Skip to main content
Top
Published in: Insights into Imaging 1/2023

Open Access 01-12-2023 | Pulmonary Hypertension | Original Article

Cardiovascular metrics on CT pulmonary angiography in patients with pulmonary hypertension — re-evaluation under the updated guidelines of pulmonary hypertension

Authors: Anqi Liu, Wenqing Xu, Linfeng Xi, Mei Deng, Haoyu Yang, Qiang Huang, Qian Gao, Peiyao Zhang, Wanmu Xie, Zhenguo Huang, Min Liu

Published in: Insights into Imaging | Issue 1/2023

Login to get access

Abstract

Purpose

To re-assess cardiovascular metrics on computed tomography pulmonary angiography (CTPA) in predicting pulmonary hypertension (PH) under the 2022 ESC/ERS guidelines.

Materials and methods

This observational study retrospectively included 272 patients (female 143, mean age = 54.9 ± 12.5 years old) with suspected PH. 218 patients were grouped to evaluate cardiovascular metrics on CTPA and develop a binary logistic regression model. The other 54 patients were grouped into the validation group to assess the performance of the prediction model under the updated criteria. Based on mean pulmonary artery pressure (mPAP), patients were divided into three groups: group A consisted of patients with mPAP ≤ 20 mmHg, group B included patients with 20 mmHg < mPAP < 25 mmHg, and group C comprised patients with mPAP ≥ 25 mmHg. Cardiovascular metrics among the three groups were compared, and receiver operating characteristic curves (ROCs) were used to evaluate the performance of cardiovascular metrics in predicting mPAP > 20 mmHg.

Results

The main pulmonary arterial diameter (MPAd), MPAd/ascending aorta diameter ratio (MPAd/AAd ratio), and right ventricular free wall thickness (RVFWT) showed significant differences among the three groups (p < 0.05). The area under curve (AUC) of MPAd was larger than MPAd/AAd ratio and RVFWT. A MPAd cutoff value of 30.0 mm has a sensitivity of 83.1% and a specificity of 90.4%. The AUC of the binary logistic regression model (Z =  − 12.98187 + 0.31053 MPAd + 1.04863 RVFWT) was 0.938 ± 0.018. In the validation group, the AUC, sensitivity, specificity, and accuracy of the prediction model were 0.878, 92.7%, 76.9%, and 88.9%, respectively.

Conclusion

Under the updated criteria, MPAd with a threshold value of 30.0 mm has better sensitivity and specificity in predicting PH. The binary logistic regression model may improve the diagnostic accuracy.

Critical relevance statement

Under the updated criteria, the main pulmonary arterial diameter with a threshold value of 30.0 mm has better sensitivity and specificity in predicting pulmonary hypertension. The binary logistic regression model may improve diagnostic accuracy.

Key points

• According to 2022 ESC/ERS guidelines, a MPAd cutoff value of 30.0 mm has better sensitivity and specificity in predicting mPAP > 20 mmHg
• A binary logistic regression model (Z = − 12.98187 + 0.31053 MPAd + 1.04863 RVFWT) was developed and had a sensitivity, specificity, and accuracy of 92.7%, 76.9%, and 88.9% in predicting mPAP > 20 mmHg.
• A binary logistic regression prediction model outperforms MPAd in predicting mPAP > 20 mmHg.

