4.1 Clinical specimens
20 triple-negative breast cancer samples and 20 paracancerous tissues were collected from 30 patients who underwent surgery at the First People's Hospital of Yunnan Province. All samples were histologically confirmed by a pathologist. The obtained tissue samples were immediately frozen in liquid nitrogen after the surgery. The protocol was approved by the Ethical Committee of First People's Hospital of Yunnan Province (No. KMUST-MEC-016). The informed consent was obtained from all human subjects. Research involving human research participants must have been performed in accordance with the Declaration of Helsinki
4.2 TCGA Data collection
The RNA-Seq data sets of 1,083 breast cancer and 104 normal samples were collected from TCGA (http://cancergenome.nih.gov/). Clinical information of the samples in TCGA was matched with the data of RNAs. The differentially expressed genes (DEG) in TNBC compared to normal tissues were analyzed using three R language packages, DEGseq2、edgeR and limma. In this study, absolute log2 fold change> 1 and p < 0.05 were set as the cut-off criteria to define DEG. For survival analysis, we first extracted relevant variables such as patient survival status and survival time from clinical data. We then grouped patients based on gene expression levels and finally used the "survival" package to plot Kaplan-Meier survival curves. We used the pROC package in R software to assess the diagnostic value of AC112721.1. The larger the area under the curve (AUC), the higher the sensitivity and specificity of the test.
4.3 Cell culture
Four human breast cancer cell lines (MDA-MB-231, MDA-MB-468, MCF-7, T47D) and
an immortalized mammary epithelial-like cell line, MCF-10A were purchased from the Peking Union Medical College Cell Culture Center (Beijing, China) and cultured at 37°C in a humidified incubator with 5% CO2. MDA-MB-468, MDA-MB-231, and MCF-7 cells were cultured in Dulbecco's modified Eagle's medium (DMEM; C11995500BT, Thermo Fisher Scientific, Waltham, USA) supplemented with 10% fetal bovine serum (FBS, 10099141, Thermo Fisher Scientific), while T47D cells were maintained in Roswell Park Memorial Institute-1640 medium (C11875500BT, Thermo Fisher Scientific) supplemented with 10% FBS. MCF-10A cells were cultured in DMEM/F12 (12500-062, Thermo Fisher Scientific) medium supplemented with 10% horse serum (HyClone, Utah, USA), 1 mg/mL epidermal growth factor (Merck KGaA, Darmstadt, Germany), 1 mg/mL cholera toxin (Merck KGaA), 20 mg/mL insulin (Merck KGaA), and 1 mg/mL hydrocortisone (Merck KGaA). All cell lines were free from mycoplasma contamination.
4.4 Cell transfection
The lentivial-based small hairpin RNA (shRNA) target AC112721.1 was constructed by General Biosystems (Anhui, China) and cloned into pGreenPuro vector. The lentiviral vector was co-transfected with packing vectors psPAX2 and pMD2.G into 293T cells for lentivirus production. To establish stable cell lines, MDA-MB-231 cells were transduced by above lentivirus particles (2mL) with polybrene (10μg). After infection for 12h, the culture medium containing lentivirus particles was removed, and 4mL fresh medium containing puromycin was added to continue culture. After 2 weeks of section, qRT-PCR was performed to detect AC112721.1 expression and confirm the stable cell lines.
For transient transfection, MDA-MB-231 cells were transfected with small interfering RNAs (siRNAs), pcDNA3.1- AC112721.1 plasimd, miRNA mimics or miRNA inhibitor using TransIntro EL transfection reagent (TransGen Biotech, Beijing, China) according to the manufactures’s instructions. The AC112721.1 siRNA, THBS1 siRNA, C2CD2L siRNA, miR-491-5p mimic, miR-491-5p inhibitor and matched negative controls were purchased from RiboBio (Guangzhou, China). All the sequences were listed in supplementary Table 1.
4.5 RNA extraction and quantitative RT-PCR assays
Total RNA from tissues and cell lines was extracted using TRIzol Reagent (T9424, Merck KGaA) according to the manufacturer’s instructions. cDNA was synthesized from RNA using GoScript™ Reverse Transcription System (Promega, Wisconsin, USA). For qPCR, a specific forward primer was designed for each miRNA and reverse primers were targeted to the stem-loop sequence. Expression levels of miRNAs/mRNAs were analyzed by qPCR using SYBR Green Master Mix (Roche, Basel, Switzerland), and U6/GAPDH was used as an internal control. The expression level of each gene was calculated and normalized using the 2−ΔΔct method. ABI 7300 instrument (Life technology, USA) was used to conduct the qRT-PCR and data collection. The primers and the sequences were shown in supplementary Table 1.
