Skip to main content
Top
Published in: Respiratory Research 1/2018

Open Access 01-12-2018 | Research

Centrilobular emphysema and coronary artery calcification: mediation analysis in the SPIROMICS cohort

Authors: Surya P. Bhatt, Hrudaya P. Nath, Young-il Kim, Rekha Ramachandran, Jubal R. Watts, Nina L. J. Terry, Sushil Sonavane, Swati P. Deshmane, Prescott G. Woodruff, Elizabeth C. Oelsner, Sandeep Bodduluri, MeiLan K. Han, Wassim W. Labaki, J. Michael Wells, Fernando J. Martinez, R. Graham Barr, Mark T. Dransfield, for the SPIROMICS investigators

Published in: Respiratory Research | Issue 1/2018

Login to get access

Abstract

Background

Chronic obstructive pulmonary disease (COPD) is associated with a two-to-five fold increase in the risk of coronary artery disease independent of shared risk factors. This association is hypothesized to be mediated by systemic inflammation but this link has not been established.

Methods

We included 300 participants enrolled in the SPIROMICS cohort, 75 each of lifetime non-smokers, smokers without airflow obstruction, mild-moderate COPD, and severe-very severe COPD. We quantified emphysema and airway disease on computed tomography, characterized visual emphysema subtypes (centrilobular and paraseptal) and airway disease, and used the Weston visual score to quantify coronary artery calcification (CAC). We used the Sobel test to determine whether markers of systemic inflammation mediated a link between spirometric and radiographic features of COPD and CAC.

Results

FEV1/FVC but not quantitative emphysema or airway wall thickening was associated with CAC (p = 0.036), after adjustment for demographics, diabetes mellitus, hypertension, statin use, and CT scanner type. To explain this discordance, we examined visual subtypes of emphysema and airway disease, and found that centrilobular emphysema but not paraseptal emphysema or bronchial thickening was independently associated with CAC (p = 0.019). MMP3, VCAM1, CXCL5 and CXCL9 mediated 8, 8, 7 and 16% of the association between FEV1/FVC and CAC, respectively. Similar biomarkers partially mediated the association between centrilobular emphysema and CAC.

Conclusions

The association between airflow obstruction and coronary calcification is driven primarily by the centrilobular subtype of emphysema, and is linked through bioactive molecules implicated in the pathogenesis of atherosclerosis.

