Abstract
Rationale: Ferroptosis, a newly identified form of regulated cell death, can be induced following the inhibition of cystine-glutamate antiporter system XC- because of the impaired uptake of cystine. However, the outcome following the accumulation of endogenous glutamate in lung adenocarcinoma (LUAD) has not yet been determined. Yes-associated protein (YAP) is sustained by the hexosamine biosynthesis pathway (HBP)-dependent O-linked beta-N-acetylglucosaminylation (O-GlcNAcylation), and glutamine-fructose-6-phosphate transaminase (GFPT1), the rate-limiting enzyme of the HBP, can be phosphorylated and inhibited by adenylyl cyclase (ADCY)-mediated activation of protein kinase A (PKA). However, whether accumulated endogenous glutamate determines ferroptosis sensitivity by influencing the ADCY/PKA/HBP/YAP axis in LUAD cells is not understood.
Methods: Cell viability, cell death and the generation of lipid reactive oxygen species (ROS) and malondialdehyde (MDA) were measured to evaluate the responses to the induction of ferroptosis following the inhibition of system XC-. Tandem mass tags (TMTs) were employed to explore potential factors critical for the ferroptosis sensitivity of LUAD cells. Immunoblotting (IB) and quantitative RT-PCR (qPCR) were used to analyze protein and mRNA expression. Co-immunoprecipitation (co-IP) assays were performed to identify protein-protein interactions and posttranslational modifications. Metabolite levels were measured using the appropriate kits. Transcriptional regulation was evaluated using a luciferase reporter assay, chromatin immunoprecipitation (ChIP), and electrophoretic mobility shift assay (EMSA). Drug administration and limiting dilution cell transplantation were performed with cell-derived xenograft (CDX) and patient-derived xenograft (PDX) mouse models. The associations among clinical outcome, drug efficacy and ADCY10 expression were determined based on data from patients who underwent curative surgery and evaluated with patient-derived primary LUAD cells and tissues.
Results: The accumulation of endogenous glutamate following system XC- inhibition has been shown to determine ferroptosis sensitivity by suppressing YAP in LUAD cells. YAP O-GlcNAcylation and expression cannot be sustained in LUAD cells upon impairment of GFPT1. Thus, Hippo pathway-like phosphorylation and ubiquitination of YAP are enhanced. ADCY10 acts as a key downstream target and diversifies the effects of glutamate on the PKA-dependent suppression of GFPT1. We also discovered that the protumorigenic and proferroptotic effects of ADCY10 are mediated separately. Advanced-stage LUADs with high ADCY10 expression are sensitive to ferroptosis. Moreover, LUAD cells with acquired therapy resistance are also prone to higher ADCY10 expression and are more likely to respond to ferroptosis. Finally, a varying degree of secondary labile iron increase is caused by the failure to sustain YAP-stimulated transcriptional compensation for ferritin at later stages further explains why ferroptosis sensitivity varies among LUAD cells.
Conclusions: Endogenous glutamate is critical for ferroptosis sensitivity following the inhibition of system XC- in LUAD cells, and ferroptosis-based treatment is a good choice for LUAD patients with later-stage and/or therapy-resistant tumors.
Keywords: XBP1 splicing, Ferritin, Hippo pathway, GFPT1, HBP-dependent O-GlcNAcylation, NCOA4
Introduction
In 2012, Dixon et al. first described ferroptosis, a type of regulated cell death that differs from apoptosis and necroptosis 1. Ferroptosis is characterized by excessive oxidative modification of phospholipids via an iron-dependent mechanism 1, 2. While peroxidation of polyunsaturated fatty acids, including arachidonic acid (AA) and adrenic acid (AdA), is susceptible to ferroptosis 3, iron is essential for this process 4. Iron homeostasis is maintained by cargo proteins such as ferritin, which directly binds iron and protects cells from iron-induced stress 5. Notably, the selective autophagy of ferritin, referred to as ferritinophagy, leads to the release of free iron and increases ferroptosis sensitivity 6, 7.
One of the many ways to elicit ferroptosis is by inhibiting system XC- 1. Sorafenib, erastin and its derivatives are potent ferroptotic agonists 8. These molecules block cystine from entering the cell and thus decrease glutathione (GSH) production 9. Because system XC- is a 1:1 cystine:glutamate exchange antiporter, a concurrent inhibitory effect on cystine uptake reduces endogenous glutamate efflux 10. To date, many studies have shown the critical roles of cystine depletion 2, 11, but little is known about the outcome following the accumulation of endogenous glutamate. Here, we focus on the so-called intracellular “endogenous glutamate” to distinguish it from externally added glutamate, which can also inhibit system XC- by disrupting the concentration gradient.
Lung cancer is one of the leading causes of cancer-related death worldwide, with lung adenocarcinoma (LUAD) being the most prevalent subtype 12. While surgical resection is the most effective therapy for early-stage LUAD 13, advanced-stage patients may benefit from adjuvant cytotoxic therapy 14. However, therapy resistance is often the major cause of LUAD recurrence 15. Recently, tumor cells exhibiting Cisplatin resistance were shown to be sensitive to ferroptosis 16. Furthermore, ferroptosis induction is more pronounced in certain types of tumor cells than in normal cells 11, 16, 17. However, ferroptosis sensitivity may vary among LUAD cells, similar to its variations among types of cancer, and the mechanism underlying the ferroptosis sensitivity of LUAD cells remains unclear.
Yes-associated protein (YAP) functions as a proto-oncoprotein in several malignancies, including LUAD 18, 19. However, YAP can be inhibited after phosphorylation by the tumor-suppressing Hippo pathway 18. Recently, O-linked beta-N-acetylglucosaminylation (O-GlcNAcylation) has been shown to suppress YAP phosphorylation, thus highlighting a novel mechanism to protect YAP against the Hippo pathway activity 20. Uridine-diphosphate N-acetylglucosamine (UDP-GlcNAc), a donor for O-GlcNAcylation, is synthesized from glucose through the hexosamine biosynthetic pathway (HBP), in which glutamine-fructose-6-phosphate transaminase (GFPT1) is the rate-limiting enzyme 21-23. Prior studies have shown that GFPT1 is phosphorylated and inhibited by cAMP-dependent protein kinase A (PKA) 24, and the major source of cAMP is ATP, which can be converted by the members of the adenylate cyclase (ADCY) family 25, 26. In humans, there are nine transmembrane ADCYs, i.e., ADCY1-9 and one soluble ADCY enzyme, i.e., ADCY10 27. Although enhanced tumorigenesis is a result of elevated O-GlcNAcylation and YAP, a very recent study showed that cancer cells with a higher YAP expression are more sensitive to ferroptosis 17. Although the accumulation of endogenous glutamate is accompanied by impaired cystine uptake following the inhibition of system XC- and YAP is associated with ferroptosis; to the best of our knowledge, no study has linked system XC- and YAP to the determination of the ferroptosis sensitivity in LUAD cells.
Therefore, we investigated whether and how the accumulation of endogenous glutamate following system XC- inhibition determines ferroptosis sensitivity by influencing the ADCY/PKA/HBP/YAP axis in LUAD cells. GFPT1 at low levels is unable to preserve YAP O-GlcNAcylation upon the accumulation of glutamate, thus enhancing YAP phosphorylation and degradation. We also discovered that the concentration of ADCY10 correlates with the degree of glutamate-induced PKA-dependent GFPT1 inhibition; thus is the most important upstream factor in determining ferroptosis sensitivity. Clinically, we provide further evidence showing that ferroptosis-based treatment is a good choice for LUAD patients with higher ADCY10 levels.
Materials and Methods
Cell culture
Established MRC-5, WI38, BEAS-2B, H358, H1650, PC9, H1975, A549, H1299 and HCC827 cell lines were purchased from Fuheng Biotechnology (Shanghai, China). All the cell lines were validated by short tandem repeat analysis (Supplementary Document). H1975- and HCC827-based AZD9291 resistant (H1975-ARes and HCC827-ARes) cell lines were gifts from Dr. Tianxiang Chen (Shanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University). A549-based Cisplatin resistant (A549-CRes) cell lines were purchased from Fuheng Biotechnology. Patient-derived primary LUAD cells were established from LUAD tissues. Briefly, the tissues in a size less than 1.0 cm3 without necrosis were immediately washed with ice-cold Dulbecco's phosphate buffered saline (DPBS) for 3 times before re-suspending in Dulbecco's modified eagle medium (DMEM) containing collagenase I (2 mg/ml, Solarbio, Shanghai, China) at 37 °C for 4 h. After washing for 3 additional times with DMEM, cells were cultured in routine conditions. For monolayer culture, cells were cultured with DMEM supplemented with 10% FBS and 1% penicillin/streptomycin. For 3D spheroid culture, basement membrane extract (BME) (Trevigen, Gaithersburg, MD, USA) was seeded in a 96-well plate at 50 μl/well and pre-warmed at 37 °C for 0.5 h. Subsequently, cells were seeded on top of the plate coated with BME at a density of 1×105 cells per well. Images were captured using microscope after 7-day-culture, and the relative size and numbers of spheroids were calculated. For analysis following cystine deprivation, cells were cultured in DMEM without cystine. For hypoxia condition, cells were maintained in an anaerobic chamber with 0.1% O2. For glucose deprivation, cells were cultured in DMEM without glucose.
Mouse experiments and tissue samples
For generation of cell-derived tumor xenograft (CDX) mouse models, established LUAD cells (initial 5×106) were subcutaneously injected into 6-week-old athymic nude mice (Jiesijie, Shanghai, China). For generation of patient-derived tumor xenograft (PDX) mouse models, fresh LUAD specimens in a size of 2-3 mm3 were implanted into six-week-old athymic nude mice. The 3rd generations of PDX-bearing mice were used for drug administration and survival study. For intrapulmonary tumor model, 6-week-old nude mice were intrapleurally injected with LUAD cells (5×106) under anesthesia. For limiting dilution cell transplantation assays, a serial dilution of H1975 cells were injected into 6-week-old athymic nude mice and the tumor incidence was reported 12 weeks after transplantation. For drug administration experiments, mice bearing obvious tumors were subcutaneously injected by imidazole ketone erastin (IKE, 50 mg/kg) with or without liproxstatin-1 (Lipro-1, 10 mg/kg). The tumor volume was calculated as 0.5 × L × W2 (L indicating length while W indicating width). Tumorous and adjacent lung tissues of patients (mean age ± SD, 64.62 ± 10.02 years; male: female ratio, 1.15:1) were recruited in Shanghai Chest Hospital (Shanghai, China) from May 2013 to March 2019. Informed written consents were obtained from all patients. The study (including animal experiments) was approved by the institutional ethics committee of Shanghai Chest Hospital.
Reagents and plasmids
For reagents, erastin (Sigma, St Louis, MO, USA), ferrostatin-1 (Fer-1, Sigma), deferoxamine (DFO, sigma), Sorafenib (Selleck, Houston, TX, USA), RSL3 (Sigma), doxycycline (Dox, Clontech, Mountain View, CA, USA), epigallocatechol gallate (EGCG, MedChemExpress, Monmouth Junction, NJ, USA), glucose (Sigma), glucosamine (GlcN, MedChemExpress), N-acetylglucosamine (GlcNAc, Sigma), cyclohexamide (CHX, Sigma), H89 (MedChemExpress), Rp-Adenosine 3',5'-cyclic monophosphorothioate (Rp-cAMPS, MedChemExpress), PKA inhibitor (PKI, MedChemExpress), β-mercaptoethanol (β-ME, Sigma), N-Acetyl-L-cysteine (NAC, Sigma), GSH (Sigma), aminooxyacetic acid (AOA, MedChemExpress), dimethyl alpha ketoglutarate (DMK, Sigma), ethylenebis (oxyethylenenitrilo) tetraacetic acid (EGTA, MedChemExpress), 8-(4-Chlorophenylthio)-2'-O-methyladenosine 3',5'-cyclic monophosphate (8-pCPT-cAMP, Sigma), N6-Benzoyladenosine-3',5'-cyclic monophosphate (6-Bnz, Sigma), KH7 (Sigma), Gemcitabine (MedChemExpress), Paclitaxel (MedChemExpress), Cisplatin (MedChemExpress) and AZD9291 (MedChemExpress) were used for cell treatments.
