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Gene regulatory network topology governs resistance and treatment escape in glioma stem-like cells.

Publication ,  Journal Article
Park, JH; Hothi, P; de Lomana, ALG; Pan, M; Calder, R; Turkarslan, S; Wu, W-J; Lee, H; Patel, AP; Cobbs, C; Huang, S; Baliga, NS
Published in: Sci Adv
June 7, 2024

Poor prognosis and drug resistance in glioblastoma (GBM) can result from cellular heterogeneity and treatment-induced shifts in phenotypic states of tumor cells, including dedifferentiation into glioma stem-like cells (GSCs). This rare tumorigenic cell subpopulation resists temozolomide, undergoes proneural-to-mesenchymal transition (PMT) to evade therapy, and drives recurrence. Through inference of transcriptional regulatory networks (TRNs) of patient-derived GSCs (PD-GSCs) at single-cell resolution, we demonstrate how the topology of transcription factor interaction networks drives distinct trajectories of cell-state transitions in PD-GSCs resistant or susceptible to cytotoxic drug treatment. By experimentally testing predictions based on TRN simulations, we show that drug treatment drives surviving PD-GSCs along a trajectory of intermediate states, exposing vulnerability to potentiated killing by siRNA or a second drug targeting treatment-induced transcriptional programs governing nongenetic cell plasticity. Our findings demonstrate an approach to uncover TRN topology and use it to rationally predict combinatorial treatments that disrupt acquired resistance in GBM.

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Published In

Sci Adv

DOI

EISSN

2375-2548

Publication Date

June 7, 2024

Volume

10

Issue

23

Start / End Page

eadj7706

Location

United States

Related Subject Headings

  • Temozolomide
  • Neoplastic Stem Cells
  • Humans
  • Glioma
  • Glioblastoma
  • Gene Regulatory Networks
  • Gene Expression Regulation, Neoplastic
  • Drug Resistance, Neoplasm
  • Cell Line, Tumor
  • Brain Neoplasms
 

Citation

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Park, J. H., Hothi, P., de Lomana, A. L. G., Pan, M., Calder, R., Turkarslan, S., … Baliga, N. S. (2024). Gene regulatory network topology governs resistance and treatment escape in glioma stem-like cells. Sci Adv, 10(23), eadj7706. https://doi.org/10.1126/sciadv.adj7706
Park, James H., Parvinder Hothi, Adrian Lopez Garcia de Lomana, Min Pan, Rachel Calder, Serdar Turkarslan, Wei-Ju Wu, et al. “Gene regulatory network topology governs resistance and treatment escape in glioma stem-like cells.Sci Adv 10, no. 23 (June 7, 2024): eadj7706. https://doi.org/10.1126/sciadv.adj7706.
Park JH, Hothi P, de Lomana ALG, Pan M, Calder R, Turkarslan S, et al. Gene regulatory network topology governs resistance and treatment escape in glioma stem-like cells. Sci Adv. 2024 Jun 7;10(23):eadj7706.
Park, James H., et al. “Gene regulatory network topology governs resistance and treatment escape in glioma stem-like cells.Sci Adv, vol. 10, no. 23, June 2024, p. eadj7706. Pubmed, doi:10.1126/sciadv.adj7706.
Park JH, Hothi P, de Lomana ALG, Pan M, Calder R, Turkarslan S, Wu W-J, Lee H, Patel AP, Cobbs C, Huang S, Baliga NS. Gene regulatory network topology governs resistance and treatment escape in glioma stem-like cells. Sci Adv. 2024 Jun 7;10(23):eadj7706.

Published In

Sci Adv

DOI

EISSN

2375-2548

Publication Date

June 7, 2024

Volume

10

Issue

23

Start / End Page

eadj7706

Location

United States

Related Subject Headings

  • Temozolomide
  • Neoplastic Stem Cells
  • Humans
  • Glioma
  • Glioblastoma
  • Gene Regulatory Networks
  • Gene Expression Regulation, Neoplastic
  • Drug Resistance, Neoplasm
  • Cell Line, Tumor
  • Brain Neoplasms