Advertisement
Full Length Article| Volume 164, P9-14, April 2018

An exploratory factor analysis of inflammatory and coagulation markers associated with femoral artery atherosclerosis in the San Diego Population Study

  • Author Footnotes
    1 Permanent address: 130 N. Bellefield Ave. #508, Pittsburgh, PA 15213, United States.
    Natalie Suder Egnot
    Correspondence
    Corresponding author at: University of Pittsburgh, Graduate School of Public Health, 130 N. Bellefield Ave. #508, Pittsburgh, PA 15260-6151, United States.
    Footnotes
    1 Permanent address: 130 N. Bellefield Ave. #508, Pittsburgh, PA 15213, United States.
    Affiliations
    Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, United States
    Search for articles by this author
  • Emma Barinas-Mitchell
    Affiliations
    Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, United States
    Search for articles by this author
  • Michael H. Criqui
    Affiliations
    Division of Preventive Medicine, Department of Family Medicine and Public Health, School of Medicine, University of California-San Diego, La Jolla, CA, United States
    Search for articles by this author
  • Matthew A. Allison
    Affiliations
    Division of Preventive Medicine, Department of Family Medicine and Public Health, School of Medicine, University of California-San Diego, La Jolla, CA, United States
    Search for articles by this author
  • Joachim H. Ix
    Affiliations
    Division of Preventive Medicine, Department of Family Medicine and Public Health, School of Medicine, University of California-San Diego, La Jolla, CA, United States

    Division of Nephrology, Department of Medicine, School of Medicine, University of California-San Diego, La Jolla, CA, United States
    Search for articles by this author
  • Nancy S. Jenny
    Affiliations
    Department of Pathology and Laboratory Medicine, Larner College of Medicine, University of Vermont, Burlington, VT, United States
    Search for articles by this author
  • Christina L. Wassel
    Affiliations
    Department of Pathology and Laboratory Medicine, Larner College of Medicine, University of Vermont, Burlington, VT, United States
    Search for articles by this author
  • Author Footnotes
    1 Permanent address: 130 N. Bellefield Ave. #508, Pittsburgh, PA 15213, United States.
Published:February 13, 2018DOI:https://doi.org/10.1016/j.thromres.2018.02.003

      Highlights

      • Femoral artery intima-media thickness is greater among adults with high coagulation burden.
      • Inflammatory and coagulation burden are associated with lower ankle-brachial index.
      • Femoral plaque presence and characteristics not related to inflammatory and coagulation burden

      Abstract

      Background and aims

      Several biomarkers of inflammation and coagulation have been implicated in lower extremity atherosclerosis. We utilized an exploratory factor analysis (EFA) to identify distinct factors derived from circulating inflammatory and coagulation biomarkers then examined the associations of these factors with measures of lower extremity subclinical atherosclerosis, including the ankle-brachial index (ABI), common and superficial femoral intima-media thickness (IMT), and atherosclerotic plaque presence, burden, and characteristics.

      Methods

      The San Diego Population Study (SDPS) is a prospective, community-living, multi-ethnic cohort of 1103 men and women averaged age 70. Regression analysis was used to assess cross-sectional associations between the identified groupings of biomarkers (factors) and the ABI and femoral artery atherosclerosis measurements.

      Results

      Two biomarker factors emerged from the factor analysis. Factor 1 consisting of C-reactive protein (CRP), interleukin (IL)-6, and fibrinogen was significantly associated with higher odds (OR = 1.99, p < 0.01) of a borderline ABI value (0.91–0.99), while Factor 2 containing D-dimer and pentraxin (PTX)-3 was significantly associated with higher common femoral artery (CFA) IMT (β = 0.23, p < 0.01) and lower ABI (β = −0.03, p < 0.01).

      Conclusions

      Two groupings of biomarkers were identified via EFA of seven circulating biomarkers of inflammation and coagulation. These distinct groups are differentially associated with markers of lower extremity subclinical atherosclerosis. Our findings suggest that high inflammatory and coagulation burden were better markers of more severe lower-extremity disease as indicated by low ABI rather than early atherosclerotic lesion development in the femoral artery.

