yinchuan 750004, China
| | - J X Zhou
- School of Ningxia Medical University, Yinchuan 750004, China
| | - L Zhu
- Department of Radiology, General Hospital of Ningxia Medical University, Yinchuan 750004, China.
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Duus LS, Vesterlev D, Nielsen AB, Lassen MH, Sivapalan P, Ulrik CS, Lapperre T, Browatzki A, Estépar RSJ, Nardelli P, Jensen JUS, Estépar RSJ, Biering-Sørensen T. COPD: pulmonary vascular volume associated with cardiac structure and function. Int J Cardiovasc Imaging 2024; 40:579-589. [PMID: 38040946 PMCID: PMC10951014 DOI: 10.1007/s10554-023-03027-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 11/25/2023] [Indexed: 12/03/2023]
Abstract
BACKGROUND Early recognition of cardiac dysfunction in patients with chronic obstructive pulmonary disease (COPD) may prevent future cardiac impairment and improve prognosis. Quantitative assessment of subsegmental and segmental vessel volume by Computed Tomographic (CT) imaging can provide a surrogate of pulmonary vascular remodeling. We aimed to examine the relationship between lung segmental- and subsegmental vessel volume, and echocardiographic measures of cardiac structure and function in patients with COPD. METHODS We studied 205 participants with COPD, included in a large cohort study of cardiovascular disease in COPD patients. Participants had an available CT scan and echocardiogram. Artificial intelligence (AI) algorithms calculated the subsegmental vessel fraction as the vascular volume in vessels below 10 mm2 in cross-sectional area, indexed to total intrapulmonary vessel volume. Linear regressions were conducted, and standardized ß-coefficients were calculated. Scatterplots were created to visualize the continuous correlations between the vessel fractions and echocardiographic parameters. RESULTS We found that lower subsegmental vessel fraction and higher segmental vessel volume were correlated with higher left ventricular (LV) mass, LV diastolic dysfunction, and inferior vena cava (IVC) dilatation. Subsegmental vessel fraction was correlated with right ventricular (RV) remodeling, while segmental vessel fraction was correlated with higher pulmonary pressure. Measures of LV mass and right atrial pressure displayed the strongest correlations with pulmonary vasculature measures. CONCLUSION Pulmonary vascular remodeling in patients with COPD, may negatively affect cardiac structure and function. AI-identified remodeling in pulmonary vasculature may provide a tool for early identification of COPD patients at higher risk for cardiac impairment.
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Affiliation(s)
- Lisa Steen Duus
- Dept. of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark.
- Applied Chest Imaging Laboratory, Dept. of Radiology, Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, USA.
| | - Ditte Vesterlev
- Dept. of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Anne Bjerg Nielsen
- Dept. of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
- Applied Chest Imaging Laboratory, Dept. of Radiology, Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Mats Højbjerg Lassen
- Dept. of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Pradeesh Sivapalan
- Depart. of Internal Medicine, Respiratory Medicine Section, Herlev and Gentofte Hospital, Herlev and Gentofte, Denmark
| | - Charlotte Suppli Ulrik
- Depart. of Respiratory Medicine, Copenhagen University Hospital - Hvidovre, Hvidovre, Denmark
| | - Therese Lapperre
- Depart. of Respiratory Medicine, Copenhagen University Hospital - Bispebjerg, Copenhagen, Denmark
- Depart. Of Respiratory Medicine, Antwerp University Hospital, Antwerp, Belgium
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Andrea Browatzki
- Depart. of Respiratory and Infectious Diseases, North Zealand Hospital, Frederikssund and Hilleroed, Denmark
| | - Rubén San José Estépar
- Applied Chest Imaging Laboratory, Dept. of Radiology, Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Pietro Nardelli
- Applied Chest Imaging Laboratory, Dept. of Radiology, Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Jens-Ulrik Staehr Jensen
- Depart. of Internal Medicine, Respiratory Medicine Section, Herlev and Gentofte Hospital, Herlev and Gentofte, Denmark
| | - Raúl San José Estépar
- Applied Chest Imaging Laboratory, Dept. of Radiology, Applied Chest Imaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, USA.
| | - Tor Biering-Sørensen
- Dept. of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
- Dept. of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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8
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Pu Y, Zhou X, Zhang D, Guan Y, Xia Y, Liu S, Fan L. Quantitative Assessment Characteristics of Small Pulmonary Vessel Remodelling in Populations at High Risk for COPD and Smokers Using Low-Dose CT. Int J Chron Obstruct Pulmon Dis 2024; 19:51-62. [PMID: 38205400 PMCID: PMC10778209 DOI: 10.2147/copd.s436242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 12/15/2023] [Indexed: 01/12/2024] Open
Abstract
Purpose To explore the morphological alterations in small pulmonary vessels in populations at high risk for chronic obstructive pulmonary disease (COPD) and smokers based on multiple computed tomography (CT) quantitative parameters. Patients and Methods A total of 1969 Three Major Chest Diseases Screening Study participants with available demographic data and smoking history who underwent low-dose chest CT from 2018 to 2020 were included. All subjects were divided into normal, high risk for COPD, and COPD groups according to their pulmonary function test (PFT) results. Furthermore, the three groups were further subdivided into never-smokers, current smokers, and former smokers subgroups according to their smoking history. Quantitative parameters, such as the number, area at 6 mm~24 mm subpleura and volume of small pulmonary vessels, were extracted by computer software. Differences in small pulmonary vessel parameters among the groups were compared using two-way ANOVA. Results The number, area at 6 mm~24 mm subpleura and volume of small pulmonary vessels in the group at high risk for COPD were lower than those in the normal group (P<0.05). The number, area at 6 mm~24 mm subpleura and volume of small pulmonary vessels in the COPD group were higher than those in the normal group (P<0.05). The number, area of small pulmonary vessels at 6 mm~12 mm subpleura in current smokers with high risk for COPD were higher than those in former smokers with high risk for COPD (P<0.05). Conclusion The number, area, and volume of small pulmonary vessels in populations at high risk for COPD were decreased. Smoking cessation may impede structural changes in small pulmonary vessels in populations at high risk for COPD.
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Affiliation(s)
- Yu Pu
- Department of Radiology, Second Affiliated Hospital of PLA Naval Medical University, Shanghai, People’s Republic of China
| | - Xiuxiu Zhou
- Department of Radiology, Second Affiliated Hospital of PLA Naval Medical University, Shanghai, People’s Republic of China
| | - Di Zhang
- Department of Radiology, Second Affiliated Hospital of PLA Naval Medical University, Shanghai, People’s Republic of China
| | - Yu Guan
- Department of Radiology, Second Affiliated Hospital of PLA Naval Medical University, Shanghai, People’s Republic of China
| | - Yi Xia
- Department of Radiology, Second Affiliated Hospital of PLA Naval Medical University, Shanghai, People’s Republic of China
| | - Shiyuan Liu
- Department of Radiology, Second Affiliated Hospital of PLA Naval Medical University, Shanghai, People’s Republic of China
| | - Li Fan
- Department of Radiology, Second Affiliated Hospital of PLA Naval Medical University, Shanghai, People’s Republic of China
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9
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Siafakas N, Trachalaki A. By deflating the lungs pulmonologists help the cardiologists. A literature review. Pulmonology 2023; 29 Suppl 4:S86-S91. [PMID: 37031001 DOI: 10.1016/j.pulmoe.2023.02.011] [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: 11/11/2022] [Revised: 02/15/2023] [Accepted: 02/16/2023] [Indexed: 04/08/2023] Open
Abstract
In this review, we present the effects of lung hyperinflation on the cardiovascular system (CVS) and the beneficial outcomes of different deflation treatment modalities. We discuss the effects of long-acting bronchodilator drugs, medical and surgical lung volume reduction on the performance of the CVS. Although there is a small number of studies investigating lung deflation and the CVS, the short-term improvement in heart function was clearly demonstrated. However, more studies, with longer duration, are needed to verify these significant beneficial effects of deflation of the lungs on the CVS. Dynamic hyperinflation during exercise could be a research model to investigate further the effects of lung hyperinflation and/or deflation on the CVS.
