ArticleScientific reports2025
The CRP-albumin-lymphocyte index provides enhanced prognostic value in liver cancer compared to the TNM staging system.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 3 of them syntheses that pooled it.
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Who cites it
9 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Prognostic Value of the C-Reactive Protein-Albumin-Lymphocyte Index in Hepatobiliary and Pancreatic Cancers: A Systematic Review and Meta-Analysis.Journal of gastrointestinal cancer · 2026Pooled it
- Prognostic value of the CALLY index for functional outcomes in acute ischemic stroke: a systematic review and exploratory quantitative synthesis.Frontiers in neurology · 2026Pooled it
- Deciphering the potential of the C-reactive protein-albumin-lymphocyte index as a prognostic biomarker in malignancy: a systematic review and meta-analysis.Frontiers in oncology · 2026Pooled it
- The CALLY index for risk stratification of advanced cardiovascular-kidney-metabolic syndrome and mortality: a dual-cohort study from NHANES and a real-world clinical setting.Frontiers in medicine · 2026Article
- Prognostic value of C-reactive protein-albumin-lymphocyte index (CALLY) in patients with endometrial cancer under radical surgery.Frontiers in cell and developmental biology · 2026Article
- Article
- A clinical study of the CALLY index and HALP score for evaluating response to FOLFOX in colorectal cancer with lung metastases.American journal of translational research · 2026Article
- Association between the C-reactive protein-albumin-lymphocyte index and cardiovascular incidence and mortality among patients with chronic kidney disease: a prospective study.Frontiers in immunology · 2026Article
- CALLY index predicts survival and surgical outcomes in colorectal cancer.Frontiers in nutrition · 2025Article
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Reliable biomarkers are critical for improving overall survival (OS) and guiding therapeutic strategies in liver cancer. This study evaluated the CRP-albumin-lymphocyte (CALLY) index-a composite indicator of systemic inflammation, nutritional status, and immune function-as a prognostic tool for liver cancer, comparing its predictive utility to the established TNM staging system. A retrospective cohort of 388 patients with histologically confirmed liver cancer was analyzed using data from the Investigation on Nutrition Status and Clinical Outcome of Common Cancers (INSCOC) database. Kaplan-Meier survival analysis, restricted cubic spline (RCS) functions, and multivariate Cox regression models were utilized to determine the prognostic significance of the CALLY index. A nomogram was constructed incorporating the CALLY index, age, and TNM stage to estimate 1-, 2-, 3-year OS. The model's performance was benchmarked against the TNM staging system using time-dependent receiver operating characteristic (ROC) curves and Decision curve analysis (DCA). Multivariate Cox regression analysis demonstrated that the CALLY index was independently associated with OS in patients with liver cancer [Hazard ratio (HR) = 0.57, 95% confidence interval (CI) 0.39-0.83, P =0.003]. The prognostic value of the CALLY index was superior to that of the TNM staging system (C-index = 0.621, 95% CI 0.572-0.669, P < 0.001). Compared with the traditional TNM staging system, the prognostic nomogram incorporating the CALLY index, age, and TNM stage demonstrated higher accuracy in predicting 1-, 2-, and 3-year OS in patients with liver cancer (1-year: 0.705 vs. 0.644; 2-year: 0.698 vs. 0.66; 3-year: 0.6499 vs. 0.6079). The CALLY index is a robust prognostic biomarker for liver cancer, offering enhanced predictive accuracy over traditional staging methods. Its incorporation into a predictive nomogram may facilitate personalized treatment strategies, ultimately improving patient outcomes.
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