Trial Registration

ClinicalTrials.gov: Identifier: NCT01969344.
Appendix
Available only for authorised users
Literature
1.
go back to reference Bhatt SP, Dransfield MT. Chronic obstructive pulmonary disease and cardiovascular disease. Transl Res. 2013;162(4):237–51.PubMedCrossRef Bhatt SP, Dransfield MT. Chronic obstructive pulmonary disease and cardiovascular disease. Transl Res. 2013;162(4):237–51.PubMedCrossRef
2.
go back to reference Chen W, Thomas J, Sadatsafavi M, FitzGerald JM. Risk of cardiovascular comorbidity in patients with chronic obstructive pulmonary disease: a systematic review and meta-analysis. Lancet Respir Med. 2015;3(8):631–9.PubMedCrossRef Chen W, Thomas J, Sadatsafavi M, FitzGerald JM. Risk of cardiovascular comorbidity in patients with chronic obstructive pulmonary disease: a systematic review and meta-analysis. Lancet Respir Med. 2015;3(8):631–9.PubMedCrossRef
3.
go back to reference Van Eeden S, Leipsic J, Paul Man SF, Sin DD. The relationship between lung inflammation and cardiovascular disease. Am J Respir Crit Care Med. 2012;186(1):11–6.PubMedCrossRef Van Eeden S, Leipsic J, Paul Man SF, Sin DD. The relationship between lung inflammation and cardiovascular disease. Am J Respir Crit Care Med. 2012;186(1):11–6.PubMedCrossRef
4.
go back to reference Barr RG, Mesia-Vela S, Austin JH, Basner RC, Keller BM, Reeves AP, et al. Impaired flow-mediated dilation is associated with low pulmonary function and emphysema in ex-smokers: the emphysema and Cancer action project (EMCAP) study. Am J Respir Crit Care Med. 2007;176(12):1200–7.PubMedPubMedCentralCrossRef Barr RG, Mesia-Vela S, Austin JH, Basner RC, Keller BM, Reeves AP, et al. Impaired flow-mediated dilation is associated with low pulmonary function and emphysema in ex-smokers: the emphysema and Cancer action project (EMCAP) study. Am J Respir Crit Care Med. 2007;176(12):1200–7.PubMedPubMedCentralCrossRef
5.
go back to reference Lahousse L, van den Bouwhuijsen QJ, Loth DW, Joos GF, Hofman A, Witteman JC, et al. Chronic obstructive pulmonary disease and lipid core carotid artery plaques in the elderly: the Rotterdam study. Am J Respir Crit Care Med. 2013;187(1):58–64.PubMedCrossRef Lahousse L, van den Bouwhuijsen QJ, Loth DW, Joos GF, Hofman A, Witteman JC, et al. Chronic obstructive pulmonary disease and lipid core carotid artery plaques in the elderly: the Rotterdam study. Am J Respir Crit Care Med. 2013;187(1):58–64.PubMedCrossRef
6.
go back to reference McAllister DA, Maclay JD, Mills NL, Mair G, Miller J, Anderson D, et al. Arterial stiffness is independently associated with emphysema severity in patients with chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2007;176(12):1208–14.PubMedPubMedCentralCrossRef McAllister DA, Maclay JD, Mills NL, Mair G, Miller J, Anderson D, et al. Arterial stiffness is independently associated with emphysema severity in patients with chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2007;176(12):1208–14.PubMedPubMedCentralCrossRef
7.
go back to reference Sabit R, Bolton CE, Edwards PH, Pettit RJ, Evans WD, McEniery CM, et al. Arterial stiffness and osteoporosis in chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2007;175(12):1259–65.PubMedCrossRef Sabit R, Bolton CE, Edwards PH, Pettit RJ, Evans WD, McEniery CM, et al. Arterial stiffness and osteoporosis in chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2007;175(12):1259–65.PubMedCrossRef
8.
