Evidence map›Paper›PMID 42745767›Full record

ArticleFrontiers in immunology2026

Clinical inflammatory shifts and peripheral flow-cytometry immune modules across benign pulmonary nodules, adenocarcinoma-spectrum nodules, and overt lung cancer.

Yunwei Rao, Qianyue Gong, Jiawei Li, Nan Liu, Hongmei Miao, Jinyue Huang, Shuiming Xu

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Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Yunwei RaoDepartment of Respiratory and Critical Care Medicine, First Affiliated Hospital of Gannan Medical University, Ganzhou, Jiangxi, China.
Qianyue GongMedical School, Shaoguan University, Guangzhou, Guangdong, China.
Jiawei LiInstitute of Biomedical Translational Research, Jinan University, Guangzhou, Guangdong, China.
Nan LiuDepartment of Respiratory and Critical Care Medicine, First Affiliated Hospital of Gannan Medical University, Ganzhou, Jiangxi, China.
Hongmei MiaoSchool of Public Health and Health Management, Gannan Medical University, Ganzhou, Jiangxi, China.
Jinyue HuangSchool of Clinical Medicine, Nanchang Medical College, Nanchang, Jiangxi, China.
Shuiming XuGuangdong Provincial People's Hospital Ganzhou Hospital (Ganzhou Municipal Hospital), Ganzhou, Jiangxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Pulmonary nodules (PN) represent a clinically heterogeneous pathway that includes benign lesions, adenocarcinoma-spectrum lesions, and cases that may differ from clinically overt lung cancer (LC). This study aimed to define a peripheral blood immunophenotyping framework for this pathway by integrating routine inflammatory readouts with transparently defined whole-blood flow-cytometry immune modules. Methods: We performed a retrospective analysis of a single-center locked cohort of 217 participants, including healthy controls (n=121), pulmonary nodules (n=46), and overt lung cancer (n=50). The PN group was further stratified into benign PN (n=20) and adenocarcinoma-spectrum PN (n=26). Clinical readouts included neutrophil-to-lymphocyte ratio (NLR), systemic immune-inflammation index (SII), albumin, and lymphocyte measures. Peripheral immune phenotypes were summarized using four code-defined flow-cytometry module scores: B-cell remodeling, Tfh/Th2 skew, cytotoxic attenuation, and CD28-loss. Group differences were evaluated using Cliff's delta with 95% confidence intervals and FDR-adjusted q values, with adjusted models used only as supportive diagnostics. Results: Within the PN cohort, adenocarcinoma-spectrum PN showed a coherent inflammatory and lymphocyte-axis shift relative to benign PN, including higher NLR (delta=0.70, q<0.001), higher SII (delta=0.62, q<0.001), higher inflammation score (delta=0.81, q<0.001), lower albumin (delta=-0.69, q<0.001), and lower lymphocyte percentage (delta=-0.72, q<0.001). In the peripheral immune layer, overt LC showed higher module scores than PN across B-cell remodeling (delta=0.38, q=0.002), Tfh/Th2 skew (delta=0.40, q=0.001), cytotoxic attenuation (delta=0.47, q<0.001), and CD28-loss (delta=0.27, q=0.021). Focused and sensitivity comparisons preserved the direction of the module findings, with the strongest support for cytotoxic attenuation and Tfh/Th2 skew. Conclusion: This study provides a clinically anchored description of peripheral inflammatory and immune patterns across clinically defined PN and overt LC groups. The findings identify inflammatory heterogeneity within PN and higher immune-module scores in overt LC, providing a hypothesis-generating framework for prospective validation and paired tissue-peripheral studies.

Indexed as

Adenocarcinoma of LungInflammationLung NeoplasmsMultiple Pulmonary NodulesSolitary Pulmonary NoduleAgedFemaleFlow CytometryHumansImmunophenotypingLymphocytesMaleMiddle AgedNeutrophilsRetrospective Studiesclinical inflammationexploratory cohortflow cytometryimmune modulelung cancerlymphocyte axisperipheral immunitypulmonary nodule

Identifiers

PMID42745767
PMCPMC13574593

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.