      Keywords

      To read this article in full you will need to make a payment

      Purchase one-time access:

      Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online access
      One-time access price info
      • For academic or personal research use, select 'Academic and Personal'
      • For corporate R&D use, select 'Corporate R&D Professionals'

      Subscribe:

      Subscribe to Thrombosis Research
      Already a print subscriber? Claim online access
      Already an online subscriber? Sign in
      Institutional Access: Sign in to ScienceDirect

      References

        • Fowkes F.G.
        • Rudan D.
        • Rudan I.
        • Aboyans V.
        • Denenberg J.O.
        • McDermott M.M.
        • et al.
        Comparison of global estimates of prevalence and risk factors for peripheral artery disease in 2000 and 2010: a systematic review and analysis.
        Lancet (London, England). 2013; 382: 1329-1340
        • Mozaffarian D.
        • Benjamin E.J.
        • Go A.S.
        • Arnett D.K.
        • Blaha M.J.
        • Cushman M.
        • et al.
        Heart disease and stroke statistics—2015 update: a report from the American Heart Association.
        Circulation. 2015; 131: e29-322
        • Paoletti R.
        • Gotto A.M.
        • Hajjar D.P.
        Inflammation in atherosclerosis and implications for therapy.
        Circulation. 2004; 109 (III-20-III-6)
        • Libby P.
        Inflammation in atherosclerosis.
        Nature. 2002; 420: 868-874
        • Allison M.A.
        • Ho E.
        • Denenberg J.O.
        • Langer R.D.
        • Newman A.B.
        • Fabsitz R.R.
        • et al.
        Ethnic-specific prevalence of peripheral arterial disease in the United States.
        Am. J. Prev. Med. 2007; 32: 328-333
        • McDermott M.M.
        • Guralnik J.M.
        • Tian L.
        • Liu K.
        • Ferrucci L.
        • Liao Y.
        • et al.
        Associations of borderline and low normal ankle brachial index values with functional decline at five year follow-up: the Walking and Leg Circulation Study.
        J. Am. Coll. Cardiol. 2009; 53: 1056-1062
        • Criqui M.H.
        • McClelland R.L.
        • McDermott M.M.
        • Allison M.A.
        • Blumenthal R.S.
        • Aboyans V.
        • et al.
        The ankle-brachial index and incident cardiovascular events in the Multi-Ethnic Study of Atherosclerosis (MESA).
        J. Am. Coll. Cardiol. 2010; 56: 1506-1512
        • O'Hare A.M.
        • Katz R.
        • Shlipak M.G.
        • Cushman M.
        • Newman A.B.
        Mortality and cardiovascular risk across the ankle-arm index spectrum. Results from the Cardiovascular Health Study.
        . 2006; 113: 388-393
        • Aboyans V.
        • Criqui M.H.
        • Abraham P.
        • Allison M.A.
        • Creager M.A.
        • Diehm C.
        • et al.
        Measurement and Interpretation of the Ankle-Brachial Index. A scientific statement from the American Heart Association.
        . 2012; 126: 2890-2909
        • Okumura N.
        • Saito M.
        • Tanaka T.
        • Matsumoto M.
        • Tsuzuki M.
        • Murohara T.
        Abstract 11040: not carotid but femoral artery intima-media thickness predicts peripheral artery disease in patients with coronary artery disease.
        Circulation. 2014; 130 (A11040-A)
        • Dalager S.
        • Falk E.
        • Kristensen I.B.
        • Paaske W.P.
        Plaque in superficial femoral arteries indicates generalized atherosclerosis and vulnerability to coronary death: an autopsy study.
        J. Vasc. Surg. 2008; 47: 296-302
        • Laclaustra M.
        • Casasnovas J.A.
        • Fernandez-Ortiz A.
        • Fuster V.
        • Leon-Latre M.
        • Jimenez-Borreguero L.J.
        • et al.
        Femoral and carotid subclinical atherosclerosis association with risk factors and coronary calcium: the AWHS study.
        J. Am. Coll. Cardiol. 2016; 67: 1263-1274
