Materials and reagents
The components and reagents used in the study were sourced from the following companies: Roswell Park Memorial Institute (RPMI, Gbico, USA) 1640 culture medium, Penicillin-Streptomycin solution (100×) from Hangzhou Jino Company, 10×PBS from Biyuntian Company, DMSO and Polybrene from Sigma, fetal bovine serum (FBS, Hyclone, USA), 0.25% trypsin-EDTA, Lipofectamine 2000, and puromycin from Gibco, and D-luciferin substrate from Promega.
Cell Cultures and Cultivation
Human pancreatic carcinoma cell lines, PATU8988T and AsPc-1, were procured from the American Type Culture Collection (ATCC, Manassas, VA, USA). These cells were cultured at 37°C in a humidified incubator (5% CO2) using RPMI 1640 medium supplemented with 10% FBS. Short tandem repeat (STR) analysis was conducted to verify cell identities. All cell lines were confirmed to be free of mycoplasma contamination
Flow Cytometry for Apoptosis Detection
AsPC-1and PATU8988T cells (1 × 105 cells/mL) were allowed to grow for 24 hours in a 6-well plate containing 10% FBS-supplemented 1640 medium. Subsequently, the cells were treated with different concentrations of gemcitabine (0, 5, and 10 µM/mL). After 48h, the cells were harvested and washed with cold PBS buffer. The cells were resuspended in a binding buffer and stained in the dark with 5µL of Annexin V-FITC and 5µL of propidium iodide precursor (Beyotime, Shanghai, China) at 4°C for 30 minutes. Stained cells were washed three times with the binding buffer to remove excess dye and then resuspended in 500µL of binding buffer. untreated cells served as negative controls. The percentage of apoptotic cells was analyzed within 1 hour using flow cytometry (BD, FACSCalibur, USA).
Tumor Repopulation Cell Model:
Pancreatic cancer cells treated with 1µM gemcitabine (IC50 concentration) for 48 to 72 hours were washed twice with 1 × PBS after discarding the supernatant, followed by replacing the medium with 2% serum and incubating for 24 hours. The adherent dying cells were collected and referred to as feeder cells.
In the direct co-culture model, 1×105 dying cells were evenly seeded in 24-well plates. After attachment, 1000 GFP-labeled pancreatic cancer cells (Reporter cells) were uniformly seeded on top. The medium containing 2% serum was replaced every 48 hours, and images were captured every 24 to 48 hours under a fluorescence microscope to observe the proliferation activity of the reporter cells.
In the indirect co-culture model, 1×105 normal pancreatic cancer cells were uniformly seeded in 24-well plates. Once the cells adhered, transwell inserts containing 3×105 dying cells with 0.4µm pore size were placed above each well, ensuring the lower part of the transwell inserts was submerged in medium containing 2% serum. After 48 hours, the adherent pancreatic cells (Reporter cells) were collected, and their cell proliferation activity was assessed using a CCK-8 assay.
Cell Counting Kit-8 assay for the detection of proliferation
According to the manufacturer's instructions, cell viability was assessed using the Cell Counting Kit-8 (CCK8, Beyotime, Shanghai, China). Cells were seeded in a 96-well microplate (Corning, USA) at a density of 3 × 103 cells per well in 100 µL of culture medium. Every 24 hours, 10 µL of CCK8 reagent was added to each well, followed by a 1hour incubation. The absorbance was analyzed at 450 nm using a microplate reader (Bio-Rad, Hercules, CA, USA).
Transwell Migration Assay
We added 1ml complete medium to the lower chamber of the Transwell invasion system. Subsequently, PATU8988T and AsPC-1 cells were resuspended in serum-free medium and seeded into the upper chamber at a density of 5 × 104 cells per well. After 24 hours of incubation, we quantitatively assessed the number of cancer cells that traversed the membrane and compared it with the cancer cells cultured alone (NC).
Colony Formation Assay
The reporter cells were resuspended in 1640 medium containing 10% FBS and incubated at 37°C in a 5% CO2 environment for 15 days to allow colony formation. The plates were then washed with cold PBS, and the colonies were fixed with 4% paraformaldehyde at room temperature. Subsequently, the colonies were stained with 1% crystal violet at room temperature for 30 minutes. Colonies were counted using a microscope (Leica Microsystems, Germany) after exceeding 100 cells per colony.
Lentivirus Infection:
Pancreatic cancer cells and drug screening were conducted by seeding 1 × 106 PATU8988T and AsPC-1 cells, respectively, into six-well plates. After 24 hours, when the cells reached approximately 80% confluence, the culture medium was discarded. Then, 1 mL of viral culture medium was added to 1 mL of fresh culture medium with Polybrene (final concentration 1:1000) and added to the cells for continued cultivation. After 24 hours of infection, the expression of GFP in tumor cells was observed under a fluorescence microscope. If the brightness was uniform, the cells were collected and continued to be cultured in 10 cm culture dishes.
