Submitted:
30 July 2026
Posted:
31 July 2026
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Abstract
Background: Papillary thyroid carcinoma (PTC) is the most common thyroid malignancy, with lymph node metastasis (LNM) being a key predictor of recurrence and poor prognosis. Preoperative detection of LNM remains challenging due to the limitations of imaging modalities, leading to inadequate surgical resection in 20-30% of patients. While immune checkpoint molecules have been implicated in PTC progression, the heterogeneity of CD8+ T cell exhaustion subsets and their specific association with LNM remain poorly defined. Herein, we aimed to characterize the distinct immune landscape of PTC prone to LNM, with a focus on terminal immune exhaustion, to improve risk stratification and therapeutic strategies. Methods: Fresh PTC tissues from 40 patients (22 LNM-positive, 18 LNM-negative) were analyzed by flow cytometry (FCM) to quantify immune cell subsets, inflammatory cytokines, and chemokines. Immunohistochemistry (IHC) validated CD45+ immune cell infiltration. Transcriptomic and clinical data from 448 PTC patients in The Cancer Genome Atlas (TCGA-PTC) cohort were used for bioinformatic validation, including Gene Set Variation Analysis (GSVA) of terminal exhaustion gene signatures. Results: LNM-positive PTC exhibited a unique inflammatory milieu with significantly elevated IL-6, IL-1ra, CCL5, and IL-9 levels (all p<0.05) in tumor interstitial fluid. FCM analysis revealed that LNM-positive PTC had increased infiltration of total CD45+ immune cells, CD3+ T cells, and CD3+CD8+ T cells (all p<0.05). Critically, terminally exhausted PD-1hiTIM-3+ CD8+ T cells were significantly enriched in LNM-positive PTC (p=0.022) and positively correlated with extrathyroidal extension (p=0.044). Additionally, LNM risk was associated with increased CD4+ regulatory T (Treg) cell frequency (p=0.023) and elevated CTLA-4 expression on CD4+ T cells (p=0.047). In TCGA-PTC validation, the terminal exhaustion gene signature was predominantly enriched in LNM-positive (p<0.0001) and advanced-stage PTC (p<0.001), and strongly correlated with BRAF V600E mutation (p<0.0001)—the most common oncogenic driver in aggressive PTC. Conclusion: Our findings identify a terminal immune exhaustion phenotype (characterized by PD-1hiTIM-3+ CD8+ T cells and Treg enrichment) as a key feature of LNM-prone PTC. This phenotype is conserved across clinical samples and TCGA datasets, linking BRAF V600E mutation to immune suppression and metastatic potential. These insights provide a novel immune-based biomarker for LNM risk stratification and support the potential of combining anti-PD-1/TIM-3 therapy with BRAF inhibitors for high-risk PTC.
Keywords:
1. Introduction
2. Materials and Methods
2.1. Patients and Study Design
2.2. Flow Cytometry (FCM)
2.3. Immunohistochemistry (IHC)
2.4. Cytokine and Chemokine Quantification
2.5. Bioinformatic Analysis
2.6. Statistical Analysis
3. Results
3.1. Clinicopathological Characteristics of the Study Cohort
3.2. PTC with LNM Present a Higher Leukocyte Density
3.3. PTC with LNM Display Unique Inflammatory Milieu
3.4. PTC with LNM Present a Greater Infiltration of CD3+CD8+ T Cells
3.5. PTC with LNM Had More Exhausted PD-1+CD8+ T Cells
3.6. Relationship Between Intra-Tumoral CD4+ T Cells and LNM
3.7. An Exhausted Immune Feature Presented in PTC Patients in TCGA Cohort with LNM and Tumor Progression
4. Discussion
4.1. Clinical Implications
4.2. Limitations
5. Conclusions
Supplementary Materials
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
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| N0 | N1 | ||
| (n=18) | (n=22) | pvalue | |
| Gender | 0.427 | ||
| Male | 2 | 5 | |
| Female | 16 | 17 | |
| *Age (Year) | 46±13 | 36±7 | 0.004 |
| Histological subtype | 0.11 | ||
| Conventional | 12 | 20 | |
| Follicular variant | 6 | 2 | |
| *Tumor size (mm) | 11.44±4.48 | 13.41±5.90 | 0.252 |
| Thyroidistis | 0.186 | ||
| Yes | 14 | 12 | |
| No | 4 | 10 | |
| Benign nodules | 0.341 | ||
| Yes | 11 | 9 | |
| No | 7 | 13 | |
| Extrathyroidal extension | |||
| Yes | 13 | 18 | 0.705 |
| No | 5 | 4 | |
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