External validation and extension of a diagnostic model for obstructive coronary artery disease: a cross-sectional predictive evaluation in 4888 patients of the Austrian Coronary Artery disease Risk Determination In Innsbruck by diaGnostic ANgiography (CARDIIGAN) cohort

被引:14
作者
Edlinger, Michael [1 ]
Wanitschek, Maria [2 ]
Doerler, Jakob [2 ]
Ulmer, Hanno [1 ]
Alber, Hannes F. [2 ,3 ]
Steyerberg, Ewout W. [4 ]
机构
[1] Med Univ Innsbruck, Dept Med Stat Informat & Hlth Econ, Innsbruck, Austria
[2] Med Univ Innsbruck, Univ Clin Internal Med Cardiol & Angiol 3, Innsbruck, Austria
[3] Rehabil Ctr Munster Tyrol, Karl Landsteiner Inst Interdisciplinary Sci, Dept Cardiol, Munster, Austria
[4] Erasmus Univ, Med Ctr, Dept Publ Hlth, Rotterdam, Netherlands
来源
BMJ OPEN | 2017年 / 7卷 / 04期
关键词
HEART-ASSOCIATION COUNCIL; HEALTH-CARE PROFESSIONALS; SCIENTIFIC STATEMENT; CLINICAL CARDIOLOGY; SOCIETY; COLLABORATION; PREVALENCE; GUIDELINES; IMPUTATION; FRAMEWORK;
D O I
10.1136/bmjopen-2016-014467
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective: To externally validate and extend a recently proposed prediction model to diagnose obstructive coronary artery disease (CAD), with the ultimate aim to better select patients for coronary angiography. Design: Analysis of individual baseline data of a prospective cardiology cohort. Setting: Single-centre secondary and tertiary cardiology clinic. Participants: 4888 patients with suspected CAD, without known previous CAD or other heart diseases, who underwent an elective coronary angiography between 2004 and 2008 as part of the prospective Coronary Artery disease Risk Determination In Innsbruck by diaGnostic ANgiography (CARDIIGAN) cohort. Relevant data were recorded as in routine clinical practice. Main outcome measures: The probability of obstructive CAD, defined as a stenosis of minimally 50% diameter in at least one of the main coronary arteries, estimated with the predictors age, sex, type of chest pain, diabetes status, hypertension, dyslipidaemia, smoking status and laboratory data. Missing predictor data were multiply imputed. Performance of the suggested models was evaluated according to discrimination (area under the receiver operating characteristic curve, depicted by the c statistic) and calibration. Logistic regression modelling was applied for model updating. Results: Among the 4888 participants (38% women and 62% men), 2127 (44%) had an obstructive CAD. The previously proposed model had a c statistic of 0.69 (95% CI 0.67 to 0.70), which was lower than the expected c statistic while correcting for case mix (c=0.80). Regarding calibration, there was overprediction of risk for high-risk patients. All logistic regression coefficients were smaller than expected, especially for the predictor 'chest pain'. Extension of the model with high-density lipoprotein and low-density lipoprotein cholesterol, fibrinogen, and C reactive protein led to better discrimination (c=0.72, 95% CI 0.71 to 0.74, p<0.001 for improvement). Conclusions: The proposed prediction model has a moderate performance to diagnose obstructive CAD in an unselected patient group with suspected CAD referred for elective CA. A small, but significant improvement was attained by including easily available and measurable cardiovascular risk factors.
引用
收藏
页数:8
相关论文
共 28 条
  • [1] High-density lipoprotein cholesterol, C-reactive protein, and prevalence and severity of coronary artery disease in 5641 consecutive patients undergoing coronary angiography
    Alber, H. F.
    Wanitschek, M. M.
    de Waha, S.
    Ladurner, A.
    Suessenbacher, A.
    Doerler, J.
    Dichtl, W.
    Frick, M.
    Ulmer, H.
    Pachinger, O.
    Weidinger, F.
    [J]. EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2008, 38 (06) : 372 - 380
  • [2] Acute coronary care in the elderly, Part I Non-ST-segment-elevation acute coronary syndromes - A scientific statement for healthcare professionals from the American Heart Association council on clinical cardiology - In collaboration with the society of geriatric cardiology
    Alexander, Karen P.
    Newby, Kristin
    Cannon, Christopher P.
    Armstrong, Paul W.
    Gibler, W. Brian
    Rich, Michael W.
    Van de Werf, Frans
    White, Harvey D.
    Weaver, W. Douglas
    Naylor, Mary D.
    Gore, Joel M.
    Krumholz, Harlan M.
    Ohman, E. Magnus
    [J]. CIRCULATION, 2007, 115 (19) : 2549 - 2569
  • [3] Acute coronary care in the elderly, Part II - ST-segment-elevation myocardial infarction - A scientific statement for healthcare professionals from the American Heart Association council on clinical cardiology - In collaboration with the Society of Geriatric Cardiology
    Alexander, Karen P.
