Skip to main content
Log in

Single-cell RNA sequencing reveals a pro-metastatic subpopulation and the driver transcription factor NFE2L1 in ovarian cancer cells

  • Research Article
  • Published:
Genes & Genomics Aims and scope Submit manuscript

Abstract

Background

Although cytoreductive surgery followed by adjuvant chemotherapy is effective as a standard treatment for early-stage ovarian cancer, the majority of ovarian cancer cases are diagnosed at the advanced stages with dissemination to the peritoneal cavity, leading to a poor prognosis. Therefore, it is crucial to understand the cellular and molecular mechanisms underlying metastasis and identify novel therapeutic targets.

Objective

In this study, we aimed to elucidate the mechanisms underlying gene expression alterations during the acquisition of metastatic potential and characterize the metastatic subpopulations within ovarian cancer cells.

Methods

We conducted single-cell RNA sequencing of two human ovarian cancer cell lines: SKOV-3 and SKOV-3-13, a highly metastatic subclone of SKOV-3. Suppression of NFE2L1 expression was performed through siRNA-mediated knockdown and CRISPR-Cas9-mediated knockout.

Results

Clustering and pseudotime trajectory analysis revealed pro-metastatic subpopulation within these cells. Furthermore, gene set enrichment analysis and prognosis analysis indicated that NFE2L1 could be a key transcription factor in the acquisition of metastasis potential. Inhibition of NFE2L1 significantly reduced migration and viability of both cells. In addition, NFE2L1 knockout cells exhibited significantly reduced tumor growth in a mouse xenograft model, recapitulating in silico and in vitro results.

Conclusion

The results presented in this study deepen our understanding of the molecular pathogenesis of ovarian cancer metastasis with the ultimate goal of developing treatments targeting pro-metastatic subclones prior to metastasis.

This is a preview of subscription content, log in via an institution to check access.

Access this article

We’re sorry, something doesn't seem to be working properly.

Please try refreshing the page. If that doesn't work, please contact support so we can address the problem.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Bacac M, Stamenkovic I (2008) Metastatic cancer cell. Annu Rev Pathol 3:221–247

    Article  CAS  PubMed  Google Scholar 

  • Bast RC, Han CY, Lu Z, Lu KH (2021) Next steps in the early detection of ovarian cancer. Commun Med (Lond) 1

  • Forcina GC, Pope L, Murray M, Dong W, Abu-Remaileh M, Bertozzi CR, Dixon SJ (2022) Ferroptosis regulation by the NGLY1/NFE2L1 pathway. Proc Natl Acad Sci U S A 119:e2118646119

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Galland F, Lacroix L, Saulnier P, Dessen P, Meduri G, Bernier M, Gaillard S, Guibourdenche J, Fournier T, Evain-Brion D et al (2010) Differential gene expression profiles of invasive and non-invasive non-functioning pituitary adenomas based on microarray analysis. Endocr Relat Cancer 17:361–371

    Article  CAS  PubMed  Google Scholar 

  • Giornelli GH (2016) Management of relapsed ovarian cancer: a review. Springerplus 5:1197

    Article  PubMed  PubMed Central  Google Scholar 

  • Guo J, Han X, Li J, Li Z, Yi J, Gao Y, Zhao X, Yue W (2023) Single-cell transcriptomics in ovarian cancer identify a metastasis-associated cell cluster overexpressed RAB13. J Transl Med 21:254

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hanzelmann S, Castelo R, Guinney J (2013) GSVA: gene set variation analysis for microarray and RNA-seq data. BMC Bioinformatics 14:7

    Article  PubMed  PubMed Central  Google Scholar 

  • Hao Y, Hao S, Andersen-Nissen E, Mauck WM 3rd, Zheng S, Butler A, Lee MJ, Wilk AJ, Darby C, Zager M et al (2021) Integrated analysis of multimodal single-cell data. Cell 184:3573–3587 e3529

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hashimoto K, Man S, Xu P, Cruz-Munoz W, Tang T, Kumar R, Kerbel RS (2010) Potent preclinical impact of metronomic low-dose oral topotecan combined with the antiangiogenic drug pazopanib for the treatment of ovarian cancer. Mol Cancer Ther 9:996–1006

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kan T, Zhang S, Zhou S, Zhang Y, Zhao Y, Gao Y, Zhang T, Gao F, Wang X, Zhao L et al (2022) Single-cell RNA-seq recognized the initiator of epithelial ovarian cancer recurrence. Oncogene 41:895–906

    Article  CAS  PubMed  Google Scholar 

  • Kim HM, Han JW, Chan JY (2016) Nuclear factor Erythroid-2 like 1 (NFE2L1): structure, function and regulation. Gene 584:17–25

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kotschi S, Jung A, Willemsen N, Ofoghi A, Proneth B, Conrad M, Bartelt A (2022) NFE2L1-mediated proteasome function protects from ferroptosis. Mol Metab 57:101436

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • La Manno G, Soldatov R, Zeisel A, Braun E, Hochgerner H, Petukhov V, Lidschreiber K, Kastriti ME, Lonnerberg P, Furlan A et al (2018) RNA velocity of single cells. Nature 560:494–498

    Article  PubMed  PubMed Central  Google Scholar 

  • Lee J, Park J, Choi C (2014) Identification of phenotype deterministic genes using systemic analysis of transcriptional response. Sci Rep 4:4413

    Article  PubMed  PubMed Central  Google Scholar 

  • Lee YK, Kwon SM, Lee EB, Kim GH, Min S, Hong SM, Wang HJ, Lee DM, Choi KS, Park TJ et al (2020) Mitochondrial respiratory defect enhances Hepatoma Cell Invasiveness via STAT3/NFE2L1/STX12 Axis. Cancers (Basel) 12