For plasmids, wild type (WT)-YAP-FLAG, T241A-YAP-FLAG, transcriptional factor CP2 (TFCP2) luciferase (LUC) #1-#3 and TEA domain family member (TEAD) LUC reporters were acquired from our previous studies 20, 28. LentiCRISPR v2 based constructs were used for knockout of beta-transducin repeat containing E3 ubiquitin protein ligase (βTrCP), SMAD specific E3 ubiquitin protein ligase 1 (Smurf1), solute carrier family 7 member 11 (SLC7A11), solute carrier family 3 members (SLC3A2), GFPT1 and ADCY1-10. Inducible glutamate dehydrogenase 1 (iGLUD1) expressing plasmid was constructed using pLVX-Tet-on-Puro. Inducible shRNA targeting glutamate and aspartate transporter (ishGLAST) and glutamate transporter-1 (ishGLT1) were constructed using Tet-pLKO-neo. shRNAs targeting against nuclear receptor coactivator 4 (NCOA4), X-box binding protein 1 (XBP1) and plasmids expressing glutamic-oxaloacetic transaminase 2 (GOT2), glutamic-pyruvic transaminase 2 (GPT2), WT-GFPT1-FLAG, PKACα, ADCY10 and spliced form of X-Box binding protein 1 (XBP1s) were purchased from Biolink LTD (Shanghai, China). ADCY10 expressing plasmid was purchased from Vigene Biosciences (Shanghai, China). siRNA targeting against ferritin heavy chain 1 (FTH1) was purchased from Shanghai GenePharma Co., Ltd (Shanghai, China). GFPT1 and FTH1-promoter luciferase reporter was constructed using pGL4.21 vector. S205A-, S205E-, S235A-, S243A-GFPT1-FLAG were constructed using overlapping PCR and cloned into pcDNA3.1(+) vector. The primers, gRNAs and siRNAs were summarized in Table S1.
Immunofluorescence (IF), immunohistochemistry (IHC), immunoblotting (IB) and enzyme linked immunosorbent assay (ELISA)
IF and IHC were performed according to the conventional protocols. The primary antibodies used for IF were: anti-YAP (Abcam, Hong Kong, China, #ab52771), anti-human vimentin (hVIM, Raybiotech, Peachtree Corners, GA, USA, #128-10172-1), anti-ADCY10 (Abcam, #ab203204) and anti-cluster of differentiation 31 (CD31) (Abcam, #ab9498). The primary antibodies used for IHC were: anti-YAP (Abcam, #ab52771) and anti-ADCY10 (Abcam, #ab203204). For IB, nuclear and cytosol fractions of cells were prepared using a kit from Active Motif (Carlsbad, CA, USA). The proteins were resolved on SDS-PAGE gels with or without phostag™ reagents (Dako, Kyoto, Japan) prior to the standard protocol. The primary antibodies used for IB were: anti-YAP (Abcam, #ab52771 or Santa Cruz Biotechnology, Santa Cruz, CA, USA, #sc-101199), anti-glyceraldehyde-3-phosphate dehydrogenase (GAPDH, Cell Signaling Technology (CST), Boston, MA, USA, #5174 or #51332)), anti-phosphorylated YAP at serine 127 (p-YAPS127, Abcam, #ab76252), anti-O-GlcNAcylated YAP at threonine 241 (O-YAPT241, developed by Biolynx, Hangzhou, China, 20), anti-O-GlcNAc (Abcam, #ab2739), anti-FLAG (CST, #8146 or #2368), anti-vitronectin (VTN, Abcam, #ab45139), anti-four and a half LIM domains 2 (FHL2, Abcam, #ab202584), anti-glutaminase (GLS, Abcam, #ab156876), anti-alubumin (ALB, Abcam, #ab207327), anti-hemoglobin subunit alpha 1 (HBA1, Abcam, #ab77125), anti-metallothionein 2A (MT2A, Abcam, #ab12228), anti-keratin 81 (KRT81, Abcam, #ab55407), anti-hemoglobin subunit delta (HBD, Abcam, #ab131225), anti-carbonic anhydrase 12 (CA12, Abcam, #ab195233), anti-GFPT1 (Abcam, #ab125069), anti- inositol-requiring protein 1alpha (IRE1α, Abcam, #ab37073), anti-p-IRE1α (Abcam, #ab243665), anti-XBP1s (CST, #40435), anti-LaminB (Abcam, #ab16048), anti-βtubulin (Abcam, #ab18207), anti-ADCY10 (Abcam, #ab203204), anti-phosphorylated GFPT1 at Ser205 (p-GFPT1S205, developed by Biolynx), anti-FTH1 (Abcam, #ab65080), anti-βTrCP (Abcam, #ab71753 or #ab233638), anti-ubiquitin, (Ub, Abcam, #ab7780), anti-lysine 48-linked polyubiquitin chain (K48-Ub, CST, #12805), anti-GOT2 (Proteintech, Rosemont, IL, USA, #14800-1-AP), anti-GPT2 (Proteintech, #16757-1-AP), anti-GLAST (Abcam, #ab181036), anti-GLT1 (Abcam, #ab205248), anti-GLUD1 (Abcam, #ab168352), anti-XBP1 (Abcam, #ab37152), anti-PKACα (Abcam, #ab32376), anti-ADCY1 (Abcam, #ab69597), anti-ADCY2 (Abcam, #ab151470), anti-ADCY3 (Abcam, #ab125093), anti-ADCY4 (Abcam, #ab230192), anti-ADCY5 (Abcam, #ab66037), anti-ADCY6 (Abcam, #ab14781), anti-ADCY7 (Abcam, #ab14782), anti-ADCY8 (Abcam, #ab196686), anti-ADCY9 (Abcam, #ab191423), anti-epithelial cadherin (E-cadherin, Abcam, ab231303), anti-neural cadherin (N-cadherin, Abcam, #ab18203), anti-Snail (Abcam, ab216347), anti-Vimentin (Abcam, #ab92547), anti-ferritin light chain 1 (FTL1, Abcam, #ab69090), anti-transferrin receptor (TFRC, Abcam, #ab214039), anti- transferrin (TF, Abcam, #ab109503), anti-iron responsive element binding protein 2 (IREB2, Abcam, #ab232994), anti-CDGSH iron sulfur domain 1 (CISD1, Abcam, ab133970), anti-NCOA4 (Abcam, #ab86707), anti-ferroportin-1 (FPN1, Abcam, #ab239511), anti- heat shock protein family B (small) member 1 (HSPB1, Abcam, #ab109376), anti- nuclear factor, erythroid 2 like 2 (NRF2, Abcam, #ab62352), anti-phosphorylase kinase catalytic subunit gamma 2 (PHKG2, Abcam, #ab167424) and anti-divalent metal transporter 1 (DMT1, Abcam, #ab55812). For ELISA, YAP and ADCY10 levels in tissues were measured using kits from Lichen Biotech Ltd. (Shanghai, China).
Co-immunoprecipitation (co-IP) and tandem mass tags (TMT) analysis
For co-IP, whole cell lysates (WCL) were incubated with antibodies-conjugated protein A/G magnetic beads (Novex, Oslo, Norway) in Western/IP lysis buffer (Beyotime, Haimen, China) at 4 °C overnight. Immunoprecipitates were washed five times by Western/IP lysis buffer before subjection to IB. The antibodies used for co-IP were: anti-FLAG (CST, #8146 or #2368), anti-YAP (Santa Cruz Biotechnology, #sc-101199), anti-βTrCP (Abcam, #ab233638) and anti-IgG (CST, #3900). TMT was performed and analyzed by Luming Biotechnology (Shanghai, China). A fold change (FC) > 2 or < 0.5 with a P < 0.05 was considered as significance for differential expression.
Measurements of metabolites
AA was measured using a kit from CUSABIO (Houston, TX, USA). Labile iron, malondialdehyde (MDA), Ca2+ and cyclic adenosine monophosphate (cAMP) were measured using the kits from Abcam. Glucose, fructose-6-phosphate (F-6-P), GSH, glutamine and glutamate were assessed using the kits from Sigma. AdA, Glucosamine-6-phosphate (GlcN-6-P), UDP-N-acetylglucosamine (UDP-GlcNAc), N-acetylglucosamine-6-phosphate (GlcNAc-6-P) and N-acetylglucosamine-1-phosphate (GlcNAc-1-P) were measured using the kits from Lichen Biotech Ltd. (Shanghai, China). All the measurements were carried out in strict accordance with the instructions provided by the manufacturer.
Quantitative RT-PCR (qPCR)
Total RNA was extracted using Trizol (Ambion, Carlsbad, CA, USA) and reverse-transcribed into complementary DNA using the PrimeScriptTM RT reagent kit (Takara, Dalian, China). For real-time qPCR, the SYBR premix Ex Taq (Takara) kit was used for the detection of YAP, ADCY10 and FTH1 mRNAs. For the evaluation of XBP1 splicing, semi-qPCR was performed to examine the XBP1s and total XBP1 mRNA. The PCR was terminated at the cycle 29 and the products were visualized by agarose gel electrophoresis. The primers are listed in Table S1.
Luciferase reporter assay
Firefly luciferase reporter plasmids for the detection of GFPT1 and FTH1 promoter activity, TFCP2- and TEAD-based transcription activities were co-transfected with renilla luciferase reporter plasmids. Twenty-four hours after transfection, the ratios between firefly and renilla luciferase activities were measured using a Dual-luciferase® reporter assay system (Promega, Madison, WI, USA).
Chromatin immunoprecipitation (ChIP) and Re-ChIP
ChIP and Re-ChIP experiments were performed using the kits from Active Motif (Carlsbad, CA, USA). For ChIP, cells (2×107) were fixed using 1% formaldehyde, washed with PBS and lysed using lysis buffer. After sonication, protein-DNA complexes were incubated overnight with antibody-coupled protein G beads at 4 °C. In the second day, DNA was eluted in 1% SDS/0.1M NaHCO3, reversed cross-link at 65 °C, purified via phenol/chloroform extraction and ethanol precipitation, and subjected to qPCR. For Re-ChIP experiments, the complexes pulled down by the ChIP using the antibodies specific for the first protein were eluted by incubation 30 min at 37 °C in 10 mM DTT. After centrifugation, the supernatant was diluted 20 times with Re-ChIP buffer (1% Triton X-100, 2 mM EDTA, 150 mM NaCl, 20 mM Tris-HCl, pH 8.1), and subjected again into the ChIP procedure with the antibodies targeting against the second protein. The primary antibodies used in ChIP and Re-ChIP experiments were: anti-YAP (CST, #14074), anti-TFCP2 (CST, #80784), and anti-IgG (CST, #3900).
Measurements of cell viability, cell death and Lipid ROS generation
Cell viability was measured using a CellTiter-Glo luminescent cell viability assay (Promega) according to the manufacturer's instructions. Cell death was analyzed by staining with SYTOX Green (Invitrogen, Carbsland, CA, USA) followed by flow cytometry. Lipid ROS generation was measured by adding C11-BODIPY (Invitrogen) to a final concentration of 1.5 μM for 20 min before cell harvest. Lipid ROS positive cells were finally assessed by a flow cytometer.
Electron microscopic analysis (EM)
To observe the morphological change of mitochondria following induction of ferroptosis, cells were seeded onto 4-well chambered cover glass (Thermo Scientific, #155382) at a density of 15,000 cells/well and treated with or without erastin for 24 h. Images were captured using the Olympus EM208S transmission electron microscope (HITACHI, Tokyo, Japan).
Anchorage-independent colony formation assay
LUAD cells were seeded in a 6-well plate containing 0.3% agarose in DMEM at a density of 6×103 cells per well. Two weeks later, the size and numbers of colonies were calculated under microscope.