go back to reference O'Hare PE, Ayres JF, O'Rourke RL, Slaughter RE, Marshall HM, Bowman RV, et al. Coronary artery calcification on computed tomography correlates with mortality in chronic obstructive pulmonary disease. J Comput Assist Tomogr. 2014;38(5):753–9.PubMedCrossRef O'Hare PE, Ayres JF, O'Rourke RL, Slaughter RE, Marshall HM, Bowman RV, et al. Coronary artery calcification on computed tomography correlates with mortality in chronic obstructive pulmonary disease. J Comput Assist Tomogr. 2014;38(5):753–9.PubMedCrossRef
9.
go back to reference Chandra D, Gupta A, Strollo PJ Jr, Fuhrman CR, Leader JK, Bon J, et al. Airflow limitation and endothelial dysfunction. Unrelated and independent predictors of atherosclerosis. Am J Respir Crit Care Med. 2016;194(1):38–47.PubMedPubMedCentralCrossRef Chandra D, Gupta A, Strollo PJ Jr, Fuhrman CR, Leader JK, Bon J, et al. Airflow limitation and endothelial dysfunction. Unrelated and independent predictors of atherosclerosis. Am J Respir Crit Care Med. 2016;194(1):38–47.PubMedPubMedCentralCrossRef
10.
go back to reference Eickhoff P, Valipour A, Kiss D, Schreder M, Cekici L, Geyer K, et al. Determinants of systemic vascular function in patients with stable chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2008;178(12):1211–8.PubMedCrossRef Eickhoff P, Valipour A, Kiss D, Schreder M, Cekici L, Geyer K, et al. Determinants of systemic vascular function in patients with stable chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2008;178(12):1211–8.PubMedCrossRef
11.
go back to reference Moro L, Pedone C, Scarlata S, Malafarina V, Fimognari F, Antonelli-Incalzi R. Endothelial dysfunction in chronic obstructive pulmonary disease. Angiology. 2008;59(3):357–64.PubMedCrossRef Moro L, Pedone C, Scarlata S, Malafarina V, Fimognari F, Antonelli-Incalzi R. Endothelial dysfunction in chronic obstructive pulmonary disease. Angiology. 2008;59(3):357–64.PubMedCrossRef
12.
go back to reference Sin DD, Man SF. Chronic obstructive pulmonary disease as a risk factor for cardiovascular morbidity and mortality. Proc Am Thorac Soc. 2005;2(1):8–11.PubMedCrossRef Sin DD, Man SF. Chronic obstructive pulmonary disease as a risk factor for cardiovascular morbidity and mortality. Proc Am Thorac Soc. 2005;2(1):8–11.PubMedCrossRef
13.
go back to reference Mason JC, Libby P. Cardiovascular disease in patients with chronic inflammation: mechanisms underlying premature cardiovascular events in rheumatologic conditions. Eur Heart J. 2015;36(8):482–9c.PubMedCrossRef Mason JC, Libby P. Cardiovascular disease in patients with chronic inflammation: mechanisms underlying premature cardiovascular events in rheumatologic conditions. Eur Heart J. 2015;36(8):482–9c.PubMedCrossRef
14.
go back to reference Omori H, Tsuji M, Sata K, Iyonaga C, Narimatsu A, Mihara S, et al. Correlation of C-reactive protein with disease severity in CT diagnosed emphysema. Respirology. 2009;14(4):551–8.PubMedCrossRef Omori H, Tsuji M, Sata K, Iyonaga C, Narimatsu A, Mihara S, et al. Correlation of C-reactive protein with disease severity in CT diagnosed emphysema. Respirology. 2009;14(4):551–8.PubMedCrossRef
15.
go back to reference Papaioannou AI, Mazioti A, Kiropoulos T, Tsilioni I, Koutsokera A, Tanou K, et al. Systemic and airway inflammation and the presence of emphysema in patients with COPD. Respir Med. 2010;104(2):275–82.PubMedCrossRef Papaioannou AI, Mazioti A, Kiropoulos T, Tsilioni I, Koutsokera A, Tanou K, et al. Systemic and airway inflammation and the presence of emphysema in patients with COPD. Respir Med. 2010;104(2):275–82.PubMedCrossRef
