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      International Journal of COPD (submit here)

      This international, peer-reviewed Open Access journal by Dove Medical Press focuses on pathophysiological processes underlying Chronic Obstructive Pulmonary Disease (COPD) interventions, patient focused education, and self-management protocols. Sign up for email alerts here.

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      Development and validation of a model to predict the risk of exacerbations in chronic obstructive pulmonary disease.

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          Abstract

          Prediction models for exacerbations in patients with chronic obstructive pulmonary disease (COPD) are scarce. Our aim was to develop and validate a new model to predict exacerbations in patients with COPD.

          Most cited references6

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          Should pulmonary embolism be suspected in exacerbation of chronic obstructive pulmonary disease?

          The cause of acute exacerbation of chronic obstructive pulmonary disease (COPD) is often difficult to determine. Pulmonary embolism may be a trigger of acute dyspnoea in patients with COPD.
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            The importance of cardiovascular disease for mortality in patients with COPD: a prognostic cohort study.

            Cardiovascular diseases are the major cause of mortality in patients with chronic obstructive pulmonary disease (COPD), however, are rarely considered in prediction models in patients with COPD. To quantify the effect of cardiovascular determinants on mortality in patients with a GP's diagnosis of COPD. Four hundred and five patients aged ≥65 years with a diagnosis of COPD (244 with COPD by spirometry) were followed up for an average period of 4.2 (SD 1.4) years. Cox proportional hazard regression analyses with bootstrapping techniques were performed to identify independent predictors of all-cause mortality. In multivariable analysis, all-cause mortality was best predicted by age [hazard ratio (HR) 1.05 [95% confidence interval (CI): 1.01-1.10] per year of age], angina pectoris on history taking [HR 2.32 (95% CI: 1.50-3.58)], airflow obstruction [HR 1.02 (95% CI: 1.01-1.03) per percentage decrease in level of forced expiratory volume in one second (FEV(1)) as % predicted] and C-reactive protein [HR 1.04 (95% CI: 1.02-1.05] per milligram per millilitre increase), respectively. The final model had a C statistic of 0.78 (95% CI: 0.72-0.83) after bootstrapping, and the calibration of the model was very good. The model performed similarly in the subgroup of 244 patients with COPD according to the GOLD criteria (post-dilatory FEV(1)/forced vital capacity < 0.70). Physicians should consider ischaemic heart disease in the clinical evaluation of any patient with a GP's diagnosis of COPD. Angina pectoris on history taking is a strong predictor of all-cause mortality in these patients and should be treated adequately to improve prognosis.
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              Overfitting and optimism in prediction models

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                Author and article information

                Journal
                Int J Chron Obstruct Pulmon Dis
                International journal of chronic obstructive pulmonary disease
                Informa UK Limited
                1178-2005
                1176-9106
                2013
                : 8
                Affiliations
                [1 ] Julius Center for Health Sciences and Primary Care, Utrecht, the Netherlands.
                Article
                copd-8-493
                10.2147/COPD.S49609
                3797610
                24143086
                661990c7-762e-438b-98e6-8f71d7be56f6
                History

                exacerbation of COPD,external validation,risk prediction,vascular disease

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