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Diagnosis of pulmonary hypertension with cardiac MRI: derivation and validation of regression models
- Publication Year :
- 2018
- Publisher :
- Radiological Society of North America, 2018.
-
Abstract
- Purpose: To derive and test multiparametric cardiac MRI models for the diagnosis of pulmonary hypertension (PH). \ud \ud \ud \ud Materials and Methods: Images and patient data from consecutive patients suspected of having PH who underwent cardiac MRI and right-sided heart catheterization (RHC) between 2012 and 2016 were retrospectively reviewed. Of 2437 MR images identified, 603 fit the inclusion criteria. The mean patient age was 61 years (range, 18-88 years; mean age of women, 60 years [range, 18-84 years]; mean age of men, 62 years [range, 22-88 years]). In the first 300 patients (derivation cohort), cardiac MRI metrics that showed correlation with mean pulmonary arterial pressure (mPAP) were used to create a regression algorithm. The performance of the model was assessed in the 303-patient validation cohort by using receiver operating characteristic (ROC) and x² analysis. \ud \ud \ud \ud Results: In the derivation cohort, cardiac MRI mPAP model 1 (right ventricle and black blood) was defined as follows: 2179 + loge interventricular septal angle × 42.7 + log10 ventricular mass index (right ventricular mass/left ventricular mass) × 7.57 + black blood slow flow score × 3.39. In the validation cohort, cardiac MRI mPAP model 1 had strong agreement with RHC-measured mPAP, an intraclass coefficient of 0.78, and high diagnostic accuracy (area under the ROC curve = 0.95; 95% confidence interval [CI]: 0.93, 0.98). The threshold of at least 25 mm Hg had a sensitivity of 93% (95% CI: 89%, 96%), specificity of 79% (95% CI: 65%, 89%), positive predictive value of 96% (95% CI: 93%, 98%), and negative predictive value of 67% (95% CI: 53%, 78%) in the validation cohort. A second model, cardiac MRI mPAP model 2 (right ventricle pulmonary artery), which excludes the black blood flow score, had equivalent diagnostic accuracy (ROC difference: P = .24). \ud \ud \ud \ud Conclusion: Multiparametric cardiac MRI models have high diagnostic accuracy in patients suspected of having pulmonary hypertension.
Details
- Language :
- English
- ISSN :
- 00338419
- Database :
- OpenAIRE
- Accession number :
- edsair.dedup.wf.001..313a0abe53df49612e693aa52c3b9774