Prognostic Significance of the CALM Index in Surgically Resected Non-Small Cell Lung Cancer

Background: Anatomical staging is often insufficient for predicting outcomes in stage I-IIIA non-small cell lung cancer (NSCLC) patients after curative resection due to inherent prognostic variability. In this study, we evaluated the prognostic value of the C-reactive protein–albumin–lymphocyte–monocyte (CALM) index as an integrative biomarker for overall survival (OS). Methods: This retrospective study included 533 patients with stage I-IIIA NSCLC. We assessed the association between the CALM index and OS using multivariable Cox proportional hazards models, adjusted for established clinicopathological factors. We employed LASSO-penalized regression to optimize variable selection and ensure model stability. Comprehensive performance metrics were calculated, including Harrell’s C-index, integrated area under the curve (iAUC), integrated discrimination improvement (IDI), and decision-curve analysis (DCA). Results: The CALM index was identified as a stable, independent predictor of OS across both conventional and LASSO-penalized models. The final multivariable model incorporated the CALM index alongside age, pathological stage, American Society of Anesthesiologists status, pleural invasion, and the modified Shine–Lal index. Incorporation of the CALM index significantly enhanced model discrimination and risk reclassification at 3 and 5 years, while consistently increasing net clinical benefit across a wide range of threshold probabilities. Conclusions: The CALM index is a biologically plausible, robust, and readily accessible prognostic biomarker that provides incremental prognostic information beyond established factors in patients with resected stage I-IIIA NSCLC. Its integration into postoperative assessment offers a framework for refined prognostic stratification and more individualized clinical decision-making.

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Publication Details

Journal
Journal of Clinical Medicine
Published
2026-07-23
DOI
https://doi.org/10.3390/jcm15155772
Primary Topic
Inflammatory Biomarkers in Disease Prognosis
Type
article
Field-Weighted Citation Impact
0.00

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article

Prognostic Significance of the CALM Index in Surgically Resected Non-Small Cell Lung Cancer

Wan Kyu Eo, Soomin An, Sookyung Lee, Dae Hyun Kim
Journal of Clinical Medicine
Inflammatory Biomarkers in Disease Prognosis
article

Prognostic Significance of the CALM Index in Surgically Resected Non-Small Cell Lung Cancer

Wan Kyu Eo, Soomin An, Sookyung Lee, Dae Hyun Kim
article en

Abstract

Background: Anatomical staging is often insufficient for predicting outcomes in stage I-IIIA non-small cell lung cancer (NSCLC) patients after curative resection due to inherent prognostic variability. In this study, we evaluated the prognostic value of the C-reactive protein–albumin–lymphocyte–monocyte (CALM) index as an integrative biomarker for overall survival (OS). Methods: This retrospective study included 533 patients with stage I-IIIA NSCLC. We assessed the association between the CALM index and OS using multivariable Cox proportional hazards models, adjusted for established clinicopathological factors. We employed LASSO-penalized regression to optimize variable selection and ensure model stability. Comprehensive performance metrics were calculated, including Harrell’s C-index, integrated area under the curve (iAUC), integrated discrimination improvement (IDI), and decision-curve analysis (DCA). Results: The CALM index was identified as a stable, independent predictor of OS across both conventional and LASSO-penalized models. The final multivariable model incorporated the CALM index alongside age, pathological stage, American Society of Anesthesiologists status, pleural invasion, and the modified Shine–Lal index. Incorporation of the CALM index significantly enhanced model discrimination and risk reclassification at 3 and 5 years, while consistently increasing net clinical benefit across a wide range of threshold probabilities. Conclusions: The CALM index is a biologically plausible, robust, and readily accessible prognostic biomarker that provides incremental prognostic information beyond established factors in patients with resected stage I-IIIA NSCLC. Its integration into postoperative assessment offers a framework for refined prognostic stratification and more individualized clinical decision-making.

Journal of Clinical MedicineVol. 15(15)
Dongyang University (KR), Kyung Hee University (KR), Kyung Hee University Hospital at Gangdong (KR)
Dongyang University
Peace, Justice and strong institutions, Reduced inequalities
Openalex Percentile: Top 11%
Inflammatory Biomarkers in Disease Prognosis
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