Cell Maintenance
The human HCC cell lines Huh7, PLC/PRF/5, HepG2 and the human kidney cell line 293T were acquired from the Japanese Collection of Research Bioresources (JCRB) Cell Bank, Osaka, Japan. Huh7, PLC/PRF/5, and 293T cells were grown in high-glucose Dulbecco’s modified Eagle medium (DMEM, Gibco), while HepG2 cells were cultured in William's E Medium (Gibco). Both media were supplemented with 10% fetal bovine serum (FBS, qualified, Gibco) and an antibiotic-antimycotic solution (Gibco). All cell lines were incubated at 37°C in a humidified atmosphere of 5% CO₂ using a Heracell VIOS 160i incubator (Thermo).
RNA Extraction and Quantitative Real-Time PCR (qRT-PCR)
Total RNA was isolated from the cell lines using RNAzol (Sigma), and its concentration was measured with a Nanodrop2000 spectrophotometer (Fisher). The isolated RNA was then reverse transcribed into cDNA using the Reverse Transcription Kit (Qiangen). Quantitative real-time PCR (qRT-PCR) was carried out on the ABI StepOne Plus system (Applied Biosystems) using iTaq Universal SYBR Green Supermix (Bio-Rad). The primer information are provided in Supplementary Table 1. Gene expression was normalized to the internal control genes GAPDH or RPL13A, and relative mRNA levels were calculated using the 2-ΔΔCT method.
Vector Construction
ATF3 coding sequence (CDS) was amplified from pRK-ATF3 (26115, Addgene), and SLC7A7 CDS was amplified from Huh7 cDNA. Sequences of ATF3 promoter and SLC7A7 enhancer were amplified from Huh7 genome DNA, which was extracted and purified by using Monarch Genomic DNA Purification Kit (New England Biolabs, NEB). Above sequences were amplified by PCR. For construction of ATF3 and SLC7A7 expression vectors, CDS of ATF3 or SLC7A7 was inserted between the 2 Esp3I cutting sites of a modified lenti-3×Flag plasmid generated from lentiCas9-Blast (52962, Addgene) using homemade hot fusion solution 21; For construction of luciferase vectors, sequences of ATF3 promoter or SLC7A7 enhancer were inserted between the MluI and XhoI cutting sites of pGL3-promoter (Promega) with T4 ligase (NEB). ATF3 and SLC7A7 shRNA oligos were obtained from Integrated DNA Technologies (IDT). Each of the oligos was annealed and inserted into the Esp3I cutting site of pLV-H1TetO-GFP-Bsd (Biosettia). For DNA affinity assay, ATF3 cDNA was inserted into the BamHI cutting site of a modified pET-28a (+) vector (Novagen) with a SUMO tag to generate recombinant ATF3 expression vector. Information of the primers and oligo utilized in cloning are provided in Supplementary Table 2.
Lentivirus Production and Infection
The 293T cells were seeded in 60 mm plates (Corning) and co-transfected with lentiviral vectors for ATF3, SLC7A7, shATF3, or shSLC7A7, along with psPAX2 (Addgene, 12260) and pMD2.G (Addgene, 12259) using Lipo2000 (Vazyme). Viral supernatants were harvested at 48- and 72-hours post-transfection and concentrated using PEG-it Virus Precipitation Solution (System Biosciences). The concentrated virus was then used to infect target cells in the presence of 8 µg/ml polybrene. Twenty-four hours after infection, the cells were processed for subsequent experiments. To induce lentiviral vector expression, 1 µg/ml doxycycline was supplied to the culture media.
Transwell Assay
8µm-pore-transwell inserts with were pre-coated with Geltrex (Gibco) and placed into 24-well plates (Corning). The lower chamber of each well was filled with 700 µl of DMEM supplemented with 10% FBS. Cells (1×10⁵) were resuspended in 300 µl of serum-free DMEM, introduced into the upper layer, and kept for 24 hours. Non-migratory cells on the upper side of the membrane were erased using a cotton swab. Inserts were then collected, fixed with methanol for 10 minutes and stained with crystal violet for another 10 minutes. Migrated cells were visualized and counted using an inverted microscope at 100× magnification.
