Nomogram based on Sonazoid contrast-enhanced ultrasound to differentiate intrahepatic cholangiocarcinoma and poorly differentiated hepatocellular carcinoma: a prospective multicenter study

Abdom Radiol (NY). 2023 Oct;48(10):3101-3113. doi: 10.1007/s00261-023-03993-z. Epub 2023 Jul 12.

Abstract

Objectives: The aim of this study was to develop a predictive model based on Sonazoid contrast-enhanced ultrasound (SCEUS) and clinical features to discriminate poorly differentiated hepatocellular carcinoma (P-HCC) from intrahepatic cholangiocarcinoma (ICC).

Patients and method: Forty-one ICC and forty-nine P-HCC patients were enrolled in this study. The CEUS LI-RADS category was assigned according to CEUS LI-RADS version 2017. Based on SCEUS and clinical features, a predicated model was established. Multivariate logistic regression analysis and LASSO logistic regression were used to identify the most valuable features, 400 times repeated 3-fold cross-validation was performed on the nomogram model and the model performance was determined by its discrimination, calibration, and clinical usefulness.

Results: Multivariate logistic regression and LASSO logistic regression indicated that age (> 51 y), viral hepatitis (No), AFP level (≤ 20 µg/L), washout time (≤ 45 s), and enhancement level in the Kupffer phase (Defect) were valuable predictors related to ICC. The area under the receiver operating characteristic (AUC) of the nomogram was 0.930 (95% CI: 0.856-0.973), much higher than the subjective assessment by the sonographers and CEUS LI-RADS categories. The calibration curve showed that the predicted incidence was more consistent with the actual incidence of ICC, and 400 times repeated 3-fold cross-validation revealed good discrimination with a mean AUC of 0.851. Decision curve analysis showed that the nomogram could increase the net benefit for patients.

Conclusions: The nomogram based on SCEUS and clinical features can effectively differentiate P-HCC from ICC.

Keywords: Intrahepatic cholangiocarcinoma; Nomogram; Poorly differentiated hepatocellular carcinoma; Sonazoid contrast-enhanced ultrasound.

Publication types

  • Multicenter Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Bile Duct Neoplasms* / pathology
  • Bile Ducts, Intrahepatic / pathology
  • Carcinoma, Hepatocellular* / pathology
  • Cholangiocarcinoma* / pathology
  • Contrast Media
  • Diagnosis, Differential
  • Humans
  • Liver Neoplasms* / pathology
  • Nomograms
  • Prospective Studies
  • Retrospective Studies

Substances

  • Sonazoid
  • Contrast Media