16.
go back to reference Mills NL, Miller JJ, Anand A, Robinson SD, Frazer GA, Anderson D, et al. Increased arterial stiffness in patients with chronic obstructive pulmonary disease: a mechanism for increased cardiovascular risk. Thorax. 2008;63(4):306–11.PubMedCrossRef Mills NL, Miller JJ, Anand A, Robinson SD, Frazer GA, Anderson D, et al. Increased arterial stiffness in patients with chronic obstructive pulmonary disease: a mechanism for increased cardiovascular risk. Thorax. 2008;63(4):306–11.PubMedCrossRef
17.
go back to reference Couper D, LaVange LM, Han M, Barr RG, Bleecker E, Hoffman EA, et al. Design of the Subpopulations and Intermediate Outcomes in COPD study (SPIROMICS). Thorax. 2014;69(5):491–4.PubMedCrossRef Couper D, LaVange LM, Han M, Barr RG, Bleecker E, Hoffman EA, et al. Design of the Subpopulations and Intermediate Outcomes in COPD study (SPIROMICS). Thorax. 2014;69(5):491–4.PubMedCrossRef
18.
go back to reference Hecht HS, Cronin P, Blaha MJ, Budoff MJ, Kazerooni EA, Narula J, et al. 2016 SCCT/STR guidelines for coronary artery calcium scoring of noncontrast noncardiac chest CT scans: a report of the Society of Cardiovascular Computed Tomography and Society of thoracic radiology. J Cardiovasc Comput Tomogr. 2017;11(1):74–84.PubMedCrossRef Hecht HS, Cronin P, Blaha MJ, Budoff MJ, Kazerooni EA, Narula J, et al. 2016 SCCT/STR guidelines for coronary artery calcium scoring of noncontrast noncardiac chest CT scans: a report of the Society of Cardiovascular Computed Tomography and Society of thoracic radiology. J Cardiovasc Comput Tomogr. 2017;11(1):74–84.PubMedCrossRef
19.
go back to reference Vogelmeier CF, Criner GJ, Martinez FJ, Anzueto A, Barnes PJ, Bourbeau J, et al. Global strategy for the diagnosis, management, and prevention of chronic obstructive lung disease 2017 report. GOLD executive summary. Am J Respir Crit Care Med. 2017;195(5):557–82.PubMedCrossRef Vogelmeier CF, Criner GJ, Martinez FJ, Anzueto A, Barnes PJ, Bourbeau J, et al. Global strategy for the diagnosis, management, and prevention of chronic obstructive lung disease 2017 report. GOLD executive summary. Am J Respir Crit Care Med. 2017;195(5):557–82.PubMedCrossRef
20.
21.
go back to reference Sieren JP, Newell JD Jr, Barr RG, Bleecker ER, Burnette N, Carretta EE, et al. SPIROMICS protocol for multicenter quantitative computed tomography to phenotype the lungs. Am J Respir Crit Care Med. 2016;194(7):794–806.PubMedPubMedCentralCrossRef Sieren JP, Newell JD Jr, Barr RG, Bleecker ER, Burnette N, Carretta EE, et al. SPIROMICS protocol for multicenter quantitative computed tomography to phenotype the lungs. Am J Respir Crit Care Med. 2016;194(7):794–806.PubMedPubMedCentralCrossRef
22.
go back to reference Nakano Y, Muro S, Sakai H, Hirai T, Chin K, Tsukino M, et al. Computed tomographic measurements of airway dimensions and emphysema in smokers. Correlation with lung function. Am J Respir Crit Care Med. 2000;162(3 Pt 1):1102–8.PubMedCrossRef Nakano Y, Muro S, Sakai H, Hirai T, Chin K, Tsukino M, et al. Computed tomographic measurements of airway dimensions and emphysema in smokers. Correlation with lung function. Am J Respir Crit Care Med. 2000;162(3 Pt 1):1102–8.PubMedCrossRef
23.
go back to reference Lynch DA, Austin JH, Hogg JC, Grenier PA, Kauczor HU, Bankier AA, et al. CT-definable subtypes of chronic obstructive pulmonary disease: a statement of the Fleischner society. Radiology. 2015;277(1):192–205.PubMedPubMedCentralCrossRef Lynch DA, Austin JH, Hogg JC, Grenier PA, Kauczor HU, Bankier AA, et al. CT-definable subtypes of chronic obstructive pulmonary disease: a statement of the Fleischner society. Radiology. 2015;277(1):192–205.PubMedPubMedCentralCrossRef
