Differentiation of focal nodular hyperplasia and hepatocellular adenoma using qualitative and quantitative imaging features and classification and regression tree analysis
dc.contributor.author | Alamri, Talal M. | |
dc.contributor.author | Cerny, Milena | |
dc.contributor.author | Al Shaikh, Mohammad | |
dc.contributor.author | Billiard, Jean-Sébastien | |
dc.contributor.author | Olivié, Damien | |
dc.contributor.author | Chagnon, Miguel | |
dc.contributor.author | Tang, An | |
dc.date.accessioned | 2023-10-11T12:36:51Z | |
dc.date.available | MONTHS_WITHHELD:12 | fr |
dc.date.available | 2023-10-11T12:36:51Z | |
dc.date.issued | 2022-12-17 | |
dc.identifier.uri | http://hdl.handle.net/1866/31902 | |
dc.publisher | Springer | fr |
dc.subject | Hepatocellular adenoma (HCA) | fr |
dc.subject | Focal nodular hyperplasia (FNH) | fr |
dc.subject | Gadoxetic acid | fr |
dc.subject | Gadoxetate disodium-enhanced hepatobiliary phase | fr |
dc.subject | Magnetic resonance imaging (MRI) | fr |
dc.subject | Classification and regression tree analysis (CART) | fr |
dc.title | Differentiation of focal nodular hyperplasia and hepatocellular adenoma using qualitative and quantitative imaging features and classification and regression tree analysis | fr |
dc.type | Article | fr |
dc.contributor.affiliation | Université de Montréal. Faculté de médecine. Département de radiologie, radio-oncologie et médecine nucléaire | fr |
dc.identifier.doi | 10.1007/s00261-022-03766-0 | |
dcterms.abstract | Purpose To assess qualitative and quantitative analysis of gadoxetate disodium-enhanced hepatobiliary phase MR imaging (MRI) and assess the performance of classification and regression tree analysis for the differentiation of focal nodular hyperplasia (FNH) and hepatocellular adenoma (HCA). Materials and methods This retrospective study was approved by our local ethics committee. One hundred seventy patients suspected of having FNH or HCA underwent gadoxetate disodium-enhanced MRI. The reference standard was either pathology or follow-up imaging. Two readers reviewed images to identify qualitative imaging features and measure signal intensity on unenhanced, dynamic, and hepatobiliary phase images. For quantitative analysis, contrast enhancement ratio (CER), lesion-to-liver contrast (LLC), signal intensity ratio (SIR), and relative signal enhancement ratio (RSER) were calculated. A classification and regression tree (CART) analysis was developed. Results Eighty-five patients met the inclusion criteria, with a total of 97 FNHs and 43 HCAs. For qualitative analysis, the T1 signal intensity on the hepatobiliary phase provided the highest overall classification performance (91.9% sensitivity, 90.1% specificity, and 90.9% accuracy). For quantitative analysis, RSER in the hepatobiliary phase with a threshold of 0.723 provided the highest classification performance (92.6% sensitivity and 89.4% specificity) to differentiate FNHs from HCAs. A CART model based on five qualitative imaging features provided an accuracy of 94.4% (95% confidence interval 90.0–98.9%). Conclusion Gadoxetate disodium-enhanced hepatobiliary phase provides high diagnostic performance as demonstrated in quantitative and qualitative analysis in differentiation of FNH and HCA, supported by a CART decision model. | fr |
dcterms.isPartOf | urn:ISSN:2366-004X | fr |
dcterms.isPartOf | urn:ISSN:2366-0058 | fr |
dcterms.language | eng | fr |
UdeM.ReferenceFournieParDeposant | Alamri, T. M., Cerny, M., Al Shaikh, M., Billiard, J. S., Olivié, D., Chagnon, M., & Tang, A. (2023). Differentiation of focal nodular hyperplasia and hepatocellular adenoma using qualitative and quantitative imaging features and classification and regression tree analysis. Abdominal radiology (New York), 48(3), 874–885. https://doi.org/10.1007/s00261-022-03766-0 | fr |
UdeM.VersionRioxx | Version acceptée / Accepted Manuscript | fr |
oaire.citationTitle | Abdominal radiology | fr |
oaire.citationVolume | 48 | fr |
oaire.citationIssue | 3 | fr |
oaire.citationStartPage | 874 | fr |
oaire.citationEndPage | 885 | fr |
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