Graphical Abstract

Appendix
Available only for authorised users
Literature
1.
go back to reference Hoeper MM, Bogaard HJ, Condliffe R et al (2013) Definitions and diagnosis of pulmonary hypertension. J Am Coll Cardiol 62:D42–50CrossRefPubMed Hoeper MM, Bogaard HJ, Condliffe R et al (2013) Definitions and diagnosis of pulmonary hypertension. J Am Coll Cardiol 62:D42–50CrossRefPubMed
2.
go back to reference Galiè N, Humbert M, Vachiery JL et al (2016) 2015 ESC/ERS Guidelines for the diagnosis and treatment of pulmonary hypertension: The Joint Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS): Endorsed by: Association for European Paediatric and Congenital Cardiology (AEPC), International Society for Heart and Lung Transplantation (ISHLT). Eur Heart J 37:67–119CrossRefPubMed Galiè N, Humbert M, Vachiery JL et al (2016) 2015 ESC/ERS Guidelines for the diagnosis and treatment of pulmonary hypertension: The Joint Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS): Endorsed by: Association for European Paediatric and Congenital Cardiology (AEPC), International Society for Heart and Lung Transplantation (ISHLT). Eur Heart J 37:67–119CrossRefPubMed
3.
5.
go back to reference Altschul E, Remy-Jardin M, Machnicki S et al (2019) Imaging of pulmonary hypertension: pictorial essay. Chest 156:211–227CrossRefPubMed Altschul E, Remy-Jardin M, Machnicki S et al (2019) Imaging of pulmonary hypertension: pictorial essay. Chest 156:211–227CrossRefPubMed
6.
go back to reference Swift AJ, Dwivedi K, Johns C et al (2020) Diagnostic accuracy of CT pulmonary angiography in suspected pulmonary hypertension. Eur Radiol 30:4918–4929CrossRefPubMedPubMedCentral Swift AJ, Dwivedi K, Johns C et al (2020) Diagnostic accuracy of CT pulmonary angiography in suspected pulmonary hypertension. Eur Radiol 30:4918–4929CrossRefPubMedPubMedCentral
7.
go back to reference Liu M, Ma Z, Guo X, Chen X, Yang Y, Wang C (2013) Cardiovascular parameters of computed tomographic pulmonary angiography to assess pulmonary vascular resistance in patients with chronic thromboembolic pulmonary hypertension. Int J Cardiol 164:295–300CrossRefPubMed Liu M, Ma Z, Guo X, Chen X, Yang Y, Wang C (2013) Cardiovascular parameters of computed tomographic pulmonary angiography to assess pulmonary vascular resistance in patients with chronic thromboembolic pulmonary hypertension. Int J Cardiol 164:295–300CrossRefPubMed
8.
go back to reference Wittenberg R, van Vliet JW, Ghaye B (2012) Comparison of automated 4-chamber cardiac views versus axial views for measuring right ventricular enlargement in patients with suspected pulmonary embolism. Eur J Radiol 81:218–222CrossRefPubMed Wittenberg R, van Vliet JW, Ghaye B (2012) Comparison of automated 4-chamber cardiac views versus axial views for measuring right ventricular enlargement in patients with suspected pulmonary embolism. Eur J Radiol 81:218–222CrossRefPubMed
9.
go back to reference Lu MT, Demehri S, Cai T et al (2012) Axial and reformatted four-chamber right ventricle-to-left ventricle diameter ratios on pulmonary CT angiography as predictors of death after acute pulmonary embolism. AJR Am J Roentgenol 198:1353–1360CrossRefPubMed Lu MT, Demehri S, Cai T et al (2012) Axial and reformatted four-chamber right ventricle-to-left ventricle diameter ratios on pulmonary CT angiography as predictors of death after acute pulmonary embolism. AJR Am J Roentgenol 198:1353–1360CrossRefPubMed
10.
go back to reference Liu M, Ma Z, Guo X, Zhang H, Yang Y, Wang C (2011) Computed tomographic pulmonary angiography in the assessment of severity of chronic thromboembolic pulmonary hypertension and right ventricular dysfunction. Eur J Radiol 80:e462–e469CrossRefPubMed Liu M, Ma Z, Guo X, Zhang H, Yang Y, Wang C (2011) Computed tomographic pulmonary angiography in the assessment of severity of chronic thromboembolic pulmonary hypertension and right ventricular dysfunction. Eur J Radiol 80:e462–e469CrossRefPubMed
11.
go back to reference Chen R, Liao H, Deng Z et al (2022) Efficacy of computed tomography in diagnosing pulmonary hypertension: a systematic review and meta-analysis. Front Cardiovasc Med 9:966257CrossRefPubMedPubMedCentral Chen R, Liao H, Deng Z et al (2022) Efficacy of computed tomography in diagnosing pulmonary hypertension: a systematic review and meta-analysis. Front Cardiovasc Med 9:966257CrossRefPubMedPubMedCentral
12.
