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Background GALAD score, comprising five clinical parameters, is a predictive model developed for hepatocellular carcinoma (HCC) detection. Since its emergence, its diagnostic ability has been validated in different populations with a wide variation. Therefore, we conducted a meta-analysis to investigate its overall diagnostic performance in differentiating HCC in chronic liver diseases. Methods Eligible studies were searched in the , , , , , and databases by 29 May 2022. Pooled sensitivity, pooled specificity, and area under the receiver operating characteristic curve (AUC) with the corresponding 95% confidence intervals (CI) were estimated. Results Fifteen original studies (comprising 19,021 patients) were included. For detecting any-stage HCC, GALAD score yielded an excellent ability, with pooled sensitivity, specificity, and AUC of 0.82 (95%CI: 0.78-0.85), 0.89 (95%CI: 0.85-0.91), and 0.92 (95%CI: 0.89-0.94), respectively. Notably, further analyses demonstrated a good diagnostic accuracy of GALAD score for identifying Barcelona Clinic Liver Cancer staging (BCLC) 0/A HCC, with a moderate sensitivity (0.73 (95%CI: 0.66-0.79)) and a high specificity (0.87 (95%CI: 0.81-0.91)); by contrast, only 38% of early-stage patients can be identified by alpha-fetoprotein, with an AUC value of 0.70 (95%CI: 0.66-0.74). Following subgroup analyses based on different HCC etiologies, higher sensitivities and AUC values were observed in subgroups with hepatitis C or non-viral liver diseases. For detecting BCLC 0/A HCC in the cirrhotic population, GALAD score had a pooled sensitivity, specificity, and AUC of 0.78 (95%CI: 0.66-0.87), 0.80 (95%CI: 0.72-0.87), and 0.86 (95%CI: 0.83-0.89). Conclusions We highlighted the superior diagnostic accuracy of GALAD score for detecting any-stage HCC with a high sensitivity and specificity, especially for early-stage HCC, with a relatively stable diagnostic performance. The addition of GALAD score into ultrasound surveillance may identify more HCC patients. Our findings imply the robust power of the GALAD score as a HCC screening or diagnostic tool, and it should be further validated by more studies with high quality.
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http://dx.doi.org/10.3390/jcm12030949 | DOI Listing |
Perspect Med Educ
August 2025
Department of Medicine and Centre for Education Research and Innovation, Schulich School of Medicine & Dentistry, Western University, London, Ontario, Canada.
Purpose: In medicine, gender bias and gendered language within assessments of individual performance are well established. Recent shifts toward assessing interdependence (the ability to work supportively and collaboratively within teams) demand we understand how gender bias and gendered language influence assessments. In exploring how faculty assess residents' interdependent performances, this study evaluated how gender-presentation influences faculty raters' assessments of residents' interdependence in Emergency Medicine (EM).
View Article and Find Full Text PDFCancers (Basel)
July 2025
Institute of Gastroenterology, Marmara University School of Medicine, Istanbul 34854, Türkiye.
Biomarkers such as lens agglutinin-reactive alpha-fetoprotein and des-gamma-carboxy prothrombin, as well as biomarker- and/or clinical-parameter-derived composite models (GALAD, GAAP, ASAP, aMAP, Doylestown), may improve detection in addition to alpha-fetoprotein, yet comparative data across diverse populations remain limited. : In this biobank-based case-control study, we evaluated 562 adults (120 healthy controls, 277 chronic liver disease, 165 hepatocellular carcinoma) from January 2019 to 2024. Diagnostic performance for any-stage and early-stage hepatocellular carcinoma was assessed across three thresholds: Youden-index-derived optimal cut-offs, research-established cut-offs, and cut-offs ensuring 90% specificity.
View Article and Find Full Text PDFJ Clin Exp Hepatol
June 2025
Division of Gastroenterology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand.
Background: Developing biomarker panels for early hepatocellular carcinoma (HCC) detection is crucial to overcome the limitations of current imaging-based surveillance strategies. The GALAD, GAAP, and ASAP scores are well-established algorithms for estimating the risk of HCC based on gender, age, alpha-fetoprotein (AFP), protein induced by vitamin K absence or antagonist-II, and AFP-L3. This study aimed to evaluate the diagnostic performance of these biomarkers and models in detecting HCC in patients with chronic liver diseases (CLDs).
View Article and Find Full Text PDFJ Gastroenterol Hepatol
July 2025
Beijing Institute of Hepatology, Beijing You'an Hospital, Capital Medical University, Beijing, China.
Hepatocellular carcinoma (HCC) is increasingly recognized as a metabolically orchestrated malignancy, in which hepatic-derived metabolites function not only as byproducts of liver physiology but also as active modulators of tumor biology. This review systematically explores the multifaceted roles of five major classes of hepatic-derived metabolites-bile acids (BAs), albumin, coagulation factors, alpha-fetoprotein (AFP), and fat-soluble vitamins (A, D, and K)-in HCC initiation, progression, prognosis, and therapeutic responsiveness. We highlight emerging evidence that dysregulation of BAs and their bidirectional crosstalk with gut microbiota contributes to inflammation, immune evasion, and tumor heterogeneity.
View Article and Find Full Text PDFSci Rep
July 2025
Division of Gastroenterohepatology, Department of Internal Medicine, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Türkiye.
Early diagnosis of hepatocellular carcinoma (HCC) is essential in improving survival, creating a need for new markers in the early diagnosis and surveillance of HCC. This study aims to investigate the prediction of the GALAD score, which consists of gender, age, AFP, AFP-L3, and DCP, in the diagnosis of HCC in cirrhotic patients with normal AFP levels. GALAD scores were determined in 100 patients with cirrhosis and normal AFP in a tertiary center.
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