# Quantitative CT analysis for predicting the PD-L1 expression in lung adenocarcinoma

**Authors:** Masaya Tanabe, Yoshie Kunihiro, Masahiro Tanabe, Fumi Kameda, Masatoshi Nakashima, Taiga Kobayashi, Toshiki Tanaka, Yoshinobu Hoshii, Katsuyoshi Ito

PMC · DOI: 10.1007/s11604-025-01857-8 · Japanese Journal of Radiology · 2025-08-26

## TL;DR

This study shows that CT scan features can predict PD-L1 expression levels in lung cancer, which could help guide treatment decisions.

## Contribution

The study identifies solid component volume from CT scans as a novel predictor of PD-L1 expression in lung adenocarcinoma.

## Key findings

- Solid nodules were more common in patients with high PD-L1 expression (TPS ≥ 50%).
- Rate of solid component volume was significantly associated with PD-L1 expression levels.
- Quantitative CT features can help predict PD-L1 status in lung adenocarcinoma.

## Abstract

The objective of this study was to explore the relationship between a quantitative CT analysis and the expression of programmed death-ligand 1 (PD-L1) in lung adenocarcinoma.

This study included 116 patients diagnosed with lung adenocarcinoma who were assessed for the expression of PD-L1. Tumors were classified as pure ground-glass nodules (GGNs), part-solid nodules, and solid nodules. The quantitative CT analysis included the tumor diameter and volume, solid component diameter and volume, and rate of the solid components. The CT criteria, and PD-L1 expression rates were compared based on the tumor proportion score (TPS). Optimal cutoff values were obtained utilizing the maximized Youden index method based on the receiver operating characteristic (ROC) analysis. Univariate and multiple linear regression analyses were also performed to examine the influencing factors of 50% and 1% PD-L1 expression.

Solid nodules were significantly more frequent in the TPS ≥ 50% group (TPS ≥ 50% = 81.8% vs. TPS < 1% = 10.0%). The rate of solid component diameter and rate of solid component volume were significantly smaller in TPS < 1% than in TPS < 50% and 1–49% (p < 0.001, respectively). Multiple linear regression analysis identified the rate of solid component volume as a significant factor influencing 50% and 1% PD-L1 expression (p < 0.001 and p = 0.048, respectively).

High PD-L1 expression rates may be associated with higher rates of solid components in lung adenocarcinoma.

## Linked entities

- **Proteins:** CD274 (CD274 molecule)
- **Diseases:** lung adenocarcinoma (MONDO:0005061)

## Full-text entities

- **Genes:** CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}
- **Diseases:** Tumors (MESH:D009369), lung adenocarcinoma (MESH:D000077192)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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Source: https://tomesphere.com/paper/PMC12769982