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Affiliation(s)
- N Siafakas
- University Hospital of Heraklion, University of Crete, Greece.
| | - A Trachalaki
- National Heart and Lung Institute, Imperial College London, UK
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10
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Synn AJ, Litchman TD, De Margerie-Mellon C, Bankier AA, Rahaghi FN, Washko GR, San José Estépar R, VanderLaan PA, Rice MB. Relative Loss of Small Pulmonary Vessels on Imaging and Risk of Recurrence of Resected Lung Adenocarcinoma. Ann Am Thorac Soc 2023; 20:1673-1676. [PMID: 37590317 PMCID: PMC10632925 DOI: 10.1513/annalsats.202303-191rl] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 08/17/2023] [Indexed: 08/19/2023] Open
Affiliation(s)
- Andrew J. Synn
- Beth Israel Deaconess Medical CenterBoston, Massachusetts
| | | | | | | | | | | | | | | | - Mary B. Rice
- Beth Israel Deaconess Medical CenterBoston, Massachusetts
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11
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Nielsen AB, Skaarup KG, Djernæs K, Duus LS, Espersen C, Sørensen SK, Ruwald MH, Hansen ML, Worck RH, Johannessen A, Hansen J, Nardelli P, San José Estépar R, San José Estépar R, Biering-Sørensen T. Association Between Pulmonary Vascular Volume and Cardiac Structure and Function in Patients With Atrial Fibrillation. Am J Cardiol 2023; 205:182-189. [PMID: 37604065 DOI: 10.1016/j.amjcard.2023.07.119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 07/14/2023] [Accepted: 07/24/2023] [Indexed: 08/23/2023]
Abstract
Pulmonary vascular abnormalities, quantified from computed tomography scans, have frequently been observed in patients with pulmonary diseases. However, little is known about pulmonary vascular changes in patients with cardiac disease. Thus, we aimed to examine the cardiopulmonary relation in patients with atrial fibrillation (AF) by comparing pulmonary vascular volume (PVV) to echocardiographic measures and AF severity. A total of 742 patients (median age 63 years, 70% men) who underwent ablation for AF were included. Preprocedural cardiac computed tomography was used to measure the total and small-vessel PVV, along with the pulmonary artery to aorta ratio and the degree of emphysema. The association between PVV and echocardiographic parameters was evaluated using a multivariable linear regression analysis. Lower total and small-vessel PVV were associated with more impaired measures of cardiac structure and function, including but not limited to left ventricular ejection fraction and peak atrial longitudinal strain. Patients with reduced total and small-vessel PVV had higher odds of having persistent AF than paroxysmal AF in the unadjusted logistic regression analyses. However, after clinical and echocardiographic adjustments, only reduced small-vessel PVV remained independently associated with persistent AF (odds ratio 1.90, 95% confidence interval 1.26 to 2.87, p = 0.002). In conclusion, pulmonary vascular remodeling is associated with persistent AF and with more impaired measures of cardiac structure and function, providing further insights into heart-lung interactions in this patient group.
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Affiliation(s)
- Anne Bjerg Nielsen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark; Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.
| | | | - Kasper Djernæs
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Lisa Steen Duus
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark; Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Caroline Espersen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Samuel Kiil Sørensen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Martin Huth Ruwald
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Morten Lock Hansen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - René Husted Worck
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Arne Johannessen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Jim Hansen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Pietro Nardelli
- Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Rubén San José Estépar
- Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Raúl San José Estépar
- Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Tor Biering-Sørensen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark; Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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12
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Wang H, Arulraj T, Kimko H, Popel AS. Generating immunogenomic data-guided virtual patients using a QSP model to predict response of advanced NSCLC to PD-L1 inhibition. NPJ Precis Oncol 2023; 7:55. [PMID: 37291190 DOI: 10.1038/s41698-023-00405-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 05/25/2023] [Indexed: 06/10/2023] Open
Abstract
Generating realistic virtual patients from a limited amount of patient data is one of the major challenges for quantitative systems pharmacology modeling in immuno-oncology. Quantitative systems pharmacology (QSP) is a mathematical modeling methodology that integrates mechanistic knowledge of biological systems to investigate dynamics in a whole system during disease progression and drug treatment. In the present analysis, we parameterized our previously published QSP model of the cancer-immunity cycle to non-small cell lung cancer (NSCLC) and generated a virtual patient cohort to predict clinical response to PD-L1 inhibition in NSCLC. The virtual patient generation was guided by immunogenomic data from iAtlas portal and population pharmacokinetic data of durvalumab, a PD-L1 inhibitor. With virtual patients generated following the immunogenomic data distribution, our model predicted a response rate of 18.6% (95% bootstrap confidence interval: 13.3-24.2%) and identified CD8/Treg ratio as a potential predictive biomarker in addition to PD-L1 expression and tumor mutational burden. We demonstrated that omics data served as a reliable resource for virtual patient generation techniques in immuno-oncology using QSP models.
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Affiliation(s)
- Hanwen Wang
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA.
| | - Theinmozhi Arulraj
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Holly Kimko
- Clinical Pharmacology & Quantitative Pharmacology, AstraZeneca, Gaithersburg, MD, USA
| | - Aleksander S Popel
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
- Department of Oncology, and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
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13
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Hassan SM, Nardelli P, Minhas JK, Ash SY, Estépar RSJ, Antkowiak MC, Badlam JB, Piazza G, Estépar RSJ, Washko GR, Rahaghi FN. CT imaging determinants of persistent hypoxemia in acute intermediate-risk pulmonary embolism. J Thromb Thrombolysis 2023:10.1007/s11239-023-02813-x. [PMID: 37140805 DOI: 10.1007/s11239-023-02813-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/11/2023] [Indexed: 05/05/2023]
Abstract
The factors associated with persistent hypoxemia after pulmonary embolus (PE) are not well understood. Predicting the need for oxygen post discharge at the time of diagnosis using available CT imaging will enable better discharge planning. To examine the relationship between CT derived imaging markers (automated computation of arterial small vessel fraction, pulmonary artery diameter to aortic diameter ratio (PA:A), right to left ventricular diameter ratio (RV:LV) and new oxygen requirement at the time of discharge in patients diagnosed with acute intermediate-risk PE. CT measurements were obtained in a retrospective cohort of patients with acute-intermediate risk PE admitted to Brigham and Women's Hospital between 2009 and 2017. Twenty one patients without a history of lung disease requiring home oxygen and 682 patients without discharge oxygen requirements were identified. There was an increased median PA:A ratio (0.98 vs. 0.92, p = 0.02) and arterial small vessel fraction (0.32 vs. 0.39, p = 0.001) in the oxygen-requiring group], but no difference in the median RV:LV ratio (1.20 vs. 1.20, p = 0.74). Being in the upper quantile for the arterial small vessel fraction was associated with decreased odds of oxygen requirement (OR 0.30 [0.10-0.78], p = 0.02). Loss of arterial small vessel volume as measured by arterial small vessel fraction and an increase in the PA:A ratio at the time of diagnosis were associated with the presence of persistent hypoxemia on discharge in acute intermediate-risk PE.
