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External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging
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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer International Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10371932/ https://www.ncbi.nlm.nih.gov/pubmed/36598749 http://dx.doi.org/10.1007/s12350-022-03173-4 |
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author | 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 |
author_facet | 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 |
author_sort | Petretta, Mario |
collection | PubMed |
description | 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 = .45) and updated model (P = .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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s12350-022-03173-4. |
format | Online Article Text |
id | pubmed-10371932 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-103719322023-07-28 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 J Nucl Cardiol Original Article 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 = .45) and updated model (P = .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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s12350-022-03173-4. Springer International Publishing 2023-01-04 2023 /pmc/articles/PMC10371932/ /pubmed/36598749 http://dx.doi.org/10.1007/s12350-022-03173-4 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article 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 External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging |
title | External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging |
title_full | External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging |
title_fullStr | External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging |
title_full_unstemmed | External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging |
title_short | External validation and update of the J-ACCESS model in an Italian cohort of patients undergoing stress myocardial perfusion imaging |
title_sort | external validation and update of the j-access model in an italian cohort of patients undergoing stress myocardial perfusion imaging |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10371932/ https://www.ncbi.nlm.nih.gov/pubmed/36598749 http://dx.doi.org/10.1007/s12350-022-03173-4 |
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