24.
go back to reference O'Neal WK, Anderson W, Basta PV, Carretta EE, Doerschuk CM, Barr RG, et al. Comparison of serum, EDTA plasma and P100 plasma for luminex-based biomarker multiplex assays in patients with chronic obstructive pulmonary disease in the SPIROMICS study. J Transl Med. 2014;12:9.PubMedPubMedCentralCrossRef O'Neal WK, Anderson W, Basta PV, Carretta EE, Doerschuk CM, Barr RG, et al. Comparison of serum, EDTA plasma and P100 plasma for luminex-based biomarker multiplex assays in patients with chronic obstructive pulmonary disease in the SPIROMICS study. J Transl Med. 2014;12:9.PubMedPubMedCentralCrossRef
25.
go back to reference Kirsch J, Buitrago I, Mohammed TL, Gao T, Asher CR, Novaro GM. Detection of coronary calcium during standard chest computed tomography correlates with multi-detector computed tomography coronary artery calcium score. Int J Cardiovasc Imaging. 2012;28(5):1249–56.PubMedCrossRef Kirsch J, Buitrago I, Mohammed TL, Gao T, Asher CR, Novaro GM. Detection of coronary calcium during standard chest computed tomography correlates with multi-detector computed tomography coronary artery calcium score. Int J Cardiovasc Imaging. 2012;28(5):1249–56.PubMedCrossRef
26.
go back to reference Watts JR DD Jr, Fineberg NS, Budoff M, Nath H. Correlation between measured and visual scoring of coronary artery calcification. Int J Cardiovasc Cerebrovasc Dis. 2014;2:11–7. Watts JR DD Jr, Fineberg NS, Budoff M, Nath H. Correlation between measured and visual scoring of coronary artery calcification. Int J Cardiovasc Cerebrovasc Dis. 2014;2:11–7.
27.
go back to reference Baron RM, Kenny DA. The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol. 1986;51(6):1173–82.PubMedCrossRef Baron RM, Kenny DA. The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol. 1986;51(6):1173–82.PubMedCrossRef
28.
go back to reference Mackinnon DP, Lockwood CM, Williams J. Confidence limits for the indirect effect: distribution of the product and resampling methods. Multivar Behav Res. 2004;39(1):99.CrossRef Mackinnon DP, Lockwood CM, Williams J. Confidence limits for the indirect effect: distribution of the product and resampling methods. Multivar Behav Res. 2004;39(1):99.CrossRef
29.
go back to reference Bhatt SP, Wells JM, Dransfield MT. Cardiovascular disease in COPD: a call for action. Lancet Respir Med. 2014;2(10):783–5.PubMedCrossRef Bhatt SP, Wells JM, Dransfield MT. Cardiovascular disease in COPD: a call for action. Lancet Respir Med. 2014;2(10):783–5.PubMedCrossRef
30.
go back to reference Curkendall SM, DeLuise C, Jones JK, Lanes S, Stang MR, Goehring E Jr, et al. Cardiovascular disease in patients with chronic obstructive pulmonary disease, Saskatchewan Canada cardiovascular disease in COPD patients. Ann Epidemiol. 2006;16(1):63–70.PubMedCrossRef Curkendall SM, DeLuise C, Jones JK, Lanes S, Stang MR, Goehring E Jr, et al. Cardiovascular disease in patients with chronic obstructive pulmonary disease, Saskatchewan Canada cardiovascular disease in COPD patients. Ann Epidemiol. 2006;16(1):63–70.PubMedCrossRef
31.
go back to reference Finkelstein J, Cha E, Scharf SM. Chronic obstructive pulmonary disease as an independent risk factor for cardiovascular morbidity. Int J Chron Obstruct Pulmon Dis. 2009;4:337–49.PubMedPubMedCentralCrossRef Finkelstein J, Cha E, Scharf SM. Chronic obstructive pulmonary disease as an independent risk factor for cardiovascular morbidity. Int J Chron Obstruct Pulmon Dis. 2009;4:337–49.PubMedPubMedCentralCrossRef