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Affiliation(s)
- Syed Moin Hassan
- Division of Pulmonary Disease and Critical Care Medicine, University of Vermont, Burlington, VT, USA.
| | - Pietro Nardelli
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jasleen K Minhas
- Division of Pulmonary, Allergy and Critical Care, University of Pennsylvania, Philadelphia, PA, USA
| | - Samuel Y Ash
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Rubén San José Estépar
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - MaryEllen C Antkowiak
- Division of Pulmonary Disease and Critical Care Medicine, University of Vermont, Burlington, VT, USA
| | - Jessica B Badlam
- Division of Pulmonary Disease and Critical Care Medicine, University of Vermont, Burlington, VT, USA
| | - Gregory Piazza
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Raúl San José Estépar
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - George R Washko
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Farbod N Rahaghi
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
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14
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Wang H, Arulraj T, Kimko H, Popel AS. Generating immunogenomic data-guided virtual patients using a QSP model to predict response of advanced NSCLC to PD-L1 inhibition. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.25.538191. [PMID: 37162938 PMCID: PMC10168221 DOI: 10.1101/2023.04.25.538191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Generating realistic virtual patients from a limited amount of patient data is one of the major challenges for quantitative systems pharmacology modeling in immuno-oncology. Quantitative systems pharmacology (QSP) is a mathematical modeling methodology that integrates mechanistic knowledge of biological systems to investigate dynamics in a whole system during disease progression and drug treatment. In the present analysis, we parameterized our previously published QSP model of the cancer-immunity cycle to non-small cell lung cancer (NSCLC) and generated a virtual patient cohort to predict clinical response to PD-L1 inhibition in NSCLC. The virtual patient generation was guided by immunogenomic data from iAtlas portal and population pharmacokinetic data of durvalumab, a PD-L1 inhibitor. With virtual patients generated following the immunogenomic data distribution, our model predicted a response rate of 18.6% (95% bootstrap confidence interval: 13.3-24.2%) and identified CD8/Treg ratio as a potential predictive biomarker in addition to PD-L1 expression and tumor mutational burden. We demonstrated that omics data served as a reliable resource for virtual patient generation techniques in immuno-oncology using QSP models.
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Affiliation(s)
- Hanwen Wang
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Theinmozhi Arulraj
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Holly Kimko
- Clinical Pharmacology & Quantitative Pharmacology, AstraZeneca, Gaithersburg, MD, USA
| | - Aleksander S. Popel
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Department of Oncology, and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
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15
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Wang JM, Labaki WW, Murray S, Martinez FJ, Curtis JL, Hoffman EA, Ram S, Bell AJ, Galban CJ, Han MK, Hatt C. Machine learning for screening of at-risk, mild and moderate COPD patients at risk of FEV 1 decline: results from COPDGene and SPIROMICS. Front Physiol 2023; 14:1144192. [PMID: 37153221 PMCID: PMC10161244 DOI: 10.3389/fphys.2023.1144192] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 04/03/2023] [Indexed: 05/09/2023] Open
Abstract
Purpose: The purpose of this study was to train and validate machine learning models for predicting rapid decline of forced expiratory volume in 1 s (FEV1) in individuals with a smoking history at-risk-for chronic obstructive pulmonary disease (COPD), Global Initiative for Chronic Obstructive Lung Disease (GOLD 0), or with mild-to-moderate (GOLD 1-2) COPD. We trained multiple models to predict rapid FEV1 decline using demographic, clinical and radiologic biomarker data. Training and internal validation data were obtained from the COPDGene study and prediction models were validated against the SPIROMICS cohort. Methods: We used GOLD 0-2 participants (n = 3,821) from COPDGene (60.0 ± 8.8 years, 49.9% male) for variable selection and model training. Accelerated lung function decline was defined as a mean drop in FEV1% predicted of > 1.5%/year at 5-year follow-up. We built logistic regression models predicting accelerated decline based on 22 chest CT imaging biomarker, pulmonary function, symptom, and demographic features. Models were validated using n = 885 SPIROMICS subjects (63.6 ± 8.6 years, 47.8% male). Results: The most important variables for predicting FEV1 decline in GOLD 0 participants were bronchodilator responsiveness (BDR), post bronchodilator FEV1% predicted (FEV1.pp.post), and CT-derived expiratory lung volume; among GOLD 1 and 2 subjects, they were BDR, age, and PRMlower lobes fSAD. In the validation cohort, GOLD 0 and GOLD 1-2 full variable models had significant predictive performance with AUCs of 0.620 ± 0.081 (p = 0.041) and 0.640 ± 0.059 (p < 0.001). Subjects with higher model-derived risk scores had significantly greater odds of FEV1 decline than those with lower scores. Conclusion: Predicting FEV1 decline in at-risk patients remains challenging but a combination of clinical, physiologic and imaging variables provided the best performance across two COPD cohorts.
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Affiliation(s)
- Jennifer M. Wang
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Wassim W. Labaki
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Susan Murray
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | | | - Jeffrey L. Curtis
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States
- Medical Service, VA Ann Arbor Healthcare System, Ann Arbor, MI, United States
| | - Eric A. Hoffman
- Department of Radiology, University of Iowa, Iowa City, IA, United States
| | - Sundaresh Ram
- Department of Radiology, University of Michigan, Ann Arbor, MI, United States
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, United States
| | - Alexander J. Bell
- Department of Radiology, University of Michigan, Ann Arbor, MI, United States
| | - Craig J. Galban
- Department of Radiology, University of Michigan, Ann Arbor, MI, United States
| | - MeiLan K. Han
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Charles Hatt
- Department of Radiology, University of Michigan, Ann Arbor, MI, United States
- Imbio Inc., Minneapolis, MN, United States
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16
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John J, Clark AR, Kumar H, Vandal AC, Burrowes KS, Wilsher ML, Milne DG, Bartholmai B, Levin DL, Karwoski R, Tawhai MH. Pulmonary vessel volume in idiopathic pulmonary fibrosis compared with healthy controls aged > 50 years. Sci Rep 2023; 13:4422. [PMID: 36932117 PMCID: PMC10023743 DOI: 10.1038/s41598-023-31470-6] [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: 10/15/2022] [Accepted: 03/13/2023] [Indexed: 03/19/2023] Open
Abstract
Idiopathic pulmonary fibrosis (IPF) is characterised by progressive fibrosing interstitial pneumonia with an associated irreversible decline in lung function and quality of life. IPF prevalence increases with age, appearing most frequently in patients aged > 50 years. Pulmonary vessel-like volume (PVV) has been found to be an independent predictor of mortality in IPF and other interstitial lung diseases, however its estimation can be impacted by artefacts associated with image segmentation methods and can be confounded by adjacent fibrosis. This study compares PVV in IPF patients (N = 21) with PVV from a healthy cohort aged > 50 years (N = 59). The analysis includes a connected graph-based approach that aims to minimise artefacts contributing to calculation of PVV. We show that despite a relatively low extent of fibrosis in the IPF cohort (20% of the lung volume), PVV is 2-3 times higher than in controls. This suggests that a standardised method to calculate PVV that accounts for tree connectivity could provide a promising tool to provide early diagnostic or prognostic information in IPF patients and other interstitial lung disease.