Ex vivo tumor slice culture
Fresh LUAD tissues were perfused with 2% low melting point agarose (Sigma). The tumors were cooled, excised, placed in ice-cold Hank's balanced salt solution (HBSS), and cut with a tissue slicer. Slices were incubated in DMEM containing penicillin and streptomycin at 37 °C, 5% CO2 for 4 h, and the medium was replaced three times to remove excess agarose. Subsequently, tissue slice was treated with erastin with or without Fer-1 for 24 h before Propidium Iodide (PI) staining.
Electrophoretic mobility shift assay (EMSA)
EMSA was performed as described in the previous study 29. The light shift kit (Pierce, Rockford, IL, USA) was used. Nuclear extracted proteins were prepared using the kit from Active Motif (Carlsbad, CA, USA) and incubated in the reaction buffer on ice followed by the addition of the biotin-labeled probes (synthesized and 5' labeled by Sangon Inc., Shanghai, China). For supershift assays, antibodies against TFCP2 (CST, #80784) or IgG (CST, #3900) were added to the mixture before adding the probe. The probes used are listed in Table S1.
GFPT1 activity assay
The total cellular enzymatic activity of GFPT1 was assayed using the glutamate dehydrogenase (GDH) method. Briefly, cells were lysed in CHAPS lysis buffer (Sigma). GFPT buffer (50 mM Tris, pH 7.8, 5 mM EDTA, 5 mM GSH, 5 mM glucose-6-P, 50 mM KCl) and GDH reaction buffer (6 mM glutamine, 0.8 mM fructose-6-phosphate, 0.3 mM APAD, 50 mM KCl, 0.1 mM KH2PO4, 6 U of glutamate dehydrogenase (Sigma)) were added into cell lysate in a 96-well plate and incubated for 37 °C for 90 min. Finally, OD370 was measured to estimate GFPT1 activity in cell lysates.
Statistical analysis
Tests used to examine the differences between groups were student's t test, one-way, two-way ANOVA, χ2 test and the Spearman rank-correlation analysis. A P < 0.05 was considered statistically significant.
Data availability
TMT data have been deposited in ProteomeXchange Consortium (accession number: PXD020205). The username for reviewing TMT data is reviewer51782@ebi.ac.uk, and the password is cjPsijRs.
Results
The degree to which YAP suppressed is critical to the ferroptosis sensitivity of LUAD cells
First, we investigated whether LUAD cells are more sensitive to ferroptosis than lung fibroblast cells. Compared to those in LUAD cells, lower levels of labile iron, AA and AdA were found in lung fibroblast cells, resulting in resistance to erastin-induced ferroptosis (Figure S1A-D). However, LUAD cells were sensitive to erastin, although the degrees of reduced-cell viability (Figure 1A), induced-cell death (Figure 1B-C), -smaller than normal mitochondria with condensed mitochondrial membrane densities (Figure 1D), -lipid ROS and MDA generation (Figure 1E-F) and -labile iron elevation (Figure 1G), varied. Reasoning that the effects induced by erastin could be reversed by Fer-1, a lipophilic radical scavenger and DFO, a redox-inactive iron chelator (Figure 1A-C, E-F), they were ferroptosis-associated. These data demonstrated that ferroptosis can be induced but the ferroptosis sensitivities in LUAD cells were varied.
To investigate the mechanism that determines the sensitivity of LUAD cells to ferroptosis, we performed proteomics analysis of H1975 cells before and after treatment with erastin. The previously reported ferroptosis-associated genes HBA1 30, solute carrier family 1 member 4 (SLC1A4) 31 and prostaglandin-endoperoxide synthase 2 (PTGS2) 32 were also found to be upregulated by erastin (Figure S1E), verifying the reliability of the proteomics analysis. Because H1975 and A549 cells showed the highest and lowest sensitivity to erastin (Figure 1A-G), respectively, we compared the alterations of the top 5 ranked downregulated and upregulated proteomics-predicated proteins (Figure 1H-I) between H1975 and A549 cells. In A549 cells, all 10 proteins were altered in the same direction as those in the H1975 cells. However, in contrast to the other 9 candidates, erastin suppression of YAP in A549 cells was not as pronounced as that in H1975 cells (Figure S1F). A comparison of xenografts generated by H1975 and A549 cells further indicated that the greater the suppression of YAP, the greater the inhibition of ferroptosis-associated tumor growth and elevation of MDA level (Figure S1G-H).
Similar to erastin, Sorafenib is also an inhibitor of system XC- and has the capacity to induce ferroptosis and reduce YAP levels in LUAD cells (Figure 1J and Figure S1I-J). However, RSL3, another stimulator of ferroptosis targeting glutathione peroxidase 4 (GPX4), failed to induce ferroptosis or reduce YAP levels (Figure S1I and K), indicating that YAP is suppressed in LUAD cells specifically following system XC- inhibition. The finding that erastin did not suppress YAP at the mRNA level (Figure S1L) led us to investigate whether erastin regulates YAP at the protein level. Indeed, treatment with erastin caused a Hippo pathway-like nuclear separation of YAP in H1975 cells (Figure S1M). Treatment with erastin or Sorafenib but not RSL3 also induced K48-linked polyubiquitination of YAP by recruiting the well-established YAP-specific ubiquitin E3 ligase (E3) βTrCP (Figure S1N-O). Deletion of βTrCP but not Smurf1, a YAP-unrelated E3, blocked erastin suppression of YAP in all the tested LUAD cells (Figure S1P-Q), implying that βTrCP is the key to decreasing YAP following system XC- inhibition.
Subsequently, we investigated whether the degree to which YAP is suppressed is critical to ferroptosis sensitivity. The degree of induced cell death was negatively correlated with the level of YAP remaining in LUAD cells (Figure 1J-K). Blocking erastin suppression of YAP by βTrCP deletion led to robust reduction in ferroptosis and MDA, which were nearly at the same levels among LUAD cells (Figure 1L-M), suggesting that ferroptosis sensitivity was diminished. However, deletion of Smurf1 did not have a similar effect (Figure 1L-M). Moreover, we excluded the possible impact of βTrCP deletion on cell proliferation during the timeframe of our experiments (Figure S1R), thus further indicating that the βTrCP deletion solely affect ferroptosis.
Ferroptosis sensitivity of LUAD cells is determined by endogenous glutamate-dependent suppression of YAP O-GlcNAcylation
Inhibiting system XC- simultaneously suppresses cystine uptake and glutamate efflux 1, 33. To provide direct evidence to support the hypothesis that the accumulation of endogenous glutamate is essential for ferroptosis sensitivity of LUAD cells, cystine was depleted to mimic the impaired cystine uptake, and glutamate was added to reach an intracellular concentration similar to that following the inhibition of system XC- (Figure S2A-B). Cystine deprivation induced ferroptosis (Figure S2C), a finding consistent with that of other studies 17, 34; however, the degree of ferroptosis did not vary among LUAD cells until glutamate levels were forcibly elevated (Figure S2C), further demonstrating that the shortage of cystine is the key to trigger ferroptosis and glutamate accumulation is essential to determine ferroptosis sensitivity following the inhibition of system XC-.
Then, we investigated whether the accumulation of endogenous glutamate following the inhibition of system XC- is linked to the suppression of YAP in LUAD cells. Cystine can be taken up by the system XC- and converted into cysteine for the synthesis of GSH, one of the major intracellular antioxidants 35. Blocking system XC- eventually leads to a shortage of GSH, which is also a contributor to ferroptosis. Adding β-ME, a compound that circumvents the inhibition of system XC- by promoting the cystine to cysteine transition and the inflow of cysteine uptake through an alternative pathway 36, failed to rescue erastin suppression of YAP in H1975 cells (Figure S2D). Similarly, the addition of NAC, the precursor of cysteine and GSH, did not attenuate YAP suppression (Figure S2D). Thus, impaired cystine uptake and GSH synthesis following the inhibition of system XC- was further excluded as the mechanism of YAP suppression. To address whether the accumulation of endogenous glutamate contributes to YAP suppression in LUAD cells, we tried to eliminate endogenous glutamate in LUAD cells. A mechanism including uptake, deamination and transamination maintains glutamate homeostasis (illustrated in Figure 2A). Forced overexpression of the transaminases GOT2 and GPT2 failed to decrease glutamate in H1975 cells (Figure S2E). In contrast, overexpressing GLUD1, which is a dehydrogenase mediating glutamate deamination significantly reduced glutamate, but at an unsatisfactory level (Figure S2F). GLAST and GLT1, which are transporters that absorb glutamate, can be induced by a feedback mechanism involving an increase in GLUD1 37. Only when GLAST and GLT1 were simultaneously knocked down was the endogenous glutamate content reduced to a very low level (Figure S2F). Glutamate is physiologically important to tumor cells 38; thus, we constructed LUAD cell-based Dox-inducible GGG cells in which GLUD1 overexpression (G) and GLAST (G) and GLT1 knockdown (G) was simultaneously achieved (illustrated in Figure 2B and Figure S2G). To exclude whether Dox could induce ferroptotic changes in LUAD cells beyond the intracellular glutamate, we treated LUAD cells with or without Dox, and noticed that Dox with a concentration of at 1 µg/ml, which was exactly the same as that for GGG induction did not affect cell viability, cell death and generation of lipid ROS and MDA in LUAD cells (Figure S2H-K), demonstrating that Dox might not interfere the roles of glutamate on ferroptosis. To reconstitute intracellular glutamate in the Dox-induced GGG cells, we added increasing concentrations of glutamate. Unfortunately, even at a concentration of 16 mM, the intracellular glutamate was still not elevated (Figure S2L), which may be due to impaired glutamate uptake resulting from the deficiency of GLAST and GLT1. However, inhibiting GLUD1 with the inhibitor EGCG successfully reversed intracellular glutamate to the basal level (Figure 2C). Using the Dox/GGG/EGCG cell models, we found that Dox induction successfully abolished endogenous glutamate accumulation, which was triggered 1 h following erastin treatment and could be sustained for 24 h in H1975 cells (Figure S2M). We also observed that the accumulation of endogenous glutamate following erastin and Sorafenib treatment was relied on SLC7A11 and SLC3A2, two subunits of system XC- (Figure S2N-O). Cell proliferation was not involved during the timeframe of our experiment (Figure S2P). However, ferroptosis sensitivity and variation of MDA was suppressed following endogenous glutamate depletion and was restored by EGCG (Figure 2D-E). These results resembled those when erastin suppression of YAP was blocked (Figure 1J-K), indicating that YAP suppression is a result of endogenous glutamate accumulation.
Subsequently, we investigated how endogenous glutamate accumulation suppresses YAP. Glutamate accumulation did not affect the mRNA level but stimulated Hippo pathway-like YAP suppression (Figure S1L-O), and O-GlcNAcylation at the Thr241 site stabilized YAP by antagonizing its Hippo-dependent phosphorylation 20; thus, we speculated that endogenous glutamate accumulation suppresses YAP by inhibiting its O-GlcNAcylation. Indeed, O-YAPT241 and total YAP were both substantially reduced following treatment with erastin, and these effects were diminished upon depletion of glutamate. In contrast, p-YAPS127, the major phosphorylation site targeted by the Hippo pathway, was increased by erastin in H1975 cells in a glutamate dependent manner (Figure 2F). Replacement of the Thr241 by alanine (A) blocked erastin-induced and glutamate-dependent suppression of YAP O-GlcNAcylation (Figure 2G), indicating that Thr241 is the major affected O-GlcNAcylation site following system XC- inhibition. Notably, endogenous glutamate deletion desensitized LUAD cells to the erastin suppression of O-YAPT241 and total YAP (Figure 2H-I). Similar effects were observed for the elevation of p-YAPS127 (Figure 2J). These results suggested that a reduction in O-GlcNAcylation is a prerequisite for endogenous glutamate-induced YAP suppression. However, glutamate-dependent suppression of YAP was not rescued by Fer-1 (Figure 2F), indicating that this suppression is not an effect of lipid ROS generation. After reconstituting WT- or T241A-YAP in YAP-/- H1975 cells, we noticed that introducing the T241A mutation desensitized the H1975 cells to erastin treatment (Figure 2K-L), indicating that O-GlcNAcylation of YAP at Thr241 is the target to increase ferroptosis sensitivity.