go back to reference Ewert R, Olschewski H, Ghofrani HA, Opitz CF (2013) Die frühe Diagnose und Therapie der pulmonalen Hypertonie-Aspekte einer Vision [Early diagnosis and therapy in pulmonary hypertension–aspects of a vision]. Pneumologie 67:376–387CrossRefPubMed Ewert R, Olschewski H, Ghofrani HA, Opitz CF (2013) Die frühe Diagnose und Therapie der pulmonalen Hypertonie-Aspekte einer Vision [Early diagnosis and therapy in pulmonary hypertension–aspects of a vision]. Pneumologie 67:376–387CrossRefPubMed
13.
go back to reference Kovacs G, Berghold A, Scheidl S, Olschewski H (2009) Pulmonary arterial pressure during rest and exercise in healthy subjects: a systematic review. Eur Respir J 34:888–894CrossRefPubMed Kovacs G, Berghold A, Scheidl S, Olschewski H (2009) Pulmonary arterial pressure during rest and exercise in healthy subjects: a systematic review. Eur Respir J 34:888–894CrossRefPubMed
14.
go back to reference Simonneau G, Montani D, Celermajer DS et al (2019) Haemodynamic definitions and updated clinical classification of pulmonary hypertension. Eur Respir J 53:1801913CrossRefPubMedPubMedCentral Simonneau G, Montani D, Celermajer DS et al (2019) Haemodynamic definitions and updated clinical classification of pulmonary hypertension. Eur Respir J 53:1801913CrossRefPubMedPubMedCentral
15.
go back to reference Humbert M, Kovacs G, Hoeper MM et al (2023) 2022 ESC/ERS Guidelines for the diagnosis and treatment of pulmonary hypertension. Eur Respir J 61:2200879CrossRefPubMed Humbert M, Kovacs G, Hoeper MM et al (2023) 2022 ESC/ERS Guidelines for the diagnosis and treatment of pulmonary hypertension. Eur Respir J 61:2200879CrossRefPubMed
16.
go back to reference Remy-Jardin M, Ryerson CJ, Schiebler ML et al (2021) Imaging of pulmonary hypertension in adults: a position paper from the fleischner society. Radiology 298:531–549CrossRefPubMed Remy-Jardin M, Ryerson CJ, Schiebler ML et al (2021) Imaging of pulmonary hypertension in adults: a position paper from the fleischner society. Radiology 298:531–549CrossRefPubMed
17.
go back to reference Truong QA, Massaro JM, Rogers IS et al (2012) Reference values for normal pulmonary artery dimensions by noncontrast cardiac computed tomography: the Framingham Heart Study. Circ Cardiovasc Imaging 5:147–154CrossRefPubMed Truong QA, Massaro JM, Rogers IS et al (2012) Reference values for normal pulmonary artery dimensions by noncontrast cardiac computed tomography: the Framingham Heart Study. Circ Cardiovasc Imaging 5:147–154CrossRefPubMed
18.
go back to reference Frazier AA, Burke AP (2012) The imaging of pulmonary hypertension. Semin Ultrasound CT MR 33:535–551CrossRefPubMed Frazier AA, Burke AP (2012) The imaging of pulmonary hypertension. Semin Ultrasound CT MR 33:535–551CrossRefPubMed
19.
go back to reference Liu M, Ma ZH, Guo XJ et al (2012) A septal angle measured on computed tomographic pulmonary angiography can noninvasively estimate pulmonary vascular resistance in patients with chronic thromboembolic pulmonary hypertension. J Thorac Imaging 27:325–330CrossRefPubMed Liu M, Ma ZH, Guo XJ et al (2012) A septal angle measured on computed tomographic pulmonary angiography can noninvasively estimate pulmonary vascular resistance in patients with chronic thromboembolic pulmonary hypertension. J Thorac Imaging 27:325–330CrossRefPubMed
20.
go back to reference Saito T, Rehmsmeier M (2017) Precrec: fast and accurate precision-recall and ROC curve calculations in R. Bioinformatics 33:145–147CrossRefPubMed Saito T, Rehmsmeier M (2017) Precrec: fast and accurate precision-recall and ROC curve calculations in R. Bioinformatics 33:145–147CrossRefPubMed
21.
go back to reference Saito T, Rehmsmeier M (2015) The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets. PLoS One 10:e0118432 Saito T, Rehmsmeier M (2015) The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets. PLoS One 10:e0118432
Metadata
Title
Cardiovascular metrics on CT pulmonary angiography in patients with pulmonary hypertension — re-evaluation under the updated guidelines of pulmonary hypertension
Authors
Anqi Liu
Wenqing Xu
Linfeng Xi
Mei Deng
Haoyu Yang
Qiang Huang
Qian Gao
Peiyao Zhang
Wanmu Xie
Zhenguo Huang
Min Liu
Publication date
01-12-2023
Publisher
Springer Vienna
Published in
Insights into Imaging / Issue 1/2023
Electronic ISSN: 1869-4101
DOI
https://doi.org/10.1186/s13244-023-01535-1

Other articles of this Issue 1/2023

Insights into Imaging 1/2023 Go to the issue