Integrating Contrast-Enhanced Ultrasound Features and Serum Biomarkers in an Online Tool Optimizes Noninvasive Hepatocellular Carcinoma Diagnosis.
1/5 보강
PICO 자동 추출 (휴리스틱, conf 3/4)
유사 논문P · Population 대상 환자/모집단
1487 patients who underwent liver CEUS.
I · Intervention 중재 / 시술
liver CEUS
C · Comparison 대조 / 비교
추출되지 않음
O · Outcome 결과 / 결론
Clinical data, serum biomarkers and CEUS features were analyzed via logistic regression analysis to determine independent factors associated with HCC and a nomogram model was built.
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[OBJECTIVE] To assess the diagnostic efficacy of the contrast-enhanced ultrasound (CEUS) features combined with serum tumor biomarkers for the diagnosis of hepatocellular carcinoma (HCC).
- 95% CI 0.917-0.950
APA
Wang F, Chen Y, et al. (2026). Integrating Contrast-Enhanced Ultrasound Features and Serum Biomarkers in an Online Tool Optimizes Noninvasive Hepatocellular Carcinoma Diagnosis.. Ultrasound in medicine & biology, 52(3), 554-563. https://doi.org/10.1016/j.ultrasmedbio.2025.10.239
MLA
Wang F, et al.. "Integrating Contrast-Enhanced Ultrasound Features and Serum Biomarkers in an Online Tool Optimizes Noninvasive Hepatocellular Carcinoma Diagnosis.." Ultrasound in medicine & biology, vol. 52, no. 3, 2026, pp. 554-563.
PMID
41320592 ↗
Abstract 한글 요약
[OBJECTIVE] To assess the diagnostic efficacy of the contrast-enhanced ultrasound (CEUS) features combined with serum tumor biomarkers for the diagnosis of hepatocellular carcinoma (HCC).
[METHODS] This retrospective study included 1487 patients who underwent liver CEUS. The reference criteria included histopathological or comprehensive imaging and the clinical follow-up results. Clinical data, serum biomarkers and CEUS features were analyzed via logistic regression analysis to determine independent factors associated with HCC and a nomogram model was built. The diagnostic performance was evaluated in terms of sensitivity, specificity, accuracy, and area under the curve (AUC), and compared with different models.
[RESULTS] The final model involved sex, age, AFP, DCP, APHE, and late wash-out. The nomogram demonstrated superior diagnostic accuracy for HCC with AUC: 0.934, 95% CI: 0.917-0.950; sensitivity: 0.868, 95% CI: 0.842-0.891; specificity: 0.895, 95% CI: 0.858-0.925) in the training cohort, and with an AUC of 0.929 (95% CI: 0.901-0.957), sensitivity of 0.872 (95% CI: 0.823-0.912), and specificity of 0.890 (95% CI: 0.827-0.936) in the validation cohort. Furthermore, for lesions with a maximum diameter ≤20 mm, the nomogram maintained robust diagnostic accuracy in the training cohort (AUC 0.888, 95% CI: 0.836-0.941; sensitivity 0.804, 95% CI: 0.733-0.863; specificity 0.870, 95% CI: 0.737-0.951), and in the validation cohort (AUC: 0.877, 95% CI: 0.789-0.965; sensitivity: 0.768, 95% CI: 0.636-0.870; specificity: 0.885, 95% CI: 0.698-0.976).
[CONCLUSION] CEUS features combined with the serum biomarkers accurately predicted the presence of HCC, achieving an optimal balance. With web-based and mobile calculators for easy use.
[METHODS] This retrospective study included 1487 patients who underwent liver CEUS. The reference criteria included histopathological or comprehensive imaging and the clinical follow-up results. Clinical data, serum biomarkers and CEUS features were analyzed via logistic regression analysis to determine independent factors associated with HCC and a nomogram model was built. The diagnostic performance was evaluated in terms of sensitivity, specificity, accuracy, and area under the curve (AUC), and compared with different models.
[RESULTS] The final model involved sex, age, AFP, DCP, APHE, and late wash-out. The nomogram demonstrated superior diagnostic accuracy for HCC with AUC: 0.934, 95% CI: 0.917-0.950; sensitivity: 0.868, 95% CI: 0.842-0.891; specificity: 0.895, 95% CI: 0.858-0.925) in the training cohort, and with an AUC of 0.929 (95% CI: 0.901-0.957), sensitivity of 0.872 (95% CI: 0.823-0.912), and specificity of 0.890 (95% CI: 0.827-0.936) in the validation cohort. Furthermore, for lesions with a maximum diameter ≤20 mm, the nomogram maintained robust diagnostic accuracy in the training cohort (AUC 0.888, 95% CI: 0.836-0.941; sensitivity 0.804, 95% CI: 0.733-0.863; specificity 0.870, 95% CI: 0.737-0.951), and in the validation cohort (AUC: 0.877, 95% CI: 0.789-0.965; sensitivity: 0.768, 95% CI: 0.636-0.870; specificity: 0.885, 95% CI: 0.698-0.976).
[CONCLUSION] CEUS features combined with the serum biomarkers accurately predicted the presence of HCC, achieving an optimal balance. With web-based and mobile calculators for easy use.
🏷️ 키워드 / MeSH 📖 같은 키워드 OA만
- Humans
- Carcinoma
- Hepatocellular
- Male
- Liver Neoplasms
- Female
- Middle Aged
- Ultrasonography
- Retrospective Studies
- Contrast Media
- Biomarkers
- Tumor
- Sensitivity and Specificity
- Aged
- Adult
- Image Enhancement
- Liver
- Reproducibility of Results
- Alpha-fetoprotein
- Contrast-enhanced ultrasound
- Des-gamma-carboxy prothrombin
- Hepatocellular carcinoma
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