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Affiliation(s)
- Joyce John
- Auckland Bioengineering Institute, The University of Auckland, Private Bag 92019, Auckland, New Zealand
| | - Alys R Clark
- Auckland Bioengineering Institute, The University of Auckland, Private Bag 92019, Auckland, New Zealand
| | - Haribalan Kumar
- Auckland Bioengineering Institute, The University of Auckland, Private Bag 92019, Auckland, New Zealand
| | - Alain C Vandal
- Department of Statistics, The University of Auckland, Auckland, New Zealand
| | - Kelly S Burrowes
- Auckland Bioengineering Institute, The University of Auckland, Private Bag 92019, Auckland, New Zealand
| | | | - David G Milne
- Radiology, Auckland City Hospital, Auckland, New Zealand
| | | | | | | | - Merryn H Tawhai
- Auckland Bioengineering Institute, The University of Auckland, Private Bag 92019, Auckland, New Zealand.
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17
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Huang YS, Chen ZW, Lee WJ, Wu CK, Kuo PH, Hsu HH, Tang SY, Tsai CH, Su MY, Ko CL, Hwang JJ, Lin YH, Chang YC. Treatment Response Evaluation by Computed Tomography Pulmonary Vasculature Analysis in Patients With Chronic Thromboembolic Pulmonary Hypertension. Korean J Radiol 2023; 24:349-361. [PMID: 36907594 PMCID: PMC10067691 DOI: 10.3348/kjr.2022.0675] [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: 09/09/2022] [Revised: 12/21/2022] [Accepted: 01/28/2023] [Indexed: 03/14/2023] Open
Abstract
OBJECTIVE To quantitatively assess the pulmonary vasculature using non-contrast computed tomography (CT) in patients with chronic thromboembolic pulmonary hypertension (CTEPH) pre- and post-treatment and correlate CT-based parameters with right heart catheterization (RHC) hemodynamic and clinical parameters. MATERIALS AND METHODS A total of 30 patients with CTEPH (mean age, 57.9 years; 53% female) who received multimodal treatment, including riociguat for ≥ 16 weeks with or without balloon pulmonary angioplasty and underwent both non-contrast CT for pulmonary vasculature analysis and RHC pre- and post-treatment were included. The radiographic analysis included subpleural perfusion parameters, including blood volume in small vessels with a cross-sectional area ≤ 5 mm² (BV5) and total blood vessel volume (TBV) in the lungs. The RHC parameters included mean pulmonary artery pressure (mPAP), pulmonary vascular resistance (PVR), and cardiac index (CI). Clinical parameters included the World Health Organization (WHO) functional class and 6-minute walking distance (6MWD). RESULTS The number, area, and density of the subpleural small vessels increased after treatment by 35.7% (P < 0.001), 13.3% (P = 0.028), and 39.3% (P < 0.001), respectively. The blood volume shifted from larger to smaller vessels, as indicated by an 11.3% increase in the BV5/TBV ratio (P = 0.042). The BV5/TBV ratio was negatively correlated with PVR (r = -0.26; P = 0.035) and positively correlated with CI (r = 0.33; P = 0.009). The percent change across treatment in the BV5/TBV ratio correlated with the percent change in mPAP (r = -0.56; P = 0.001), PVR (r = -0.64; P < 0.001), and CI (r = 0.28; P = 0.049). Furthermore, the BV5/TBV ratio was inversely associated with the WHO functional classes I-IV (P = 0.004) and positively associated with 6MWD (P = 0.013). CONCLUSION Non-contrast CT measures could quantitatively assess changes in the pulmonary vasculature in response to treatment and were correlated with hemodynamic and clinical parameters.
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Affiliation(s)
- Yu-Sen Huang
- Department of Medical Imaging, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Zheng-Wei Chen
- Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan.,Department of Internal Medicine, National Taiwan University Hospital Yun-Lin Branch, Yun-Lin, Taiwan
| | - Wen-Jeng Lee
- Department of Medical Imaging, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Cho-Kai Wu
- Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Ping-Hung Kuo
- Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Hsao-Hsun Hsu
- Department of Surgery, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Shu-Yu Tang
- Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan.,Department of Internal Medicine, National Taiwan University Hospital Yun-Lin Branch, Yun-Lin, Taiwan
| | - Cheng-Hsuan Tsai
- Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Mao-Yuan Su
- Department of Medical Imaging, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Chi-Lun Ko
- Departments of Nuclear Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Juey-Jen Hwang
- Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan.,Department of Internal Medicine, National Taiwan University Hospital Yun-Lin Branch, Yun-Lin, Taiwan
| | - Yen-Hung Lin
- Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Yeun-Chung Chang
- Department of Medical Imaging, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan.
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18
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Tang G, Wang F, Liang Z, Liang C, Wang J, Yang Y, Tang W, Shi W, Tang G, Yang K, Wang Z, Li Q, Li H, Xu J, Chen D, Chen R. Correlations of Computed Tomography Measurement of Distal Pulmonary Vascular Pruning with Airflow Limitation and Emphysema in COPD Patients. Int J Chron Obstruct Pulmon Dis 2022; 17:2241-2252. [PMID: 36128016 PMCID: PMC9482777 DOI: 10.2147/copd.s362479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 08/28/2022] [Indexed: 11/25/2022] Open
Abstract
Background Pulmonary vascular alteration is an important feature of chronic obstructive pulmonary disease (COPD), which is characterized by distal pulmonary vascular pruning in angiography. We aimed to further investigate the clinical relevance of pulmonary vasculature in COPD patients using non-contrast computed tomography (CT). Methods Seventy-one control subjects and 216 COPD patients completed the questionnaires, spirometry, and computed tomography (CT) scans within 1 month and were included in the study. Small pulmonary vessels represented by percentage of cross-sectional area of pulmonary vessels smaller than 5 mm2 or 5–10 mm2 to the total lung fields (%CSA<5 or %CSA5–10, respectively) were measured using ImageJ software. Spearman correlation was used to investigate the relationship between %CSA<5 and airflow limitation. A receiver operating characteristic (ROC) curve was built to evaluate the value of %CSA<5 in discriminating COPD patients from healthy control subjects. Segmented regression was used to analyze the relationship between %CSA<5 and %LAA-950 (percentage of low-attenuation areas less than −950 HU). Results We found a significant correlation between %CSA<5 and forced expiratory volume in one second (FEV1) percentage of predicted value (%pred) (r = 0.564, P < 0.001). The area under the ROC curve for the value of %CSA<5 in distinguishing COPD was 0.816, with a cut-off value of 0.537 (Youden index J, 0.501; sensitivity, 78.24%; specificity, 71.83%). Since the relationship between %CSA<5 and %LAA-950 was not constant, performance of segmented regression was better than ordinary linear regression (adjusted R2, 0.474 vs 0.332, P < 0.001 and P < 0.001, respectively). As %CSA<5 decreased, %LAA-950 slightly increased until an inflection point (%CSA<5 = 0.524) was reached, after which the %LAA-950 increased apparently with a decrease in %CSA<5. Conclusion %CSA<5 was significantly correlated with both airflow limitation and emphysema, and we identified an inflection point for the relationship between %CSA<5 and %LAA-950.