Finally, because glutamate is the intermediate metabolite between glutamine and alpha-ketoglutaric acid (α-KG) (illustrated in Figure 2A), we investigated whether endogenous glutamate suppression of YAP is mediated by glutamine and α-KG. Intracellular glutamine was comparable before and after erastin treatment in LUAD cells (Figure S2Q). Blocking α-KG influx by treatment with AOA, a pan-inhibitor of transaminase, as well as simultaneous supplementation with DMK, a precursor of α-KG that is more cell permeable, failed to alter the erastin-induced suppression of YAP (illustrated in Figure 2A and Figure S2R). Thus, the suppression of YAP following system XC- inhibition is a specific effect of glutamate.
GFPT1 mediates glutamate-induced suppression of YAP O-GlcNAcylation to modulate ferroptosis sensitivity
Here, we explored the mechanism underlying how the accumulation of endogenous glutamate suppresses the O-GlcNAcylation of YAP. The influx of O-GlcNAcylation is determined by the HBP (illustrated in Figure 3A and Ref. 23). After testing metabolites that belong to the HBP, we found an endogenous glutamate-dependent decrease in metabolites generated during the change from GlcN-6-P to UDP-GlcNAc following treatment with erastin in H1975 cells (Figure 3B). These metabolites are downstream of GFPT1 (illustrated in Figure 3A). In contrast, only a slight accumulation of metabolites upstream of GFPT1, namely, glucose and F-6-P, was observed (Figure 3B), implying that metabolism downstream of GFPT1 is obstructed. GFPT1 catalyzes the amidation of F-6-P to GlcN-6-P in the presence of glutamine. However, because glutamine is not utilized, the glutamine level was not significantly changed (Figure 3B and Figure S2Q). Similar to that of YAP O-GlcNAcylation and total YAP (Figure 2H-I), the degree of GFPT1 activity suppressed by erastin was also glutamate-dependent in LUAD cells (Figure 3C), therefore, we hypothesized that the glutamate-dependent suppression of YAP and the reduction in its O-GlcNAcylation are mediated by the suppression of GFPT1 following inhibition of system XC-. To test this supposition, we circumvented GFPT1 inhibition by replenishing downstream metabolites. Although supplementation with GlcN and GlcNAc, which can bypass GlcN-6-P and GlcNAc-6-P synthesis 39, failed to restore GFPT1 activity in H1975 cells (Figure S3A), erastin induced the induction of p-YAPS127, and the reductions in O-YAPT241 and total YAP were thus diminished (Figure 3D). However, the glucose level did not influence YAP (Figure 3D). At the genetic level, the reconstitution of GFPT1 by an erastin-resistant GFPT1S205A (will be discussed in the following section) successfully restored GFPT1 activity and expression (Figure 3G and Figure S3B). This change also prevented the phosphorylation and suppression of YAP following system XC- inhibition in H1975 cells (Figure 3G). Because changes of YAP modifications influence its protein stability 18, 20, 28, we assessed the half-life of YAP before and after alteration of GFPT1 expression. We found that GFPT1 prolonged half-life of YAP in H1975 cells, suggesting that GFPT1 boosts protein stability of YAP (Figure 3H), and such effects might be a result from preventing βTrCP-YAP interaction and subsequent reduction of YAP ubiquitination (Figure 3I). In summary, endogenous glutamate-induced suppression of YAP and its O-GlcNAcylation are mediated by GFPT1 following the inhibition of system XC-.
Next, we assessed whether suppression of GFPT1 determines ferroptosis sensitivity. As shown in Figure 3E-F and 3J-K, ferroptosis sensitivity and ferroptosis-associated MDA level variation following inhibition of system XC- were abolished by either supplementation with GlcN and GlcNAc or the reconstitution of GFPT1 via GFPT1S205A in LUAD cells, demonstrating that the suppression of GFPT1 is critical for determining ferroptosis sensitivity.
To confirm that the suppression of GFPT1 in LUAD cells is a genuine result of system XC- inhibition following erastin treatment, LUAD cells were also treated with Sorafenib and RSL3. Similar to the effect of erastin, Sorafenib but not RSL3 reduced GFPT1 activity (Figure S3C), and GFPT1S205A reversed this effect in H1975 cells (Figure S3D), further demonstrating that the suppression of GFPT1 is indeed occurred following the inhibition of system XC-.
Ineffective XBP1 splicing facilitates glutamate-dependent GFPT1 suppression in LUAD cells
Although glutamate-dependent suppression of YAP and ferroptosis sensitivity is mediated by suppression of GFPT1 in LUAD cells (Figure 3), the mechanism underlying how GFPT1 suppression is boosted following inhibition to system XC- in LUAD cells still remains unclear. We found that the downregulation of GFPT1 expression correlated with the suppression of GFPT1 activity in LUAD cells following treatment with erastin (Figure 3C and 4A-B). Knocking out GFPT1 simultaneously lead to diminished GFPT1 activity in A549 and H1975 cells (Figure 4C), further supporting the idea that the suppression of GFPT1 activity is a result of the previous suppression of its expression. Therefore, we hereafter focused on the mechanism by which GFPT1 expression is decreased following the inhibition of system XC-. The expression of GFPT1 can be transcriptionally sustained by the XBP1s under endoplasmic reticulum (ER) stress, such as that generated by glucose deprivation or hypoxia 40. Without effective XBP1 splicing, GFPT1 level usually decreases rapidly 21, 41. Interestingly, the inhibition of system XC-, such as that induced by erastin, can also induce ER stress 31. Therefore, we hypothesized that the suppression of GFPT1 expression is boosted by ineffective XBP1 splicing following treatment with erastin. To test this supposition in LUAD samples, we first examined the levels of XBP1u and XBP1s mRNAs, which encode the unspliced and spliced forms of the XBP1 protein, respectively 31. As expected, compared to the XBP1u mRNA, the XBP1s mRNA was absent in LUAD at a higher frequency (Figure 4D-E). Because IRE1α processes XBP1 transcripts that result in XBP1s mRNAs upon ER stress, and since the autophosphorylation of IRE1α (p-IRE1α) is an indicator of its activation 42, we measured the p-IRE1α and total-IRE1α levels to evaluate whether inactivation of IRE1α is the reason for ineffective XBP1 splicing following treatment with erastin in LUAD cells. The MDA-MB-231 breast cancer cell line was used as a positive control cell line because it displays highly efficient IRE1α activation and XBP1 mRNA splicing under ER stress 40, and glucose deprivation and hypoxia were set as the positive control conditions for ER stress. In contrast to its status in MDA-MB-231 cells, IRE1α was inactivated, and the splicing of XBP1 mRNA was ineffective upon glucose deprivation, hypoxia or erastin treatment (Figure 4F-G and Figure S4A-D). In contrast to XBP1u, XBP1s can be translocated into the nucleus and act as a transcription factor 21. Compared to its localization in MDA-MB-231 cells, the XBP1s protein was also not obviously observed in the nuclear fraction of the H1975 cells under glucose deprivation conditions and the treatment with erastin, reasoning that XBP1s mRNA was inefficiently generated (Figure 4F-G and Figure S4E). Because XBP1s sustains GFPT1 expression by stimulating GFPT1 transcription under ER stress 21, we assessed GFPT1 promoter activity and mRNA level by testing the luciferase activity of a reporter containing the GFPT1 promoter and performing qPCR, and found that the treatment of MDA-MB-231 cells with erastin resulted in significant promoter activity elevation and mRNA expression of GFPT1; however, this effect was absent in LUAD cells (Figure S4F-G), further demonstrating that XBP1 mRNA splicing is relatively ineffective in LUAD cells. To further investigate whether ineffective XBP1 splicing facilitates the suppression of GFPT1 expression following treatment with erastin, we replenished XBP1s in H1975 cells, and found that the impaired GFPT1 expression and activity was diminished (Figure 4F), which might be the result of XBP1s-mediated stimulation of GFPT1 promoter activity (Figure S4H). Intriguingly, depletion of glutamate had no influence on IRE1α activation or XBP1s generation in H1975 cells (Figure 4F), hinting that ineffective XBP1 splicing might be a specific and glutamate-independent phenomenon in LUAD cells. Oppositely, similar to the results in H1975 cells, GFPT1 expression and activity could not be sustained upon XBP1 knockdown in the MDA-MB-231 cells after treatment with erastin (Figure 4G). Collectively, these results imply that ineffective XBP1 splicing in LUAD cells facilitates the suppression of GFPT1 following the inhibition of system XC-.
As described above, inefficient splicing of XBP1 mRNA boosts GFPT1 reduction in LUAD cells (Figure 4D-G); however, how the reduction in GFPT1 is triggered following the inhibition of system XC- remains elusive. Posttranslational modifications (PTMs) are critical for protein turnover, and phosphorylation is one of the most prevalent ones 43, 44. Reasoning that GFPT1 can be phosphorylated 24, we explored whether phosphorylation of GFPT1 is also influenced by glutamate following the inhibition of system XC-. Indeed, the phosphorylation of GFPT1 was induced by erastin in a glutamate-dependent manner (Figure 4F-G), suggesting that the phosphorylation of GFPT1 might be a prerequisite for its suppression. GFPT1 can be phosphorylated at Ser205, Ser235 and Ser243 24, 45. We wondered whether phosphorylation at these sites is affected by system XC- inhibition. Treating H1975 cells with erastin or Sorafenib, but not RSL3, resulted in significant phosphorylation of GFPT1wild-type (WT); however, these treatments were ineffective when the Ser205 was replaced by an alanine (S205A) (Figure 4H). Interestingly, the accumulation of endogenous glutamate triggered by erastin treatment accelerated the degradation of GFPT1WT (Figure 4I and Figure S4I). Compared to the GFPT1WT, GFPT1S205A is much more stable and shows resistance to glutamate. Serine is often mutated to glutamic acid (E) to mimic the phosphorylation of the serine residue. As expected, GFPT1S205E was still glutamate resistant; however, the degradation of this mutant was the fastest among the variants (Figure 4I and Figure S4I). Overall, GFPT1 suppression is triggered by glutamate-dependent phosphorylation at Ser205, which facilitates its degradation following system XC- inhibition in LUAD cells.
ADCY10 is the key factor in the glutamate-dependent phosphorylation of GFPT1 and reflects the ferroptosis sensitivity of LUAD cells
Although GFPT1 can be phosphorylated at Ser205 (Figure 4F-H), how it happens via glutamate following inhibition of system XC- is unclear. Reasoning that p-GFPT1S205 is modulated by PKA 34, we investigated whether PKA is also involved in this phosphorylation following system XC- inhibition. First, antibodies specifically recognizing p-GFPT1S205 were developed (Figure S5A-B). Consistent with the results from electrophoresis using Phostag™-containing gel (Figure 4F), a glutamate-dependent increase in p-GFPT1S205 following erastin treatment was observed with an anti-p-GFPT1S205 antibody (Figure 5A). Treating H1975 cells with H89 and Rp-cAMPS, two structurally distinct PKA inhibitors targeting the ATP-binding site and cAMP-binding site, respectively 46, 47, successfully blocked the glutamate-dependent induction of p-GFPT1S205 (Figure 5A). YAP and GFPT1 expression and activity were also suppressed in a PKA-dependent manner (Figure 5A-B). If PKA truly phosphorylates GFPT1 and facilitates its subsequent suppression, stimulating PKA should sensitize cells to erastin-triggered ferroptosis. Therefore, at the genetic level, PKACα, the catalytic subunit of PKA, was overexpressed in A549 and H1975 cells prior to erastin treatment (Figure S5C). Indeed, ferroptosis and ferroptosis-associated lipid ROS and MDA generation were enhanced in the PKAα-overexpressing A549 and H1975 cells (Figure 5C-F). However, these effects were prevented when PKI, a potent synthetic peptide inhibitor of PKA, was simultaneously added (Figure 5C-F). These results suggested that GFPT1 is phosphorylated by PKA in a glutamate-dependent manner following inhibition of system XC-.
