Targeting ribosome biogenesis as a novel therapeutic approach to overcome EMT-related chemoresistance in breast cancer

  1. Yi Ban  Is a corresponding author
  2. Yue Zou
  3. Yingzhuo Liu
  4. Sharrel Lee
  5. Robert B Bednarczyk
  6. Jianting Sheng
  7. Yuliang Cao
  8. Stephen TC Wong
  9. Dingcheng Gao  Is a corresponding author
  1. Department of Cardiothoracic Surgery, Weill Cornell Medicine, United States
  2. Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, United States
  3. Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, United States
  4. Systems Medicine and Bioengineering Department, Houston Methodist Cancer Center, Houston Methodist Hospital, United States
  5. Department of Radiology, Houston Methodist Cancer Center, Houston Methodist Hospital, United States
  6. Department of Pathology and Laboratory Medicine, Houston Methodist Cancer Center, Houston Methodist Hospital, United States
  7. Department of Cell and Developmental Biology, Weill Cornell Medicine, United States
7 figures and 1 additional file

Figures

Figure 1 with 4 supplements
Activation of ribosome biogenesis pathway during the epithelial-to-mesenchymal transition (EMT) transitioning phase in Tri-PyMT cells.

(A) Representative flow cytometry plot displays the percentage of RFP+, Double+ (Doub+, EMT transitioning cells), and GFP + Tri PyMT cells in culture. (B) Western blot of EMT markers with …

Figure 1—source data 1

EMT marker genes that were used in calculation of AUCell value of EMT status.

https://cdn.elifesciences.org/articles/89486/elife-89486-fig1-data1-v1.docx
Figure 1—source data 2

Enriched pathways in GSEAs of EMT transitioning cells.

https://cdn.elifesciences.org/articles/89486/elife-89486-fig1-data2-v1.docx
Figure 1—source data 3

Raw western blot images of Figure 1B.

https://cdn.elifesciences.org/articles/89486/elife-89486-fig1-data3-v1.zip
Figure 1—source data 4

Whole western blot images of Figure 1B with labels.

https://cdn.elifesciences.org/articles/89486/elife-89486-fig1-data4-v1.pdf
Figure 1—figure supplement 1
Characterization of fluorescent marker switch in Tri-PyMT cells.

(A) RFP + Tri PyMT cells were sorted via flow cytometry and cultured in DMEM with 10% FBS. Plot shows the percentage of RFP+, GFP + and Doub+ cells at different generations of cell culture. The …

Figure 1—figure supplement 2
RNA-sequencing analysis of Tri-PyMT cells.

RFP + Doub+, and GFP + Tri PyMT cells were purified using flow cytometry sorting, total RNA was extracted and submitted for RNA-sequencing analysis. (A) Heatmap of selected epithelial-to-mesenchymal …

Figure 1—figure supplement 3
The single-cell RNA (scRNA)-sequencing analysis of Tri-PyMT cells.

RFP+, Doub+, and GFP + Tri PyMT cells were sorted via flow cytometry and submitted for scRNA-sequencing analysis. (A) Quality controls of the scRNA-seq. Plots show the single-cell QA/QC analyses …

Figure 1—figure supplement 4
RT-PCR analysis of ribosome biogenesis (RiBi) genes in Tri-PyMT cells.

RFP+, Doub+, and GFP + cells were purified from Tri-PyMT (p7) culture using flow cytometry sorting. Total RNA was extracted and analyzed by RT-PCR. The heatmap shows the z-score of RiBi-related …

Figure 2 with 2 supplements
Activation of ribosome biogenesis (RiBi) pathway in mesenchymal-to-epithelial transition (MET) during lung metastasis outgrowth.

(A) Schematic of MET induction. GFP + Tri PyMT cells were sorted by flow cytometry (left) and injected into mice through the tail vein. Metastasis-bearing lungs were harvested after 4 weeks and …

Figure 2—figure supplement 1
The single-cell RNA (scRNA)-sequencing analysis of GFP + Tri PyMT cells.

GFP + Tri PyMT cells, including Epcam + and Epcam- cells were sorted from metastasis-bearing lungs and submitted for single-cells RNA sequencing analysis. (A) Quality controls of the scRNA-seq. …

Figure 2—figure supplement 2
The single-cell RNA sequencing (scRNA-seq) analysis with merged epithelial-to-mesenchymal transition (EMT) and mesenchymal-to-epithelial transition (MET) cells.

To obtain a whole picture of both EMT and MET processes, we merged the scRNA-seq data exhibited in Figure 1 and Figure 2 and performed cell clustering and EMT/MET trajectory analysis together. (A) …

Figure 3 with 1 supplement
MAPK and mTOR pathways mediated ribosome biogenesis activation in epithelial-to-mesenchymal transition (EMT) transitioning phase cells.

