Bioinformatics analysis
GEPIA website containing TCGA and GTEx database was employed. In the TCGA database, samples with high STOML2 expression (above the mean) were allocated to the high STOML2 expression group, while samples with low STOML2 expression (below the mean) were allocated to the low STOML2 expression group. Log-rank test was utilized to analyze survival data of pancreatic cancer samples. Public proteogenomic data of pancreatic cancer tissue and Pearson correlation coefficients were employed to analyze the correlation between STOML2 and PARL in protein levels (15).
Tissue microarray analysis and immunohistochemistry (IHC)
Tissue microarray section (4 µm thick), including 79 pairs of pancreatic ductal adenocarcinoma samples and adjacent healthy pancreatic tissues were purchased from Shanghai Outdo Biotech CO., LTD. Enrolled patients have received little preoperative treatment in this study. For immunohistochemistry (IHC), the tissue microarray section was incubated with STOML2 monoclonal antibody (1:500 dilution, Proteintech, China) overnight at 4°C. The following IHC was performed according to the previously described protocol (16). The staining results were photoed by microscopy (Nikon ECLIPSETs2R). The results of staining were determined by two experienced pathologists independently. Staining score = Tumor cells proportion × staining intensity. Proportion: 0 (no stained tumor cells), 1 (< 10% stained tumor cells), 2 (10–25% stained tumor cells), 3 (26–49% stained tumor cells), and 4 (≥ 50% stained tumor cells). Intensity: 0 (negative particles), 1 (lightly yellow particles), 2 (brownish-yellow particles) and 3 (brown particles). The staining score between 0 to 5 was defined as the low STOML2 expression group, while ≥ 6 as the high expression group.
Cell lines and culture conditions
The pancreatic cancer cell lines PANC1 and BxPC-3 were purchased from the American Type Culture Collection (ATCC, USA). The cells were cultured in DMEM (HyClone, Utah, USA) and RPMI-1640 (HyClone, Utah, USA) media respectively with 10% fetal bovine serum (FBS, Biological Industries, Israel) and 1% penicillin & streptomycin (Biological Industries, Israel) and were grown in the cell incubator (37°C with 5% CO2).
Transfection assay and stable cell line construction
When seeded cells reached 70% confluence, they were infected with a STOML2-overexpression plasmid (STOML2 OE) or negative control (Vector) (Shanghai Genechem, China). STOML2 cDNA was subcloned into a pcDNA3.1(+) vector. Small interfering STOML2 RNA (siSTOML2) and negative control (NC) were purchased from RiboBio (Guangzhou, China) to construct STOML2 knockdown cells. The transfection process was performed by Lipofectamine 3000 (Invitrogen, Lithuania) according to the manufacturer’s instructions. To construct a stable STOML2-overexpression cell line, STOML2 (Homo sapiens) ORF-sequences were cloned into Ubi-MCS-3FLAG-SV40-Puro lentiviral vectors (Shanghai Genechem, China). The lentiviral vectors were utilized to package viral particles. PANC1 cells were infected with the lentivirus for over 24h. Then, puromycin (1µg/ml, Sigma-Aldrich, Missouri, USA) was added in the medium to remove uninfected cells.
Conditional culture
At 48h after transfection, the cells were cultured with the addition of gemcitabine (10µM for PANC1; 1µM for BxPC3, Vianex S.A.-Plant C, Greece), carbonyl cyanide 3-chlorophenylhydrazone (CCCP, 10µM, MedChemExpress, USA) or chloroquine (10µM, MedChemExpress, USA) for 24h to analyze cell activities. Equal volumes of PBS or DMSO were used as control.
RNA isolation and qRT-PCR
TRIzol reagent (Invitrogen, California, USA) was utilized to extract total RNA. The quality of extracted RNA was analyzed by NanoDrop ND-1000 spectrophotometer (NanoDrop Technologies, USA) according to the 260-and 280-nm (A260/280) wavelengths. Complementary DNA was synthesized by a reverse transcription kit (ThermoFisher, Lithuania). Quantitative RT–PCR (qRT-PCR) was conducted with SYBR Green Master Mix (Applied Biosystems, Lithuania). β-actin was determined to be the internal control for mRNA detection. The relative expression of mRNAs was calculated via the 2−ΔΔCT method. All primers used in this study are displayed in the Supplement Table 1.
Western blot and Co-immunoprecipitation (Co-IP)
Proteins in cells and tissue samples were extracted by RIPA lysis buffer with protease inhibitor (Beyotime, China). The extraction of cytosol and mitochondrial protein was performed by mitochondrial extraction kit (Solarbio, China) according to the manufacturer’s instructions. The concentrations of extracted protein were quantified by BCA Protein Assay Kit (Beyotime, China). The western blot experiment was performed according to the previously described protocols (17).
