Predicting early progression to atezolizumab-bevacizumab in hepatocellular carcinoma: a clinical and imaging-based scoring system.
[OBJECTIVES] To develop a predictive model incorporating both clinical and imaging findings to predict early progression in patients with advanced hepatocellular carcinoma (HCC) undergoing atezolizuma
- 95% CI 42.9-64.2
- Sensitivity 91.1%
- Specificity 53.6%
APA
Park JH, Goh MJ, et al. (2026). Predicting early progression to atezolizumab-bevacizumab in hepatocellular carcinoma: a clinical and imaging-based scoring system.. European radiology, 36(4), 2892-2902. https://doi.org/10.1007/s00330-025-12040-y
MLA
Park JH, et al.. "Predicting early progression to atezolizumab-bevacizumab in hepatocellular carcinoma: a clinical and imaging-based scoring system.." European radiology, vol. 36, no. 4, 2026, pp. 2892-2902.
PMID
41046297
Abstract
[OBJECTIVES] To develop a predictive model incorporating both clinical and imaging findings to predict early progression in patients with advanced hepatocellular carcinoma (HCC) undergoing atezolizumab plus bevacizumab (Atezo-Bev) therapy.
[MATERIALS AND METHODS] A total of 140 consecutive patients with HCC who initiated Atezo-Bev therapy between January 2020 and May 2022 at two tertiary care centres were retrospectively enrolled. Early progression was defined as progressive disease in the first response evaluation conducted at 4 weeks and 12 weeks after treatment initiation using dynamic CT or MRI. Images were reviewed by two radiologists. Logistic regression analysis was performed to determine the early progression scores.
[RESULTS] The first response evaluation of Atezo-Bev therapy was conducted at a median of 56 days (interquartile range, 42-64 days) after treatment initiation. Approximately 40% (56/140) of patients with HCC showed early progression. The early progression score was defined as follows: (age < 60 years; 1 point) + (serum alpha-fetoprotein level ≥ 300 ng/mL; 3 points) + (neutrophil-to-lymphocyte ratio ≥ 2.8; 1 point) + (infiltrative appearance; 2 points). At a score of 3 or higher, the early progression score showed sensitivity of 91.1% (95% confidence interval [CI]: 83.6-98.5%) and a specificity of 53.6% (95% CI: 42.9-64.2%). At a score of 6 or higher, the score demonstrated a sensitivity of 55.4% (95% CI: 42.3-68.4%) and a specificity of 91.7% (95% CI: 85.8-97.6%).
[CONCLUSION] We developed an early progression score that integrates clinical and imaging factors with high specificity to accurately predict early progression in patients with advanced HCC undergoing Atezo-Bev therapy.
[KEY POINTS] Question No validated imaging-based tool currently exists to predict early progression to Atezo-Bev therapy in advanced HCC. Findings Infiltrative tumour appearance, high AFP, high neutrophil-to-lymphocyte ratio, and younger age were significantly associated with early progression. Clinical relevance A composite early progression score integrating clinical and imaging features showed high diagnostic accuracy for predicting treatment failure.
[MATERIALS AND METHODS] A total of 140 consecutive patients with HCC who initiated Atezo-Bev therapy between January 2020 and May 2022 at two tertiary care centres were retrospectively enrolled. Early progression was defined as progressive disease in the first response evaluation conducted at 4 weeks and 12 weeks after treatment initiation using dynamic CT or MRI. Images were reviewed by two radiologists. Logistic regression analysis was performed to determine the early progression scores.
[RESULTS] The first response evaluation of Atezo-Bev therapy was conducted at a median of 56 days (interquartile range, 42-64 days) after treatment initiation. Approximately 40% (56/140) of patients with HCC showed early progression. The early progression score was defined as follows: (age < 60 years; 1 point) + (serum alpha-fetoprotein level ≥ 300 ng/mL; 3 points) + (neutrophil-to-lymphocyte ratio ≥ 2.8; 1 point) + (infiltrative appearance; 2 points). At a score of 3 or higher, the early progression score showed sensitivity of 91.1% (95% confidence interval [CI]: 83.6-98.5%) and a specificity of 53.6% (95% CI: 42.9-64.2%). At a score of 6 or higher, the score demonstrated a sensitivity of 55.4% (95% CI: 42.3-68.4%) and a specificity of 91.7% (95% CI: 85.8-97.6%).
[CONCLUSION] We developed an early progression score that integrates clinical and imaging factors with high specificity to accurately predict early progression in patients with advanced HCC undergoing Atezo-Bev therapy.
[KEY POINTS] Question No validated imaging-based tool currently exists to predict early progression to Atezo-Bev therapy in advanced HCC. Findings Infiltrative tumour appearance, high AFP, high neutrophil-to-lymphocyte ratio, and younger age were significantly associated with early progression. Clinical relevance A composite early progression score integrating clinical and imaging features showed high diagnostic accuracy for predicting treatment failure.
MeSH Terms
Humans; Carcinoma, Hepatocellular; Liver Neoplasms; Male; Female; Disease Progression; Middle Aged; Antibodies, Monoclonal, Humanized; Bevacizumab; Retrospective Studies; Magnetic Resonance Imaging; Aged; Tomography, X-Ray Computed; Antineoplastic Combined Chemotherapy Protocols; Predictive Value of Tests
같은 제1저자의 인용 많은 논문 (5)
- Post-Hair Transplantation Complication: Kinky or Severely Curly Hair.
- Predicting Stereotactic Body Radiation Therapy Response Using an AI-Based Tumor Vessel Biomarker.
- Prediabetes Remission and the Subsequent Risk of Pancreatic Cancer: A Nationwide Cohort Study.
- A Novel Peptide, HS1002, Enhances Antitumor Activity via Dual Targeting of the GnRH Receptor and Human Telomerase Reverse Transcriptase in Prostate Cancer Cells.
- Comparative Clinical and Economic Analysis of Robotic versus Video-assisted thoracoscopic Anatomical Resection for Lung Cancer.