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Affiliation(s)
- Guoyan Tang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Fengyan Wang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Zhenyu Liang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Cuixia Liang
- Neusoft Medical Systems Co., Ltd, Shenyang, People's Republic of China
| | - Jinling Wang
- Qingyuan Chronic Disease Prevention Hospital, Qingyuan Occupational Disease Prevention Hospital, Qingyuan, People's Republic of China
| | - Yuqiong Yang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Wanyi Tang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China.,Qingyuan People's Hospital, the Sixth Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Weijuan Shi
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Guoqiang Tang
- Qingyuan Chronic Disease Prevention Hospital, Qingyuan Occupational Disease Prevention Hospital, Qingyuan, People's Republic of China
| | - Kai Yang
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medical College of Jinan University, Shenzhen People's Hospital, Shenzhen Institute of Respiratory Diseases, Shenzhen, People's Republic of China
| | - Zihui Wang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Qiasheng Li
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Hualin Li
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Jiaxuan Xu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Deyan Chen
- Neusoft Medical Systems Co., Ltd, Shenyang, People's Republic of China
| | - Rongchang Chen
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medical College of Jinan University, Shenzhen People's Hospital, Shenzhen Institute of Respiratory Diseases, Shenzhen, People's Republic of China
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19
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Huang X, Yin W, Shen M, Wang X, Ren T, Wang L, Liu M, Guo Y. Contributions of Emphysema and Functional Small Airway Disease on Intrapulmonary Vascular Volume in COPD. Int J Chron Obstruct Pulmon Dis 2022; 17:1951-1961. [PMID: 36045693 PMCID: PMC9423118 DOI: 10.2147/copd.s368974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 08/16/2022] [Indexed: 11/23/2022] Open
Abstract
Background Previous studies have demonstrated that there is a certain correlation between emphysema and changes in pulmonary small blood vessels in patients with chronic obstructive pulmonary disease (COPD), but most of them were limited to the investigation of the inspiratory phase. The emphysema indicators need to be further optimized. Based on the parametric response mapping (PRM) method, this study aimed to investigate the effect of emphysema and functional small airway disease on intrapulmonary vascular volume (IPVV). Methods This retrospective study enrolled 63 healthy subjects and 47 COPD patients, who underwent both inspiratory and expiratory CT scans of the chest and pulmonary function tests (PFTs). Inspiratory and expiratory IPVV were measured by using an automatic pulmonary vessels integration segmentation approach, the ratio of emphysema volume (Emph%), functional small airway disease volume (fsAD%), and normal areas volume (Normal%) were quantified by the PRM method for biphasic CT scans. The participants were grouped according to PFTs. Analysis of variance (ANOVA) and Kruskal–Wallis H-test were used to analyze the differences in indicators between different groups. Then, Spearman’s rank correlation coefficients were used to analyze the correlation between Emph%, fsAD%, Normal%, PFTs, and IPVV. Finally, multiple linear regression was applied to analyze the effects of Emph% and fsAD% on IPVV. Results Differences were found in age, body mass index (BMI), smoking index, FEV1%, FEV1/forced vital capacity (FVC), expiratory IPVV, IPVV relative value, IPVV difference value, Emph%, fsAD%, and Normal% between the groups (P<0.05). A strong correlation was established between the outcomes of PFTs and quantitative CT indexes. Finally, the effect of Emph% was more significant than that of fsAD% on expiratory IPVV, IPVV difference value, and IPVV relative value. Conclusion IPVV may have a potential value in assessing COPD severity and is significantly affected by emphysema.
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Affiliation(s)
- Xiaoqi Huang
- Department of Radiology, Yan'an University Affiliated Hospital, Yan'an, People's Republic of China
| | - Weiling Yin
- Department of Radiology, Yan'an University Affiliated Hospital, Yan'an, People's Republic of China
| | - Min Shen
- Department of Radiology, Yan'an University Affiliated Hospital, Yan'an, People's Republic of China
| | - Xionghui Wang
- Department of Radiology, Yan'an University Affiliated Hospital, Yan'an, People's Republic of China
| | - Tao Ren
- Department of Radiology, Yan'an University Affiliated Hospital, Yan'an, People's Republic of China
| | - Lei Wang
- Department of Radiology, Yan'an University Affiliated Hospital, Yan'an, People's Republic of China
| | - Min Liu
- Department of Radiology, China-Japan Friendship Hospital, Beijing, People's Republic of China
| | - Youmin Guo
- Department of Radiology, Yan'an University Affiliated Hospital, Yan'an, People's Republic of China
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20
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McNeill J, Chernofsky A, Nayor M, Rahaghi FN, San Jose Estepar R, Washko G, Synn A, Vasan RS, O'Connor G, Larson MG, Ho JE, Lewis GD. The association of lung function and pulmonary vasculature volume with cardiorespiratory fitness in the community. Eur Respir J 2022; 60:2101821. [PMID: 34996832 PMCID: PMC9259762 DOI: 10.1183/13993003.01821-2021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 12/06/2021] [Indexed: 11/05/2022]
Abstract
BACKGROUND Cardiorespiratory fitness is not limited by pulmonary mechanical reasons in the majority of adults. However, the degree to which lung function contributes to exercise response patterns among ostensibly healthy individuals remains unclear. METHODS We examined 2314 Framingham Heart Study participants who underwent cardiopulmonary exercise testing (CPET) and pulmonary function testing. We investigated the association of forced expiratory volume in 1 s (FEV1), forced vital capacity (FVC), FEV1/FVC and diffusing capacity of the lung for carbon monoxide (D LCO) with the primary outcome of peak oxygen uptake (V'O2 ) along with other CPET parameters using multivariable linear regression. Finally, we investigated the association of total and peripheral pulmonary blood vessel volume with peak V'O2 . RESULTS We found lower FEV1, FVC and D LCO were associated with lower peak V'O2 . For example, a 1 L lower FEV1 and FVC was associated with a 7.1% (95% CI 5.1-9.1%) and 6.0% (95% CI 4.3-7.7%) lower peak V'O2 , respectively. By contrast, FEV1/FVC was not associated with peak V'O2 . Lower lung function was associated with lower oxygen uptake efficiency slope, oxygen pulse slope, V'O2 at anaerobic threshold (AT), minute ventilation (V'E) at AT and breathing reserve. In addition, lower total and peripheral pulmonary blood vessel volume were associated with lower peak V'O2 . CONCLUSIONS In a large, community-based cohort of adults, we found lower FEV1, FVC and D LCO were associated with lower exercise capacity, as well as oxygen uptake efficiency slope and ventilatory efficiency. In addition, lower total and peripheral pulmonary blood vessel volume were associated with lower peak V'O2 . These findings underscore the importance of lung function and blood vessel volume as contributors to overall exercise capacity.