The first antibodies in this study: anti-STOML2 (10348-1-AP, Proteintech, China), anti-PARL (sc-514836, Santa Cruz, Texas, USA), anti-PINK1(sc-518052, Santa Cruz, Texas, USA), anti-LC3B (18725-1-AP, Proteintech, China), anti-Vinculin (66305-1-Ig, Proteintech, China), anti-Caspase-3 (sc-7272, Santa Cruz, Texas, USA), Anti-Cleaved Caspase-3 (ab2302, Abcam, UK), anti-COXIV (11242-1-AP, Proteintech, China), anti-α-Tubulin (11224-1-AP, Proteintech, China). The second antibodies: Goat anti-Rabbit IgG (ZSGB-BIO, ZB-2301, China), Goat anti-Mouse IgG (ZSGB-BIO, ZB-2305, China). For the co-immunoprecipitation (Co-IP) assay, all procedures were accomplished according to the manufacturer’s instructions (ThermoFisher, Massachusetts, USA). Briefly, PANC1 and BxPC3 cells were lysed by modified RIPA buffer. Cell lysates were mixed with protein A/G agarose beads-conjugated STOML2 antibody or IgG for 2h at room temperature on a rotating plate. Then, the following procedures were performed as Western blot with the first antibody and second antibody (ab131366, Abcam, UK).
Cell viability and colony formation assays
At 24h after transfection, PANC1 or BxPC3 cells were seeded in 96-well plates (3000 cells per well). Then, cell viability was measured at 0 h, 24 h, 48 h, 72 h and 96 h using Sulforhodamine B (SRB) assay (Sigma-Aldrich, Missouri, USA) (18). The optical density at the 564nm wavelength (OD540) was measured by a microplate reader. Besides, the CCK8 assay (Dojindo Molecular Technologies, Japan) was also employed to analyze cell viability (OD450-OD630). For colony formation assay, transfected cells were suspended at single-cell level and plated into 6-well plates (1000 cells per well). After 14 days, the cells were stained with 0.4% crystal violet (Sigma-Aldrich, Missouri, USA) with methanol. The plate was washed three times with water and photographed.
Growth inhibition assay with gemcitabine
For growth inhibition assays, pancreatic cancer cells were seeded into 96-well plates (3000 cells per well) at 24 h after transfection. After cell adherence (incubation for 4–6 h), gemcitabine (Vianex S.A.-Plant C, Greece) concentration gradients (1nM to 1mM for BxPC3; 10nM to 10mM for PANC1) were added into each well. SRB assay was performed after additional 48h incubation to determine the cell viability and inhibition rate.
Apoptosis assay
PANC1 and BxPC3 cells were seeded into 6-well plates. At 24h after transfection (siRNA and plasmids), cells were treated with gemcitabine (10µM for PANC1; 1µM for BxPC3, Vianex S.A.-Plant C, Greece). At 48 h after treatment, the cells were re-suspended in the binding buffer. Next, the cells were stained with propidium iodide (PI) and Annexin V-FITC based on the manufacturer’s instructions (Yishan Biotechnology, China). Followed analysis was carried out via FlowJo V10.8.1.
Quantitation of mitochondrial mass and reactive oxygen species (ROS)
Mitochondrial mass within PANC1 and BxPC3 was accessed by incubating cells with MitoTracker (Beyotime, China) for 30min at 37℃. Then, the cells were treated with DAPI (Beyotime, China) for 5min at 37℃. Fluorescent results about mitochondrial mass were taken photographs via confocal microscopy (AX, Nikon). The mitochondrial mass was finally analyzed via ImageJ V1.53. For measurement of intracellular ROS levels, ROS assay kit (Solarbio, China) was employed to measure the intracellular ROS levels of PANC1 and BxPC3. Briefly, transfected PANC1 and BxPC3 were treated with 10µM DCFH-DA in the serum-free medium for 20min at 37℃. For staining the nuclei, cells were further treated with Hoechst (Beyotime, China) for 5min at 37℃. Fluorescent results were taken through photographs via confocal microscopy (AX, Nikon). Fluorescent results about ROS were taken through photographs via microscopy (EVOS, ThermoFisher, Massachusetts, USA). The ROS levels were finally analyzed via ImageJ V1.53.
Mitophagy Detection
At 48h after transfection, PANC1 and BxPC3 cells were seeded into cell culture imaging slides (ThermoFisher, Massachusetts, USA) (5000 cells per chamber). After incubation for 24h, Mitophagy Detection Kit (Dojindo Molecular Technologies, Japan) containing mitophagy dye (red) and lysosome dye (green) was employed to assess mitophagy levels according to the manufacturer’s protocol. The co-localization between red and green represented the occurrence of mitophagy (yellow). Fluorescent images were taken via confocal microscopy (AX, Nikon). The mitophagy levels were finally analyzed via CellProfiler V4.2.1.
Animal experiments
All animal experiments in this study were performed under the guidelines of the Institutional Animal Care and Use Committee (Beijing, China). Control and STOML2 overexpressed PANC-1 cells were stably constructed via the aforementioned lentivirus. The cells were subcutaneously injected into the right back on 6-week-old female BALB/c nude mice (Chinese Academy of Sciences, China) (5× 106 cells in 300 µl of PBS per mouse). Each group contained six mice. Tumor sizes were assessed using a caliper to measure the two perpendicular diameters of the xenografts (Tumor volume (mm3) = 1/2 ×length × width2). To confirm the role of STOML2 in promoting chemosensitivity in vivo, mice were administrated with gemcitabine through intraperitoneal injection (25 mg/kg, twice weekly) after the tumor volume reached 80mm3. After 30 days of administration, mice were euthanized. The xenografts were excised to perform further study in weight, morphology and immunohistochemistry.
Statistical analysis
All statistical results and graph representations were performed using the GraphPad Prism 9 Software. The differences among different groups were tested using the paired or unpaired Student’s t-test. Kaplan-Meier method was used to calculate the overall survival (OS) curves. P-value of < 0.05 (two-sided) was determined to be significant.