To obtain stable cells expressing the exogenous gene GFP-Luc, 24 hours after continuing cultivation, puromycin (1 µg/mL) was added to the cells for selection. The culture medium was changed every 3 days, and fresh puromycin was added for selection for a continuous period of 2 weeks. This yielded double-labeled cells, namely AsPC-1/GFP-Luc and PATU8988T/GFP-Luc. The expression of GFP in cells was observed under a fluorescence microscope and photographed. The labeled cells were expanded, and corresponding cells were stored.
Western blotting
The cells were collected by centrifugation and washed twice with cold PBS. Cell pellets were suspended in 100µl of ice-cold RIPA lysis buffer, incubated on ice for 30 minutes with vortexing every 10 minutes, and then centrifuged at 15,000g for 30 minutes. Immunoblot analysis was performed with 10µg of sample proteins on a 12% SDS-PAGE gel. Electrophoresis was conducted at 120V for 60 minutes, separating the proteins on the SDS-PAGE gel, and then transferring them to a PVDF membrane in cold transfer buffer using a wet transfer system at 300mA for 90 minutes. The PVDF membrane was blocked for 1 hours and then incubated with primary antibodies (diluted 1:1000) overnight at 4°C. Subsequently, the membrane was washed and incubated with secondary antibodies (diluted 1:4000) at room temperature for 1.5 hours. Protein bands were visualized using an ECL protein blot detection system (Tanon 4200), and band intensities were analyzed using Quantity One software. Antibodies against caspase-3 and YAP1 were obtained from Cell Signaling Technology, Inc. (Boston, USA). The antibody against GAPDH was sourced from Abcam, Inc. (Cambridge, USA). Secondary antibodies against rabbit or mouse were purchased from Boster Biotechnology company (Wuhan, China).
Total RNA and quantitative real-time polymerase chain reaction
According to the manufacturer's instructions, cDNA was generated using the RevertAid First Strand cDNA Synthesis Kit (Thermo Scientific). Real-time polymerase chain reaction (RT-PCR) was performed using PowerUp SYBR Green Master Mix (Thermo Fisher). β-actin was used as the internal control. The primer sequences are listed in Supplementary Table 1.
ELISA
According to the manufacturer's instructions, LPA levels were assessed using an ELISA kit (Bioo Scientific) in conditioned medium (CM) from cultured cells and patient serum samples.
Clinical analysis
Samples of cancer tissue and serum were collected from xx pancreatic cancer patients who underwent gemcitabine chemotherapy at the inpatient department of Shanghai East Hospital. The survival time of pancreatic cancer patients was evaluated from the date of diagnosis to the date of their last follow-up or death.
Single cell sequencing analysis and RNA-sequencing analysis
The pancreatic cancer single-cell RNA sequencing (scRNA-seq) data, GSE212966, was downloaded from the GEO platform (https://www.ncbi.nlm.nih.gov/geo/). A total of 44 Hippo pathway-related genes were collected from the MSigDB database (https://www.gsea-msigdb.org/gsea/msigdb/human/search.jsp). The detailed processing of the scRNA-seq data was as follows: 1) The scRNA-seq data was preprocessed using the "Seurat" package. The "PercentageFeatureSet" function was employed to determine the proportion of mitochondrial genes, and correlation analysis was performed to investigate the relationship between sequencing depth and the proportion of mitochondrial genes/total intracellular sequences. 2) Each gene was required to be expressed in at least 3 cells. 3) The expression level of genes in each cell was set to be greater than 300 and less than 5000, with mitochondrial content less than 10%, and the UMI count in each cell exceeding 1000. 4) After filtering the data, the "LogNormalize" method was used to normalize the scRNA-seq data.
We totally collected 38,981 cells from 6 scRNA-seq samples. 34,208 cells were reserved after quality control (Table s1). As shown in Fig.s1A and B, there is a strong correlation between UMI count and mRNA (r = 0.85), but no correlation exists between mRNA count and mitochondrial or ribosomal gene content (Fig. S1A and B). The top 2000 highly variable genes were identified for subsequent dimensionality reduction analysis (Fig. S1C). We used the principal component analysis (PCA) to estimate available dimensions and depicted the raw distribution of different samples. The result showed no substantial differences among all cells (Fig. S1D and E). The top 30 most unique principal components were selected for further investigation (Fig. S1F). After removing batch effects, the combined distribution of the CO (adjacent tissues) and PC (pancreatic cancer) samples is as depicted in Fig. S1G and H. We also presented the gene expression patterns of the top 15 PCs (Fig. S1I). Based on the clustering tree, a resolution of 1 was chosen, identifying a total of 26 clusters (Fig. S1J).
The RNA-sequencing expression profiles in the GSE57495 dataset were also retrieved from the GEO database. The detailed processing of the microarray data was as follows: 1) Gene symbols were obtained by converting probe IDs. 2) Probes that corresponded to multiple genes were removed. 3) When multiple probes corresponded to a single gene, the average value of these probes was considered as the gene expression level.
Statistical analysis
Statistical analysis was conducted using R (version 4.2.3) and GraphPad Prism 7. Results are presented as the mean ± SEM from three or more experimental replicates. Survival analysis was performed using the log-rank test and Kaplan-Meier analysis. Mean values between two groups were compared using the t-test. P < 0.05 was considered statistically significant.