Abstract
Purpose
Ewing sarcoma (EwS) is an aggressive malignant neoplasm composed of small round cells. The heterogeneity and developmental trajectories of EwS are uncertain.
Methods
Single-cell RNA sequencing was performed on 4 EwS tumor tissue samples, and 3 transcriptional atlases were generated. K-nearest neighbor algorithm was used to predict the origin of tumor cells at single-cell resolution. Monocle2 package was used to perform pseudotime trajectory analysis in tumor cells. Differentially expressed genes were compared against those in all other clusters via the FindMarkers function, and then they were subjected to GO analysis using clusterProfiler package.
Results
Combined with the results of k-nearest neighbor algorithm and pseudotime trajectory analysis in tumor cells, we thought meningeal EwS originated from neural crest cells during epithelial to mesenchymal transition and simulated the process of neural crest cell lineage differentiation. But for perirenal EwS and spinal EwS, we hypothesized that after the neural crest cell lineage mutated into them, the tumor cells did not maintain the differentiation trajectory of neural crest cell lineage, and the development trajectory of tumor cells became chaotic. GO analysis results showed that interferon signaling pathway-related biological processes play an essential role in the tumorigenesis and tumor progression process of EwS, and among these biological processes genes, JAK1 gene up-regulated most significantly and highly expressed in all tumor cells. Ruxolitinib was used to explore the function of JAK1. Targeting JAK1 can promote apoptosis of EwS tumor cells, inhibit the migration and invasion of EwS tumor cells, and inhibit cell proliferation by inducing cell cycle S phase arrest.
Conclusion
EwS was derived from neural crest cell lineage with variable developmental timing of oncogenic conversion, and the JAK1 might be a candidate for therapeutic targets of EwS.
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Abbreviations
- EwS:
-
Ewing sarcoma
- NCSCs:
-
Neural-crest-derived stem cells
- MSCs: :
-
Mesenchymal stem cells
- scRNA-seq: :
-
Single-cell RNA sequencing
- UMI: :
-
Unique molecular identifier
- UMAP: :
-
Uniform manifold approximation and projection
- DEGs: :
-
Differentially expressed genes
- CNVs: :
-
Copy-number variations
- kNN: :
-
K-Nearest neighbor
- GO: :
-
Gene ontology
- PDX: :
-
Patient-derived xenografts
- Pre-EMT NCCs I–II: :
-
Pre-epithelial to mesenchymal transition neural crest cells I–II
- EMT NCCs::
-
Epithelial to mesenchymal transition neural crest cells
- NCCs: :
-
Neural crest cells after EMT process
- SNs: :
-
Sensory neurons
- SCPs: :
-
Schwann cell precursors
- Cycling CHCs: :
-
Cycling chromaffin cells
- Non-cycling CHCs: :
-
Non-cycling chromaffin cells
- NPPCs: :
-
Nucleus pulposus progenitor
- SCs: :
-
Satellite cells
- NTCs: :
-
Neural tube cells
- JAK1: :
-
Janus kinase-1
References
Barruet E, Garcia SM, Striedinger K et al (2020) Functionally heterogeneous human satellite cells identified by single cell RNA sequencing. Elife. https://doi.org/10.7554/eLife.51576
Brentnall M, Rodriguez-Menocal L, de Guevara RL et al (2013) Caspase-9, caspase-3 and caspase-7 have distinct roles during intrinsic apoptosis. BMC Cell Biol. https://doi.org/10.1186/1471-2121-14-32
Cheng L, Pandya PH, Liu E et al (2019) Integration of genomic copy-number variations and chemotherapy-response biomarkers in pediatric sarcoma. BMC Med Genom. https://doi.org/10.1186/s12920-018-0456-5
Cherif El Asri A, Benzagmout M, Chakour K et al (2018) Primary intracranial pPNET/Ewing sarcoma: diagnosis, management, and prognostic factors dilemma—a systematic review of the literature. World Neurosurg 115:346
Domenici G, Eduardo R, Castillo-Ecija H et al (2021) Pdx-derived Ewing’s sarcoma cells retain high viability and disease phenotype in alginate encapsulated spheroid cultures. Cancers (basel). https://doi.org/10.3390/cancers13040879
Dong R, Yang R, Zhan Y et al (2020) Single-cell characterization of malignant phenotypes and developmental trajectories of adrenal neuroblastoma. Cancer Cell. https://doi.org/10.1016/j.ccell.2020.08.014
Eze UC, Bhaduri A, Haeussler M et al (2021) Single-cell atlas of early human brain development highlights heterogeneity of human neuroepithelial cells and early radial glia. Nat Neurosci. https://doi.org/10.1038/s41593-020-00794-1
Gan Y, He J, Zhu J et al (2021) Spatially defined single-cell transcriptional profiling characterizes diverse chondrocyte subtypes and nucleus pulposus progenitors in human intervertebral discs. Bone Res. https://doi.org/10.1038/s41413-021-00163-z
Gao R, Bai S, Henderson YC et al (2021) Delineating copy number and clonal substructure in human tumors from single-cell transcriptomes. Nat Biotechnol. https://doi.org/10.1038/s41587-020-00795-2
