Cell lines - media, 1% oxygen chamber, Incucyte, compound/drug testing
Cell lines: LNCaP clone FGC (ATCCⓇ, CRL-1740TM), VCaP (ATCCⓇ, CRL-2876™) RWPE-1 (ATCCⓇ, CRL-11609TM), PWR-1E (ATCCⓇ, CRL-11611TM) and the V16A cell line (gifted from Hansen He, originally from Amina Zoubeidi) were used in the subsequent experiments.
Cell culture maintenance conditions: LNCaP cells were cultured in RPMI (ThermoFisher, #11875093) with 10% fetal bovine serum (FBS) (ThermoFisher Scientific, #12483020) and Penicillin/Streptomycin (10,000U/ml, ThermoFisher Scientific, #15140122) at 21% oxygen or Penicillin/Streptomycin/Amphotericin B (100x, ThermoFisher Scientific, #15240062) at 1% oxygen. VCaP cells were maintained in DMEM (ThermoFisher Scientific 11995065) with 10% FBS (ThermoFisher) and Penicillin/Streptomycin (ThermoFisher Scientific) at 21% oxygen or Penicillin/Streptomycin/Amphotericin B (ThermoFisher Scientific) at 1% oxygen. The V16A cell line (derived from LNCaPs, and subsequently referred to as LNCaP-V16A) was cultured in RPMI-phenol red media (ThermoFisher Scientific, #11835030) with 10% charcoal depleted FBS (Wisent Cat: 080750, Lot: 912070), Penicillin/Streptomycin and were maintained at 21% oxygen. The RWPE-1 and PWR-1E cell lines were cultured in keratinocyte serum-free media (KSF, Thermofisher Scientific, #17005042) supplemented with recombinant epidermal growth factor (EGF) and bovine pituitary extract (BPE). Cells were counted using the Countess™ cell counter (Invitrogen, #C10281).
Generation of the CH cells: LNCaP/VCaP cells were plated at a density of 30-50% and maintained in 1% oxygen (Whitley H35 hypoxystation). During IncucyteⓇ S3 (Sartorius) experiments, cells were briefly removed from hypoxia for imaging. Cells were maintained in 1% oxygen for a minimum of 144 hours to be considered chronically hypoxic (CH).
Cell culture experimental conditions: Cells cultured in RPMI media (ThermoFisher) with 10% FBS (ThermoFisher Scientific) and Penicillin/Streptomycin (10,000U/ml, ThermoFisher Scientific) hereby referred to as Androgen + media. Cells were cultured in RPMI-phenol red media (ThermoFisher Scientific) with 10% Charcoal depleted FBS (Wisent) and Penicillin/Streptomycin (ThermoFisher Scientific) hereby referred to as Androgen - media. Enzalutamide (final concentration 10µM, Axom, #1613) was added to the Androgen - media, making Androgen - with ENZA.
Conditional medium experimental conditions: For medium testing LNCaP, LNCaP-CH and LNCaP-V16A cells were plated in 96-well plates (Millipore Sigma, CorningⓇ CLS3596-50EA). RPMI media depleted of metabolites for the methionine pathway and glycolysis was synthesised by Wisent (350-055-CL, custom order). A base media was made with the RPMI metabolite depleted media, charcoal depleted FBS and Penicillin/Streptomycin to be consistent with the RPMI - steroid base media. Each of the metabolites required was supplied at 100x concentration, except for D-Glucose which was supplied at 75x concentration (Wisent, custom order).
Chemical compound treatment: LNCaP, LNCaP-CH and LNCaP-V16A cells were plated in 96-well plates (Millipore Sigma, CorningⓇ CLS3596-50EA). The chemical compounds BAY-876 (SGC, Toronto), BAY-588 (SGC, Toronto), V-9302 (Aobious, #AOB33597) and MAT2A Inhibitor II (FIDAS-5, Calbiochem, Millipore Sigma 5041730001) were diluted in DMSO (Bioshop DMS666.100) to 10mM stock solutions. The chemical compounds were added at 2x concentration in 100µl of media to each well. An equal volume of the control DMSO (Bioshop DMS666.100) was added to the 100µl of media for MAT2A and V-9302 control. Cells were continuously monitored at 21% oxygen using the IncucyteⓇ S3 (Sartorius).
