Evidence map›Paper›PMID 41163014›Full record

ArticleRadiation oncology (London, England)2025

A contrast‑enhanced CT histogram‑driven nomogram for predicting post‑radiotherapy liver regeneration in hepatocellular carcinoma.

Bo Liu, Yuan Xu, Xijie Zhang, Wei Qi, Bo Ren, Wenjia Kong, Wence Zhou

Abstract readMulticenter Study
In one paragraph

Article in Radiation oncology (London, England), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Bo Liu *Department of General Surgery, Lanzhou University Second Hospital, Chengguan District, Cuiyingmen No.82, Lanzhou, Gansu Province, 730030, China.
Yuan Xu *The Second Clinical Medical College, Lanzhou University, Chengguan District, Cuiyingmen No.82, Lanzhou, Gansu Province, 730030, China.
Xijie Zhang *Department of General Surgery, Lanzhou University Second Hospital, Chengguan District, Cuiyingmen No.82, Lanzhou, Gansu Province, 730030, China.
Wei QiDepartment of Gastrointestinal Surgery, The Second Affiliated Hospital of Shandong First Medical University, Taishan District, Mount Taishan Street, No 366, Taian, Shandong Province, 271000, China.
Bo RenDepartment of General Surgery, Lanzhou University Second Hospital, Chengguan District, Cuiyingmen No.82, Lanzhou, Gansu Province, 730030, China.
Wenjia KongCollege of Resources and Environment, Shandong Agricultural University, Taishan District, Daizong No.61, Tai'an, Shandong Province, 271000, China. wenjiakong@sdau.edu.cn.
Wence ZhouDepartment of General Surgery, Lanzhou University Second Hospital, Chengguan District, Cuiyingmen No.82, Lanzhou, Gansu Province, 730030, China. zhouwc129@163.com.

Funding

Cuiying Science and Technology Innovation Project of the Second Hospital of Lanzhou University CY2024-CQ-01Gansu Provincial Top-notch Talent Program (2023)9Joint Research Fund General Projects of Gansu Province 23JRRA1508Major Science and Technology Projects of Gansu Province 22ZD6FA021-4Public Hospital High-quality Development of Scientific Research Project of Chinese Health Promotion Foundation GL-C032Shandong Provincial Natural Science Foundation ZR2022QB250the Natural Science Foundation of China 82260555
6 · The paper itself

Abstract

backgroundPostoperative radiotherapy (RT) is increasingly used in hepatocellular carcinoma (HCC) patients with high-risk pathological features to reduce recurrence. However, RT may compromise liver regeneration (LR), particularly in patients with underlying hepatic dysfunction. Accurate evaluation of LR potential is therefore critical for individualized treatment planning.

methodsIn this retrospective, multicenter study, 315 HCC patients were enrolled—139 in the training cohort and 85 and 91 in two external validation cohorts. All patients underwent postoperative intensity-modulated radiotherapy (IMRT), and pre-RT portal-venous phase contrast-enhanced computed tomography (CE-CT) scans were analyzed to extract whole-liver histogram features. Patients with a ≥ 10% increase in remnant liver volume within 1 year were classified as effective liver regeneration (ELR), and the remainder as impaired liver regeneration (ILR). Independent predictors of ELR were identified using logistic regression, and a nomogram was developed and evaluated with ROC, calibration, and decision-curve analyses.

resultsAmong the 315 patients, 187 (59.4%) achieved ELR and 128 (40.6%) showed ILR. Multivariate analysis identified kurtosis, mean liver dose (Liver-Dmean), standardized remnant liver volume (SRLV), and fibrosis stage as independent predictors of ELR. The nomogram demonstrated robust performance with AUCs of 0.866 (95% CI: 0.804–0.928) in the training cohort and 0.794 (95% CI: 0.698–0.889) and 0.733 (95% CI: 0.617–0.848) in the validation cohorts.

conclusionWe established and externally validated a CE-CT histogram-based nomogram that accurately predicts LR following adjuvant IMRT in high-risk HCC patients. This model offers a clinically applicable tool to optimize postoperative management by balancing oncologic control with preservation of hepatic function.

trial registrationThis is a study that follows the Declaration of Helsinki and good clinical practice guidelines, and was approved by the Ethics Committee of Lanzhou University Second Hospital, the second affiliated hospital of shandong first medical university and the Affiliated Hospital of Qingdao University(approval no. 2025 A-539). As a retrospective analysis without any intervention in patient treatment, the Ethics Committees waived the requirement for individual informed consent.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsLiver RegenerationNomogramsRadiotherapy, Intensity-ModulatedTomography, X-Ray ComputedAdultAgedContrast MediaFemaleHumansMaleMiddle AgedPrognosisRadiomicsRadiotherapy Planning, Computer-AssistedContrast MediaHepatocellular carcinomaHistogram analysisLiver regenerationRadiotherapy

Identifiers

PMID41163014
PMCPMC12574058

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.