32.
go back to reference Williams MC, Murchison JT, Edwards LD, Agusti A, Bakke P, Calverley PM, et al. Coronary artery calcification is increased in patients with COPD and associated with increased morbidity and mortality. Thorax. 2014;69(8):718–23.PubMedCrossRef Williams MC, Murchison JT, Edwards LD, Agusti A, Bakke P, Calverley PM, et al. Coronary artery calcification is increased in patients with COPD and associated with increased morbidity and mortality. Thorax. 2014;69(8):718–23.PubMedCrossRef
33.
go back to reference Barr RG, Ahmed FS, Carr JJ, Hoffman EA, Jiang R, Kawut SM, et al. Subclinical atherosclerosis, airflow obstruction and emphysema: the MESA lung study. Eur Respir J. 2012;39(4):846–54.PubMedCrossRef Barr RG, Ahmed FS, Carr JJ, Hoffman EA, Jiang R, Kawut SM, et al. Subclinical atherosclerosis, airflow obstruction and emphysema: the MESA lung study. Eur Respir J. 2012;39(4):846–54.PubMedCrossRef
34.
go back to reference Lynch DA, Moore CM, Wilson C, Nevrekar D, Jennermann T, Humphries SM, Austin JHM, Grenier PA, Kauczor HU, Han MK, Regan EA, Make BJ, Bowler RP, Beaty TH, Curran-Everett D, Hokanson JE, Curtis JL, Silverman EK, Crapo JD; Genetic Epidemiology of COPD (COPDGene) Investigators. Radiology. 2018;288(3):859-66. https://doi.org/10.1148/radiol.2018172294. Epub 2018 May 15. Lynch DA, Moore CM, Wilson C, Nevrekar D, Jennermann T, Humphries SM, Austin JHM, Grenier PA, Kauczor HU, Han MK, Regan EA, Make BJ, Bowler RP, Beaty TH, Curran-Everett D, Hokanson JE, Curtis JL, Silverman EK, Crapo JD; Genetic Epidemiology of COPD (COPDGene) Investigators. Radiology. 2018;288(3):859-66. https://​doi.​org/​10.​1148/​radiol.​2018172294. Epub 2018 May 15.
36.
go back to reference Kim SJ, Yoon DW, Lee EJ, Hur GY, Jung KH, Lee SY, et al. Carotid atherosclerosis in patients with untreated chronic obstructive pulmonary disease. Int J Tuberc Lung Dis. 2011;15(9):1265–70 i.PubMedCrossRef Kim SJ, Yoon DW, Lee EJ, Hur GY, Jung KH, Lee SY, et al. Carotid atherosclerosis in patients with untreated chronic obstructive pulmonary disease. Int J Tuberc Lung Dis. 2011;15(9):1265–70 i.PubMedCrossRef
37.
go back to reference Janner JH, McAllister DA, Godtfredsen NS, Prescott E, Vestbo J. Is chronic obstructive pulmonary disease associated with increased arterial stiffness? Respir Med. 2012;106(3):397–405.PubMedCrossRef Janner JH, McAllister DA, Godtfredsen NS, Prescott E, Vestbo J. Is chronic obstructive pulmonary disease associated with increased arterial stiffness? Respir Med. 2012;106(3):397–405.PubMedCrossRef
38.
go back to reference Pollanen PJ, Lehtimaki T, Ilveskoski E, Mikkelsson J, Kajander OA, Laippala P, et al. Coronary artery calcification is related to functional polymorphism of matrix metalloproteinase 3: the Helsinki sudden death study. Atherosclerosis. 2002;164(2):329–35.PubMedCrossRef Pollanen PJ, Lehtimaki T, Ilveskoski E, Mikkelsson J, Kajander OA, Laippala P, et al. Coronary artery calcification is related to functional polymorphism of matrix metalloproteinase 3: the Helsinki sudden death study. Atherosclerosis. 2002;164(2):329–35.PubMedCrossRef
39.
go back to reference Wang J, Xu D, Wu X, Zhou C, Wang H, Guo Y, et al. Polymorphisms of matrix metalloproteinases in myocardial infarction: a meta-analysis. Heart. 2011;97(19):1542–6.PubMedCrossRef Wang J, Xu D, Wu X, Zhou C, Wang H, Guo Y, et al. Polymorphisms of matrix metalloproteinases in myocardial infarction: a meta-analysis. Heart. 2011;97(19):1542–6.PubMedCrossRef