        • McDermott M.M.
        • Liu K.
        • Carroll T.J.
        • Tian L.
        • Ferrucci L.
        • Li D.
        • et al.
        Superficial femoral artery plaque and functional performance in peripheral arterial disease: walking and leg circulation study (WALCS III).
        JACC Cardiovasc. Imaging. 2011; 4: 730-739
        • McDermott M.M.
        • Liu K.
        • Carr J.
        • Criqui M.H.
        • Tian L.
        • Li D.
        • et al.
        Superficial femoral artery plaque, the ankle brachial index, and leg symptoms in peripheral arterial disease: the walking and leg circulation study (WALCS) III.
        Circulation Cardiovasc. Imaging. 2011; 4: 246-252
        • McDermott M.M.
        • Lloyd-Jones D.M.
        The role of biomarkers and genetics in peripheral arterial disease.
        J. Am. Coll. Cardiol. 2009; 54: 1228-1237
        • Ridker P.M.
        • Rifai N.
        • Rose L.
        • Buring J.E.
        • Cook N.R.
        Comparison of C-reactive protein and low-density lipoprotein cholesterol levels in the prediction of first cardiovascular events.
        N. Engl. J. Med. 2002; 347: 1557-1565
        • Volpato S.
        • Guralnik J.M.
        • Ferrucci L.
        • Balfour J.
        • Chaves P.
        • Fried L.P.
        • et al.
        Cardiovascular disease, interleukin-6, and risk of mortality in older women: the women's health and aging study.
        Circulation. 2001; 103: 947-953
        • Danesh J.
        • Lewington S.
        • Thompson S.G.
        • Lowe G.D.
        • Collins R.
        • Kostis J.B.
        • et al.
        Plasma fibrinogen level and the risk of major cardiovascular diseases and nonvascular mortality: an individual participant meta-analysis.
        JAMA. 2005; 294: 1799-1809
        • Danesh J.
        • Whincup P.
        • Walker M.
        • Lennon L.
        • Thomson A.
        • Appleby P.
        • et al.
        Fibrin D-dimer and coronary heart disease: prospective study and meta-analysis.
        Circulation. 2001; 103: 2323-2327
        • Jenny N.S.
        • Blumenthal R.S.
        • Kronmal R.A.
        • Rotter J.I.
        • Siscovick D.S.
        • Psaty B.M.
        Associations of pentraxin 3 with cardiovascular disease: the Multi-Ethnic Study of Atherosclerosis.
        J. Thromb. Haemost. 2014; 12: 999-1005
        • Criqui M.H.
        • Jamosmos M.
        • Fronek A.
        • Denenberg J.O.
        • Langer R.D.
        • Bergan J.
        • et al.
        Chronic venous disease in an ethnically diverse population: the San Diego Population Study.
        Am. J. Epidemiol. 2003; 158: 448-456
        • Criqui M.H.
        • Vargas V.
        • Denenberg J.O.
        • Ho E.
        • Allison M.
        • Langer R.D.
        • et al.
        Ethnicity and peripheral arterial disease: the San Diego Population Study.
        Circulation. 2005; 112: 2703-2707
        • Wassel Christina L.
        • AME Natalie C. Suder
        • Barinas-Mitchell Emma J.
        • Rifkin Dena E.
        • et al.
        Femoral Artery Atherosclerosis is Associated With Physical Function Across the Spectrum of the Ankle Brachial Index: The San Diego Population Study (SDPS).
        (Accepted for Publication in JAHA)2017
        • Friedewald W.T.
        • Levy R.I.
        • Fredrickson D.S.
        Estimation of the concentration of low-density lipoprotein cholesterol in plasma, without use of the preparative ultracentrifuge.
        Clin. Chem. 1972; 18: 499-502
        • Inker L.A.
        • Schmid C.H.
        • Tighiouart H.
        • Eckfeldt J.H.
        • Feldman H.I.
        • Greene T.
        • et al.
        Estimating glomerular filtration rate from serum creatinine and cystatin C.
        N. Engl. J. Med. 2012; 367: 20-29
        • Yamagami H.
        • Kitagawa K.
        • Nagai Y.
        • Hougaku H.
        • Sakaguchi M.
        • Kuwabara K.
        • et al.