PKA receives upstream signals from cAMP, the formation of which is catalyzed by ADCYs 48, 49. We therefore investigated the possibility that ADCY is responsible for PKA-dependent suppression of GFPT1. According to the UALCAN database, among the 10 ADCYs evaluated, only ADCY10 is upregulated in LUAD tissue, compared to normal lung tissue (Figure S5D). This finding was extended to include the paired tumor and adjacent tissue samples (Figure 5G). Additionally, only knocking out ADCY10 resulted in H1975 cell resistance to erastin suppression of GFPT1 activity (Figure S5E-F), and this effect was glutamate-dependent (Figure 5H). Furthermore, ADCY10 was identified as the driver of cAMP induction following the inhibition of system XC- because the effects of erastin- and Sorafenib-induced elevation of cAMP were abolished in ADCY10-knockout H1975 cells (Figure S5G). In addition, we noticed that the inhibition of GPX4 by either siRNA-mediated GPX4 gene silencing or RSL3 did not alter ADCY10 expression or the cAMP production dependent on it (Figure S5G-H), further explaining why the subsequent suppression of YAP was not observed following the inhibition of GPX4 (Figure S1K and 1N-O). In summary, ADCY10 is the target of glutamate, acting upstream to produce cAMP for the PKA-dependent suppression of GFPT1 following the inhibition of system XC-.
Then, we explored how glutamate stimulates ADCY10. Because the accumulation of glutamate has the capacity to elevate intracellular Ca2+, which is a genuine stimulator of ADCY10 50, we speculated that glutamate stimulates ADCY10 by increasing Ca2+. To test this hypothesis, we measured intracellular Ca2+, cAMP and GFPT1 activity following erastin treatment in the presence or absence of EGTA, a chelator of calcium. The glutamate-dependent increase in Ca2+ and cAMP levels and reduction in GFPT1 activity were diminished in the presence of EGTA (Figure 5I-K), indicating that increasing Ca2+ is key to the glutamate stimulation of ADCY10 and the functions that depend on ADCY10.
Due to the critical roles of ADCY10 in suppressing GFPT1 (Figure 5H), we wondered whether ADCY10 expression is affected by the inhibition of system XC-. Unfortunately, ADCY10 expression was not affected by either erastin or Sorafenib in LUAD cells (Figure S5H-I), suggesting that the inhibition of system XC- is not sufficient to alter ADCY10 expression. The forced overexpression of ADCY10 was similarly unable to trigger cell death or alter lipid ROS generation in H1975 cells (Figure S5J), implying that ADCY10 activation per se might not be sufficient to induce ferroptosis. However, whether ADCY10 augments ferroptosis following the inhibition of system XC- remains unclear. We found that the degree to which erastin reduced GFPT1 activity and induced cAMP concentration was significantly correlated with basal ADCY10 levels (Figure 5L-M). By ectopically expressing increasing concentrations of ADCY10 in H1975 cells, we found that the higher the ADCY10 expression was, the greater the ability of erastin to suppress O-YAPT241, total YAP and GFPT1 while induce increase in cAMP concentration (Figure S5K-M). These results demonstrated that ADCY10 sensitizes cells to ferroptosis and that the ADCY10 concentration-dependent production of cAMP determines the degree to which downstream suppression of GFPT1 following inhibition of system XC-. Notably, intracellular ADCY10 mRNA levels also reflected erastin suppression of GFPT1 in LUAD cells (Figure S5N), suggesting that simply performing qPCR to evaluate ADCY10 mRNA can predict sensitivity to ferroptosis in LUAD patients.
Subsequently, slice culture of primary LUAD tissue was performed to assess the role of ADCY10 in determining ferroptosis sensitivity ex vivo. By comparing the responses to ferroptosis in the LUADs with 3 distinct ADCY10 levels (n = 20/group), we found that erastin tended to induce ferroptosis and MDA level in the LUAD samples with high ADCY10 expression (Figure 5N-O). ADCY10 is a possible independent indicator for predicting cell sensitivity to ferroptosis because erastin-accumulated glutamate was similar among the LUADs regardless of ADCY10 expression (Figure S5O).
Ferroptosis is beneficial for advanced-stage and therapy-resistant LUAD because of elevated ADCY10 levels
ADCY10 is upregulated in LUAD tissues compared to adjacent lung tissues (Figure 5G); however, its expression is also correlated with ferroptosis sensitivity of LUAD cells (Figure 5). Because LUAD cells are more sensitive to ferroptosis than lung fibroblast cells (Figure 1A-E and Figure S1A-D), we wondered whether ADCY10 is also protumorigenic. To test this possibility, we impaired ADCY10 expression in LUAD cells and performed in vitro and in vivo functional experiments. Knocking down ADCY10 by two independent shRNAs (Figure S6A) significantly impaired anchorage-independent growth of H1975 cells in soft agar (Figure S6B), spheroid formation in 3D culture (Figure S6C) and tumor growth in CDX mouse models (Figure 6A and Figure S6D). Limiting dilution cell transplantation assays demonstrated that ADCY10 deficiency in H1975 cells also decreased the frequency of tumor incidence in mice (Figure S6F). While knocking out ADCY10 resulted in a longer overall survival (OS) of CDX-burdened mice (Figure 6B), a higher ADCY10 expression signified a poorer OS in human LUAD patients (Figure 6C). KH7 is a specific inhibitor that inhibits ADCY10 in various cell types 51. Indeed, treating H1975 cells with KH7 substantially reduced their proliferation (Figure S6G). Exchange proteins respectively activated by cAMP (EPAC) and PKA are two major downstream targets of cAMP. KH7-impaired cell proliferation was rescued by the EPAC-selective activator 8-pCPT; however, it was not rescued by the PKA-specific activator 6-Bnz (Figure S6G). These results demonstrated that, in addition to a role in sensitizing ferroptosis, ADCY10 also promotes EPAC-dependent tumorigenesis.
Due to the importance of ADCY10 in both ferroptosis and tumorigenesis, we wondered whether enhanced vulnerability to ferroptosis benefits LUADs with higher ADCY10 expression. We first evaluated the association between the efficacy of ferroptosis and the expression of ADCY10, and IKE, an erastin analog with high in vivo metabolic stability 52, was administrated to CDX mouse models. We found that IKE was ineffective in further reducing tumor growth, increasing MDA concentration or prolonging OS time once upon ADCY10 expression was impaired (Figure 6A-B and Figure S6D-E), suggesting that the expression of ADCY10 is essential for the efficacy of ferroptosis-based therapy in vivo.
We also asked, what kind of LUAD patients have high ADCY10 expression levels? Given that ADCY10 was upregulated in a time course-dependent manner not only in 3D spheroids but also in transplanted tumors (Figure S6H), we speculated that ADCY10 is highly expressed in LUADs with advanced stage. As expected, the upregulation of ADCY10 was associated with tumor stage in human LUADs (Figure 6D). Do LUAD patients in advanced stages benefit from ferroptosis induction? To answer this question, we established two primary LUAD cell lines derived from stage I and III patients. Hereafter, these cell lines are termed as primary LUAD cell-I (PLUADC-I) and PLUADC-III. Compared to the PLUADC-I cells, the PLUADC-III cells with higher ADCY10 expression were more sensitive to erastin-induced reduction in cell viability and suppression of GFPT1 and YAP (Figure 6E and Figure S6I). We also found that, compared to PLUAD-I, PLUAD-III was resistant to routine chemotherapeutic drugs including gemcitabine, paclitaxel and Cisplatin (Figure S6J). Fortunately, erastin concentrations as low as 1 μM exhibited a strong killing effect on PLUAD-III cells (Figure 6E). However, erastin at concentrations as high as 10 μM, did not kill bronchial epithelial BEAS-2B cells or lung fibroblast MRC-5 cells (Figure 6F), suggesting that ferroptosis-based therapy is a relatively safe strategy to treat LUAD. PDX mouse models are useful tools to evaluate drug effects. PDX-I and PDX-III models were constructed from LUAD cells derived from patients in stages I and III. Tumors in relative higher ADCY10-expressing PDX-III models grew faster than those in relative lower ADCY10-expressing PDX-I models; however, IKE inhibited tumor growth and prolonged the OS time of PDX-III mice to a greater extent than it did in the PDX-I mice. These effects were found to be related to ferroptotisis because they were blocked by Lipro-1, a stable in vivo ferroptosis inhibitor (Figure 6G-H). We also found that PLUADC-III cells were more invasive and displayed more vascular co-option in the lung than the PLUADC-I cells (Figure 6I-K), and these effects were largely inhibited by IKE (Figure 6L-N). Overall, ferroptosis-related treatment is a good choice for treating high ADCY10-expressing LUAD patients, such as those in advanced-stage ones.
Then, we evaluated whether therapy resistance alone resulted in a higher ADCY10 expression and increased sensitivity to ferroprosis. Cisplatin resistance of A549 cells caused the elevated expression of ADCY10 and increased sensitivity to both erastin and Sorafenib (Figure 6O-P). In addition, higher ADCY10 expression was exhibited in a LUAD patient after failure of treatment of Icotinib, a first-generation epidermal growth factor receptor-tyrosine kinase inhibitor (EGFR-TKI) (Figure 6Q), suggesting that patients who fail targeted therapy exhibit higher expression of ADCY10. Indeed, resistance of AZD9291, another third-generation EGFR-TKI in H1975 and HCC827 cells also acquired a higher ADCY10 expression and more sensitivity to erastin and Sorafenib (Figure 6R-S), suggesting that ferroptosis-based therapy might benefit for those LUAD patients with targeted therapy resistance. As high therapy-resistant mesenchymal high status confers increased sensitivity to ferroptosis 17, we wondered whether ADCY10 drives epithelial-mesenchymal transition (EMT). Knocking down ADCY10 in H1975 and HCC827 cells caused a significant increase in E-cadherin level and reductions in N-cadherin, Snail and Vimentin (Figure 6T), demonstrating that inducing the EMT might be another function of ADCY10 that may make LUAD cells more sensitive to ferroptosis.
Ferroptosis sensitivity varies among LUAD cells following a YAP suppression-dependent labile iron elevation
Although the suppression of YAP following system XC- inhibition is determined by glutamate level and the ADCY10-dependent inhibition of GFPT1 (Figure 1-5), the downstream mechanism by which YAP suppression modulates ferroptotic circumstance is unknown. Compared to that in parental cells, the prevention of YAP suppression in βTrCP-/- H1975 cells did not influence the erastin-induced reduction in GSH levels (Figure S7A). βTrCP deletion also failed to affect AA or AdA (Figure S7B-C); however, erastin-induced increase in labile iron was significantly reduced (Figure 7A). The trend of labile iron elevation was contrary to that YAP was suppressed, and such was also glutamate-dependent (Figure 2I and 7B). Thus, YAP suppression might facilitate labile iron elevation following system XC- inhibition.
Via time course measurements, we found that p-GFPT1S205 was rapidly induced at 0.5 h following erastin treatment and maintained at high levels for up to 4 h in H1975 cells. In contrast, a substantial decrease in GFPT1 was observed starting at 1 h and was maintained at a low level thereafter (Figure S7D). O-YAPT241, p-YAPS127 and total YAP levels were reduced or induced in succession after the alteration of GFPT1 (Figure 7C). An obvious YAP decrease was observed 8 h after treatment with erastin in H1975 cells (Figure 7C), leading us to investigate whether the ferroptotic responses of LUAD cells vary after that time. As expected, a varied secondary increase in labile iron in LUAD cells was observed beginning at 10 h after erastin treatment (Figure 7D). Lipid ROS generation was also observed at 10 h (Figure 7E), which might be because the iron-mediated Fenton reaction enhances lipid peroxidation at that time. The secondary enhanced erastin-induced cell death and -reduced cell viability were detected ~2 h later (at 12 h) (Figure 7F and Figure S7E). To further investigate whether the varied ferroptotic responses were outcomes following secondary elevation of labile iron, we blocked labile iron increases by DFO at 10 h after treatment with erastin (Figure 7D). As expected, the variations in ferroptotic responses were diminished upon the addition of DFO (Figure 7E-F and Figure S7E). These results demonstrated that ferroptosis sensitivity is determined by YAP suppression at later stages via elevating a varied secondary labile iron in LUAD cells following system XC- inhibition.