Western blotting
Cells were incubated in 1% oxygen for varying lengths of time, from 8 to 144 hours, and collected in ice-cold DPBS (ThermoFisher Scientific, #14190144) immediately prior to subcellular fractionation, performed using the NE-PER Nuclear and Cytoplasmic Extract Kit (ThermoFisher Scientific, #0078833). Protein was quantified using the Pierce™ BCA protein assay kit (ThermoFisher Scientific, #23227) and 20µg of the nuclear fraction (NF) was prepared by adding loading dye (5x concentration, 250mM Tris-HCl ph 6.8, 10% SDS, 50% Glycerol, 500mM DTT, 0.05% Bromophenol Blue) to a final concentration of 1x. Protein samples were boiled for 10 minutes at 95oC then run on an Any kDTM Min-iPROTEANⓇ TGXTM precast gel (Bio-rad, 10 well, #4569034) and transferred using a Trans-Blot Turbo Midi 0.2µm PVDF (Transfer packs, Bio-Rad #1704157) system to PVDF membrane. The antibodies used were HIF1ɑ (1:500, Abcam, #ab2185) and nuclear protein control TBP (1:1000, Cell Signalling, #44059S) with an anti-Rabbit (1:2500, Li-Core, #926-32213) secondary antibody. Membranes were imaged using ODYSSEY™ CLx (Li-Cor) and images analysed using Image Studio™ (Li-Cor).
RT-qPCR
Cells were plated in 6-well plates (Cellstar, #657160) and either incubated at 21% oxygen or 1% oxygen. RNA was collected and purified using the Allprep DNA/RNA mini kit (Qiagen, #80204), as per manufacturer's instructions. RNA was quantified via NanoDrop (NanoDrop 2000, ThermoFisher Scientific, ND2000CLAPTOP). After quantification 1µg of RNA was used for cDNA synthesis, performed using the SensiFAST™ kit (Meridian Bioscience, #BIO-65054). HIF1ɑ specific gene set selected from Semeza GL., (23) and Beyer et al. (31). DNA oligonucleotide primers were synthesised by Integrated DNA Technologies Canada, Inc. (IDT, Toronto, Canada) (Supplementary Table 1). Quantitative PCR (qPCR) was performed using SensiFAST™ SYBR® No-ROX Kit (Meridiant Bioscience, #BIO-98050) on a BIORAD c1000 touch thermocycler with the CFX96 touchTM Real-time detection system (BioRad). All results were analysed in excel as the log 2 fold change of the ΔΔCt (2^-(ΔΔCt)) (Microsoft).
RNA Sequencing and Data Processing
Sample preparation: Biological replicates of each cell line were plated in 6-well plates and cultured in RPMI - steroid + DHT or RPMI - steroids, depending on the cell type, for 72 hours. The cells were washed 2 times in DPBS and then placed on ice. The RNeasy plus mini kit (Qiagen, #74136) was used to collect RNA from cells as per manufacturer's instructions. RNA was then quantified using the Nanodrop and 1µg of RNA was delivered to the Princess Margaret Genomics Centre (PMGC, Toronto, Canada). The PMGC performed ribosomal RNA depletion using Ribo-Zero Gold rRNA Removal kit (Illumina).
Sequencing: The RNA libraries were sent for 75 bp paired-end sequencing on an Illumina NextSeq 550 at a target depth of 60M read pairs per sample. Sequence quality was assessed with FastQC (v0.11.8) (38), and FASTQ files from multiple lanes corresponding to the same samples were merged. Reads were trimmed for quality with TrimGalore! (v0.6.2) (39) using Cutadapt (v2.3) (40). Trimmed read pairs were used to quantify transcripts with Kallisto (v0.45.1) (41) against the GRCh38 transcriptome reference index (Ensembl v94) with the following command: kallisto quant -b 100 -t 8 --pseudobam -i {index} {sample_R1} {sample_R2}. One of the three V16A replicates was removed at this point, due to more than 75% of transcripts having 0 compatible reads assigned to them.
