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Unraveling intratumoral complexity in metastatic dermatofibrosarcoma protuberans through single-cell RNA sequencing
Ling-Ling Ge1, Zhi-Chao Wang1, Cheng-Jiang Wei1
1Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China.
Abstract:
Dermatofibrosarcoma protuberans (DFSP) stands as a rare and locally aggressive soft tissue tumor, characterized by intricated molecular alterations. The imperative to unravel the complexities of intratumor heterogeneity underscores effective clinical management. Herein, we harnessed single-cell RNA sequencing (scRNA-seq) to conduct a comprehensive analysis encompassing samples from primary sites, satellite foci, and lymph node metastases. Rigorous preprocessing of raw scRNA-seq data ensued, and employing t-distributed stochastic neighbor embedding (tSNE) analysis, we unveiled seven major cell populations and fifteen distinct subpopulations. Malignant cell subpopulations were delineated using infercnv for copy number variation calculations. Functional and metabolic variations of diverse malignant cell populations across samples were deciphered utilizing GSVA and the scMetabolism R packages. Additionally, the exploration of differentiation trajectories within diverse fibroblast subpopulations was orchestrated through pseudotime trajectory analyses employing CytoTRACE and Monocle2, and further bolstered by GO analyses to elucidate the functional disparities across distinct differentiation states. In parallel, we segmented the cellular components of the immune microenvironment and verified the presence of SPP1+ macrophage, which constituted the major constituent in lymph node metastases. Remarkably, the CellChat facilitated a comprehensive intercellular communication analysis. This study culminates in an all-encompassing single-cell transcriptome atlas, propounding novel insights into the multifaceted nature of intratumor heterogeneity and fundamental molecular mechanisms propelling metastatic DFSP.
Insights
This study uses single-cell RNA sequencing to map tumor cell diversity in dermatofibrosarcoma protuberans (DFSP). It reveals key cellular and communication differences driving DFSP metastasis and heterogeneity.
Area of Science:
- Oncology
- Genomics
- Bioinformatics
Background:
- Dermatofibrosarcoma protuberans (DFSP) is a rare, aggressive soft tissue tumor with complex molecular features.
- Understanding intratumor heterogeneity is crucial for effective DFSP clinical management.
Purpose of the Study:
- To comprehensively analyze the cellular and molecular landscape of DFSP using single-cell RNA sequencing.
- To investigate intratumor heterogeneity, differentiation trajectories, and immune microenvironment composition in DFSP.
- To identify molecular mechanisms underlying DFSP metastasis.
Main Methods:
- Single-cell RNA sequencing (scRNA-seq) on primary, satellite, and metastatic DFSP samples.
- t-distributed stochastic neighbor embedding (tSNE) for cell population identification.
- InferCNV for copy number variation analysis.
- GSVA and scMetabolism for functional and metabolic profiling.
- CytoTRACE, Monocle2, and Gene Ontology (GO) analyses for differentiation trajectory exploration.
- CellChat for intercellular communication analysis.
Main Results:
- Identification of seven major cell populations and fifteen subpopulations within DFSP.
- Delineation of malignant cell subpopulations and their functional/metabolic variations.
- Characterization of fibroblast differentiation trajectories.
- Analysis of the immune microenvironment, identifying SPP1+ macrophages in lymph node metastases.
- Comprehensive intercellular communication network analysis.
Conclusions:
- The study provides a detailed single-cell transcriptome atlas of DFSP.
- Novel insights into DFSP intratumor heterogeneity and metastatic mechanisms are presented.
- Findings highlight the importance of cellular diversity and communication in DFSP progression.
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