YAP suppression leads to the failure of transcriptionally sustained ferritin at later stages following system XC- inhibition
By proteomics analysis, which is shown in Figure 1G, we found that iron metabolism-associated proteins, including FTH1, FTL1 and IREB2, were reduced, while TFRC, TF and CISD1 were increased following the erastin treatment of H1975 cells (Figure S7F). Among these proteins, only the degree to which FTH1 (the heavy subunit of ferritin) suppressed were varied between A549 and H1975 cells (Figure S7G). We also evaluated other iron metabolism-related proteins that were not detected by the proteomics, i.e., NCOA4, FPN1, HSPB1, NRF2, PHKG2 and DMT1, and found that none of them changed differentially between A549 and H1975 cells (Figure S7H). Therefore, we focused on FTH1 thereafter. Similar to YAP, the remaining FTH1 level following erastin treatment was negatively correlated with the extent of ferroptosis (Figure 1I and 7G), suggesting that YAP suppression-promoted ferroptosis depends on FTH1. Indeed, knocking down FTH1 by siRNA resensitized βTrCP-/- H1975 cells to erastin-induced ferroptosis when YAP suppression was blocked (Figure 7H and Figure S7I).
Next, we investigated the mode by which YAP regulates FTH1 following system XC- inhibition. Erastin-triggered iron release is a result of ferritinophagy 6. Even when glutamate was depleted, exogenous FTH1 protein was still abolished within 2 h upon erastin treatment in H1975 cells (Figure 7I), indicating that ferritinophagy did occur in a glutamate-independent manner. However, the trend of endogenous FTH1 protein alteration was completely different. Due to ferritinophagy, endogenous FTH1 declined within the 1st hour (Figure 7I). Excessive iron feedback induces FTH1 gene transcription 7, thus explaining why FTH1 mRNA showed a compensatory increase and the FTH1 protein was maintained from the 2nd h until the 8th hour (Figure 7I-J). Unfortunately, the FTH1 protein level was not sustained by its mRNA thus far 2 h later (~10th hour) after YAP was significant decreased in a glutamate-dependent manner (Figure 7I-J). These results demonstrated that FTH1 is transcriptionally stimulated by YAP following the inhibition of system XC- at an early stage but cannot be sustained at a late stage.
Subsequently, we explored how YAP transcriptionally regulates FTH1 following the inhibition of system XC-. YAP acts as a coactivator to stimulate the activity of transcription factors (TFs), such as TEA domain family members (TEAD) and TFCP2 28. The dynamic changes in TFCP2-based luciferase activity were more obvious than those of TEAD, which changed earlier than the changes in FTH1 expression (Figure 7I-J and Figure S7J), indicating that YAP regulation of FTH1 is TFCP2-dependent. With FIMO software (http://meme-suite.org/doc/fimo.html), a TFCP2 consensus motif (-157~-148 bp relative to the transcription start site) was predicted to be located within the FTH1 promoter (Figure S7K). The binding between TFCP2 and the FTH1 promoter was subsequently verified by EMSA and ChIP experiments (Figure S7L-M). Without an intact TFCP2 motif, YAP failed to reinforce TFCP2-induced FTH1 promoter activity (Figure S7N). These results indicate that TFCP2 is fundamental for YAP to control FTH1 transcription. Notably, treatment with erastin or Sorafenib enabled YAP to bind with the TFCP2 motif within the FTH1 promoter in a dose-dependent manner (Figure S7O-P). NCOA4 is a cargo receptor involved in FTH1 degradation by ferritinophagy following system XC- inhibition 53. NCOA4 depletion diminished the erastin-induced YAP recruitment to the FTH1 promoter in H1975 cells (Figure 7K and Figure S7Q), indicating that ferritinophagy triggers the YAP-dependent transcriptional compensation of FTH1. Finally, we examined whether YAP suppression at later stages leads to the dissociation of YAP from the FTH1 promoter following system XC- inhibition. Although YAP recruitment to the FTH1 promoter was sustainably increased during the first 4 hours following erastin treatment, it began to decrease thereafter following YAP suppression in a glutamate-dependent manner (Figure 7L). These effects were consistent with the decrease in YAP; however, these effects were diminished in βTrCP-/- H1975 cells (Figure 7C, 7I and 7L). Moreover, TFCP2 enrichment at the FTH1 promoter was not affected (Figure 7M), demonstrating that the effects of YAP are specific. Overall, YAP suppression fails to transcriptionally sustain ferritin at later stages.
Discussion
System XC- imports extracellular cystine in exchange for intracellular glutamate 10. Although cystine uptake is inhibited following the inhibition of system XC-, the effects of accumulating endogenous glutamate have not been fully elucidated. Prior studies have reported that the addition of exogenous glutamate at a high concentration can also inhibit system XC- and trigger ferroptosis via the disruption of the concentration gradient between extracellular and intracellular glutamate 54, 55. In this study, although accumulated endogenous glutamate following inhibition of system XC- was identified as an indicator of the degree of ferroptosis, it was found to be insufficient to trigger ferroptosis. Therefore, the functions of the “exogenous” and “endogenous” glutamate are diverse, at least for the initiation and progression of ferroptosis.
To the best of our knowledge, we are the first to reveal that glutamate accumulation determines ferroptosis sensitivity by stimulating Ca2+-dependent activation of ADCY10 in LUAD cells. ADCY10 acts as a key downstream target to produce cAMP and diversifies the impacts of glutamate to trigger cAMP and PKA-dependent phosphorylation and suppression of GFPT1. Subsequently, the O-GlcNAcylation and stability of YAP are reduced. We also found that ferritinophagy-induced YAP recruitment to the TFCP2 motif within the FTH1 promoter is indispensable for compensator ferritin increases. However, the remarkable decline in YAP failed to sustain ferritin at the later stage. Labile iron was then elevated, finally sensitizing LUAD cells to ferroptosis (Figure 8). On the basis of our cell-based and preclinical models, we also revealed that the responses to the induction of ferroptosis depend on the existing intracellular ADCY10 expression; thus merely measuring ADCY10 expression is a promising method to evaluate whether the LUAD patients are sensitive to the ferroptosis-based therapy. Moreover, ADCY10 is elevated at advanced stages and also when therapy resistance is evident. Given that ferroptosis sensitivity is correlated with the level of ADCY10, ferroptosis-based treatment might be beneficial for advanced-stage and therapy-resistant LUAD patients.
Ferroptosis sensitivity varies widely in cells and tissues and may be related to the expression of certain factors, such as p53 11. However, the mechanism by which ferroptosis is augmented in LUAD cells remains largely unknown. In addition to its tumorigenic function, YAP was recently shown to promote ferroptotic environments in cancer cells by stimulating TEAD-based transcription of Acyl-CoA synthetase long chain family member 4 (ACSL4) and TFRC 17, which are both critical ferroptotic modulators 4, 56. A ferroptotic environment can be disrupted by the activation of the Hippo pathway 17. Interestingly, we reveal here that the Hippo pathway suppression of YAP has another role in augmenting ferroptosis in LUAD cells following the inhibition of system XC-. This finding is not contradictory to the prior study 17 because the TEAD-based transcription program stimulated by YAP is a prerequisite for triggering ferroptosis, while the degree of ferroptosis is determined by the remaining YAP levels to compensate for TFCP2-based ferritin transcription. Hence, YAP is critical to modulate both the initiation and progression of ferroptosis. In addition, our findings indicating that YAP strongly declined 8 h following system XC- inhibition, explains, to a certain extent, why apparent ferroptosis occurs at similar time points upon treatment with erastin 1.
XBP1s is critical for sustaining GFPT1 under ER stress 39. However, our findings demonstrated that ineffective splicing of XBP1 facilitates GFPT1 degradation following the inhibition of system XC- because of inefficient phosphorylation and activation of IRE1α, which processes XBP1 transcripts coding XBP1s upon ER stress 57. Low basal levels and delayed induction of IRE1α in the lung might also account for the ineffective retention of GFPT1 58. IRE1α does not increase significantly until stimulation under ER stress for at least 12 h in the lung 58; however, our data showed that rapid and robust suppression of GFPT1 only requires 4 h. Even if it is possible for XBP1 splicing to compensate for GFPT1 after 12 h, it is too late to prevent impaired YAP O-GlcNAcylation and ferroptosis. The reported phosphorylation sites within GFPT1 include Ser205, Ser235 and Ser243 24, 45. The phosphorylation of Ser205 and Ser235 is PKA-dependent, and the phosphorylation of Ser205 also inhibits GFPT1 activity 24; however, only Ser205 is phosphorylated in LUAD cells, which might be due to a LUAD cell-specific effect. mTORC2 signaling regulates phosphorylation at Ser243 45. Unfortunately, our data also exclude phosphorylation at Ser243 following system XC- inhibition. Posttranslational modification is critical for protein homeostasis 59. However, how GFPT1 is degraded following phosphorylation remains unknown and needs to be investigated in the future.
EPAC and PKA are two major downstream targets of cAMP, and they can be generated by ADCY10 60. When cells transition from benign to malignant, the upregulation of ADCY10 stimulates cell growth in an EPAC-dependent manner 60. Our findings also showed that ADCY10 exerts its protumorigenic roles in LUAD cells via EPAC. However, the augmentation of ferroptosis by ADCY10 is related to PKA. These results suggest that the tumorigenic and ferroptotic functions of ADCY10 are separate. ADCY10 is increased with tumor progression and therapy resistance, indicating that advanced-stage and therapy-resistant LUADs are more susceptible to ferroptosis. The EMT boosts metastasis, which is another major characteristic of tumor progression 61, and indeed, cancer cells with EMT and metastatic properties are highly sensitive to ferroptosis 17. The fact that ADCY10 is an EMT-promoting protein in LUAD cells further supports that increasing ADCY10 can sensitize LUAD cells to ferroptosis. Although ferroptosis has antitumor effects, the example of ADCY10 emphasizes that the contributor to promote tumorigenesis might also be the determinant of the increased ferroptosis sensitivity of LUAD cells.
The alteration of FTH1 following ferroptosis initiation is dynamic. Through a 24 h monitoring, the changes in FTH1 were shown to involve initial downregulation, secondary upregulation and final downregulation. Although this action is influenced by multiple signals, YAP participates in every process. The initial downregulation is due to the rapid onset of ferritinophagy 6, 62. During this stage, YAP is recruited to the FTH1 promoter where it can initiate transcriptional compensation for the loss of ferritin. The secondary upregulation of FTH1 can also be regarded as a feedback response to the increase in labile iron 7. A study revealed that NRF2 and FTH1 are both increased upon erastin treatment of hepatocellular carcinoma cells, suggesting that NRF2 stimulates FTH1 transcription upon ferroptosis 63. However, considering our findings, we suggest that YAP is the key regulator that transcriptionally sustains FTH1 in LUAD cells. Failure to induce FTH1 transcription following YAP suppression at later stages eventually leads to a secondary increase in labile iron, the level of which varies among LUAD cells and determines the degree of ferroptosis. These effects rely on the coordination among the ADCY10/PKA, HBP and Hippo pathways, suggesting that ferroptosis cannot be achieved by a single signaling pathway.
In conclusion, we emphasize the importance of accumulated endogenous glutamate to augment ferroptosis following the inhibition of system XC-. The degree to which YAP is suppressed by the ADCY10/PKA/GFPT1 signaling axis determines the iron-dependent ferroptosis sensitivity of LUAD cells. ADCY10 simultaneously exerts tumorigenic and ferroptotic effects in LUAD; therefore, patients with elevated ADCY10 expression are more likely to benefit from ferroptosis-based therapy. Ferroptosis might be a good choice for cancer treatment, and clinical trials will be conducted based on ferroptosis in the near future. We are confident that there will be additional attractive factors that can serve as biomarkers for the prediction of both the prognosis and ferroptosis sensitivity, or as the targets for ferroptosis themselves.