  • Lessi F, Scatena C, Aretini P, Menicagli M, Franceschi S, Naccarato AG, Mazzanti CM (2019) Molecular profiling of microinvasive breast cancer microenvironment progression. J Transl Med 17:187

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li YF, Altman RB (2018) Systematic target function annotation of human transcription factors. BMC Biol 16:4

    Article  PubMed  PubMed Central  Google Scholar 

  • Li Y, Sun R, Fang X, Ruan Y, Hu Y, Wang K, Liu J, Wang H, Pi J, Chen Y et al (2022) Long-isoform NFE2L1 silencing inhibits acquisition of malignant phenotypes induced by arsenite in human bronchial epithelial cells. Ecotoxicol Environ Saf 232:113268

    Article  CAS  PubMed  Google Scholar 

  • Malysheva V, Mendoza-Parra MA, Saleem MA, Gronemeyer H (2016) Reconstruction of gene regulatory networks reveals chromatin remodelers and key transcription factors in tumorigenesis. Genome Med 8:57

    Article  PubMed  PubMed Central  Google Scholar 

  • Matulonis UA, Sood AK, Fallowfield L, Howitt BE, Sehouli J, Karlan BY (2016) Ovarian cancer. Nat Rev Dis Primers 2:16061

    Article  PubMed  PubMed Central  Google Scholar 

  • Park J, Lee J, Choi C (2015) Evaluation of drug-targetable genes by defining modes of abnormality in gene expression. Sci Rep 5:13576

    Article  PubMed  PubMed Central  Google Scholar 

  • Pokhriyal R, Hariprasad R, Kumar L, Hariprasad G (2019) Chemotherapy Resistance in Advanced Ovarian Cancer Patients. Biomark Cancer 11:1179299x19860815

    Article  PubMed  PubMed Central  Google Scholar 

  • Schram AM, Chang MT, Jonsson P, Drilon A (2017) Fusions in solid tumours: diagnostic strategies, targeted therapy, and acquired resistance. Nat Rev Clin Oncol 14:735–748

    Article  CAS  PubMed  Google Scholar 

  • Shih AJ, Menzin A, Whyte J, Lovecchio J, Liew A, Khalili H, Bhuiya T, Gregersen PK, Lee AT (2018) Identification of grade and origin specific cell populations in serous epithelial ovarian cancer by single cell RNA-seq. PLoS ONE 13:e0206785

    Article  PubMed  PubMed Central  Google Scholar 

  • Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F (2021) Global Cancer Statistics 2020: GLOBOCAN estimates of incidence and Mortality Worldwide for 36 cancers in 185 countries. CA Cancer J Clin 71:209–249

    Article  PubMed  Google Scholar 

  • Tirosh I, Izar B, Prakadan SM, Wadsworth MH 2nd, Treacy D, Trombetta JJ, Rotem A, Rodman C, Lian C, Murphy G et al (2016) Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq. Science 352:189–196

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Trapnell C, Cacchiarelli D, Grimsby J, Pokharel P, Li S, Morse M, Lennon NJ, Livak KJ, Mikkelsen TS, Rinn JL (2014) The dynamics and regulators of cell fate decisions are revealed by pseudotemporal ordering of single cells. Nat Biotechnol 32:381–386

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Waku T, Katayama H, Hiraoka M, Hatanaka A, Nakamura N, Tanaka Y, Tamura N, Watanabe A, Kobayashi A (2020) NFE2L1 and NFE2L3 Complementarily maintain basal proteasome activity in Cancer cells through CPEB3-Mediated translational repression. Mol Cell Biol 40

  • Wang Y, Shan X, Dong H, Li M, Yue Y (2022) Prediction for 2-year mortality of metastatic ovarian cancer patients based on surveillance, epidemiology, and end results database. Front Surg 9:974536

    Article  PubMed  PubMed Central  Google Scholar 

  • Yang L, Xie HJ, Li YY, Wang X, Liu XX, Mai J (2022) Molecular mechanisms of platinum–based chemotherapy resistance in ovarian cancer (review). Oncol Rep 47

  • Yu G, Wang LG, Han Y, He QY (2012) clusterProfiler: an R package for comparing biological themes among gene clusters. OMICS 16:284–287

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zheng P, Lin Z, Ding Y, Duan S (2023) Targeting the dynamics of cancer metabolism in the era of precision oncology. Metabolism 145:155615

    Article  CAS  PubMed  Google Scholar 

Download references

Funding

This study was supported by the National Research Foundation of Korea (RS-2022-00165497, NRF-2019R1A5A2027588, NRF-2020R1H1A1102285).

Author information

Authors and Affiliations

Authors

Contributions

Conceptualization, JP, SHL, and Y-JC; Methodology, JP, Y-SK, SZ, DK, and SS; Software, JP and Y-SK; Validation, JP, Y-SK, and DK; Formal Analysis, JP, Y-SK, SZ, and DK; Investigation, JP, SZ, and DK; Resources, SS, SHL, and Y-JC; Data Curation, JP, Y-SK, and SZ; Writing – Original Draft, JP; Writing – Review & Editing, JP and Y-JC; Visualization, JP and SZ; Project Administration, SHL and Y-JC; Funding Acquisition, JP and Y-JC.

Corresponding author

Correspondence to Yeun-Jun Chung.

Ethics declarations

Conflict of interest

The authors have no relevant financial or non-financial interests to disclose.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary Material 1

Supplementary Material 2

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Park, J., Kim, YS., Zhang, S. et al. Single-cell RNA sequencing reveals a pro-metastatic subpopulation and the driver transcription factor NFE2L1 in ovarian cancer cells. Genes Genom 45, 1107–1115 (2023). https://doi.org/10.1007/s13258-023-01418-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13258-023-01418-1

Keywords

Navigation