Patient samples and immunohistochemistry
For the analysis of ERRα expression levels, we purchased the human breast cancer tissue microarray from Shanghai outdo biotech company. Tissues were collected from January 2001 to August 2004. All patients were completely informed before the collection of the tissue samples and written informed consent was provided as well. A total of 84 cancer-adjacent normal tissues and 138 cancer tissues from patients with breast cancer were included.
Tissues were hydrated, antigen repaired and circled. After blocking for 30 min in 10% normal goat serum, anti-ERRα (Santa Cruz Biotechnology, USA) were applied and incubated overnight at 4℃. After incubation in HRP-secondary antibody, sections were washed with phosphate-buffered saline (PBS) and the chromogen reaction was performed with diamino benzidine (DAB). The Image-Pro Plus 6.0 System image analysis system was used for quantitative analysis.
Cell Culture
All the human breast cell lines were purchased from the Cell Bank of Shanghai Academy of Chinese Sciences. MCF10A, MDA-MB-231, MCF-7, SKBR-3 and UACC-812 cell lines were cultured in Dulbecco’s Modified Eagle Medium (Gibco, USA) and BT-474 cell line was cultured in Roswell Memorial Institute 1640 medium supplemented with 10% fetal bovine serum (Gibco, USA) at 37°C under a 5% CO2 atmosphere.
Quantitative real-time PCR (qRT-PCR)
Total RNA was extracted using Trizol reagent (Invitrogen, Canada) and reverse transcribed using the Evo M-MLV RT Premix (Accurate Biology, China). Quantitative PCR was conducting using a CFX96 fluorescence quantitative PCR instrument and SYBR Green dye (Accurate Biology, China). Relative expression of genes was calculated by 2-ΔΔCt values. The primer sequences were shown in the attached Table S2.
Western Blotting
Total cellular proteins were extracted using RIPA lysis buffer, separated by 10% SDS-PAGE electrophoresis, and transferred to PVDF membranes. The membranes were incubated overnight at 4°C in blocking solution containing the following antibodies: ERRα (Santa Cruz Biotechnology, USA), E-cadherin (Cell Signaling Technology, USA), ZO-1 (Cell Signaling Technology, USA), β-Catenin (Cell Signaling Technology, USA), Vimentin (Cell Signaling Technology, USA), Slug (Cell Signaling Technology, USA), Cyclin D1 (Cell Signaling Technology, USA), Cyclin D3 (Cell Signaling Technology, USA,), CDK4 (Cell Signaling Technology, USA), CDK6 (Cell Signaling Technology, USA), Cyclin E1 (Cell Signaling Technology, USA), Cyclin E2 (Cell Signaling Technology, USA), Cyclin A2 (Cell Signaling Technology, USA), CDK2 (Cell Signaling Technology, USA), Cyclin B1 (Cell Signaling Technology, USA), cdc2 (Cell Signaling Technology, USA), and GAPDH (Cell Signaling Technology, USA). After incubation with HRP-linked anti-rabbit/mouse IgG (Cell Signaling Technology, USA) for 2 h, immunoreactive bands were visualized using ECL (Millipore, USA) and detected using the OI900 fully automatic chemiluminescence image analysis system. GAPDH was used as an internal reference.
Plasmid Plasmids, virus constructs, and retroviral infection of target cells
The PCR products were resolved by 1% agarose gel electrophoresis and inserted into the pLVX-mCMV-ZsGreenpuro vector by NotI/EcoRI co-digestion and ligation using T4 DNA ligase to form overexpression plasmids. These plasmids were then electroporated into Escherichia coli DH5a competent cells and positive transformants selected on plates containing chloramphenicol. Correct insertion was confirmed by sequencing and comparison to the NCBI BLAST program. Silencing of endogenous ERRα was performed by cloning shRNA construct into the PLENT-U6-GFP-PURO. Transfection of plasmids was performed using Lipofectamine 3000 transfection reagent kit (Invitrogen, USA) strictly according to the manufacturer’s instructions. Stable cell lines were selected using 0.5 μg/ml puromycin (WEST GENE, China) for 7 days after infection. After maintaining with 0.25 μg/mL puromycin for one month, ERRα gene overexpressing or silencing was confirmed by western blotting and qRT-PCR.
Colone Formation Assay
Cells were seeded in 6-well plates at a density of 1×103 and cultured at 37°C under 5% CO2. After 10 days, colonies were washed twice with PBS, fixed with 4% paraformaldehyde for 60 min, and stained with 1% crystal violet (LEAGENE, China) for 30 min. Colonies were photographed and counted.
Cell Proliferation Analysis
The cell viability and the inhibitory concentration 50% (IC50) of cisplatin was determined using a cell counting kit 8 (CCK8) assay. Cells were seeded onto 96 well plates at 5×103 cells/well in 100 μl medium with 10% FBS. The number of viable cells was estimated using a CCK8 kit according to the manufacturer’s instructions (Dojindo, Japan). After incubating for several days or treating with different anticancer drugs at varying concentrations, 10 μl of CCK8 solution was added to each well for 2 h at 37°C. The optical density of each well at 450 nm was determined using a microplate reader (Thermo Fisher Scientific, USA).