Supplementary Material
Acknowledgments
This work was supported by the National Natural Science Foundation of China (81822029, 81871907, 81672332, 81902869, 81902315, 81774291), Project of Clinical Research Supporting System, Clinical Medicine First-class Discipline, Shanghai Municipal Education Commission - Gaofeng Clinical Medicine (20191834), Shanghai Rising Star Program (18QA1403400), Shanghai Municipal Commission of Health and Family Planning (2017YQ024), Grant Support “Chen Guang” project supported by Shanghai Municipal Education Commission and Shanghai Education Development Foundation (18CG16), Shanghai Sailing Program (19YF1444800), and Nurture projects for basic research of Shanghai Chest Hospital (2018YNJCQ06).
Abbreviations
- 6-Bnz
N6-Benzoyladenosine-3',5'-cyclic monophosphate
- 8-pCPT-cAMP
8-(4-Chlorophenylthio)-2'-O-methyladenosine 3',5'-cyclic monophosphate
- A549-CRes
A549-based Cisplatin resistant
- AA
arachidonic acid
- ACSL4
Acyl-CoA synthetase long chain family member 4
- AdA
adrenic acid
- ADCY10
adenylate cyclase 10
- ALB
albumin
- AOA
aminooxyacetic acid
- BME
basement membrane extract
- CA12
carbonic anhydrase 12
- cAMP
cyclic adenosine 3′,5′-monophosphate
- cAMP
cyclic adenosine monophosphate
- CD31
cluster of differentiation 31
- CDX
cell-derived xenograft
- CHX
cycloheximide
- ChIP
chromatin immunoprecipitation
- CISD1
CDGSH iron sulfur domain 1
- co-IP
co-immunoprecipitation
- DFO
deferoxamine
- DMEM
Dulbecco's modified eagle medium
- DMK
dimethyl alpha ketoglutarate
- DMT1
divalent metal transporter 1
- DPBS
Dulbecco's phosphate buffered saline
- E-cadherin
epithelial cadherin
- EGCG
epigallocatechol gallate
- EGFR-TKI
epidermal growth factor receptor-tyrosine inhibitor
- EGTA
ethylenebis (oxyethylenenitrilo) tetraacetic acid
- ELISA
enzyme linked immunosorbent assay
- EM
electronic microscope
- EMSA
electrophoretic mobility shift assay
- EMT
epithelial-mesenchymal transition
- EPAC
exchange proteins activated by cAMP
- ER
endoplasmic reticulum
- F-6-P
fructose-6-phosphate
- FHL2
four and a half LIM domains 2
- FPN1
ferroportin-1
- FTH1
ferritin heavy chain 1
- FTL1
ferritin light chain 1
- GAPDH
glyceraldehyde-3-phosphate dehydrogenase
- GDH
glutamate dehydrogenase
- GFPT1
glutamine-fructose-6-phosphate transaminase
- GLAST
glutamate aspartate transporter
- GlcN
glucosamine
- GlcN-6-P
glucosamine-6-P
- GlcNAc
N-acetylglucosamine
- GlcNAc-1-P
N-acetylglucosamine-1-phosphate
- GLS
glutaminase
- GLT1
glutamate transporter 1
- GLUD1
glutamate dehydrogenase 1
- GOT2
glutamic-oxaloacetic transaminase 2
- GPT2
glutamic pyruvate transaminase
- GPX4
glutathione peroxidase 4
- GSH
glutathione
- H1975-ARes
H1975-based AZD9291 resistant
- HBA1
hemoglobin subunit alpha 1
- HBD
hemoglobin subunit delta
- HBP
hexosamine biosynthesis pathway
- HBSS
Hank's balanced salt solution
- HCC827-ARes
HCC827-based AZD9291 resistant
- HSPB1
heat shock protein family B (small) member 1
- IB
immunoblotting
- IF
immunofluorescence
- IHC
immunohistochemistry
- IKE
imidazole ketone erastin
- IRE1α
inositol-requiring protein 1alpha
- IREB2
iron responsive element binding protein 2
- K48-Ub
lysine 48-linked polyubiquitin chain
- KRT81
keratin 81
- LUAD
lung adenocarcinoma
- Lipro-1
liproxstatin-1
- LUC
luciferase
- MDA
malondialdehyde
- MT2A
metallothionein 2A
- NAC
Acetyl-L-cysteine
- N-cadherin
nerual cadherin
- NCOA4
nuclear receptor coactivator 4
- NFS1
cysteine desulfurase
- NRF2
nuclear factor, erythroid 2 like 2
- O-GlcNAcylation
O-linked beta-N-acetylglucosaminylation
- O-YAPT241
threonine 241 O-GlcNAcylated YAP
- PDX
patient-derived tumor xenograft
- PDX
patient-derived xenograft
- PHKG2
phosphorylase kinase catalytic subunit gamma 2
- PI
propidium Iodide
- PKA
protein kinase A
- PKI
PKA inhibitor
- PLUADC
primary LUAD cell
- PTGS2
prostaglandin-endoperoxide synthase 2
- p-YAPS127
serine 127 phosphorylated YAP
- qPCR
quantitative RT-PCR
- ROS
reactive oxygen species
- Rp-cAMPS
Rp-Adenosine 3',5'-cyclic monophosphorothioate
- SCD1
stearoyl-Coenzyme A desaturase 1
- SLC1A4
solute carrier family 1 member 4
- SLC3A2
solute carrier family 3 members
- SLC7A11
solute carrier family 7 member 11
- Smurf1
SMAD specific E3 ubiquitin protein ligase 1
- TEAD
TEA domain family mambers
- TF
transferrin
- TFCP2
transcription factor CP2
- TFRC
transferrin receptor
- TFs
transcription factors
- TMT
tandem mass tags
- Ub
ubiquitin
- UDP-GlcNAc
UDP-N-acetylglucosamine
- VIM
vimentin
- VTN
vitronectin
- WCL
whole cell lysates
- WT
wild type
- XBP1
X-box-binding protein 1
- YAP
yes-associated protein
- α-KG
alpha-ketoglutaric acid
- β-ME
β-mercaptoethanol
- βTrCP
beta-transducin repeat containing E3 ubiquitin protein ligase
References
- 1.Dixon SJ, Lemberg KM, Lamprecht MR, Skouta R, Zaitsev EM, Gleason CE. et al. Ferroptosis: an iron-dependent form of nonapoptotic cell death. Cell. 2012;149:1060–72. doi: 10.1016/j.cell.2012.03.042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Stockwell BR, Friedmann Angeli JP, Bayir H, Bush AI, Conrad M, Dixon SJ. et al. Ferroptosis: A Regulated Cell Death Nexus Linking Metabolism, Redox Biology, and Disease. Cell. 2017;171:273–85. doi: 10.1016/j.cell.2017.09.021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Kagan VE, Mao G, Qu F, Angeli JP, Doll S, Croix CS. et al. Oxidized arachidonic and adrenic PEs navigate cells to ferroptosis. Nat Chem Biol. 2017;13:81–90. doi: 10.1038/nchembio.2238. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Gao M, Monian P, Quadri N, Ramasamy R, Jiang X. Glutaminolysis and Transferrin Regulate Ferroptosis. Mol Cell. 2015;59:298–308. doi: 10.1016/j.molcel.2015.06.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Mai TT, Hamai A, Hienzsch A, Caneque T, Muller S, Wicinski J. et al. Salinomycin kills cancer stem cells by sequestering iron in lysosomes. Nat Chem. 2017;9:1025–33. doi: 10.1038/nchem.2778. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Mancias JD, Wang X, Gygi SP, Harper JW, Kimmelman AC. Quantitative proteomics identifies NCOA4 as the cargo receptor mediating ferritinophagy. Nature. 2014;509:105–9. doi: 10.1038/nature13148. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Gao M, Monian P, Pan Q, Zhang W, Xiang J, Jiang X. Ferroptosis is an autophagic cell death process. Cell Res. 2016;26:1021–32. doi: 10.1038/cr.2016.95. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Xie Y, Hou W, Song X, Yu Y, Huang J, Sun X. et al. Ferroptosis: process and function. Cell Death Differ. 2016;23:369–79. doi: 10.1038/cdd.2015.158. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Wang L, Liu Y, Du T, Yang H, Lei L, Guo M. et al. ATF3 promotes erastin-induced ferroptosis by suppressing system Xc(.) Cell Death Differ. 2020;27:662–75. doi: 10.1038/s41418-019-0380-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Bridges RJ, Natale NR, Patel SA. System xc(-) cystine/glutamate antiporter: an update on molecular pharmacology and roles within the CNS. Br J Pharmacol. 2012;165:20–34. doi: 10.1111/j.1476-5381.2011.01480.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Friedmann Angeli JP, Krysko DV, Conrad M. Ferroptosis at the crossroads of cancer-acquired drug resistance and immune evasion. Nat Rev Cancer. 2019;19:405–14. doi: 10.1038/s41568-019-0149-1. [DOI] [PubMed] [Google Scholar]
- 12.Herbst RS, Morgensztern D, Boshoff C. The biology and management of non-small cell lung cancer. Nature. 2018;553:446–54. doi: 10.1038/nature25183. [DOI] [PubMed] [Google Scholar]
- 13.Hirsch FR, Scagliotti GV, Mulshine JL, Kwon R, Curran WJ Jr, Wu YL. et al. Lung cancer: current therapies and new targeted treatments. Lancet. 2017;389:299–311. doi: 10.1016/S0140-6736(16)30958-8. [DOI] [PubMed] [Google Scholar]
- 14.Kris MG, Gaspar LE, Chaft JE, Kennedy EB, Azzoli CG, Ellis PM. et al. Adjuvant Systemic Therapy and Adjuvant Radiation Therapy for Stage I to IIIA Completely Resected Non-Small-Cell Lung Cancers: American Society of Clinical Oncology/Cancer Care Ontario Clinical Practice Guideline Update. J Clin Oncol. 2017;35:2960–74. doi: 10.1200/JCO.2017.72.4401. [DOI] [PubMed] [Google Scholar]
- 15.Zhang Y, Du H, Li Y, Yuan Y, Chen B, Sun S. Elevated TRIM23 expression predicts cisplatin resistance in lung adenocarcinoma. Cancer Sci. 2020;111:637–46. doi: 10.1111/cas.14226. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Lee J, You JH, Shin D, Roh JL. Inhibition of Glutaredoxin 5 predisposes Cisplatin-resistant Head and Neck Cancer Cells to Ferroptosis. Theranostics. 2020;10:7775–86. doi: 10.7150/thno.46903. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Wu J, Minikes AM, Gao M, Bian H, Li Y, Stockwell BR. et al. Intercellular interaction dictates cancer cell ferroptosis via NF2-YAP signalling. Nature. 2019;572:402–6. doi: 10.1038/s41586-019-1426-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Zhao B, Wei X, Li W, Udan RS, Yang Q, Kim J. et al. Inactivation of YAP oncoprotein by the Hippo pathway is involved in cell contact inhibition and tissue growth control. Genes Dev. 2007;21:2747–61. doi: 10.1101/gad.1602907. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Zanconato F, Cordenonsi M, Piccolo S. YAP/TAZ at the Roots of Cancer. Cancer Cell. 2016;29:783–803. doi: 10.1016/j.ccell.2016.05.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Zhang X, Qiao Y, Wu Q, Chen Y, Zou S, Liu X. et al. The essential role of YAP O-GlcNAcylation in high-glucose-stimulated liver tumorigenesis. Nat Commun. 2017;8:15280. doi: 10.1038/ncomms15280. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Wang ZV, Deng Y, Gao N, Pedrozo Z, Li DL, Morales CR. et al. Spliced X-box binding protein 1 couples the unfolded protein response to hexosamine biosynthetic pathway. Cell. 2014;156:1179–92. doi: 10.1016/j.cell.2014.01.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Hsieh TJ, Lin T, Hsieh PC, Liao MC, Shin SJ. Suppression of Glutamine:fructose-6-phosphate amidotransferase-1 inhibits adipogenesis in 3T3-L1 adipocytes. J Cell Physiol. 2012;227:108–15. doi: 10.1002/jcp.22707. [DOI] [PubMed] [Google Scholar]
- 23.Wellen KE, Thompson CB. A two-way street: reciprocal regulation of metabolism and signalling. Nat Rev Mol Cell Biol. 2012;13:270–6. doi: 10.1038/nrm3305. [DOI] [PubMed] [Google Scholar]