Gong Y, Yang J, Li X et al (2021) A systematic dissection of human primary osteoblasts in vivo at single-cell resolution. Aging. https://doi.org/10.18632/aging.203452
Grünewald TGP, Cidre-Aranaz F, Surdez D et al (2018) Ewing sarcoma. Nat Rev Dis Prim 4
Hao Y, Hao S, Andersen-Nissen E et al (2021) Integrated analysis of multimodal single-cell data. Cell. https://doi.org/10.1016/j.cell.2021.04.048
Hovestadt V, Smith KS, Bihannic L et al (2019) Resolving medulloblastoma cellular architecture by single-cell genomics. Nature. https://doi.org/10.1038/s41586-019-1434-6
Korsunsky I, Millard N, Fan J et al (2019) Fast, sensitive and accurate integration of single-cell data with Harmony. Nat Methods. https://doi.org/10.1038/s41592-019-0619-0
la Fuente BD, López-García G, Máñez V et al (2020) Antiproliferative effect of bioaccessible fractions of four Brassicaceae microgreens on human colon cancer cells linked to their phytochemical composition. Antioxidants. https://doi.org/10.3390/antiox9050368
Liu Y, Yuan Y, Zhang F et al (2020) Outcome of multidisciplinary treatment of peripheral primitive neuroectodermal tumor. Sci Rep. https://doi.org/10.1038/s41598-020-72680-6
Mazewski C, Perez RE, Fish EN et al (2020) Type I interferon (IFN)-regulated activation of canonical and non-canonical signaling pathways. Front Immunol. https://doi.org/10.3389/fimmu.2020.606456
Meng L, Liu J, Wang J et al (2021) Characteristics of the gut microbiome and IL-13/TGF-β1 mediated fibrosis in post-kasai cholangitis of biliary atresia. Front Pediatr. https://doi.org/10.3389/fped.2021.751204
Munjal S, Srivastava A, Tucker S et al (2017) Primary dorsal spine primitive neuroectodermal tumor in an adult patient: case report and literature review. J Cranioverteb Junct Spine. https://doi.org/10.4103/jcvjs.JCVJS_70_17
Navarro R, Laguna A, de Torres C et al (2007) Primary Ewing sarcoma of the tentorium presenting with intracranial hemorrhage in a child. J Neurosurg. https://doi.org/10.3171/PED-07/11/411
Paek AR, Lee CH, You HJ (2014) A role of zinc-finger protein 143 for cancer cell migration and invasion through ZEB1 and E-cadherin in colon cancer cells. Mol Carcinog. https://doi.org/10.1002/mc.22083
Qiu X, Hill A, Packer J et al (2017) Single-cell mRNA quantification and differential analysis with Census. Nat Methods. https://doi.org/10.1038/nmeth.4150
Qureshy Z, Johnson DE, Grandis JR (2020) Targeting the JAK/STAT pathway in solid tumors. J Cancer Metastasis Treat. https://doi.org/10.20517/2394-4722.2020.58
Roundhill EA, Chicon-Bosch M, Jeys L et al (2021) RNA sequencing and functional studies of patient-derived cells reveal that neurexin-1 and regulators of this pathway are associated with poor outcomes in Ewing sarcoma. Cell Oncol. https://doi.org/10.1007/s13402-021-00619-8
Saeedinia S, Nouri M, Alimohammadi M et al (2012) Primary spinal extradural Ewing’s sarcoma (primitive neuroectodermal tumor): report of a case and meta-analysis of the reported cases in the literature. Surg Neurol Int. https://doi.org/10.4103/2152-7806.96154
Venteicher AS, Tirosh I, Hebert C et al (2017) Decoupling genetics, lineages, and microenvironment in IDH-mutant gliomas by single-cell RNA-seq. Science. https://doi.org/10.1126/science.aai8478
Wang Z, Li X, Yang J et al (2020) Single-cell RNA sequencing deconvolutes the in vivo heterogeneity of human bone marrow-derived mesenchymal stem cells. bioRrxiv. https://doi.org/10.1101/2020.04.06.027904
Wu T, Hu E, Xu S et al (2021) clusterProfiler 4.0: a universal enrichment tool for interpreting omics data. Innovation (china). https://doi.org/10.1016/j.xinn.2021.100141
Ye CJ, Zhan Y, Yang R et al (2020) Single-cell transcriptional profiling identifies a cluster of potential metastasis-associated UBE2C+ cells in immature ovarian teratoma. Biochem Biophys Res Commun. https://doi.org/10.1016/j.bbrc.2020.05.144
Acknowledgements
We thank Xing-Yu Huo for editing the English text of a draft of this manuscript.
Funding
This work was supported by the Cyrus Tang Foundation (ZSBK0070), Shanghai Municipal Key Clinical Specialty (no. shslczdzk05703), National Natural Science Foundation of China (no. 82072782), the Shanghai Hospital Development Center (Grant No. SHDC12018X22), and the Children’s National Medical Center (Grant no. EK112520180301).
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This study was approved by the ethics committee of Fudan University Children’s Hospital.
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Hong, B., Li, Y., Yang, R. et al. Single-cell transcriptional profiling reveals heterogeneity and developmental trajectories of Ewing sarcoma. J Cancer Res Clin Oncol 148, 3267–3280 (2022). https://doi.org/10.1007/s00432-022-04073-3
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DOI: https://doi.org/10.1007/s00432-022-04073-3