Background. Cardiovascular risk models are based on traditional risk factors and investigations such as imaging tests. External validation is important to determine reproducibility and generalizability of a prediction model. We performed an external validation of t the Japanese Assessment of Cardiac Events and Survival Study by Quantitative Gated SPECT (J-ACCESS) model, developed from a cohort of patients undergoing stress myocardial perfusion imaging. Methods. We included 3623 patients with suspected or known coronary artery disease undergoing stress single-photon emission computer tomography (SPECT) myocardial perfusion imaging at our academic center between January 2001 and December 2019. Results. In our study population, the J-ACCESS model underestimated the risk of major adverse cardiac events (cardiac death, nonfatal myocardial infarction, and severe heart failure requiring hospitalization) within three-year follow-up. The recalibrations and updated of the model slightly improved the initial performance: C-statistics increased from 0.664 to 0.666 and Brier score decreased from 0.075 to 0.073. Hosmer-Lemeshow test indicated a logistic regression fit only for the calibration slope (P = 0.45) and updated model (P = 0.22). In the update model, the intercept, diabetes and severity of myocardial perfusion defects categorized coefficients were comparable with J-ACCESS. Conclusion. The external validation of the J-ACCESS model as well as recalibration models have a limited value for predicting of three-year major adverse cardiac events in our patients. The performance in predicting risk of the updated model resulted superimposable to the calibration slope model.
External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging / Petretta, Mario; Megna, Rosario; Assante, Roberta; Zampella, Emilia; Nappi, Carmela; Gaudieri, Valeria; Mannarino, Teresa; Green, Roberta; Cantoni, Valeria; D’Antonio, Adriana; Panico, Mariarosaria; Acampa, Wanda; Cuocolo, Alberto. - In: JOURNAL OF NUCLEAR CARDIOLOGY. - ISSN 1071-3581. - 30:4(2023), pp. 1443-1453. [10.1007/s12350-022-03173-4]
External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging
Petretta, Mario;Assante, Roberta;Zampella, Emilia;Nappi, Carmela;Gaudieri, Valeria;Mannarino, Teresa;Green, Roberta;Cantoni, Valeria;D’Antonio, Adriana;Panico, Mariarosaria;Acampa, Wanda;Cuocolo, Alberto
2023
Abstract
Background. Cardiovascular risk models are based on traditional risk factors and investigations such as imaging tests. External validation is important to determine reproducibility and generalizability of a prediction model. We performed an external validation of t the Japanese Assessment of Cardiac Events and Survival Study by Quantitative Gated SPECT (J-ACCESS) model, developed from a cohort of patients undergoing stress myocardial perfusion imaging. Methods. We included 3623 patients with suspected or known coronary artery disease undergoing stress single-photon emission computer tomography (SPECT) myocardial perfusion imaging at our academic center between January 2001 and December 2019. Results. In our study population, the J-ACCESS model underestimated the risk of major adverse cardiac events (cardiac death, nonfatal myocardial infarction, and severe heart failure requiring hospitalization) within three-year follow-up. The recalibrations and updated of the model slightly improved the initial performance: C-statistics increased from 0.664 to 0.666 and Brier score decreased from 0.075 to 0.073. Hosmer-Lemeshow test indicated a logistic regression fit only for the calibration slope (P = 0.45) and updated model (P = 0.22). In the update model, the intercept, diabetes and severity of myocardial perfusion defects categorized coefficients were comparable with J-ACCESS. Conclusion. The external validation of the J-ACCESS model as well as recalibration models have a limited value for predicting of three-year major adverse cardiac events in our patients. The performance in predicting risk of the updated model resulted superimposable to the calibration slope model.File | Dimensione | Formato | |
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Petretta et al. J Nucl Cardiol (2023).pdf
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