4.6 Cell proliferation assays
The cell proliferation assay was measured using Cell Counting Kit-8 (CCK-8) (Ribo Bio, Guangzhou, China). Cells were seeded in 24-well plates and transfected at different time points, 50μL of CCK-8 solution was added to each well, and they were incubated for 20-40 min at 37°C under 5% CO2. Finally, the absorbance was measured using a microplate reader (Bio Tek) at 450nm.
4.7 Apoptosis analysis
Annexin V-fluorescein isothiocyanate Apoptosis Detection Kit (11988549001, Roche) was applied to detect cell apoptosis according to the manufacturer's instructions. Cells were digested with trypsin and washed by PBS twice, then, the harvested cells were incubated in a buffer supplemented with 1 μL Annexin V and 2 μL propidium iodide for 30 minutes at 4°C and analyzed by flow cytometry (Becton Dickinson, Franklin Lakes, USA).
4.8 Western blot analysis
Protein lysates were separated using sodium dodecyl sulfate polyacrylamide electrophoresis gels and transferred to polyvinylidene fluoride membranes (Merck KGaA), the membranes were blocked with 5% BSA at room temperature for 1 hour. Corresponding primary antibodies, including Vinculin (Bioss, bsm541448, 1:5000), Ras (CST, 8832, 1:1000), MEK (CST, 4694, 1:1000), p-MEK (CST, 9154, 1:1000), ERK (CST, 4695, 1:1000), p-ERK (CST, 4370, 1:1000), overnight at 4°C. The membranes were washed thrice with Tris-buffered saline and Tween-20 for 10 minutes and incubated with secondary antibodies for 2 hours at room temperature. The protein bands were examined with Immobilon Western Chemiluminescent reagent (Merck KGaA) and images were captured with a chemiluminescence imaging system (Tanon 5200, Shanghai, China).
4.9 RNA Immunoprecipitation (RIP)
RIP assay was performed using Magna RIPTM Kit (17-700, Millipore Corporation, USA) according to the manufacturer’s instructions. Briefly, MDA-MB-231 cells were harvested and lysed with RIP lysis buffer. The magnetic beads were washed three times with RIP wash buffer, followed by incubation with 5 µg anti-THBS1 or anti-IgG antibodies for 30 mins at room temperature. Then, cell lysates were incubated with magnetic beads at 4°C overnight. Subsequently, the incubated samples were washed 6 times with RIP wash buffer. Finally, The immunoprecipitated RNAs were eluted and analyzed by RT-PCR.
4.10 Transwell assays
After transfection for 48 hours, the cells were seeded in 6.5 mm transwell chambers with 8 μm pores (3422, Corning Incorporated, New York, USA). The upper chambers were filled with 200 μL of transfected cells (8×104 cells) with the medium of 0.1%FBS, and the lower chambers were filled with 500 μL of complete medium. After 24 hours of incubation, the non-migratory cells that remained on the upper surface were removed with a cotton swab. The migrated cells on the lower surface of the membrane insert were fixed with 4% paraformaldehyde in PBS and stained with 0.1% crystal violet. The number of cells in the lower chamber was counted with light microscopy.
4.11 Luciferase activity analyses
The wild-type (AC112721.1-WT) or mutant-type (AC112721.1-MUT) fragment and the 3’ untranslated region (UTR) of C2CD2L (C2CD2L-WT or C2CD2L-MUT) were cloned into the pmeI and XbaI sites of the PmirGLO vector (Promega). Both constructs were verified by sequencing. 293T cells were cultured in 12-well plates, and were co-transfected with 50 nM control mimic or miR-491-5p mimic, 2µg either wild-type vector or mutant vector using Lipofectamine 2000 (Invitrogen). At 48 h post-transfection, the relative luciferase activity was calculated by normalizing the firefly luminescence to the Renilla luminescence using the Dual-Luciferase Reporter Assay (Promega) according to the manufacturer’s instructions. Values represent the mean±standard deviation of three experiments from three independent assays.
4.12 Animal experiments
All protocol was approved by the Animal Ethics Committee of the Kunming University of Science and Technology (PZWH(dian)K2024-0001), all experiments were performed in accordance with relevant guidelines and regulations. Four-week-old female null mice were purchased from Hunan SJA Laboratory Animal Co.,Ltd. 1×106 MDA-MB-231 cells that transfected with lentivirus (sh-NC or sh-AC112721.1) were injected subcutaneously. Tumor volumes were measured every 2 days, the volume was calculated using the following formula: V=0.5×length×width2. After 4 weeks, mice were sacrificed by cervical dislocation and the tumor weigh was examined.