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Affiliation(s)
- Jenna McNeill
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- These four authors are co-authors
| | - Ariel Chernofsky
- Boston University and National Heart, Lung, and Blood Institute Framingham Heart Study, Framingham, MA, USA
- Biostatistics Dept, Boston University School of Public Health, Boston, MA, USA
- These four authors are co-authors
| | - Matthew Nayor
- Division of Cardiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Farbod N Rahaghi
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Raul San Jose Estepar
- Division of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - George Washko
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Andrew Synn
- Division of Pulmonary and Critical Care Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Ramachandran S Vasan
- Framingham Heart Study and Sections of Preventive Medicine and Epidemiology and Cardiovascular Medicine, Boston University School of Medicine, and Dept of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - George O'Connor
- Framingham Heart Study and Sections of Preventive Medicine and Epidemiology and Cardiovascular Medicine, Boston University School of Medicine, and Dept of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Martin G Larson
- Boston University and National Heart, Lung, and Blood Institute Framingham Heart Study, Framingham, MA, USA
- Biostatistics Dept, Boston University School of Public Health, Boston, MA, USA
| | - Jennifer E Ho
- Division of Cardiology, Beth Israel Deaconess Medical Center, Boston, MA, USA
- These four authors are co-authors
| | - Gregory D Lewis
- Division of Cardiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- These four authors are co-authors
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21
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Hoffman EA. Origins of and lessons from quantitative functional X-ray computed tomography of the lung. Br J Radiol 2022; 95:20211364. [PMID: 35193364 PMCID: PMC9153696 DOI: 10.1259/bjr.20211364] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 01/20/2022] [Accepted: 01/27/2022] [Indexed: 12/16/2022] Open
Abstract
Functional CT of the lung has emerged from quantitative CT (qCT). Structural details extracted at multiple lung volumes offer indices of function. Additionally, single volumetric images, if acquired at standardized lung volumes and body posture, can be used to model function by employing such engineering techniques as computational fluid dynamics. With the emergence of multispectral CT imaging including dual energy from energy integrating CT scanners and multienergy binning using the newly released photon counting CT technology, function is tagged via use of contrast agents. Lung disease phenotypes have previously been lumped together by the limitations of spirometry and plethysmography. QCT and its functional embodiment have been imbedded into studies seeking to characterize chronic obstructive pulmonary disease, severe asthma, interstitial lung disease and more. Reductions in radiation dose by an order of magnitude or more have been achieved. At the same time, we have seen significant increases in spatial and density resolution along with methodologic validations of extracted metrics. Together, these have allowed attention to turn towards more mild forms of disease and younger populations. In early applications, clinical CT offered anatomic details of the lung. Functional CT offers regional measures of lung mechanics, the assessment of functional small airways disease, as well as regional ventilation-perfusion matching (V/Q) and more. This paper will focus on the use of quantitative/functional CT for the non-invasive exploration of dynamic three-dimensional functioning of the breathing lung and beating heart within the unique negative pressure intrathoracic environment of the closed chest.
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Affiliation(s)
- Eric A Hoffman
- Departments of Radiology, Internal Medicine and Biomedical Engineering University of Iowa, Iowa, United States
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22
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Park SW, Lim MN, Kim WJ, Bak SH. Quantitative assessment the longitudinal changes of pulmonary vascular counts in chronic obstructive pulmonary disease. Respir Res 2022; 23:29. [PMID: 35164757 PMCID: PMC8842934 DOI: 10.1186/s12931-022-01953-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 02/07/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Chest computed tomography (CT) is a widely used method to assess morphological and dynamic abnormalities in chronic obstructive pulmonary disease (COPD). The small pulmonary vascular cross-section (CSA), quantitatively extracted from volumetric CT, is a reliable indicator for predicting pulmonary vascular changes. CSA is associated with the severity of symptoms, pulmonary function tests (PFT) and emphysema and in COPD patients the severity increases over time. We analyzed the correlation longitudinal changes in pulmonary vascular parameters with clinical parameters in COPD patients. MATERIALS AND METHODS A total of 288 subjects with COPD were investigated during follow up period up to 6 years. CT images were classified into five subtypes from normal to severe emphysema according to percentage of low-attenuation areas less than -950 and -856 Hounsfield units (HU) on inspiratory and expiratory CT (LAA-950, LAA-856exp). Total number of vessels (Ntotal) and total number of vessels with area less than 5 mm2 (N<5 mm) per 1 cm2 of lung surface area (LSA) were measured at 6 mm from the pleural surface. RESULTS Ntotal/LSA and N<5 mm/LSA changed from 1.16 ± 0.27 to 0.87 ± 0.2 and from 1.02 ± 0.22 to 0.78 ± 0.22, respectively, during Global Initiative for Chronic Obstructive Lung Disease (GOLD) stage progression. Both parameters changed from normal to severe emphysema according to CT subtype from 1.39 ± 0.21 to 0.74 ± 0.17 and from 1.18 ± 0.19 to 0.67 ± 0.15, respectively. LAA-950 and LAA-856exp were negatively correlated with Ntotal/LSA (r = - 0.738, - 0.529) and N<5 mm /LSA (r = - 0.729, -- .497). On the other hand, pulmonary function test (PFT) results showed a weak correlation with Ntotal/LSA and N<5 mm/LSA (r = 0.205, 0.210). The depth in CT subtypes for longitudinal change both Ntotal/LSA and N<5 mm/LSA was (- 0.032, - 0.023) and (- 0.027) in normal and SAD, respectively. CONCLUSIONS Quantitative computed tomography features faithfully reflected pulmonary vessel alterations, showing in particular that pulmonary vascular alteration started.
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Affiliation(s)
- Sang Won Park
- Department of Big Data Medical Convergence, School of Medicine, Kangwon National University, Chuncheon, Republic of Korea
| | - Myoung-Nam Lim
- Department of Biomedical Research Institute, Kangwon National University Hospital, Chuncheon, Republic of Korea
- Department of Environmental Health Center, Kangwon National University Hospital, Chuncheon, Republic of Korea
| | - Woo Jin Kim
- Department of Biomedical Research Institute, Kangwon National University Hospital, Chuncheon, Republic of Korea
- Department of Environmental Health Center, Kangwon National University Hospital, Chuncheon, Republic of Korea
- Department of Internal Medicine, School of Medicine, Kangwon National University, Chuncheon, Republic of Korea
| | - So Hyeon Bak
- Department of Radiology, School of Medicine, Kangwon National University, 1 Kangwondaehak-gil, Chuncheon, Gangwon-do, 24341, Republic of Korea.
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23
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Lu J, Ge H, Qi L, Zhang S, Yang Y, Huang X, Li M. Subtyping preserved ratio impaired spirometry (PRISm) by using quantitative HRCT imaging characteristics. Respir Res 2022; 23:309. [PMID: 36369019 PMCID: PMC9652811 DOI: 10.1186/s12931-022-02113-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 07/15/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Preserved Ratio Impaired Spirometry (PRISm) is defined as FEV1/FVC ≥ 70% and FEV1 < 80%pred by pulmonary function test (PFT). It has highly prevalence and is associated with increased respiratory symptoms, systemic inflammation, and mortality. However, there are few radiological studies related to PRISm. The purpose of this study was to investigate the quantitative high-resolution computed tomography (HRCT) characteristics of PRISm and to evaluate the correlation between quantitative HRCT parameters and pulmonary function parameters, with the goal of establishing a nomogram model for predicting PRISm based on quantitative HRCT. METHODS A prospective and continuous study was performed in 488 respiratory outpatients from February 2020 to February 2021. All patients underwent both deep inspiratory and expiratory CT examinations, and received pulmonary function test (PFT) within 1 month. According to the exclusion criteria and Global Initiative for Chronic Obstructive Lung Disease (GOLD) classification standard, 94 cases of normal pulmonary function, 51 cases of PRISm and 48 cases of mild to moderate chronic obstructive lung disease (COPD) were included in the study. The lung parenchyma, parametric response mapping (PRM), airway and vessel parameters were measured by automatic segmentation software (Aview). One-way analysis of variance (ANOVA) was used to compare the differences in clinical features, pulmonary function parameters and quantitative CT parameters. Spearman rank correlation analysis was used to evaluate the correlation between CT quantitative index and pulmonary function parameters. The predictors were obtained by binary logistics regression analysis respectively in normal and PRISm as well as PRISm and mild to moderate COPD, and the nomogram model was established. RESULTS There were significant differences in pulmonary function parameters among the three groups (P < 0.001). The differences in pulmonary parenchyma parameters such as emphysema index (EI), pixel indices-1 (PI-1) and PI-15 were mainly between mild to moderate COPD and the other two groups. The differences of airway parameters and pulmonary vascular parameters were mainly between normal and the other two groups, but were not found between PRISm and mild to moderate COPD. Especially there were significant differences in mean lung density (MLD) and the percent of normal in PRM (PRMNormal) among the three groups. Most of the pulmonary quantitative CT parameters had mild to moderate correlation with pulmonary function parameters. The predictors of the nomogram model using binary logistics regression analysis to distinguish normal from PRISm were smoking, MLD, the percent of functional small airways disease (fSAD) in PRM (PRMfSAD) and Lumen area. It had a good goodness of fit (χ2 = 0.31, P < 0.001) with the area under curve (AUC) value of 0.786. The predictor of distinguishing PRISm from mild to moderate COPD were PRMEmph (P < 0.001, AUC = 0.852). CONCLUSIONS PRISm was significantly different from subjects with normal pulmonary function in small airway and vessel lesions, which was more inclined to mild to moderate COPD, but there was no increase in pulmonary parenchymal attenuation. The nomogram based on quantitative HRCT parameters has good predictive value and provide more objective evidence for the early screening of PRISm.