40.
go back to reference Beyzade S, Zhang S, Wong YK, Day IN, Eriksson P, Ye S. Influences of matrix metalloproteinase-3 gene variation on extent of coronary atherosclerosis and risk of myocardial infarction. J Am Coll Cardiol. 2003;41(12):2130–7.PubMedCrossRef Beyzade S, Zhang S, Wong YK, Day IN, Eriksson P, Ye S. Influences of matrix metalloproteinase-3 gene variation on extent of coronary atherosclerosis and risk of myocardial infarction. J Am Coll Cardiol. 2003;41(12):2130–7.PubMedCrossRef
41.
go back to reference McAloon CJ, Wood AM, Gough SC, Stockley RA. Matrix metalloprotease polymorphisms are associated with gas transfer in alpha 1 antitrypsin deficiency. Ther Adv Respir Dis. 2009;3(1):23–30.PubMedCrossRef McAloon CJ, Wood AM, Gough SC, Stockley RA. Matrix metalloprotease polymorphisms are associated with gas transfer in alpha 1 antitrypsin deficiency. Ther Adv Respir Dis. 2009;3(1):23–30.PubMedCrossRef
42.
go back to reference Hobbs BD, Parker MM, Chen H, Lao T, Hardin M, Qiao D, et al. Exome Array analysis identifies a common variant in IL27 associated with chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2016;194(1):48–57.PubMedPubMedCentralCrossRef Hobbs BD, Parker MM, Chen H, Lao T, Hardin M, Qiao D, et al. Exome Array analysis identifies a common variant in IL27 associated with chronic obstructive pulmonary disease. Am J Respir Crit Care Med. 2016;194(1):48–57.PubMedPubMedCentralCrossRef
43.
go back to reference Blidberg K, Palmberg L, James A, Billing B, Henriksson E, Lantz AS, et al. Adhesion molecules in subjects with COPD and healthy non-smokers: a cross sectional parallel group study. Respir Res. 2013;14:47.PubMedPubMedCentralCrossRef Blidberg K, Palmberg L, James A, Billing B, Henriksson E, Lantz AS, et al. Adhesion molecules in subjects with COPD and healthy non-smokers: a cross sectional parallel group study. Respir Res. 2013;14:47.PubMedPubMedCentralCrossRef
44.
go back to reference Cybulsky MI, Iiyama K, Li H, Zhu S, Chen M, Iiyama M, et al. A major role for VCAM-1, but not ICAM-1, in early atherosclerosis. J Clin Invest. 2001;107(10):1255–62.PubMedPubMedCentralCrossRef Cybulsky MI, Iiyama K, Li H, Zhu S, Chen M, Iiyama M, et al. A major role for VCAM-1, but not ICAM-1, in early atherosclerosis. J Clin Invest. 2001;107(10):1255–62.PubMedPubMedCentralCrossRef
45.
go back to reference Jager A, van Hinsbergh VW, Kostense PJ, Emeis JJ, Nijpels G, Dekker JM, et al. Increased levels of soluble vascular cell adhesion molecule 1 are associated with risk of cardiovascular mortality in type 2 diabetes: the Hoorn study. Diabetes. 2000;49(3):485–91.PubMedCrossRef Jager A, van Hinsbergh VW, Kostense PJ, Emeis JJ, Nijpels G, Dekker JM, et al. Increased levels of soluble vascular cell adhesion molecule 1 are associated with risk of cardiovascular mortality in type 2 diabetes: the Hoorn study. Diabetes. 2000;49(3):485–91.PubMedCrossRef
46.
go back to reference Otsuki M, Hashimoto K, Morimoto Y, Kishimoto T, Kasayama S. Circulating vascular cell adhesion molecule-1 (VCAM-1) in atherosclerotic NIDDM patients. Diabetes. 1997;46(12):2096–101.PubMedCrossRef Otsuki M, Hashimoto K, Morimoto Y, Kishimoto T, Kasayama S. Circulating vascular cell adhesion molecule-1 (VCAM-1) in atherosclerotic NIDDM patients. Diabetes. 1997;46(12):2096–101.PubMedCrossRef
47.
