# Integrating pleural PD-1+CD8+ T cell as a complement variable into LENT score to assess patients with lung adenocarcinoma complicated with MPE

**Authors:** Weizhen Jiang, Leilei Lv, Yaoxin Zhang, Qiuxia Qu, Cheng Chen

PMC · DOI: 10.3389/fimmu.2026.1630590 · Frontiers in Immunology · 2026-02-19

## TL;DR

This study improves a lung cancer prognosis tool by adding a new immune cell measure, helping doctors better predict outcomes for patients with fluid buildup in the lungs.

## Contribution

Introduces the Immuno-LENT score, combining PD-1+CD8+ T cell abundance with the LENT score for improved prognosis in lung cancer with MPE.

## Key findings

- PD-1+CD8+ T cells were present in all pleural fluid samples from MPE patients.
- EGFR mutations influenced PD-1+CD8+ T cell abundance, but PD-L1 expression did not.
- The Immuno-LENT score was a robust, independent prognostic factor with high predictive accuracy.

## Abstract

Malignant pleural effusion (MPE) is a common complication of advanced non-small cell lung cancer (NSCLC), particularly in lung adenocarcinoma, and is associated with poor prognosis. A better understanding of the role of PD-1+CD8+ T cells in the pleural environment and their relevance to patient survival could facilitate better clinical decision-making.

We performed a cohort study involving NSCLC patients with MPE. The abundance of pleural PD-1+CD8+ T cells was measured using flow cytometry. We also assessed the presence of epidermal growth factor receptor (EGFR) mutations and programmed death-ligand 1 (PD-L1) expression in the pleural fluid. The LENT score, a known prognostic tool, was combined with pleural PD-1+CD8+ T cell abundance to develop a novel scoring system, the Immuno-LENT score. The model’s performance was validated using the bootstrap method and concordance index (C-index) calculation.

We found that PD-1+CD8+ T cells were present in the pleural fluid of all patients with MPE. Notably, the abundance of these cells was influenced by EGFR mutations, while PD-L1 expression had little effect. Patients with a higher abundance of pleural PD-1+CD8+ T cells also exhibited higher LENT scores, correlating with poorer survival. The Immuno-LENT score, incorporating both the LENT score and pleural PD-1+CD8+ T cell abundance, was found to be an independent prognostic factor. The model showed strong statistical robustness with a high C-index.

The combination of pleural PD-1+CD8+ T cells with the LENT score offers a more accurate prognostic tool for survival prediction in NSCLC patients with MPE. Our findings suggest that the Immuno-LENT score could guide clinical management and inform therapeutic decisions for these patients, improving patient outcomes by tailoring interventions based on a more comprehensive biomarker profile.

## Linked entities

- **Genes:** EGFR (epidermal growth factor receptor) [NCBI Gene 1956]
- **Proteins:** PDCD1 (programmed cell death 1), CD8A (CD8 subunit alpha), CD274 (CD274 molecule)
- **Diseases:** lung adenocarcinoma (MONDO:0005061), non-small cell lung cancer (MONDO:0005233)

## Full-text entities

- **Genes:** CD274 (CD274 molecule) [NCBI Gene 574058] {aka PDL1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, VEGFA (vascular endothelial growth factor A) [NCBI Gene 397157] {aka VEGF}, ENTPD1 (ectonucleoside triphosphate diphosphohydrolase 1) [NCBI Gene 397298] {aka ATP-DPH, CD39}, PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788] {aka B220, CD45, CD45R, GP180, IMD105, L-CA}, EGFR (epidermal growth factor receptor) [NCBI Gene 397070]
- **Diseases:** NLR (MESH:D015467), adenocarcinoma (MESH:D000230), cancer (MESH:D009369), lung cancer (MESH:D008175), lung adenocarcinoma (MESH:D000077192), pleural effusion (MESH:D010996), MPE (MESH:D016066), NSCLC (MESH:D002289)
- **Chemicals:** FVD506 (-), glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12960558/full.md

## References

20 references — full list in the complete paper: https://tomesphere.com/paper/PMC12960558/full.md

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Source: https://tomesphere.com/paper/PMC12960558