Wound Healing Assay
Cells were seeded into a 6-well plate (Corning). Once the confluency reached 80%-100%, scratch was manually created, and cells were washed twice with Phosphate-buffered saline (PBS). Medium was changed into DMEM with 2% FBS and 1mM thymidine. Scratch was photographed at 0h, 24h and 48h. The scratch area was measured by ImageJ and the wound closure ratio was calculated.
Colony Formation Assay
Cells were trypsinized, counted, and plated at a density of 2000 cells per well in 6-well plates (Corning). The cells were then cultured for 14–21 days to allow colony formation. Once colonies containing more than 50 cells became visible, the plates were processed by fixing the cells with 4% paraformaldehyde for 10 minutes, followed by staining with crystal violet for 10 minutes. The colonies were subsequently photographed and manually counted.
MTT Assay
3000 cells were counted, resespended in 100 µl of complete DMEM medium, and seeded into 96-well plates (Corning). The plates were maintained for 4–5 days, and cell proliferation was measured every day. 10 µl of MTT (3-[4,5-dimethylthiazol-2-yl]-2,5-diphenyltetrazolium bromide) was supplied into the wells, following with incubation at 37°C for 3 hours. The media was abandoned, and 100 µl of DMSO was supplied into the wells to dissolve insoluble formazan. The plates were shaken for 15 minutes in avoid of light. Absorbance was then recorded at 490 nm.
Immunoblotting
Cells were lysed in RIPA buffer for 30 minutes to obtain whole-cell lysates. Tumor tissues were similarly lysed in RIPA buffer and homogenized with a glass homogenizer to produce the lysate. The resulting lysate was centrifuged at 12,000 rcf for 3 minutes. 5× Laemmli buffer was supplied to the supernatant, and the samples were kept at 95°C for 20 minutes. The samples were then resolved with SDS-PAGE. The condition is 80V for 18 minutes followed by 140V for 1 hour. Proteins were transferred to 0.45 µm polyvinylidene difluoride membranes at 20V for 40 minutes. Membranes were blocked with 5% bovine serum albumin for 30 minutes and then incubated with primary antibody overnight at 4°C. After washing three times with Tris-buffered saline (TBS) containing 0.1% Tween-20 (TBST) for 5 minutes each, the membranes were exposed to a secondary antibody at room temperature for 1 hour. Following another round of washing with TBST for 5 minutes 3 times, protein bands were visualized. Antibodies information is provided in Supplementary Table 3.
Confocal Assay
Cells were seeded into 12-well plate (Corning). Once the confluency reached 50–60%, cells were transfected with pcDNA3-TORCAR plasmid (Addgene, 64927) and maintained for 24h. After transfection, cells were photographed with Carl Zeiss LSM 980 Confocal Laser Scanning Microscope. The reporter activity was calculated by the intensity ratio of CFP/YFP.
Nile Red Staining Assay
Cells were seeded into 12-well plate (Corning). Once the confluency reached 50–60%, cells were washed twice with PBS and were fixed with 4% Paraformaldehyde (PFA) for 10min. After fixing, cells were washed three times with PBS. Nile Red (Invitrogen) was dissolved in acetone with the final concentration of 1mg/ml. Cells were stained with PBS supplied with 1ug/ml Nile Red and 500ng/ml Hoechst 33342 solution (Dojindo Laboratories) and were incubated on a shaker for 10min in dark. After incubation, cells were washed three times with PBS and were photographed with BioTek Cytation1 Cell Imaging Multimode Reader. GFP fluorescence intensity was quantified using Image J.
Oil Red O Staining Assay
Cells were seeded into 6-well plate (Corning). Once the confluency reached 70%, cells were washed twice with PBS and were fixed with 4% Paraformaldehyde (PFA) for 10min. After fixing, cells were washed twice with PBS. Oil Red O (Dieckmann) was dissolved in 60% isopropanol with the final concentration of 3.5mg/ml. Cells were stained with Oil Red O solution and incubated for 10min. After incubation, cells were washed three times with PBS and were photographed using an inverted microscope.
Triglyceride Quantification Assay
Cells were seeded into 96-well plate or 10cm plate (Corning). Once the confluency reached 90–100%, cells were subjected to Triglyceride-Glo™ Assay Kit (Promega, for 96-well plate) or Triglyceride Assay Kit (Nanjing Jiancheng Bioengineering Institude, for 10cm plate) to make samples. Luminescence or absorbance at 500nm was measured using BioTek Cytation1 Cell Imaging Multimode Reader.