    Newby, L. Kristin
    Armstrong, Paul W.
    Cannon, Christopher P.
    Gibler, W. Brian
    Rich, Michael W.
    Van de Werf, Frans
    White, Harvey D.
    Weaver, W. Douglas
    Naylor, Mary D.
    Gore, Joel M.
    Krumholz, Harlan M.
    Ohman, E. Magnus
    [J]. CIRCULATION, 2007, 115 (19) : 2570 - 2589
  • [4] COURAGE 5 years on: the message grows stronger
    Boden, William E.
    [J]. HEART, 2012, 98 (24) : 1757 - U1760
  • [5] Performance of the Traditional Age, Sex, and Angina Typicality-Based Approach for Estimating Pretest Probability of Angiographically Significant Coronary Artery Disease in Patients Undergoing Coronary Computed Tomographic Angiography Results From the Multinational Coronary CT Angiography Evaluation for Clinical Outcomes: An Internation Multicenter Registry (CONFIRM)
    Cheng, Victor Y.
    Berman, Daniel S.
    Rozanski, Alan
    Dunning, Allison M.
    Achenbach, Stephan
    Al-Mallah, Mouaz
    Budoff, Matthew J.
    Cademartiri, Filippo
    Callister, Tracy Q.
    Chang, Hyuk-Jae
    Chinnaiyan, Kavitha
    Chow, Benjamin J. W.
    Delago, Augustin
    Gomez, Millie
    Hadamitzky, Martin
    Hausleiter, Joerg
    Karlsberg, Ronald P.
    Kaufmann, Philipp
    Lin, Fay Y.
    Maffei, Erica
    Raff, Gilbert L.
    Villines, Todd C.
    Shaw, Leslee J.
    Min, James K.
    [J]. CIRCULATION, 2011, 124 (22) : 2424 - +
  • [6] Clark N, 2003, DIABETES CARE, V26, P3333
  • [7] A new framework to enhance the interpretation of external validation studies of clinical prediction models
    Debray, Thomas P. A.
    Vergouwe, Yvonne
    Koffijberg, Hendrik
    Nieboer, Daan
    Steyerberg, Ewout W.
    Moons, Karel G. M.
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2015, 68 (03) : 280 - 289
  • [8] ANALYSIS OF PROBABILITY AS AN AID IN THE CLINICAL-DIAGNOSIS OF CORONARY-ARTERY DISEASE
    DIAMOND, GA
    FORRESTER, JS
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 1979, 300 (24) : 1350 - 1358
  • [9] Prediction model to estimate presence of coronary artery disease: retrospective pooled analysis of existing cohorts
    Genders, Tessa S. S.
    Steyerberg, Ewout W.
    Hunink, M. G. Myriam
    Nieman, Koen
    Galema, Tjebbe W.
    Mollet, Nico R.
    de Feyter, Pim J.
    Krestin, Gabriel P.
    Alkadhi, Hatem
    Leschka, Sebastian
    Desbiolles, Lotus
    Meijs, Matthijs F. L.
    Cramer, Maarten J.
    Knuuti, Juhani
    Kajander, Sami
    Bogaert, Jan
    Goetschalckx, Kaatje
    Cademartiri, Filippo
    Maffei, Erica
    Martini, Chiara
    Seitun, Sara
    Aldrovandi, Annachiara
    Wildermuth, Simon
    Stinn, Bjoern
    Fornaro, Juergen
    Feuchtner, Gudrun
    De Zordo, Tobias
    Auer, Thomas
    Plank, Fabian
    Friedrich, Guy
    Pugliese, Francesca
    Petersen, Steffen E.
    Davies, L. Ceri
    Schoepf, U. Joseph
    Rowe, Garrett W.
    van Mieghem, Carlos A. G.
    van Driessche, Luc
    Sinitsyn, Valentin
    Gopalan, Deepa
    Nikolaou, Konstantin
    Bamberg, Fabian
    Cury, Ricardo C.
    Battle, Juan
    Maurovich-Horvat, Pal
    Bartykowszki, Andrea
    Merkely, Bela
    Becker, David
    Hadamitzky, Martin
    Hausleiter, Joerg
    Dewey, Marc
    [J]. BMJ-BRITISH MEDICAL JOURNAL, 2012, 344
  • [10] Prevalence and Prediction of Obstructive Coronary Artery Disease in Patients Referred for Valvular Heart Surgery
    Lappe, Jason M.
    Grodin, Justin L.
    Wu, Yuping
    Bott-Silverman, Corinne
    Cho, Leslie
    [J]. AMERICAN JOURNAL OF CARDIOLOGY, 2015, 116 (02) : 280 - 285