# Combined Model of Inflammatory-Nutritional Indicators and Tumor Markers for Predicting Prognosis in Patients with Distal Cholangiocarcinoma: A Retrospective Cohort Study

**Authors:** Fangfei Wang, Jinhao Li, Xin Zhao, Shaocheng Lyu, Qiang He

PMC · DOI: 10.3390/diseases14030097 · 2026-03-05

## TL;DR

This study creates a new model combining tumor markers and body health indicators to better predict survival in patients with distal cholangiocarcinoma.

## Contribution

A novel prognostic model integrating tumor and host markers for improved risk stratification in distal cholangiocarcinoma.

## Key findings

- The model identified four independent prognostic factors: corrected CA19-9, PLR, CAR, and PNI.
- The nomogram showed strong discrimination for 1-, 3-, and 5-year overall survival with high AUC values.
- Risk stratification using the model clearly separated high-risk and low-risk patient groups.

## Abstract

Objectives: The TNM staging system for distal cholangiocarcinoma (dCCA) has limited accuracy due to its anatomical basis. This study developed a prognostic model integrating inflammatory-nutritional markers and tumor biomarkers to improve risk stratification. Methods: We analyzed 208 dCCA patients undergoing pancreaticoduodenectomy (2017–2024). Independent prognostic factors for overall survival (OS) were identified via Cox regression, including tumor marker (corrected CA19-9) and host status markers (PLR, CAR, and PNI). A nomogram was constructed and evaluated using calibration, ROC, and DCA. Patients were risk-stratified using the model’s score. Results: Four independent factors were identified: corrected CA19-9 (HR = 2.438), PLR (HR = 2.041), CAR (HR = 2.477), and PNI (HR = 0.415). The nomogram showed excellent discrimination for 1-, 3-, and 5-year OS (AUC: 0.847, 0.824, 0.858), good calibration, and clinical utility per DCA. Risk stratification significantly distinguished high-risk (n = 110) from low-risk (n = 98) groups (log-rank p < 0.0001). Discussion: This multidimensional model (tumor burden, inflammation, nutrition) outperforms TNM staging, highlighting host systemic status. Despite its single-center retrospective design, it shows promise for personalized risk assessment. Conclusion: The CINS (Cholangiocarcinoma Inflammation–Nutrition Score) accurately predicts prognosis and effectively risk-stratifies dCCA patients, aiding personalized treatment planning.

## Full-text entities

- **Genes:** STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, SERPINE2 (serpin family E member 2) [NCBI Gene 5270] {aka GDN, GDNPF, PI-7, PI7, PN-1, PN1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CXADRP1 (CXADR pseudogene 1) [NCBI Gene 653108] {aka CAR, CXADRP}, TENM1 (teneurin transmembrane protein 1) [NCBI Gene 10178] {aka ODZ1, ODZ3, TEN-M1, TEN1, TNM, TNM1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}
- **Diseases:** thrombocytosis (MESH:D013922), intra-abdominal hemorrhage (MESH:D000082122), HCC (MESH:D006528), diabetes (MESH:D003920), Biliary obstruction (MESH:D001658), pancreatic cancer (MESH:D010190), leak (MESH:D019559), venous invasion (MESH:D009361), blood (MESH:D006402), Cholangiocarcinoma (MESH:D018281), nasopharyngeal carcinoma (MESH:D000077274), injury to (MESH:D014947), pulmonary infection (MESH:D012141), abdominal pain (MESH:D015746), infections (MESH:D007239), gastrointestinal bleeding (MESH:D006471), obstructive jaundice (MESH:D041781), metastasis (MESH:D009362), gallbladder cancer (MESH:D005706), malnutrition (MESH:D044342), death (MESH:D003643), lung cancer (MESH:D008175), chronic liver diseases (MESH:D008107), lymph node metastasis (MESH:D008207), jaundice (MESH:D007565), cholestasis (MESH:D002779), blood loss (MESH:D016063), intra-abdominal infection (MESH:D059413), CINS (MESH:D007249), thrombosis (MESH:D013927), lung adenocarcinoma (MESH:D000077192), gastrointestinal symptoms (MESH:D012817), Child-Pugh class B or C (MESH:D019694), pancreatic fistula (MESH:D010185), autoimmune diseases (MESH:D001327), coagulation (MESH:D001778), hepatocellular and pancreatic carcinoma (MESH:C562463), Tumor (MESH:D009369)
- **Chemicals:** cisplatin (MESH:D002945), CA19 (-), gemcitabine (MESH:D000093542), TB (MESH:D001663)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13024973/full.md

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Source: https://tomesphere.com/paper/PMC13024973