Transwell Assay
Cell migration was also evaluated by transwell migration assays (Corning, USA), and cell invasion was assessed using matrigel invasion chambers (Corning, USA). Briefly, the upper chambers were seeded with 8×104 cells in serum-free culture medium, and 800 μl culture medium containing 10% FBS was added to the lower chambers. After 24h of culture at 37°C under 5% CO2, cells on the reverse side of the insert (migrating/invading cells) were stained with 0.5% crystal violet and three fields were randomly selected and photographed at ×100 magnification.
Wound Healing Assay
Cells were seeded in 6-well plates at 8×104 /well and cultured for 12 h. When cells reached 80%-90% confluence, a scratch was made through the center of each well using a 200 μl sterile pipette tip. The cells were then washed twice with PBS, incubated in serum-free culture medium, and photographed at 0 h, 24 h and 48h to assess cell migration into the bare region (wound healing). Images were analyzed by ImageJ software to calculate the % wound closure.
Tumor sphere formation assays
5×103 cells were incubated in low-attachment six-well plate (Corning, USA) containing serum-free culture medium, 20 ng/ml epidermal growth factor (EGF) (Zhongqiao Xinzhou Biotechnology, China) and 10 ng/ml basal fibroblast growth factor (bFGF) (Zhongqiao Xinzhou Biotechnology, China). After culturing for at least 10 days, cells were collected for secondary spherulation. Another 10 days late,tumor sphere numbers were counted under an inverted microscope using the 50× and 100× magnification lens.
Cell Cycle Assay
At 48 h after transfection, cells were collected and fixed overnight with 75% alcohol at -20℃. After washing with PBS, cells were incubated with propidium iodide (PI)/RNase A solution (Absin, China) for 20 min at 37°C. Samples were analyzed within 1 h of staining using a CytoFLEX flow cytometer (Beckman-Coulter, USA) and ModFit LT software.
RNA-Sequencing analysis
RNA purity was checked using the kaiaoK5500®Spectrophotometer (Kaiao, China). RNA integrity and concentration were assessed using the RNA Nano 6000 Assay Kit of the Bioanalyzer 2100 system (Agilent Technologies, USA). A total amount of 2 μg RNA per sample was used as input material for the RNA sample preparations. Sequencing libraries were generated using NEBNext® Ultra™ RNA Library Prep Kit for Illumina® (NEB, USA) following the manufacturer’s recommendations andindex codes were added to attribute sequences to each sample. Briefly, mRNA was purified from total RNA using poly-T oligo-attached magnetic beads. Fragmentation was carried out using divalent cations under elevated temperature in NEBNext First Strand Synthesis Reaction Buffer (5×). First strand cDNA was synthesized using random hexamer primer and RNase H. Second strand cDNA synthesis was subsequently performed using buffer, dNTPs, DNA polymerase I and RNase H. The library fragments were purified, then terminal repair, A-tailing and adapter added were implemented. The aimed products were retrieved and PCR was performed, then the library was completed. The clustering of the index-coded samples was performed on a cBot cluster generation system using HiSeq PE Cluster Kit v4-cBot-HS (Illumina, USA) according to the manufacturer’s instructions. After cluster generation, the libraries were sequenced on an Illumina platform and 150 bp paired-end reads were generated.
Chromatin immunoprecipitation (ChIP)
ChIP-seq and ChIP-qPCR was employed to analyze genomic DNA sequences bound to ERRα using NovoNGS® CUT&Tag 3.0 High-Sensitivity Kit (Novoprotein, China). According to the kit instructions, protein-DNA complexes were crosslinked, immunoprecipitated, purified and subjected to PCR analysis.
Dual luciferase assays
Cells were seeded into 24-well plates to reach a confluency of 60-70%. The truncated CCNE2 promoter constructs were cloned to pGL3-luciferase reporter plasmids. The pGL3-luciferase reporter plasmids and pRL-TK renilla were transfected into MDA-MB-231 cells using Lipofectamine™ 3000 transfection reagent (Invitrogen, USA) according to the manufacturer's instructions. After 48 h of transfection, luciferase activity was detected using the dual luciferase reporter assay system (Promega, USA).
Mice xenograft models
The animal studies were approved by the Institute of Biological and Medical Engineering, Guangdong Academy of Sciences, and all the experiments conform to the
relevant regulatory standards. In the tumor model, BALB/c nude mice were randomly divided into four groups (n = 3 mice/group). 8×106 stable cells were resuspended in sterile PBS, then inoculated subcutaneously into the right armpit of the mice. Upon the subcutaneous tumor size reaching a diameter of approximately 5 mm, mice were treated with sterile water (control), or CDDP (5 mg/kg) every 3 days, for up to 26 days. Upon experimental endpoint, the mice were sacrificed, and the tumors were weighed and photographed.
Statistical analysis
All statistical analyses were conducted using SPSS version 26 and GraphPad Prism 8. Data are presented as mean ± standard deviation (SD) of three independent experiments. Two group means were compared by Student’s t test and more than two group means by one-way ANOVA. A P-value < 0.05 (two-tailed) was considered statistically significant for all tests.