Evidence map›Paper›PMID 41969513›Full record

ArticleTranslational cancer research2026

Systematic evaluation and meta-analysis of the diagnostic accuracy of ultrasound contrast in predicting the efficacy of systemic therapy for advanced hepatocellular carcinoma.

Mingsheng Zhu, Hang Li, Xiaolu Liang, Zuobiao Li, Gaohui Chen, Zhijie Zhuang, Haili Huang, Wei Dai

Abstract read
In one paragraph

Article in Translational cancer research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Mingsheng Zhu *Department of Hepatobiliary Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Hang Li *Department of Hepatobiliary Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Xiaolu LiangDepartment of Hepatobiliary Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Zuobiao LiDepartment of Hepatobiliary Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Gaohui ChenDepartment of Hepatobiliary Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Zhijie ZhuangDepartment of Pediatric Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Haili HuangInstitution of Plastic Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Wei DaiDepartment of Hepatobiliary Surgery, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.ORCID https://orcid.org/0000-0002-3175-6631

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Contrast-enhanced ultrasound (CEUS) is a dynamic, noninvasive imaging modality capable of real-time visualization of tumor perfusion characteristics. This systematic review and meta-analysis quantitatively evaluated the diagnostic efficacy of CEUS in predicting the response to systemic therapy in advanced hepatocellular carcinoma (HCC), aiming to validate its potential clinical value as an imaging biomarker. Methods: Databases including PubMed, Web of Science, Embase, and Cochrane Library were searched up to May 31, 2025. Diagnostic studies using modified Response Evaluation Criteria in Solid Tumors (mRECIST) or Response Evaluation Criteria in Solid Tumors (RECIST) 1.1 as reference standards were included to evaluate CEUS prediction of systemic treatment response. Two researchers independently screened literature and extracted data, assessing methodological quality using the Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2) tool. Sensitivity and specificity were pooled using a bivariate random-effects model, and area under the curve (AUC) was calculated via summary receiver operating characteristic (SROC) curve plotting. Results: Five studies involving 114 HCC patients were included. The pooled sensitivity of CEUS for predicting treatment response was 0.88 [95% confidence interval (CI): 0.66-0.96], with a specificity of 0.86 (95% CI: 0.59-0.96). The SROC curve showed that CEUS demonstrated good discriminatory ability with an AUC of 0.92 (95% CI: 0.90-0.94). Spearman correlation analysis revealed no threshold effect (P≥0.05). Sensitivity analysis results were stable, with no single study significantly influencing the overall outcome. Conclusions: CEUS demonstrates promising potential in predicting the efficacy of systemic therapy for advanced HCC and serves as an effective adjunct to computed tomography (CT) or magnetic resonance imaging (MRI) in evaluating treatment response. However, due to the limited number of included studies and sample sizes, further validation of its diagnostic performance and clinical utility through large-scale, multicenter, prospective, high-quality research is still required.

Indexed as

Contrast-enhanced ultrasound (CEUS)diagnostic accuracyhepatocellular carcinoma (HCC)meta-analysissystemic therapy

Identifiers

PMID41969513
PMCPMC13067038

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.