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Status |
Public on May 09, 2024 |
Title |
Exploring the impact of PDGFD in osteosarcoma metastasis through single-cell sequencing analysis |
Organism |
Homo sapiens |
Experiment type |
Expression profiling by high throughput sequencing
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Summary |
Purpose: The 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. Methods: scRNA-Seq was performed on two primary osteosarcoma lesions (1 non-metastatic and 1 metastatic). Uniform manifold approximation and projection (UMAP) 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 GSE 52048 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. Results: Ten 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 lesions. These results were corroborated by the GSE 52048 dataset, confirming the prominence of PDGFD-PDGFRB as a common ligand-receptor pair. Immunohistochemistry demonstrated considerably greater PDGFD expression in non-metastatic osteosarcoma tissue 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. Conclusions: scRNA-Seq illuminated the activation of the PDGF signaling pathway in primary lesions 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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Overall design |
scRNA-seq was performed on two primary osteosarcoma lesions (1 Non-metastasis and 1 Metastasis)
*************************************************************** Submitter states that missing raw files are due to patient privacy concerns. ***************************************************************
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Contributor(s) |
Huang Y, Cao D, Min D, He A |
Citation(s) |
38652223 |
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Submission date |
Dec 12, 2023 |
Last update date |
May 10, 2024 |
Contact name |
Yujing Huang |
E-mail(s) |
[email protected]
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Organization name |
Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiaotong University School of Medicine
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Department |
Department of Oncology
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Street address |
600 Yishan Road, Xuhui District
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City |
Shanghai |
ZIP/Postal code |
200233 |
Country |
China |
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Platforms (1) |
GPL24676 |
Illumina NovaSeq 6000 (Homo sapiens) |
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Samples (2) |
GSM7969979 |
primary osteosarcoma lesion, Non-metastasis |
GSM7969982 |
primary osteosarcoma lesion, Metastasis |
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Relations |
BioProject |
PRJNA1051612 |
Supplementary file |
Size |
Download |
File type/resource |
GSE250015_RAW.tar |
34.9 Mb |
(http)(custom) |
TAR (of CSV) |
Raw data not provided for this record |
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