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Affiliation(s)
- Jinjuan Lu
- grid.413597.d0000 0004 1757 8802Department of Radiology, Huadong Hospital Affiliated to Fudan University, 221 West Yanan Road, Jingan District, Shanghai, 200040 China
| | - Haiyan Ge
- grid.413597.d0000 0004 1757 8802Department of Respiratory Medicine, Huadong Hospital Affiliated to Fudan University, Shanghai, China
| | - Lin Qi
- grid.413597.d0000 0004 1757 8802Department of Radiology, Huadong Hospital Affiliated to Fudan University, 221 West Yanan Road, Jingan District, Shanghai, 200040 China
| | - Shaojie Zhang
- grid.413597.d0000 0004 1757 8802Department of Radiology, Huadong Hospital Affiliated to Fudan University, 221 West Yanan Road, Jingan District, Shanghai, 200040 China
| | - Yuling Yang
- grid.413597.d0000 0004 1757 8802Department of Radiology, Huadong Hospital Affiliated to Fudan University, 221 West Yanan Road, Jingan District, Shanghai, 200040 China
| | - Xuemei Huang
- grid.413597.d0000 0004 1757 8802Department of Radiology, Huadong Hospital Affiliated to Fudan University, 221 West Yanan Road, Jingan District, Shanghai, 200040 China
| | - Ming Li
- grid.413597.d0000 0004 1757 8802Department of Radiology, Huadong Hospital Affiliated to Fudan University, 221 West Yanan Road, Jingan District, Shanghai, 200040 China
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24
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Synn AJ, Margerie-Mellon CD, Jeong SY, Rahaghi FN, Jhun I, Washko GR, Estépar RSJ, Bankier AA, Mittleman MA, VanderLaan PA, Rice MB. Vascular remodeling of the small pulmonary arteries and measures of vascular pruning on computed tomography. Pulm Circ 2021; 11:20458940211061284. [PMID: 34881020 PMCID: PMC8647266 DOI: 10.1177/20458940211061284] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 11/01/2021] [Indexed: 01/03/2023] Open
Abstract
Pulmonary hypertension is characterized histologically by intimal and medial
thickening in the small pulmonary arteries, eventually resulting in vascular
“pruning.” Computed tomography (CT)-based quantification of pruning is
associated with clinical measures of pulmonary hypertension, but it is not
established whether CT-based pruning correlates with histologic arterial
remodeling. Our sample consisted of 138 patients who underwent resection for
early-stage lung adenocarcinoma. From histologic sections, we identified small
pulmonary arteries and measured the relative area comprising the intima and
media (VWA%), with higher VWA% representing greater histologic remodeling. From
pre-operative CTs, we used image analysis algorithms to calculate the small
vessel volume fraction (BV5/TBV) as a CT-based indicator of pruning (lower
BV5/TBV represents greater pruning). We investigated relationships of CT pruning
and histologic remodeling using Pearson correlation, simple linear regression,
and multivariable regression with adjustment for age, sex, height, weight,
smoking status, and total pack-years. We also tested for effect modification by
sex and smoking status. In primary models, more severe CT pruning was associated
with greater histologic remodeling. The Pearson correlation coefficient between
BV5/TBV and VWA% was –0.41, and in linear regression models, VWA% was 3.13%
higher (95% CI: 1.95–4.31%, p < 0.0001) per standard deviation lower BV5/TBV.
This association persisted after multivariable adjustment. We found no evidence
that these relationships differed by sex or smoking status. Among individuals
who underwent resection for lung adenocarcinoma, more severe CT-based vascular
pruning was associated with greater histologic arterial remodeling. These
findings suggest CT imaging may be a non-invasive indicator of pulmonary
vascular pathology.
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Affiliation(s)
- Andrew J Synn
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | | | - Sun Young Jeong
- Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Farbod N Rahaghi
- Pulmonary and Critical Care Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Iny Jhun
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - George R Washko
- Pulmonary and Critical Care Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Raúl San José Estépar
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Alexander A Bankier
- Department of Radiology, University of Massachusetts Medical School, Worchester, MA, USA
| | - Murray A Mittleman
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Paul A VanderLaan
- Department of Pathology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Mary B Rice
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
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25
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Abstract
This commentary reviews the contribution of imaging by CT and MRI to functional assessment in chronic obstructive pulmonary disease (COPD). CT can help individualize the assessment of COPD by quantifying emphysema, air trapping and airway wall thickening, potentially leading to more specific treatments for these distinct components of COPD. Longitudinal changes in these metrics can help assess progression or improvement. On hyperpolarized gas MRI, the apparent diffusion coefficient of provides an index of airspace enlargement reflecting emphysema. Perfusion imaging and measurement of pulmonary vascular volume on non-contrast CT provide insight into the contribution of pulmonary vascular disease to pulmonary impairment. Functional imaging is particularly valuable in detecting early lung dysfunction in subjects with inhalational exposures.
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Affiliation(s)
- David A Lynch
- Department of Radiology, National Jewish Health, Denver, CO, United States
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26
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Sweatt AJ, Reddy R, Rahaghi FN, Al-Naamani N. What's new in pulmonary hypertension clinical research: lessons from the best abstracts at the 2020 American Thoracic Society International Conference. Pulm Circ 2021; 11:20458940211040713. [PMID: 34471517 PMCID: PMC8404658 DOI: 10.1177/20458940211040713] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2021] [Accepted: 07/26/2021] [Indexed: 12/23/2022] Open
Abstract
In this conference paper, we review the 2020 American Thoracic Society International Conference session titled, "What's New in Pulmonary Hypertension Clinical Research: Lessons from the Best Abstracts". This virtual mini-symposium took place on 21 October 2020, in lieu of the annual in-person ATS International Conference which was cancelled due to the COVID-19 pandemic. Seven clinical research abstracts were selected for presentation in the session, which encompassed five major themes: (1) standardizing diagnosis and management of pulmonary hypertension, (2) improving risk assessment in pulmonary arterial hypertension, (3) evaluating biomarkers of disease activity, (4) understanding metabolic dysregulation across the spectrum of pulmonary hypertension, and (5) advancing knowledge in chronic thromboembolic pulmonary hypertension. Focusing on these five thematic contexts, we review the current state of knowledge, summarize presented research abstracts, appraise their significance and limitations, and then discuss relevant future directions in pulmonary hypertension clinical research.
