Albumin-Neutrophil Composite Grading (ANPG) for Predicting Overall Survival in Colorectal Cancer: A Retrospective Cohort Study
Shi, X.; Tian, G.; Zhou, C.; Zhou, J.; Fu, H.; Wan, C.; Xu, X.
Show abstract
BackgroundInflammatory responses and nutritional status are critical determinants of colorectal cancer (CRC) progression and clinical outcomes. This study aimed to evaluate the prognostic value of a novel albumin-neutrophil composite grading (ANPG) system and to develop a nomogram for predicting overall survival (OS) in CRC patients following curative resection. MethodsA retrospective analysis was conducted on 660 consecutive patients with primary CRC who underwent R0 resection between December 2017 and December 2018. The ANPG was constructed based on preoperative serum albumin levels and neutrophil counts, with optimal cutoff values determined by receiver operating characteristic (ROC) curve analysis. Prognostic factors were identified using univariate and multivariate Cox proportional hazards regression models. A predictive nomogram was developed and internally validated via bootstrap resampling (800 iterations) and time-dependent ROC analysis. Decision curve analysis (DCA) was performed to assess clinical utility. ResultsThe median follow-up duration was 2442 days (interquartile range: 2117-2537 days), during which 108 cancer-specific deaths occurred. The ANPG demonstrated superior discriminative ability (area under the curve [AUC] = 0.637, 95% confidence interval [CI]: 0.588-0.687, P < 0.001) compared to established inflammatory and nutritional markers, including the neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), systemic immune-inflammation index (SII), fibrinogen-to-albumin ratio (FAR), and fibrinogen-neutrophil-lymphocyte ratio (F-NLR). Kaplan-Meier survival analysis revealed significant differences in OS across ANPG grades (Log-rank {chi}{superscript 2} = 24.423, P < 0.001), with 5-year OS rates of 93.7%, 83.2%, and 74.4% for grades 0, 1, and 2, respectively. Multivariate Cox regression analysis identified ANPG (grade 1 vs. 0: hazard ratio [HR] = 2.190, P = 0.020; grade 2 vs. 0: HR = 3.256, P < 0.001), age (HR = 1.032, P < 0.001), carbohydrate antigen 19-9 (CA19-9) (HR = 1.002, P = 0.003), histological type (HR = 1.954, P = 0.005), and TNM stage as independent prognostic factors. The nomogram incorporating these variables--retaining carcinoembryonic antigen due to its clinical relevance and contribution to model performance--achieved a concordance index (C-index) of 0.806 (95% CI: 0.788-0.824) with excellent calibration, significantly outperforming TNM staging alone in predictive accuracy. Decision curve analysis (DCA) showed greater net benefit across a wide range of threshold probabilities for 5-year OS compared to TNM staging, confirming its enhanced clinical applicability. ConclusionsThe ANPG is a robust and independent prognostic indicator in CRC patients undergoing curative resection. The developed nomogram provides a clinically valuable tool for individualized survival prediction and risk stratification.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Survival benefit of adjuvant therapy following neoadjuvant therapy in patients with resected esophageal cancer: a retrospective cohort study 96%
- Machine learning based prediction of recurrence after curative resection for rectal cancer 95%
- Insulin-like Growth Factor 1 Receptor Expression Correlates with Programmed Death Ligand 1 Expression and Poor Survival in Non-small Cell Lung Cancer 95%
Similar papers in this journal
- A novel molecular analysis approach in colorectal cancer suggests new treatment opportunities 95%
- COL7A1 expression improves prognosis prediction for patients with clear cell renal cell carcinoma atop of stage 94%
- Ethnicity-Specific Molecular Alterations in MAPK and JAK/STAT Pathways in Early-Onset Colorectal Cancer 94%
Similar papers in this journal
- Circulating serum miRNAs predict response to platinum chemotherapy in high-grade serous ovarian cancer 95%
- Detecting PI3K and TP53 Pathway Disruptions in Early-Onset Colorectal Cancer Among Hispanic/Latino Patients 94%
- Comprehensive analysis of potential immunotherapy genomic biomarkers in 1,000 Chinese patients with cancer 92%
Similar papers in this journal
- Immune Classification of Clear Cell Renal Cell Carcinoma 93%
- Pan-cancer analyses of the associations between 109 pre-existing conditions and cancer treatment patterns across 19 adult cancers 93%
- Loss of Y in regulatory T lymphocytes in the tumor micro-environment of primary colorectal cancers and liver metastases 93%
Similar papers in this journal
- Dissected subgroups predict the risk of recurrence of stage II colorectal cancer and select rational treatment 96%
- Construction and Validation of a Nomogram Based on the Log Odds of Positive Lymph Based on the Log Odds of Positive Lymph Nodes to Predict the Prognosis of Lung Neuroendocrine Tumors 95%
- Profiling tumor immune microenvironment of non-small cell lung cancer using multiplex immunofluorescence 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.