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ORIGINAL RESEARCH article

Front. Immunol.

Sec. Cancer Immunity and Immunotherapy

Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1651051

Soluble Immune Checkpoint Factors Reveal High-Risk Osteosarcoma Subtypes and Enable Early Metastasis Prediction

Provisionally accepted
  • 1Zhejiang University School of Medicine, Hangzhou, China
  • 2The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
  • 3Zhejiang University School of Medicine Sir Run Run Shaw Hospital, Hangzhou, China
  • 4Zhejiang University, Hangzhou, China

The final, formatted version of the article will be published soon.

Osteosarcoma is a rare disease, yet it is the most frequent primary malignant bone tumor, with poor survival in metastatic cases. Current PD-1 and PD-L1 checkpoint inhibitors show limited efficacy in osteosarcoma, necessitating further investigation into other immune checkpoint factors. We analyzed immune checkpoint proteins in plasma from 67 osteosarcoma patients and 50 healthy controls, examined their transcriptional levels in tumor tissues, validated the results using public databases, and elucidated potential mechanisms. CD48, TIMD-4, B7-H6, CD134, B7-H5, CD47, and S100A8/A9 were significantly elevated in osteosarcoma patients, each linked to increased osteosarcoma risk. In patients who developed metastasis, CD48, B7-H2, TIMD-4, B7-H6, CD134, B7-H5, CD47, and S100A8/A9 were also elevated and correlated with higher metastasis risk. Using peripheral blood levels of these eight factors, we identified osteosarcoma immune subtypes and built an excellent predictive model for metastasis (C-index = 0.876, predicting metastasis within one year). The gene expression of these factors in tumor tissues showed an inverse correlation with metastasis compared to peripheral blood. Single-cell analysis revealed differential expression of these factors in non-specific immune cells from metastatic patients. These biomarkers may serve as potential therapeutic targets for future immunotherapy.

Keywords: Osteosarcoma, Soluble immune checkpoint factor, Non-specific immune cells, biomarkers, Prediction model

Received: 20 Jun 2025; Accepted: 18 Aug 2025.

Copyright: © 2025 Peng, Li, Cui, Sun, Wang, Zhu, Wang, Tu, Wu and Ye. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Xifeng Wu, Zhejiang University, Hangzhou, China
Zhaoming Ye, The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China

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