ArticleCellular oncology (Dordrecht, Netherlands)2024
Exploring the impact of PDGFD in osteosarcoma metastasis through single-cell sequencing analysis.
Article in Cellular oncology (Dordrecht, Netherlands), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.
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Who cites it
13 citing papers in PubMed, 1 synthesis or guideline pooled it, 13 citations in OpenAlex.
- Bibliometric analysis of targeted immunotherapy for osteosarcoma-current knowledge, hotspots and future perspectives.Frontiers in immunology · 2024Pooled it
- The Osteosarcoma Tumor Microenvironment: From Cellular Interactions to Advanced Preclinical Models.Cancers · 2026Review
- Integrating multiple omics and machine learning to reveal the prognostic value of endoplasmic reticulum stress geneTranslational cancer research · 2026Article
- Identification of Integrated Stress Response-Related Biomarkers in Sepsis-Induced Acute Respiratory Distress Syndrome.Mediators of inflammation · 2026Article
- Single-Cell Transcriptomic Analysis Suggests That JUN May Regulate BAMBI to Promote Osteosarcoma Cell Migration and Invasion.Human mutation · 2026Article
- Mechanical stress-induced STAT3/YAP signaling in fibroblasts programs immunosuppressive lymph node remodeling in lung squamous carcinoma.International journal of biological sciences · 2026Article
- GelMA-Based Nanocomposites for Bone Defect Regeneration: Design, Performance, and Clinical Translation Potential.International journal of nanomedicine · 2026Review
- Immune exclusion as a recurrent immune-escape state driving treatment resistance in osteosarcoma: insights from single-cell, spatial, and multi-omics studies.Frontiers in immunology · 2026Review
- Establishment of patient-derived 3D in vitro models of sarcomas: literature review and guidelines on behalf of the FORTRESS working group.Neoplasia (New York, N.Y.) · 2025Review
- PDGF-D Promotes Epithelial-Mesenchymal Transition of Glioma Cells Through the NF-κB/NOTCH1 Pathway.Cancer medicine · 2025Article
- Research status and prospects of molecular pathological mechanisms and novel therapeutic targets of osteosarcoma: a systematic review.Frontiers in oncology · 2025Review
- A novel perspective on bone tumors: advances in organoid research.Frontiers in pharmacology · 2025Review
- The axis of tumor-associated macrophages, extracellular matrix proteins, and cancer-associated fibroblasts in oncogenesis.Cancer cell international · 2024Review
Corrections and comments
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Authors and funding
11 authors at 3 institutions in 1 country.
Funding
Abstract
purposeThe overall survival rate for metastatic osteosarcoma hovers around 20%. Responses to second-line chemotherapy, targeted therapies, and immunotherapies have demonstrated limited efficacy in metastatic osteosarcoma. Our objective is to validate differentially expressed genes and signaling pathways between non-metastatic and metastatic osteosarcoma, employing single-cell RNA sequencing (scRNA-seq) and additional functional investigations. We aim to enhance comprehension of metastatic mechanisms and potentially unveil a therapeutic target.
methodsscRNA-seq was performed on two primary osteosarcoma lesions (1 non-metastatic and 1 metastatic). Seurat package facilitated dimensionality reduction and cluster identification. Copy number variation (CNV) was predicted using InferCNV. CellChat characterized ligand-receptor-based intercellular communication networks. Differentially expressed genes underwent GO function enrichment analysis and GSEA. Validation was achieved through the GSE152048 dataset, which identified PDGFD-PDGFRB as a common ligand-receptor pair with significant contribution. Immunohistochemistry assessed PDGFD and PDGFRB expression, while multicolor immunofluorescence and flow cytometry provided insight into spatial relationships and the tumor immune microenvironment. Kaplan-Meier survival analysis compared metastasis-free survival and overall survival between high and low levels of PDGFD and PDGFRB. Manipulation of PDGFD expression in primary osteosarcoma cells examined invasion abilities and related markers.
resultsTen clusters encompassing osteoblasts, osteoclasts, osteocytes, fibroblasts, pericytes, endothelial cells, myeloid cells, T cells, B cells, and proliferating cells were identified. Osteoblasts, osteoclasts, and osteocytes exhibited heightened CNV levels. Ligand-receptor-based communication networks exposed significant fibroblast crosstalk with other cell types, and the PDGF signaling pathway was activated in non-metastatic osteosarcoma primary lesion. These results were corroborated by the GSE152048 dataset, confirming the prominence of PDGFD-PDGFRB as a common ligand-receptor pair. Immunohistochemistry demonstrated considerably greater PDGFD expression in non-metastatic osteosarcoma tissues and organoids, correlating with extended metastasis-free and overall survival. PDGFRB expression showed no significant variation between non-metastatic and metastatic osteosarcoma, nor strong correlations with survival times. Multicolor immunofluorescence suggested co-localization of PDGFD with PDGFRB. Flow cytometry unveiled a highly immunosuppressive microenvironment in metastatic osteosarcoma. Manipulating PDGFD expression demonstrated altered invasive abilities and marker expressions in primary osteosarcoma cells from both non-metastatic and metastatic lesions.
conclusionsscRNA-seq illuminated the activation of the PDGF signaling pathway in primary lesion of non-metastatic osteosarcoma. PDGFD displayed an inhibitory effect on osteosarcoma metastasis, likely through the suppression of the EMT signaling pathway.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.