4.13 RNA-sequencing
Total RNAs were extracted from MDA-MB-231 cells which were transfected with si-AC112721.1 or si-NC. The integrity of RNA was tested by Agilent 2100 bioanalyzer, and the library was built using NEBNext® Ultra™ Directional RNA Library Prep Kit (Illumina, USA). Each library was sequenced on Illumina Novaseq 6000 platform following the vendor’s recommended protocol by Novogene Technology Co., Ltd (Beijing, China).
Differential Expression Gene (DEG) analysis steps: First, the raw gene expression data is preprocessed, including data cleaning, normalization, and filtering. Then, samples are grouped according to different experimental conditions. Subsequently, statistical methods are used to compare the differences in gene expression levels between different groups. To control the false discovery rate caused by multiple hypothesis testing, p-values are usually corrected. Finally, for the identified DEGs, biological interpretation is conducted. This may include gene function annotation, pathway analysis, gene ontology analysis, etc.
4.14 RNA pulldown
The biotinylated probes targeting AC112721.1 were synthesized by GuangZhou Lab Biotechnology Co.,Ltd. MDA-MB-231 cells were lysed with RIP buffer. The supernatant was incubated with biotinylated probes at 4℃ overnight. Streptavidin-linked magnetic beads were added to the mixture and incubated at room temperature for 1h. The captured proteins were eluted and analyzed by mass spectrometry.
4.15 Mass spectrometry (MS)
For mass spectrometry, the proteins were subjected SDS-PAGE gel, the different band was cut and identified by mass spectrometry,. The mass spectrometer was used to acquire raw mass spectrometry data. Proteome Discoverer 1.4 (Version 1.4.0.288, Thermo Fisher) was used to convert the RAW files into MGF format mass spectrometry files. The MGF format mass spectrometry files and protein search library were input into ProteinPilot™ Software 4.5 (version 1656, AB Sciex) for mass spectrometry analysis. The built-in parameter settings in
ProteinPilot™ Software 4.5 were as follows:
Items
|
Parameters
|
Detected Protein Threshold [Unused ProtScore (Conf)] >
|
0.05 (10.0%)
|
Paragon™ Algorithm
|
4.5.0.0, 1654
|
Annotations Retrieved from UniProt
|
Yes
|
Sample Type
|
identification
|
Cys. Alkylation
|
MMTS
|
Digestion
|
Trypsin
|
Instrument
|
Orbi MS, Orbi MS/MS
|
ID Focus
|
Biological modifications
|
Search Effort
|
Thorough
|
FDR Analysis
|
Yes
|
User Modified Parameter Files
|
No
|
The search database used in this experiment is Homo sapiens: https://www.uniprot.org/proteomes/UP000005640. After subtracting the control group data from the identified protein data of the experimental group, the remaining differentially expressed proteins were considered as target binding proteins.
The exact sequence of AC112721.1 used for RNA-pulldown was shown in supplementary Table 2.
4.16 Prediction of AC112721.1 target miRNAs
Firstly, R language Corrplot R package was used to analyze the correlation between all differentially expressed genes and AC112721.1, then the miRNAs associated with HAGLROS were obtained (| R2 | > 0.3 & p < 0.05). Secondly, prediction of AC112721.1-related miRNAs using cis-trans regulation method[13]. Thirdly, Using the cor.test function in R language, we calculated the correlation between AC112721.1 and all related miRNAs using Pearson correlation coefficient. Finally, 6 miRNAs with the highest correlation with AC112721.1 were obtained, including hsa-miR-24-1-5p, hsa-miR-3926-1, hsa-miR-483-5p, hsamiR-489-5p, hsa-miR-491-5p, hsa-miR-6788-5p.
4.17 The potential targets of miR-491-5p
We used four online databases to predict the potential targets of miR-491-5p, including TargetScan, RNA22, PolymiRTs and MiRBase. The target genes we screened were simultaneously predicted by at least three databases.
4.18 Statistical analyses
Data were shown as the mean ± standard deviation (SD). All statistical analyses were conducted using SPSS version 20 software (IBM Corp., Armonk, USA), GraphPad Prism 7 (GraphPad Software, La Jolla, USA), and R language (version 3.3.1; http://www.r-project.org/; R Foundation). A value of p < 0.05 was considered statistically significant. All experiments were performed at least thrice with triplicate samples.