(A) Western blots show phospho-ERK, total ERK, phospho-mTORC1, total mTORC1, and p-rps6 in sorted RFP+, Doub+, and GFP + Tri PyMT cells following stimulation with 10% FBS at 0, 10, 30, and 60 min. …

Figure 3—figure supplement 1
Elevated RNA transcription activity in the Doub+ Tri PyMT cells.

Tri-PyMT cells (p7) including both RFP + and GFP + cells were cultured in a growth medium. EU incorporation assay was performed and detected with click chemistry using Alexa A647-azide. Labeled …

Figure 4 with 2 supplements
Ribosome biogenesis (RiBi) inhibition by Pol I inhibitor reduces the epithelial-to-mesenchymal transition (EMT)/mesenchymal-to-epithelial transition(MET) capability of tumor cells.

(A) Flow cytometry plots display the percentage of GFP + cells following BMH21 treatment. RFP+/EpCam + Tri PyMT cells were sorted and cultured in a growth medium with or without BMH21 for 5 days. …

Figure 4—figure supplement 1
Ribosome biogenesis (RiBi)inhibition impairs RNA transcription activity and reduces the epithelial-to-mesenchymal transition (EMT) capability of tumor cells.

(A) Fluorescence switch in Tri-PyMT cells with CX5461 treatment. Flow cytometry plots exhibit the percentage of GFP + Tri PyMT cells after treatment with the Pol I inhibitor CX5461. Biological …

Figure 4—figure supplement 2
Ribosome biogenesis (RiBi) modulating by knocking down ribosome proteins reduces the epithelial-to-mesenchymal transition (EMT)/mesenchymal-to-epithelial transition (MET) capability of tumor cells.

(A) Western blots show the knockdown expression of Rps24 and Rps28 in targeted Tri-PyMT cells. The numbers indicate the relative intensity of the band normalizing to the β-actin band of the sample. …

Figure 5 with 1 supplement
RNA Pol I inhibitor synergizes with chemo drug in vitro.

(A) Flow cytometry plots display the fluorescence switch of Tri-PyMT cells. Tri-PyMT cells (p5) were treated with cyclophosphamide (CTX, 2 μM), Pol I inhibitor (BMH21, 0.1 μM), or vehicle control …

Figure 5—figure supplement 1
Combination therapy of RNA Pol I inhibitor and chemo drugs.

Left, Bar graphs display Tri-PyMT cell viability following combination treatment with BMH21 and chemotherapeutic drugs at various concentrations. Bars represent the mean value of duplicated …

Figure 6 with 4 supplements
RNA Pol I inhibition synergizes with chemo drug in treating lung metastatic tumors.

(A–C) The same number of RFP + and GFP + Tri PyMT cells were injected in animals via tail vein. Animals were treated with cyclophosphamide (CTX) (100 mg/kg, once a week, i.p.), BMH21 (20 mg/kg, five …

Figure 6—figure supplement 1
Differential impact of Pol I inhibitor and chemo drug on epithelial and mesenchymal Tri-PyMT cells in vivo.

The same number of RFP + and GFP + Tri PyMT cells were injected in animals via the tail vein. Animals were treated with cyclophosphamide (CTX) (100 mg/kg, once a week, i.p.), BMH21 (20 mg/kg, five …

Figure 6—figure supplement 2
E-cadherin expression by LM2 cells in lung metastases.

qRT-PCR analysis of E-cadherin expression in LM2 cells isolated from lung metastases. LM2 cells in culture served as control. GAPDH served as the internal control for PCR. n=3 experiments, unpaired …

Figure 6—figure supplement 3
Correlation of ribosome biogenesis pathway and epithelial-to-mesenchymal transition (EMT) status in human breast cancer cells.

Single-nucleus cell RNA sequencing analysis of primary tumor cells from breast cancer patients (BC-A and BC-B, GEO database, GSE 198745). (A,D) The t-SNE plots show the heterogeneity in EMT statuses …

Figure 6—figure supplement 4
Survival curves of breast cancer patients with different ribosome biogenesis (RiBi) activities.

Gene expression data of METABRIC (A) and TCGA-PanCancer (B) was obtained from CBioPortal. Patients were grouped according to the average z-score of RiBi gene expression, RiBi High (>1) and RiBi Low …

Working model of ribosome biogenesis in EMP plasticity.

Tumor cells exhibit plasticity by undergoing EMT (epithelial-mesenchymal transition) and MET (mesenchymal-epithelial transition), contributing to the development of resistance to chemotherapies. …

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