Submitted:
13 April 2026
Posted:
15 April 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Design and Study Protocol
2.2. Search Strategy
2.3. Eligibility Criteria
2.4. Study Selection Process
2.5. Data Extraction
2.6. Methodological Quality Assessment
2.7. Evidence Synthesis
3. Results
3.1. Study Selection
3.2. Characteristics of the Included Studies
3.3. Molecular Foundations of Time Divergence: The Two Carcinogenic Pathways
3.4. Tumor-Infiltrating Lymphocytes: Differential Density and Phenotype by HPV Status
3.5. The PD-1/PD-L1 Axis: Differential Expression and Prognostic Significance
3.6. Regulatory T Cells and Immunosuppressive Macrophages
3.7. Alternative Immune Checkpoints: TIM-3, LAG-3, and TIGIT
3.8. Spatial and Single-Cell Resolution of TIME Architecture
3.9. Clinical Immunotherapy Evidence and Predictive Biomarkers
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
| Study (first author, year) | D1 | D2 | D3 | D4 | D5 | Global judgment | Tool |
|---|---|---|---|---|---|---|---|
| Ahmed et al., 2020 [3] | NI | NI | M | B | M | Moderate | ROBINS-I |
| Baweja & Mar, 2020 [24] | M | NI | NI | B | NI | High | ROBINS-I |
| Cañete-Portillo et al., 2024 [21] | B | B | M | B | M | Moderate | ROBINS-I |
| Cao et al., 2021 [16] | M | M | M | B | M | Moderate | ROBINS-I |
| Chahoud et al., 2021 [6] | B | B | M | B | M | Moderate | ROBINS-I |
| Chu et al., 2020 [20] | B | M | B | B | M | Moderate | ROBINS-I |
| de Vries et al., 2023 [11] | B | B | B | B | B | Low | RoB 2 |
| Hladek et al., 2022 [8] | B | B | B | B | M | Low | ROBINS-I |
| Lü et al., 2022 [7] | B | B | B | B | B | Low | AMSTAR-2 |
| Canto et al., 2022 [18] | B | M | M | B | M | Moderate | ROBINS-I |
| Müller et al., 2021 [9] | B | M | M | B | M | Moderate | ROBINS-I |
| Mumba et al., 2024 [1] | B | M | M | B | M | Moderate | ROBINS-I |
| Ribera-Cortada et al., 2022 [5] | B | B | B | B | B | Low | AMSTAR-2 |
| Sangkhamanon et al., 2023 [22] | M | M | M | B | M | Moderate | ROBINS-I |
| Song et al., 2025 [10] | B | B | M | B | B | Low | ROBINS-I |
| Starita et al., 2022 [17] | B | M | M | B | M | Moderate | ROBINS-I |
| Taghizadeh & Fajković, 2025 [23] | B | B | B | B | B | Low | AMSTAR-2 |
| Tang et al., 2022 [19] | NI | B | M | B | M | Moderate | ROBINS-I |
| Vanthoor et al., 2020 [4] | NI | NI | B | B | B | Moderate | ROBINS-I |
| Winkelmann et al., 2024 [25] | B | M | M | B | M | Moderate | ROBINS-I |
| Zhu et al., 2025 [2] | B | B | B | B | B | Low | ROBINS-I |
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| Characteristic | n (%) or Value | Range/Detail |
|---|---|---|
| Number of included studies | 21 | — |
| Total participants | > 4,500 | — |
| Geographical Distribution | ||
| Asian | 7 (33.3%) | — |
| European | 5 (23.8%) | — |
| Multinational | 4 (19.0%) | — |
| North American | 4 (19.0%) | — |
| African | 1 (4.8%) | — |
| Study Design | ||
| Immunohistochemical cohort study | 7 (33.3%) | Retrospective |
| Systematic review/meta-analysis | 4 (19.0%) | — |
| Whole-exome/genomic sequencing | 4 (19.0%) | — |
| Single-cell/spatial transcriptomics | 2 (9.5%) | — |
| Narrative review | 2 (9.5%) | — |
| Phase II clinical trial | 1 (4.8%) | — |
| Case report | 1 (4.8%) | — |
| TIME Components Evaluated | ||
| TIL subsets (CD3, CD8, CD20) | 14 (66.7%) | Immunohistochemistry |
| PD-L1/PD-1 | 13 (61.9%) | IHC or transcriptomics |
| FOXP3+ Tregs | 5 (23.8%) | IHC or scRNA-seq |
| TAM markers (CD68, CD163) | 4 (19.1%) | IHC or scRNA-seq |
| TIM-3/LAG-3/TIGIT | 3 (14.3%) | IHC or scRNA-seq |
| HPV Detection Method | ||
| PCR (genotyping) | 18 (85.7%) | — |
| p16 immunohistochemistry | 8 (38.1%) | Surrogate marker |
| In situ hybridization | 1 (4.8%) | — |
| Methodological Quality | ||
| Low risk of bias | 7 (33.3%) | — |
| Moderate risk of bias | 13 (61.9%) | — |
| High risk of bias | 1 (4.8%) | — |
| Publication Period | ||
| 2020–2021 | 7 (33.3%) | — |
| 2022–2023 | 8 (38.1%) | — |
| 2024–2026 | 6 (28.6%) | — |
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