- 24.Hu Y, Riesland L, Paterson AJ, Kudlow JE. Phosphorylation of mouse glutamine-fructose-6-phosphate amidotransferase 2 (GFAT2) by cAMP-dependent protein kinase increases the enzyme activity. J Biol Chem. 2004;279:29988–93. doi: 10.1074/jbc.M401547200. [DOI] [PubMed] [Google Scholar]
- 25.Warrington NM, Sun T, Rubin JB. Targeting brain tumor cAMP: the case for sex-specific therapeutics. Front Pharmacol. 2015;6:153. doi: 10.3389/fphar.2015.00153. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Pierre S, Eschenhagen T, Geisslinger G, Scholich K. Capturing adenylyl cyclases as potential drug targets. Nat Rev Drug Discov. 2009;8:321–35. doi: 10.1038/nrd2827. [DOI] [PubMed] [Google Scholar]
- 27.Kleinboelting S, Diaz A, Moniot S, van den Heuvel J, Weyand M, Levin LR. et al. Crystal structures of human soluble adenylyl cyclase reveal mechanisms of catalysis and of its activation through bicarbonate. Proc Natl Acad Sci U S A. 2014;111:3727–32. doi: 10.1073/pnas.1322778111. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Zhang X, Sun F, Qiao Y, Zheng W, Liu Y, Chen Y. et al. TFCP2 Is Required for YAP-Dependent Transcription to Stimulate Liver Malignancy. Cell Rep. 2017;21:1227–39. doi: 10.1016/j.celrep.2017.10.017. [DOI] [PubMed] [Google Scholar]
- 29.Chen Y, Liu R, Chu Z, Le B, Zeng H, Zhang X. et al. High glucose stimulates proliferative capacity of liver cancer cells possibly via O-GlcNAcylation-dependent transcriptional regulation of GJC1. J Cell Physiol. 2018;234:606–18. doi: 10.1002/jcp.26803. [DOI] [PubMed] [Google Scholar]
- 30.Zhang X, Du L, Qiao Y, Zhang X, Zheng W, Wu Q. et al. Ferroptosis is governed by differential regulation of transcription in liver cancer. Redox Biol. 2019;24:101211. doi: 10.1016/j.redox.2019.101211. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Dixon SJ, Patel DN, Welsch M, Skouta R, Lee ED, Hayano M. et al. Pharmacological inhibition of cystine-glutamate exchange induces endoplasmic reticulum stress and ferroptosis. Elife. 2014;3:e02523. doi: 10.7554/eLife.02523. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Yang WS, SriRamaratnam R, Welsch ME, Shimada K, Skouta R, Viswanathan VS. et al. Regulation of ferroptotic cancer cell death by GPX4. Cell. 2014;156:317–31. doi: 10.1016/j.cell.2013.12.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Lang X, Green MD, Wang W, Yu J, Choi JE, Jiang L. et al. Radiotherapy and Immunotherapy Promote Tumoral Lipid Oxidation and Ferroptosis via Synergistic Repression of SLC7A11. Cancer Discov. 2019;9:1673–85. doi: 10.1158/2159-8290.CD-19-0338. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Kang YP, Mockabee-Macias A, Jiang C, Falzone A, Prieto-Farigua N, Stone E, Non-canonical Glutamate-Cysteine Ligase Activity Protects against Ferroptosis. Cell Metab. 2020. [DOI] [PMC free article] [PubMed]
- 35.Ogiwara H, Takahashi K, Sasaki M, Kuroda T, Yoshida H, Watanabe R. et al. Targeting the Vulnerability of Glutathione Metabolism in ARID1A-Deficient Cancers. Cancer Cell. 2019;35:177–90. doi: 10.1016/j.ccell.2018.12.009. e8. [DOI] [PubMed] [Google Scholar]
- 36.Ishii T, Bannai S, Sugita Y. Mechanism of growth stimulation of L1210 cells by 2-mercaptoethanol in vitro. Role of the mixed disulfide of 2-mercaptoethanol and cysteine. J Biol Chem. 1981;256:12387–92. [PubMed] [Google Scholar]
- 37.Wang X, Bao X, Pal R, Agbas A, Michaelis EK. Transcriptomic responses in mouse brain exposed to chronic excess of the neurotransmitter glutamate. BMC Genomics. 2010;11:360. doi: 10.1186/1471-2164-11-360. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Zeng Q, Michael IP, Zhang P, Saghafinia S, Knott G, Jiao W. et al. Synaptic proximity enables NMDAR signalling to promote brain metastasis. Nature. 2019;573:526–31. doi: 10.1038/s41586-019-1576-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Moloughney JG, Kim PK, Vega-Cotto NM, Wu CC, Zhang S, Adlam M. et al. mTORC2 Responds to Glutamine Catabolite Levels to Modulate the Hexosamine Biosynthesis Enzyme GFAT1. Mol Cell. 2016;63:811–26. doi: 10.1016/j.molcel.2016.07.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Chen X, Iliopoulos D, Zhang Q, Tang Q, Greenblatt MB, Hatziapostolou M. et al. XBP1 promotes triple-negative breast cancer by controlling the HIF1alpha pathway. Nature. 2014;508:103–7. doi: 10.1038/nature13119. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Chaveroux C, Sarcinelli C, Barbet V, Belfeki S, Barthelaix A, Ferraro-Peyret C. et al. Nutrient shortage triggers the hexosamine biosynthetic pathway via the GCN2-ATF4 signalling pathway. Sci Rep. 2016;6:27278. doi: 10.1038/srep27278. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Liu X, Guo GL, Kong B, Hilburn DB, Hubchak SC, Park S. et al. Farnesoid X receptor signaling activates the hepatic X-box binding protein 1 pathway in vitro and in mice. Hepatology. 2018;68:304–16. doi: 10.1002/hep.29815. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Singh V, Ram M, Kumar R, Prasad R, Roy BK, Singh KK. Phosphorylation: Implications in Cancer. Protein J. 2017;36:1–6. doi: 10.1007/s10930-017-9696-z. [DOI] [PubMed] [Google Scholar]
- 44.Wang Q, Liu S, Zhai A, Zhang B, Tian G. AMPK-Mediated Regulation of Lipid Metabolism by Phosphorylation. Biol Pharm Bull. 2018;41:985–93. doi: 10.1248/bpb.b17-00724. [DOI] [PubMed] [Google Scholar]
- 45.Moloughney JG, Vega-Cotto NM, Liu S, Patel C, Kim PK, Wu CC. et al. mTORC2 modulates the amplitude and duration of GFAT1 Ser-243 phosphorylation to maintain flux through the hexosamine pathway during starvation. J Biol Chem. 2018;293:16464–78. doi: 10.1074/jbc.RA118.003991. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Chijiwa T, Mishima A, Hagiwara M, Sano M, Hayashi K, Inoue T. et al. Inhibition of forskolin-induced neurite outgrowth and protein phosphorylation by a newly synthesized selective inhibitor of cyclic AMP-dependent protein kinase, N-[2-(p-bromocinnamylamino)ethyl]-5-isoquinolinesulfonamide (H-89), of PC12D pheochromocytoma cells. J Biol Chem. 1990;265:5267–72. [PubMed] [Google Scholar]
- 47.Botelho LH, Rothermel JD, Coombs RV, Jastorff B. cAMP analog antagonists of cAMP action. Methods Enzymol. 1988;159:159–72. doi: 10.1016/0076-6879(88)59017-1. [DOI] [PubMed] [Google Scholar]
- 48.Gancedo JM. Biological roles of cAMP: variations on a theme in the different kingdoms of life. Biol Rev Camb Philos Soc. 2013;88:645–68. doi: 10.1111/brv.12020. [DOI] [PubMed] [Google Scholar]
- 49.Strutt DI, Wiersdorff V, Mlodzik M. Regulation of furrow progression in the Drosophila eye by cAMP-dependent protein kinase A. Nature. 1995;373:705–9. doi: 10.1038/373705a0. [DOI] [PubMed] [Google Scholar]
- 50.Navarrete FA, Garcia-Vazquez FA, Alvau A, Escoffier J, Krapf D, Sanchez-Cardenas C. et al. Biphasic role of calcium in mouse sperm capacitation signaling pathways. J Cell Physiol. 2015;230:1758–69. doi: 10.1002/jcp.24873. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Chang JC, Go S, de Waart DR, Munoz-Garrido P, Beuers U, Paulusma CC. et al. Soluble Adenylyl Cyclase Regulates Bile Salt-Induced Apoptosis in Human Cholangiocytes. Hepatology. 2016;64:522–34. doi: 10.1002/hep.28550. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Zhang Y, Tan H, Daniels JD, Zandkarimi F, Liu H, Brown LM. et al. Imidazole Ketone Erastin Induces Ferroptosis and Slows Tumor Growth in a Mouse Lymphoma Model. Cell Chem Biol. 2019;26:623–33. doi: 10.1016/j.chembiol.2019.01.008. e9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Hou W, Xie Y, Song X, Sun X, Lotze MT, Zeh HJ 3rd. et al. Autophagy promotes ferroptosis by degradation of ferritin. Autophagy. 2016;12:1425–8. doi: 10.1080/15548627.2016.1187366. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Nagakannan P, Islam MI, Karimi-Abdolrezaee S, Eftekharpour E. Inhibition of VDAC1 Protects Against Glutamate-Induced Oxytosis and Mitochondrial Fragmentation in Hippocampal HT22 Cells. Cell Mol Neurobiol. 2019;39:73–85. doi: 10.1007/s10571-018-0634-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Neitemeier S, Jelinek A, Laino V, Hoffmann L, Eisenbach I, Eying R. et al. BID links ferroptosis to mitochondrial cell death pathways. Redox Biol. 2017;12:558–70. doi: 10.1016/j.redox.2017.03.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Doll S, Proneth B, Tyurina YY, Panzilius E, Kobayashi S, Ingold I. et al. ACSL4 dictates ferroptosis sensitivity by shaping cellular lipid composition. Nat Chem Biol. 2017;13:91–8. doi: 10.1038/nchembio.2239. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Chopra S, Giovanelli P, Alvarado-Vazquez PA, Alonso S, Song M, Sandoval TA, IRE1alpha-XBP1 signaling in leukocytes controls prostaglandin biosynthesis and pain. Science. 2019. 365. [DOI] [PubMed]
- 58.Tong C, Liu Y, Zhang Y, Cong P, Shi X, Liu Y. et al. Shock waves increase pulmonary vascular leakage, inflammation, oxidative stress, and apoptosis in a mouse model. Exp Biol Med (Maywood) 2018;243:934–44. doi: 10.1177/1535370218784539. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Senft D, Ronai ZA. Regulators of mitochondrial dynamics in cancer. Curr Opin Cell Biol. 2016;39:43–52. doi: 10.1016/j.ceb.2016.02.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Flacke JP, Flacke H, Appukuttan A, Palisaar RJ, Noldus J, Robinson BD. et al. Type 10 soluble adenylyl cyclase is overexpressed in prostate carcinoma and controls proliferation of prostate cancer cells. J Biol Chem. 2013;288:3126–35. doi: 10.1074/jbc.M112.403279. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Hamidi H, Ivaska J. Every step of the way: integrins in cancer progression and metastasis. Nat Rev Cancer. 2018;18:533–48. doi: 10.1038/s41568-018-0038-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Mancias JD, Pontano Vaites L, Nissim S, Biancur DE, Kim AJ, Wang X, Ferritinophagy via NCOA4 is required for erythropoiesis and is regulated by iron dependent HERC2-mediated proteolysis. Elife. 2015. 4. [DOI] [PMC free article] [PubMed]
- 63.Sun X, Ou Z, Chen R, Niu X, Chen D, Kang R. et al. Activation of the p62-Keap1-NRF2 pathway protects against ferroptosis in hepatocellular carcinoma cells. Hepatology. 2016;63:173–84. doi: 10.1002/hep.28251. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
TMT data have been deposited in ProteomeXchange Consortium (accession number: PXD020205). The username for reviewing TMT data is reviewer51782@ebi.ac.uk, and the password is cjPsijRs.