go back to reference Costa C, Rufino R, Traves SL, Lapa ESJR, Barnes PJ, Donnelly LE. CXCR3 and CCR5 chemokines in induced sputum from patients with COPD. Chest. 2008;133(1):26–33.PubMedCrossRef Costa C, Rufino R, Traves SL, Lapa ESJR, Barnes PJ, Donnelly LE. CXCR3 and CCR5 chemokines in induced sputum from patients with COPD. Chest. 2008;133(1):26–33.PubMedCrossRef
48.
go back to reference Liang Y, Yang C, Zhou Q, Pan W, Zhong W, Ding R, et al. Serum Monokine induced by gamma interferon is associated with severity of coronary artery disease. Int Heart J. 2017;58(1):24–9.PubMedCrossRef Liang Y, Yang C, Zhou Q, Pan W, Zhong W, Ding R, et al. Serum Monokine induced by gamma interferon is associated with severity of coronary artery disease. Int Heart J. 2017;58(1):24–9.PubMedCrossRef
49.
go back to reference Yu HT, Oh J, Chang HJ, Lee SH, Shin EC, Park S. Serum monokine induced by gamma interferon as a novel biomarker for coronary artery calcification in humans. Coron Artery Dis. 2015;26(4):317–21.PubMedCrossRef Yu HT, Oh J, Chang HJ, Lee SH, Shin EC, Park S. Serum monokine induced by gamma interferon as a novel biomarker for coronary artery calcification in humans. Coron Artery Dis. 2015;26(4):317–21.PubMedCrossRef
50.
go back to reference Rousselle A, Qadri F, Leukel L, Yilmaz R, Fontaine JF, Sihn G, et al. CXCL5 limits macrophage foam cell formation in atherosclerosis. J Clin Invest. 2013;123(3):1343–7.PubMedPubMedCentralCrossRef Rousselle A, Qadri F, Leukel L, Yilmaz R, Fontaine JF, Sihn G, et al. CXCL5 limits macrophage foam cell formation in atherosclerosis. J Clin Invest. 2013;123(3):1343–7.PubMedPubMedCentralCrossRef
51.
go back to reference Kim SS, Seo JB, Lee HY, Nevrekar DV, Forssen AV, Crapo JD, et al. Chronic obstructive pulmonary disease: lobe-based visual assessment of volumetric CT by using standard images--comparison with quantitative CT and pulmonary function test in the COPDGene study. Radiology. 2013;266(2):626–35.PubMedPubMedCentralCrossRef Kim SS, Seo JB, Lee HY, Nevrekar DV, Forssen AV, Crapo JD, et al. Chronic obstructive pulmonary disease: lobe-based visual assessment of volumetric CT by using standard images--comparison with quantitative CT and pulmonary function test in the COPDGene study. Radiology. 2013;266(2):626–35.PubMedPubMedCentralCrossRef
52.
go back to reference COPDGene CT Workshop Group, Barr RG, Berkowitz EA, Bigazzi F, Bode F, Bon J, et al. A combined pulmonary-radiology workshop for visual evaluation of COPD: study design, chest CT findings and concordance with quantitative evaluation. Copd. 2012;9(2):151–9. COPDGene CT Workshop Group, Barr RG, Berkowitz EA, Bigazzi F, Bode F, Bon J, et al. A combined pulmonary-radiology workshop for visual evaluation of COPD: study design, chest CT findings and concordance with quantitative evaluation. Copd. 2012;9(2):151–9.
Metadata
Title
Centrilobular emphysema and coronary artery calcification: mediation analysis in the SPIROMICS cohort
Authors
Surya P. Bhatt
Hrudaya P. Nath
Young-il Kim
Rekha Ramachandran
Jubal R. Watts
Nina L. J. Terry
Sushil Sonavane
Swati P. Deshmane
Prescott G. Woodruff
Elizabeth C. Oelsner
Sandeep Bodduluri
MeiLan K. Han
Wassim W. Labaki
J. Michael Wells
Fernando J. Martinez
R. Graham Barr
Mark T. Dransfield
for the SPIROMICS investigators
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Respiratory Research / Issue 1/2018
Electronic ISSN: 1465-993X
DOI
https://doi.org/10.1186/s12931-018-0946-1

Other articles of this Issue 1/2018

Respiratory Research 1/2018 Go to the issue