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  2. Keyword: Statistical Models
Development and Validation of a Predictive Model for Atrial Functional Mitral Regurgitation
ABCIC
Original Article

Development and Validation of a Predictive Model for Atrial Functional Mitral Regurgitation

Alexandre Costa Souza et al. Bruna de Mattos Ivo Junqueira Stephanie de Azevedo Drubi Priscila Pinheiro … Laila Caroline Gomes Pedro Henrique Correia Filgueiras Ricardo André Sales Pereira Guedes Marco André Moraes Sales Yuri Xavier de Carvalho Carolina Thê Macêdo

Abstract

Background

Identifying atrial etiology in patients with mitral regurgitation remains challenging because the diagnosis is often established by exclusion. The use of a multivariable model may enhance diagnostic accuracy in the context of atrial functional mitral regurgitation.

Objective

To develop and validate a multivariable logistic regression model based on clinical and echocardiographic characteristics to predict atrial functional mitral regurgitation.

Methods

This cross-sectional study included patients with significant mitral regurgitation diagnosed by transesophageal echocardiography. The dataset was randomly divided into a training set (70%) and a validation set (30%). Statistical analyses were performed using a significance level of 5%.

Results

A total of 203 patients were included. The median age was 79 years in the atrial group and 72 years in the non-atrial group (p = 0.0022). Receiver operating characteristic curve analysis demonstrated good discriminative performance, with an area under the curve of 0.896 (95% CI, 0.845-0.947) in the training set. In the validation set, the model achieved an area under the curve of 0.946 (95% CI, 0.89-1.00), which indicates high predictive accuracy. Model calibration assessed by the Hosmer-Lemeshow test (chi-square test = 5.197; df = 8; p = 0.736) demonstrated good agreement between predicted and observed outcomes.

Conclusion

A multivariable model was derived and validated as a useful tool for predicting atrial etiology in patients with mitral regurgitation, potentially reducing diagnostic variability in clinical practice.

  • Echocardiography
  • Logistic Models
  • Mitral Valve Insufficiency
  • Statistical Models
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Creative Commons Attribution (CC BY) Creative Commons license
17/04/2026 DOI: 10.36660/abcimg.20250086i Views 3
InsCor: a simple and accurate method for risk assessment in heart surgery
ABC
Artigo Original

InsCor: a simple and accurate method for risk assessment in heart surgery

Omar A. V. Mejía et al. Luiz A. F. Lisboa Luiz B. Puig Luiz Felipe P. Moreira … Luis A. O. Dallan Pablo M. A. Pomerantzeff Fabio B. Jatene Noedir A. G. Stolf

BACKGROUND: Risk scores show difficulties to attain the same performance in different populations. OBJECTIVE: To create a simple and accurate risk assessment model for patients submitted to surgery due to coronary and/or valvular disease at Instituto do Coração da Universidade de São Paulo (InCor-HCFMUSP). METHODS: Between 2007 and 2009, 3,000 patients were submitted to surgical procedure due to coronary artery and/or valvular disease at InCor-HCFMUSP. From this record, data of 2/3 of the patients were used for model development (bootstrap technique), and 1/3 for internal validation of the model. The performance of the model (InsCor) was compared to the 2000 Bernstein-Parsonnet (2000BP) and EuroSCORE (ES) complexes. RESULTS: Only 10 variables were selected: age > 70 years, female sex; coronary revascularization + valve, myocardial infarction < 90 days; reoperation; surgical treatment of aortic valve; surgical treatment of tricuspid valve; creatinine < 2mg/dL; ejection fraction < 30%, and events. The Hosmer Lemeshow test for the InsCor was 0.184, indicating excellent calibration. The area under the ROC curve was 0.79 for the InsCor, 0.81 for the ES and 0.82 for 2000BP, confirming that the models are good and have similar discrimination. CONCLUSIONS: The InsCor and ES performed better than 2000BP at all stages of validation, but the new model, in addition to showing identification with the local risk factors, is simpler and more objective for mortality prediction in patients undergoing surgery due to coronary and/or valvular disease at InCor-HCFMUSP.

