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Prognostic Significance of the CALM Index in Surgically Resected Non-Small Cell Lung Cancer
Soomin An1, Wankyu Eo2, Sookyung Lee3
1Department of Nursing, Dongyang University, Yeongju 36040, Gyeongbuk, Republic of Korea.
Journal of Clinical Medicine
|August 13, 2026
Summary
The C-reactive protein-albumin-lymphocyte-monocyte (CALM) index improves survival prediction in non-small cell lung cancer (NSCLC) patients post-surgery. This accessible biomarker offers enhanced prognostic stratification for personalized treatment decisions.
Area of Science:
- Oncology
- Biomarker Research
- Clinical Prognostics
Background:
- Anatomical staging alone is inadequate for predicting outcomes in early-stage non-small cell lung cancer (NSCLC) after curative resection.
- Prognostic variability in stage I-IIIA NSCLC necessitates novel biomarkers for improved patient stratification.
Purpose of the Study:
- To evaluate the prognostic value of the C-reactive protein-albumin-lymphocyte-monocyte (CALM) index for overall survival (OS) in resected stage I-IIIA NSCLC patients.
- To assess the CALM index's ability to provide incremental prognostic information beyond established clinical factors.
Main Methods:
- Retrospective analysis of 533 patients with stage I-IIIA NSCLC.
- Multivariable Cox proportional hazards models and LASSO-penalized regression were used to assess the CALM index's association with OS.
- Performance metrics including C-index, iAUC, IDI, and decision-curve analysis were calculated.
Main Results:
- The CALM index emerged as a stable, independent predictor of OS in both conventional and LASSO-penalized models.
- The final model incorporating the CALM index, age, pathological stage, ASA status, pleural invasion, and modified Shine-Lal index demonstrated improved discrimination and risk reclassification at 3 and 5 years.
- Integration of the CALM index consistently increased net clinical benefit across various threshold probabilities.
Conclusions:
- The CALM index is a robust, accessible, and biologically plausible prognostic biomarker for resected stage I-IIIA NSCLC.
- It offers significant incremental prognostic value beyond traditional factors, aiding in refined prognostic stratification.
- Incorporating the CALM index into postoperative assessments supports more individualized clinical decision-making for NSCLC patients.