Free Fatty Acids Quantification Assay
Cells were seeded into 10cm plate (Corning). Once the confluency reached 90–100%, cells were subjected to Free Fatty Acids (FFA) Content Assay Kit (Solarbio) to make samples. Absorbance at 550nm was measured using BioTek Cytation1 Cell Imaging Multimode Reader.
Chromatin Immunoprecipitation (ChIP) Assay
Huh7 cells that had been infected with ATF3 lentivirus were cultured in 15 cm plates (Corning). When the cells reached 90–100% confluency, they were washed twice with PBS and treated with DMEM containing 1% formaldehyde, followed by a 5-minute incubation on a shaker. After this step, 900 µl of 2.5 M Glycine was added, and the cells were incubated for an additional 5 minutes on a shaker. The cells were then washed twice with PBS, scraped off, and collected by centrifugation at 500 g for 5 minutes at 4°C. They were resuspended in lysis buffer (85 mM KCl, 0.5% CA-630, 5 mM PIPES pH 8, 1 mM PMSF, and Pierce Protease and Phosphatase Inhibitor from Thermo) and sonicated for 150 seconds using the M220 Focused-ultrasonicator (Covaris) at a peak power of 75 W, duty factor of 2%, 200 cycles/burst, and temperature maintained at 4°C. Following sonication, the lysate was centrifuged at 1,000 g for 5 minutes at 4°C. The nuclear pellet was then resuspended in shearing buffer (10 mM Tris-HCl pH 8, 0.1% SDS, 1 mM EDTA pH 8, 1 mM PMSF, and Protease and Phosphatase Inhibitor) and subjected to sonication for 1560 seconds under the same conditions as before. After another centrifugation at 10,000 g for 10 minutes at 4°C, the supernatant was collected. This supernatant was either stored as input or mixed with antibodies and incubated overnight on a shaker at 4°C. After incubation, pre-blocked ChIP-grade Protein A/G Magnetic Beads (Thermo) were added and incubated on a shaker at 4°C for 4 hours. After this step, the beads were precipitated, and the supernatant was discarded. The beads were washed three times with sequential wash buffers: wash buffer I (150 mM NaCl, 20 mM Tris-HCl pH 8, 2 mM EDTA pH 8, 0.1% SDS, 1% Triton), wash buffer II (500 mM NaCl, 20 mM Tris-HCl pH 8, 2 mM EDTA pH 8, 0.1% SDS, 1% Triton), and wash buffer III (250 mM LiCl, 10 mM Tris-HCl pH 8, 1 mM EDTA pH 8, 1% sodium deoxycholate, 1% CA-630). The proteins were then eluted using elution buffer (1% SDS, 100 mM NaHCO₃). All samples received a 5 M NaCl solution to achieve a final concentration of 0.2 M and were incubated overnight at 65°C. After this incubation, the samples were treated with RNase A and Proteinase K, purified using the Monarch PCR & DNA Cleanup Kit (NEB), and subsequently analyzed by qRT-PCR.
Luciferase Reporter Assay
Huh7 cells infected with empty vector (EV) and ATF3 lentivirus were seeded into 12-well plate (corning). Once the confluency reached 60–70%, cells were co-transfected with either pGL3-SLC7A7 enhancer or pGL3-ATF3 promoter plasmids and pRL-TK plasmid (Promega) and maintained for 24h. After transfection, cells were washed twice with PBS and subjected to Dual-Glo Luciferase Assay System Kit (Promega) to make samples. The luciferases activities were measured using GloMax 20/20 Luminometer (Promega).
