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Updated: May 31, 2026

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Dynamic changes in peripheral blood lymphocyte subsets predict the efficacy and prognosis of immune checkpoint
Longqing Li1, Jinlei Liu1, Yuan Zhao1
1Department of Orthopedics, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Background:
Osteosarcoma (OSA) remains the most common primary malignant bone tumor in children and adolescents, with a poor prognosis for metastatic disease. While immune checkpoint inhibitors (ICIs) have revolutionized cancer treatment, their efficacy in metastatic OSA is limited and highly variable, lacking clear predictive biomarkers. Peripheral blood lymphocyte subsets, reflecting systemic immune status, show promise as non-invasive predictors of ICIs efficacy and patient prognosis, yet their dynamic changes and predictive value in metastatic OSA are largely unexplored.
Methods:
This single-center, retrospective study included 14 metastatic OSA patients receiving ICIs. Peripheral blood lymphocyte subsets (CD3+, CD4+, CD8+ T cells, NK cells, and activated T cells like CD4+HLA-DR+, CD8+HLA-DR+) were quantified by flow cytometry at diagnosis, pre-ICIs, and post-ICIs. Overall survival (OS) and treatment response (RECIST 1.1) were evaluated. Statistical analyses, including univariate Cox regression, group comparisons, and Linear Mixed Models (LMM), assessed the relationship between lymphocyte subsets, their dynamic changes, and clinical outcomes.
Results:
Univariate Cox regression identified pre-ICIs CD8+HLA-DR+ cells, and post-ICIs CD3-CD56+, CD3+CD4+, and CD8+HLA-DR+ cells as protective factors for OS. At diagnosis, CD45+, CD3-CD56+, CD4+HLA-DR+, CD3+CD8+, and CD8+HLA-DR+ cells were significantly higher in patients achieving disease control rate (DCR) versus progressive disease (PD). Post-ICIs, CD3-CD56+, CD3+CD4+, and CD8+HLA-DR+ cells were significantly elevated in the DCR group. LMM revealed dynamic increases in post-ICIs CD3-CD56+ and CD8+HLA-DR+ cells were significantly associated with better treatment response (Time Point × Response P < 0.001 and P = 0.003). Relative increases in post-ICIs CD3-CD56+, CD3+CD4+, and CD8+HLA-DR+ cells were protective for OS. Extrapulmonary metastasis was a significant risk factor for poor OS (HR: 6.75, P = 0.040).
Conclusion:
This study provides the first systematic analysis of dynamic changes in peripheral blood lymphocyte subsets in metastatic OSA patients undergoing ICIs. Our findings suggest that elevated proportions and dynamic increases of peripheral blood CD3-CD56+ (NK cells) and CD8+HLA-DR+ (activated cytotoxic T cells) after ICIs are consistently associated with improved OS and better treatment response. These accessible biomarkers hold potential for predicting ICIs efficacy and guiding individualized treatment strategies in metastatic OSA, warranting further validation in larger, prospective cohorts.
Insights
Peripheral blood NK cells and activated cytotoxic T cells show promise as biomarkers for predicting immune checkpoint inhibitor efficacy in metastatic osteosarcoma. Dynamic increases in these cells after treatment correlate with better outcomes and overall survival.
Area of Science:
- Immunology
- Oncology
- Biomarkers
Background:
- Osteosarcoma (OSA) is a common pediatric bone cancer with poor prognosis in metastatic cases.
- Immune checkpoint inhibitors (ICIs) show limited efficacy in metastatic OSA, necessitating predictive biomarkers.
- Peripheral blood lymphocyte subsets are potential non-invasive biomarkers for ICI efficacy and prognosis.
Purpose of the Study:
- To investigate the dynamic changes in peripheral blood lymphocyte subsets in metastatic OSA patients receiving ICIs.
- To identify lymphocyte subsets that can predict treatment response and overall survival (OS).
- To explore the potential of these subsets as predictive biomarkers for ICI therapy in OSA.
Main Methods:
- Retrospective analysis of 14 metastatic OSA patients treated with ICIs.
- Flow cytometry quantification of lymphocyte subsets (T cells, NK cells, activated T cells) at diagnosis, pre-ICI, and post-ICI.
- Statistical analysis including Cox regression and Linear Mixed Models (LMM) to correlate lymphocyte subsets with OS and treatment response.
Main Results:
- Elevated CD3-CD56+ (NK) and CD8+HLA-DR+ (activated cytotoxic T) cells post-ICI were associated with improved OS and treatment response.
- Dynamic increases in these subsets post-ICI significantly correlated with better treatment response.
- Higher levels of specific lymphocyte subsets at diagnosis and post-ICI were observed in patients with disease control rate (DCR) versus progressive disease (PD).
Conclusions:
- Peripheral blood NK cells and activated cytotoxic T cells are promising biomarkers for predicting ICI efficacy in metastatic OSA.
- Dynamic changes in these lymphocyte subsets after ICIs are associated with improved clinical outcomes.
- These findings support the use of accessible lymphocyte subset analysis for guiding individualized treatment strategies in metastatic OSA.