        Higher levels of interleukin-6 are associated with lower echogenicity of carotid artery plaques.
        Stroke. 2004; 35: 677-681
        • Redman C.M.
        • Xia H.
        Fibrinogen biosynthesis. Assembly, intracellular degradation, and association with lipid synthesis and secretion.
        Ann. N. Y. Acad. Sci. 2001; 936: 480-495
        • Stec J.J.
        • Silbershatz H.
        • Tofler G.H.
        • Matheney T.H.
        • Sutherland P.
        • Lipinska I.
        • et al.
        Association of fibrinogen with cardiovascular risk factors and cardiovascular disease in the Framingham Offspring Population.
        Circulation. 2000; 102: 1634-1638
        • Fornai F.
        • Carrizzo A.
        • Forte M.
        • Ambrosio M.
        • Damato A.
        • Ferrucci M.
        • et al.
        The inflammatory protein Pentraxin 3 in cardiovascular disease.
        Immun. Ageing. 2016; 13: 25
        • Lech M.
        • Rommele C.
        • Anders H.J.
        Pentraxins in nephrology: C-reactive protein, serum amyloid P and pentraxin-3.
        Nephrol. Dial. Transplant. 2013; 28: 803-811
        • Mjelva Ø.R.
        • Pönitz V.
        • Brügger-Andersen T.
        • Grundt H.
        • Staines H.
        • Nilsen D.W.T.
        Long-term prognostic utility of pentraxin 3 and D-dimer as compared to high-sensitivity C-reactive protein and B-type natriuretic peptide in suspected acute coronary syndrome.
        Eur. J. Prev. Cardiol. 2015; 23: 1130-1140
        • Wells P.S.
        • Anderson D.R.
        • Rodger M.
        • Forgie M.
        • Kearon C.
        • Dreyer J.
        • et al.
        Evaluation of D-dimer in the diagnosis of suspected deep-vein thrombosis.
        N. Engl. J. Med. 2003; 349: 1227-1235
        • Hackam D.G.
        • Eikelboom J.W.
        Antithrombotic treatment for peripheral arterial disease.
        Heart. 2007; 93: 303-308
        • Blackburn R.
        • Giral P.
        • Bruckert E.
        • André J.-M.
        • Gonbert S.
        • Bernard M.
        • et al.
        Elevated C-reactive protein constitutes an independent predictor of advanced carotid plaques in dyslipidemic subjects.
        Arterioscler. Thromb. Vasc. Biol. 2001; 21: 1962-1968
        • Koutouzis M.
        • Rallidis L.S.
        • Peros G.
        • Nomikos A.
        • Tzavara V.
        • Barbatis C.
        • et al.
        Serum interleukin-6 is elevated in symptomatic carotid bifurcation disease.
        Acta Neurol. Scand. 2009; 119: 119-125
        • Kofoed S.C.
        • Wittrup H.H.
        • Sillesen H.
        • Nordestgaard B.G.
        Fibrinogen predicts ischaemic stroke and advanced atherosclerosis but not echolucent, rupture-prone carotid plaques: the Copenhagen City Heart Study.
        Eur. Heart J. 2003; 24: 567-576
        • Afzal S.
        • Tybjaerg-Hansen A.
        • Jensen G.B.
        • Nordestgaard B.G.
        Change in body mass index associated with lowest mortality in Denmark, 1976–2013.
        JAMA. 2016; 315: 1989-1996
        • Helck A.
        • Bianda N.
        • Canton G.
        • Yuan C.
        • Hippe D.S.
        • Reiser M.F.
        • et al.
        Intra-individual comparison of carotid and femoral atherosclerotic plaque features with in vivo MR plaque imaging.
        Int. J. Card. Imaging. 2015; 31: 1611-1618
        • Knafl G.J.
        • Grey M.
        Factor analysis model evaluation through likelihood cross-validation.
        Stat. Methods Med. Res. 2007; 16: 77-102
        • Yong Gie
        • Pearce Sean
        A beginner's guide to factor analysis: focusing on exploratory factor analysis.
        Tutor. Quant. Methods Psychol. 2013; 9: 79-94
        • Manhenke C.
        • Orn S.
        • von Haehling S.
        • Wollert K.C.
        • Ueland T.
        • Aukrust P.
        • et al.
        Clustering of 37 circulating biomarkers by exploratory factor analysis in patients following complicated acute myocardial infarction.
        Int. J. Cardiol. 2013; 166: 729-735