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Affiliation(s)
- Andrew J. Sweatt
- Division of Pulmonary, Allergy and Critical Care Medicine, Stanford University, Stanford, CA, USA
- Vera Moulton Wall Center for Pulmonary Vascular Disease, Stanford, CA, USA
| | - Raju Reddy
- Division of Pulmonary and Critical Care Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Farbod N. Rahaghi
- Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | - Nadine Al-Naamani
- Division of Pulmonary and Critical Care Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - on behalf of the American Thoracic Society Pulmonary Circulation Assembly Early Career Working Group
- Division of Pulmonary, Allergy and Critical Care Medicine, Stanford University, Stanford, CA, USA
- Vera Moulton Wall Center for Pulmonary Vascular Disease, Stanford, CA, USA
- Division of Pulmonary and Critical Care Medicine, Oregon Health and Science University, Portland, OR, USA
- Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Division of Pulmonary and Critical Care Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
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CT Pulmonary Vessels and MRI Ventilation in Chronic Obstructive Pulmonary Disease: Relationship with worsening FEV 1 in the TINCan cohort study. Acad Radiol 2021; 28:495-506. [PMID: 32303446 DOI: 10.1016/j.acra.2020.03.006] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 03/05/2020] [Accepted: 03/05/2020] [Indexed: 12/20/2022]
Abstract
RATIONALE AND OBJECTIVES The relationships between computed tomography (CT) pulmonary vascularity and MRI ventilation is not well-understood in chronic obstructive pulmonary disease (COPD) patients. Our objective was to evaluate CT pulmonary vascular and MRI ventilation measurements in ex-smokers and to investigate their associations and how such measurements change over time. MATERIALS AND METHODS Ninety ex-smokers (n = 41 without COPD 71 ± 10 years and n = 49 COPD 71 ± 8 years) provided written informed-consent to an ethics-board approved protocol and underwent imaging and pulmonary-function-tests twice, 31 ± 7 months apart. 3He MRI was acquired to generate ventilation-defect-percent (VDP). CT measurements of the relative area-of-the-lung with attenuation <-950 Hounsfield units (RA950), pulmonary vascular total-blood-volume (TBV) and percent of vessels with radius < one voxel (PV1) were evaluated. RESULTS At baseline, there were significant differences in RA950 (p = 0.0001), VDP (p = 0.0001), total-blood-volume (p = 0.0001) and PV1 (p = 0.01) between ex-smokers and COPD participants as well as for VDP (p = 0.0001) in COPD participants with and without emphysema. The annual FEV1 change (-40 ± 93 mL/year) was not different among participant subgroups (p = 0.87), but the annual RA950 (p = 0.01) and PV1 (p = 0.007) changes were significantly different in participants with an accelerated annual FEV1 decline as compared to participants with a diminished annual FEV1 decline. There were significant but weak relationships for PV1 with FEV1%pred (p = 0.02), FEV1/FVC (p = 0.001), and log RA950 (p = 0.0001), but not VDP (p=0.20). The mean change in PV1 was also weakly but significantly related to the change in RA950 (p = 0.02). CONCLUSION CT pulmonary vascular measurements were significantly different in ex-smokers and participants with COPD and related to RA950 but not VDP worsening over 2.5 years.
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28
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Ambient air pollution exposure and radiographic pulmonary vascular volumes. Environ Epidemiol 2021; 5:e143. [PMID: 33870015 PMCID: PMC8043731 DOI: 10.1097/ee9.0000000000000143] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Accepted: 02/12/2021] [Indexed: 12/30/2022] Open
Abstract
Supplemental Digital Content is available in the text. Exposure to higher levels of ambient air pollution is a known risk factor for cardiovascular disease but long-term effects of pollution exposure on the pulmonary vessels are unknown.
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29
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Synn AJ, Li W, San José Estépar R, Washko GR, O'Connor GT, Tsao CW, Mittleman MA, Rice MB. Pulmonary Vascular Pruning on Computed Tomography and Risk of Death in the Framingham Heart Study. Am J Respir Crit Care Med 2021; 203:251-254. [PMID: 32926788 DOI: 10.1164/rccm.202005-1671le] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Affiliation(s)
- Andrew J Synn
- Beth Israel Deaconess Medical Center Boston, Massachusetts
| | - Wenyuan Li
- Harvard T.H. Chan School of Public Health Boston, Massachusetts
| | | | - George R Washko
- Brigham and Women's Hospital Boston, Massachusetts.,The NHLBI Framingham Heart Study Framingham, Massachusetts and
| | - George T O'Connor
- The NHLBI Framingham Heart Study Framingham, Massachusetts and.,Boston University School of Medicine Boston, Massachusetts
| | - Connie W Tsao
- Beth Israel Deaconess Medical Center Boston, Massachusetts
| | - Murray A Mittleman
- Beth Israel Deaconess Medical Center Boston, Massachusetts.,Harvard T.H. Chan School of Public Health Boston, Massachusetts
| | - Mary B Rice
- Beth Israel Deaconess Medical Center Boston, Massachusetts
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30
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Synn AJ, Li W, Hunninghake GM, Washko GR, San José Estépar R, O'Connor GT, Kholdani CA, Hallowell RW, Bankier AA, Mittleman MA, Rice MB. Vascular Pruning on CT and Interstitial Lung Abnormalities in the Framingham Heart Study. Chest 2021; 159:663-672. [PMID: 32798523 PMCID: PMC7856535 DOI: 10.1016/j.chest.2020.07.082] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 06/17/2020] [Accepted: 07/31/2020] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Pulmonary vascular disease is associated with poor outcomes in individuals affected by interstitial lung disease. The pulmonary vessels can be quantified with noninvasive imaging, but whether radiographic indicators of vasculopathy are associated with early interstitial changes is not known. RESEARCH QUESTION Are pulmonary vascular volumes, quantified from CT scans, associated with interstitial lung abnormalities (ILA) in a community-based sample with a low burden of lung disease? STUDY DESIGN AND METHODS In 2,386 participants of the Framingham Heart Study, we used CT imaging to calculate pulmonary vascular volumes, including the small vessel fraction (a surrogate of vascular pruning). We constructed multivariable logistic regression models to investigate associations of vascular volumes with ILA, progression of ILA, and restrictive pattern on spirometry. In secondary analyses, we additionally adjusted for diffusing capacity and emphysema, and performed a sensitivity analysis restricted to participants with normal FVC and diffusing capacity. RESULTS In adjusted models, we found that lower pulmonary vascular volumes on CT were associated with greater odds of ILA, antecedent ILA progression, and restrictive pattern on spirometry. For example, each SD lower small vessel fraction was associated with 1.81-fold greater odds of ILA (95% CI, 1.41-2.31; P < .0001), and 1.63-fold greater odds of restriction on spirometry (95% CI, 1.18-2.24; P = .003). Similar patterns were seen after adjustment for diffusing capacity for carbon monoxide, emphysema, and among participants with normal lung function. INTERPRETATION In this cohort of community-dwelling adults not selected on the basis of lung disease, more severe vascular pruning on CT was associated with greater odds of ILA, ILA progression, and restrictive pattern on spirometry. Pruning on CT may be an indicator of early pulmonary vasculopathy associated with interstitial lung disease.
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Affiliation(s)
- Andrew J Synn
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA.
| | - Wenyuan Li
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA
| | - Gary M Hunninghake
- Pulmonary and Critical Care Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA
| | - George R Washko
- Pulmonary and Critical Care Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; The NHLBI's Framingham Heart Study, Framingham, MA
| | - Raúl San José Estépar
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA
| | - George T O'Connor
- The NHLBI's Framingham Heart Study, Framingham, MA; Pulmonary Center, Boston University School of Medicine, Boston, MA
| | - Cyrus A Kholdani
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Robert W Hallowell
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Alexander A Bankier
- Department of Radiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Murray A Mittleman
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA
| | - Mary B Rice
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
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