DNA Affinity Assay
Recombinant ATF3 expression vector was transformed into TOP10 Ecoli strain and single colony was picked up and cultured in LB medium overnight. 0.5mol/L IPTG was then added into the culture to induce the expression of recombinant ATF3, and the final concentration of IPTG was 0.1mmol/L. After 6h of induction, the culture was centrifuged, and the pellet was suspended in PBS with Pierce Protease and Phosphatase Inhibitor. The suspension was then sonicated for 15min using Branson Ultrasonics Sonifier 250 under the condition of Duty Cycle 30%, Output control 4. The sonicated product was subjected to HisPur™ Cobalt Spin Columns (Thermo) to purify recombinant ATF3 following the manufacturer’s instructions. 1ug of recombinant ATF3 was incubated along or with 2ug biotin-labeled SLC7A7-enhancer oligo (5’-biotin-CTT TCT TTG GTT TGG AAT CTG GAA GCT GAT GCA ACA GCT ACC CCG-3’) or with 2ug biotin-labeled SLC7A7-enhancer oligo and 50ug unlabeled SLC7A7-enhancer oligo in incubation buffer (25mM Tris-HCl, pH8, 2mM EDTA, 1mM EGTA, 0.1% NP-40, 100mM NaCl, 1 mM DTT, and 5% glycerol) on a shaker at 4°C for 1h. 20ul of Dynabeads™ M-280 Streptavidin (Thermo) was added into each sample and incubated on a shaker at 4°C for 2h. After incubation, beads were washed with wash buffer (25mM Tris-HCl, pH8, 2mM EDTA, 1mM EGTA, 0.5% NP-40, 150mM NaCl, 1mM DTT, and 5% glycerol) for 5 times and was eluted with 20ul 5× Laemmli buffer at 100°C for 15min. Samples were then subjected to western blot.
Mouse xenograft model
This study was conducted following the ARRIVE guidelines, with the experimental protocol receiving approval from the Committee on the Use of Live Animals in Teaching and Research (CULATR) at The University of Hong Kong (CULATR No. 5712-21). License of animal experiments was approved by Hong Kong SAR Government, Department of Health. The Huh7 shATF3 cell line was suspended in sterilized PBS with a final density of 5×10⁷ cells/ml, and cell suspension was injected subcutaneously into the flanks of 4- to 6-week-old female nude mice. Each mouse was inoculated with 5×106 cells. Mice body weight and tumor volume were recorded every three days. 5 weeks after inoculation, mice were anesthetized via intraperitoneal injection of 100 µl of 12.5 mg/ml tribromoethanol, followed by dissection for sacrifice, and the tumor xenografts were acquired.
Immunohistochemistry
Tumor tissues obtained from the mouse xenograft model were collected and fixed in 4% paraformaldehyde (PFA) for 48 hours. Following fixation, the tissues were dehydrated using 30% sucrose, embedded in OCT, and sectioned at -20°C. The sections underwent Oil Red O staining and hematoxylin-eosin (H&E) staining. For Oil Red O staining, the sections were fixed in 4% PFA for 10 minutes, washed with 60% isopropanol, and then stained with Oil Red O solution for 10 minutes. After staining, the sections were rinsed with 60% isopropanol and distilled water (ddH₂O), followed by a 2-minute incubation in hematoxylin solution (Beyotime). For H&E staining, sections were fixed in 95% ethanol for 20 minutes and washed twice with PBS. They were subsequently stained with hematoxylin solution for 2 minutes, rinsed with ddH₂O, and stained with eosin solution (Beyotime) for 1 minute. All sections were allowed to air dry, sealed with neutral gum, and examined under a microscope. The positive area for Oil Red O and lipid droplets was quantified using Image J.
RNA-Seq analysis
RNA-Seq data for hepatocellular carcinoma (HCC) patients were obtained from cBioPortal (Liver Hepatocellular Carcinoma, TCGA Firehose Legacy), as detailed in Supplementary Table 4. The samples were categorized into high and low expression groups based on the median expression levels of ATF3. Subsequently, the RNA-Seq data underwent Gene Set Enrichment Analysis (GSEA) using multiple gene sets, along with a summary analysis of the results.
Gene Expression Analysis
mRNA expression data for normal and hepatocellular carcinoma (HCC) patients were sourced from cBioPortal (Liver Hepatocellular Carcinoma, TCGA PanCancer Atlas), as presented in Supplementary Table 5.
Kaplan-Meier (KM) Survival analysis
The KM plot was conducted on the website (https://kmplot.com/analysis/) 22.
Correlation analysis
The correlation analysis of gene expression level in liver cancer was conducted using Correlation AnalyzeR 23. Data is listed in Supplementary Table 6–12.
Statistical analysis
Gene expression analysis was conducted using the Kruskal–Wallis test. For other assays, results are expressed as the mean ± standard deviation (S.D.) from at least three independent experiments. Statistical comparisons of various groups were conducted with unpaired two-tailed t-tests using Prism 9. P-values of < 0.05 (*), < 0.01 (**), < 0.001 (***), and < 0.0001 (****) were considered statistically significant.