Differential gene expression analysis: To remove sequencing batch effects between samples, the SVA model (Bioconductor R package v3.36.0 (42)) was used to calculate one surrogate variable in R (v3.5.1) (43). Transcript counts were modelled with Sleuth (v0.30.0) (44), using a contrast model consisting of the cell type, sequencing batch, and surrogate variable calculated from SVA. Only transcripts where >= 60% of samples contained >= 10 reads were considered. The Wald test was performed to calculate significantly differentially expressed transcripts, and results were aggregated on a gene-level basis. Multiple p-values were adjusted using the Benjamini-Hochberg FDR method. Differentially expressed transcripts or genes were considered significant if the FDR values were < 0.05.
Gene score analysis: Gene Ontology (GO) term and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis were performed using the clusterProfiler R package (45) using the “fdr” pAdjustMethod with a minimum gene size of 1 as the only modification to default settings.
Metabolite extraction
Sample preparation: Biological replicates of each cell line were plated in 6 well plates and cultured in respective media for 72 hours. The LNCaP and LNCaP-CH were cultured in RPMI - Steroid + DHT and the V16A were cultured in RPMI - Steroid. The cells were collected at approximately 70% confluence and counted to ensure there were between 5x105 and 1x106 cells (Supplementary Table 2). For conditioned media collection, 1mL of media was removed from each biological replicate. Naive media, in technical replicates, were collected in parallel with conditioned media. Cells were washed 2 times in 0.9% sodium chloride in HPLC grade H2O (Caledon, #8801-7-40) solution and placed on ice. 1mL of 80% HPLC grade Methanol (Caledon, #6701-7-40), previously stored at -80oC, was added to each well with plates then placed at -80oC for 15 minutes. Once removed from -80oC the plates were placed on dry ice and cells were scraped into 1.5mL tubes. The cell suspension was then centrifuged at 20,000g for 10 minutes at 4oC. The supernatant was then divided into 2 separate 1.5mL tubes with approximately 450µl of extract in each and either stored at -80oC or dried with Vacufuge® plus (Eppendorf). Samples dried via Vacufuge® plus were stored at -80oC prior to shipping. Liquid chromatography-mass spectrometry (LC-MS) of metabolite extracts and media samples was performed by Juan Liu with supervision from Jason Locasale (Duke University, NC, USA) as published (46).
Analysis: The peak intensity of the LC-MS was used for all analysis and reading were excluded if the value read 1000 as this indicated lack of detection. The intracellular metabolites were normalised first by quantile normalisation, then log2 transformed and mean centred. For the media (extracellular) metabolites the samples were quantile normalised. The LNCaP cell line samples were used as the control condition for all subsequent analyses. The intracellular metabolites for the LNCaP-CH and LNCaP-V16As were compared to the LNCaPs using an unpaired t-test. The cut-off for significantly different was set at 1.5 fold change with a false discovery rate (FDR) of 0.05. For the media (extracellular) analysis the naive media replicates were combined to set the naive media peak intensity level. The conditioned media for all samples were compared to the naive media for unpaired t-test analysis.
CH and V16A shared transcript profile in patient samples
The 199 genes identified as shared between the LNCaP-CH and LNCaP-V16A cells were used to score the Porto transcriptional data set (47) as having a positive or negative score. This was achieved by taking the mean of the expression score of each gene of the 166 identified out of the 199 gene set. The gene was then given either a positive 1 or negative 1 in each patient sample if the log2 normalised value of the gene was either above or below the mean. The gene scores for each patient sample were added together. The gene score was considered positive if above 0 and negative if below 0. The data was then separated into the top and bottom 50th percentile before use in a box plot and statistical analysis in R (v1.4.1717). A t-test with FDR correction was performed on the case and control group scores to determine any statistical differences.