  • Cardiac Surgical Procedures
  • Mortality
  • Risk Assessment
  • Risk Factors
  • Statistical Models
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Creative Commons Attribution (CC BY) Creative Commons license
15/04/2013 DOI: 10.5935/abc.20130043 Views 2

How to cite this article

EndNote RIS

Electronic Document Format (Vancouver)

Souza AC, Junqueira BMI, Drubi SA, Pinheiro P, Gomes LC, Filgueiras PHC, Guedes RASP, et al. Development and Validation of a Predictive Model for Atrial Functional Mitral Regurgitation. ABC Imagem Cardiovascular 2026;39(1):e20250086.

Electronic Document Format (ABNT)

Souza, Alexandre Costa; Junqueira, Bruna de Mattos Ivo; Drubi, Stephanie de Azevedo; Pinheiro, Priscila; Gomes, Laila Caroline; Filgueiras, Pedro Henrique Correia; Guedes, Ricardo André Sales Pereira; Sales, Marco André Moraes; Carvalho, Yuri Xavier de; Macêdo, Carolina Thê. Development and Validation of a Predictive Model for Atrial Functional Mitral Regurgitation. ABC Imagem Cardiovascular, v. 39, n. 1, e20250086, Apr. 2026.

Electronic Document Format (APA)

Souza, A. C., Junqueira, B. M. I., Drubi, S. A., Pinheiro, P., Gomes, L. C., Filgueiras, P. H. C., Guedes, R. A. S. P., Sales, M. A. M., Carvalho, Y. X. , & Macêdo, C. T. (2026). Development and Validation of a Predictive Model for Atrial Functional Mitral Regurgitation. ABC Imagem Cardiovascular, 39(1), e20250086.

Electronic Document Format (ISO)

Souza, Alexandre Costa and Junqueira, Bruna de Mattos Ivo and Drubi, Stephanie de Azevedo and Pinheiro, Priscila and Gomes, Laila Caroline and Filgueiras, Pedro Henrique Correia and Guedes, Ricardo André Sales Pereira and Sales, Marco André Moraes and Carvalho, Yuri Xavier de and Macêdo, Carolina Thê. Development and Validation of a Predictive Model for Atrial Functional Mitral Regurgitation. ABC Imagem Cardiovascular [online]. 2026, vol. 39, n. 1, [cited 2026-10-14], e20250086. Available from: <https://journals.cardiol.br/en/article/development-and-validation-of-a-predictive-model-for-atrial-functional-mitral-regurgitation/>. ISSN 2318-8219

EndNote RIS

Electronic Document Format (Vancouver)

Mejía OAV, Lisboa LAF, Puig LB, Moreira LFP, Dallan LAO, Pomerantzeff PMA, Jatene FB, et al. InsCor: a simple and accurate method for risk assessment in heart surgery. Arquivos Brasileiros de Cardiologia 2013;100(3):246-54.

Electronic Document Format (ABNT)

Mejía, Omar A. V.; Lisboa, Luiz A. F.; Puig, Luiz B.; Moreira, Luiz Felipe P.; Dallan, Luis A. O.; Pomerantzeff, Pablo M. A.; Jatene, Fabio B.; Stolf, Noedir A. G.. InsCor: a simple and accurate method for risk assessment in heart surgery. Arquivos Brasileiros de Cardiologia, v. 100, n. 3, p. 246-254, Apr. 2013.

Electronic Document Format (APA)

Mejía, O. A. V., Lisboa, L. A. F., Puig, L. B., Moreira, L. F. P., Dallan, L. A. O., Pomerantzeff, P. M. A., Jatene, F. B., & Stolf, N. A. G. (2013). InsCor: a simple and accurate method for risk assessment in heart surgery. Arquivos Brasileiros de Cardiologia, 100(3), 246-254.

Electronic Document Format (ISO)

Mejía, Omar A. V. and Lisboa, Luiz A. F. and Puig, Luiz B. and Moreira, Luiz Felipe P. and Dallan, Luis A. O. and Pomerantzeff, Pablo M. A. and Jatene, Fabio B. and Stolf, Noedir A. G.. InsCor: a simple and accurate method for risk assessment in heart surgery. Arquivos Brasileiros de Cardiologia [online]. 2013, vol. 100, n. 3, [cited 2026-10-14], pp. 246-254. Available from: <https://journals.cardiol.br/en/article/inscor-a-simple-and-accurate-method-for-risk-assessment-in-heart-surgery/>. ISSN 0066-782X

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