# Unraveling the indolence of papillary thyroid carcinoma: an exploratory study on B-cell subsets based on genetic predisposition and tumor immunity

**Authors:** Pei Wang, Zhizhong Dong, Xing Peng, Cong Zhou, Ruochuan Cheng, Wen Liu

PMC · DOI: 10.3389/fimmu.2026.1769020 · Frontiers in Immunology · 2026-03-18

## TL;DR

This study explores how specific B-cell subsets in the blood and tumors may help identify indolent thyroid cancer cases, offering potential non-invasive biomarkers for better patient management.

## Contribution

The study provides genetic and clinical evidence for the protective role of specific B-cell subsets in indolent papillary thyroid carcinoma.

## Key findings

- Peripheral naïve B cells are more abundant in indolent PTC compared to progressive PTC.
- High levels of naïve and CD27+ memory B cells correlate with improved survival in older PTC patients.
- These B-cell subsets are the predominant tumor-infiltrating populations in indolent PTC.

## Abstract

Active surveillance for low-risk papillary thyroid carcinoma (PTC) is hampered by the lack of reliable biomarkers to distinguish indolent from progressive tumors. While our previous single-cell analysis identified tumor-infiltrating B cells as key determinants of indolent PTC, their clinical utility remains constrained by low abundance and peripheral undetectability. We therefore employed Mendelian randomization (MR) to investigate this causal relationship and assess the potential of peripheral B-cell profiling as a non-invasive strategy for distinguishing indolent PTC.

We integrated MR, flow cytometry, single-cell transcriptomics, and clinical validation. A two-sample MR framework was used to assessed causal relationships between immunophenotypes and thyroid cancer risk. Findings were exploratorily investigated by flow cytometric comparison of B-cell subsets between indolent and progressive PTC patients, further characterized using single-cell RNA sequencing data, and evaluated for prognostic significance in the TCGA-THCA cohort.

Multivariable MR identified CD20+ IgD+ CD38- naïve B cells, CD27+ unswitched memory B cells and CD3 on activated CD4 regulatory T cells as independent protective factors thyroid cancer susceptibility (OR<1, P < 0.05), supporting a potential link between thyroid cancer-susceptible B-cell phenotypes and indolent tumor behavior. Flow cytometry confirmed a significantly higher proportion of peripheral naïve B-cell in indolent compared progressive PTC (70.8% vs. 60.9%, P = 0.032). scRNA-seq revealed these subsets as the predominant tumor-infiltrating B populations in indolent PTC. In the TCGA cohort, high enrichment scores for these B-cell subsets were associated with improved T stage. Furthermore, among patients ≥55 years, high naïve B-cell scores correlated with improved disease-free survival (DFS) (HR = 0.233, P < 0.001) and overall survival (OS) (HR = 0.292, P = 0.0111), while high CD27+ memory B-cell levels were associated with better DFS (HR = 0.212, P < 0.001) and OS (HR = 0.346, P = 0.0326).

This study provides exploratory genetic and clinical evidence supporting a causal, protective role for specific peripheral and tumor-infiltrating B-cell subsets in PTC. Naïve B cells and CD27+ unswitched memory B cells are linked to indolent tumor behavior and favorable prognosis, highlighting their potential as biomarkers for risk stratification and non-invasive monitoring in PTC management.

## Linked entities

- **Proteins:** MS4A1 (membrane spanning 4-domains A1), Igd (immunoglobulin delta heavy chain constant region), CD38 (CD38 molecule), CD27 (CD27 molecule), cd.3 (Cd.3 conserved hypothetical protein)
- **Diseases:** papillary thyroid carcinoma (MONDO:0005075), thyroid cancer (MONDO:0002108)

## Full-text entities

- **Genes:** CD27 (CD27 molecule) [NCBI Gene 939] {aka S152, S152. LPFS2, T14, TNFRSF7, Tp55}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, KRT20 (keratin 20) [NCBI Gene 54474] {aka CD20, CK-20, CK20, K20, KRT21}, CD38 (CD38 molecule) [NCBI Gene 952] {aka ADPRC 1, ADPRC1, cADPR1}
- **Diseases:** PTC (MESH:D000077273), tumor (MESH:D009369), thyroid cancer (MESH:D013964)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13038570/full.md

## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC13038570/full.md

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Source: https://tomesphere.com/paper/PMC13038570