Cell culture, reverse transfection, and treatments. Human EA.hy926 cells were used for cellular experiments. DDI2 KO cells were created previously (18), and cultured in DMEM Glutamax (Thermo), supplemented with 10% v/v fetal bovine serum (FBS, Sigma) and 1% v/v Penicillin-Streptomycin (10.000 U/ml, Thermo). Cells were incubated at 37°C, 5% v/v CO2 and were passaged two to three times a week. For experiments 300,000, 100,000, and 25,000 cells were seeded at 6, 24, and 96-well cell culture plates, respectively. Primary GPX4 mutant fibroblasts (derived from a patient with a homozygous mutation c.647G > A in exon 6 of GPX4) and control cells were kindly provided by Sanath K. Ramesh (curegpx4.org). These cells were incubated in DMEM GlutaMax supplemented with 10% v/v FBS and 1% v/v PS, supplemented with 10 µM ferrostatin-1 (SelleckChem). Reverse transfection with SMARTpool siRNA (Dharmacon) was performed using 30 nM of siRNA in RNAiMAX (Thermo). Cells were incubated for 48 h after transfection, and then treatments were performed. For overexpression experiments, 250 ng of each plasmid construct (Empty vector, DDI2 WT, DDI D252, NFE2L1 WT, and NFE2L1-8ND) was added to TransIT-X2® Transfection Reagent (Mirus) and after 10 min incubation, cells were added to the medium. For treatments, different concentrations of RSL3 (SelleckChem), FIN56 (SelleckChem) and ferrostatin-1(SelleckChem) were used as indicated. Inhibition of proteasome and DDI2 was performed using bortezomib (SelleckChem) and nelfinavir mesylate (Sigma), respectively. Cell viability was assessed by AquaBluer (MultiTarget Pharmaceuticals), by changing the medium of cells to 1:100 of AquaBluer in phenol red-free DMEM GlutaMax, after 20 h of treatment. Cell plates were incubated for 4 h at 37°C incubator and using a Spark Reader (Tecan) fluorescence was measured at emission of 590 nm with an excitation of 540 nm.
Protein extraction and immunoblotting. Cells were lysed in RIPA buffer (150 mM NaCl (Merck), 5 mM EDTA (Merck), 50 mM Tris pH 8 (Merck), 1% v/v IGEPAL CA-630 (Sigma), 0.5% w/v sodium deoxycholate (Sigma Aldrich), 0.1% w/v SDS (Roth),1 mM protease inhibitors (Sigma)) for 3 min in TissueLyser II (30 Hz; Qiagen). Cell lysates were centrifuged for 15 min (4°C, 21,000 g) and the concentration of proteins in supernatant was determined by Pierce BCA Protein Assay (Thermo) according to the manual. Proteins were denatured for 5 min at 95°C in Bolt LDS Sample buffer with 5% v/v 2-mercaptoethanol (Sigma). 10–30 µg of proteins were loaded in Bolt 4–12% Bis-Tris gels (Thermo) followed by transferring onto a 0.2 mm PVDF membrane (Bio-Rad) at 25 V, 1.3 A for 7 min. Membranes were blocked in TBS-T (200 mM Tris (Merck), 1.36 mM NaCl (Merck), 0.1% Tween-20 (Sigma)) containing 5% w/v milk powder for 1 h at room temperature after staining in Ponceau-S (Sigma Aldrich). Incubation by primary antibodies (Supplementary Table 1) was performed overnight at 4°C followed by washing membranes three times for 10 min with TBS-T and incubation with secondary antibodies for 1 h at room temperature. SuperSignal West Pico PLUS (Thermo) was used for developing blots in a ChemiDoc MP imager (Bio-Rad). All uncropped blots can be found in Supplementary Figs. 1–3.
Proteasome activity. Cells lysis was performed in lysis buffer (40 mM Tris pH 7.2 (Merck), 50 nM NaCl (Merck), 5 mM MgCl2(6H2O) (Merck), 10% v/v glycerol (Sigma), 2 mM ATP (Sigma), 2 mM 2-mercaptoethanol (Sigma). Proteasome Activity Fluorometric Assay II kit (UBPBio, J41110) was used to measure proteasome activity. BCA Protein Assay (Bio-Rad) was used to normalize the results to protein levels.
Native PAGE. Cells were lysed in lysis buffer (50 mM Tris/HCl pH 7.5, 2 mM DTT, 10% v/v glycerol, 5 mM MgCl2, 0.05% v/v Digitonin, 2 mM ATP) containing phosphatase inhibitor (PhosphoStop, Roche Diagnostics) as described previously (19). Samples were incubated on ice for 20 min and centrifuged twice. Concentration of proteins was determined with Bio-Rad Protein Assay Kit II. 15 µg of protein were loaded in NuPAGE 3–8% Tris-Acetate gels (Thermo) and run at constant voltage of 150 V for 4 h. Gels were kept for 30 min at 37°C in activity buffer (1 mM MgCl2, 50 mM Tris, 1 mM DTT) with 0.05 mM substrate Suc-Leu-Leu-Val-Tyr-AMC (Bachem). ChemiDoc MP (Bio-Rad) was used to measure the fluorescent signal. Afterwards, to prepare samples for blotting gel was incubated in a solubilization buffer (2% w/v SDS, 1.5% v/v 2-Mercaptoethanol, 66 mM Na2CO3) for 15 min. Samples were transferred to a PVDF membrane at 40 mA through tank transfer. The membrane was kept for 1 h in the ROTI-block (Roth) and overnight in primary antibody (1:1000). The day after, the membrane was incubated for 3 h in the secondary antibody (1:10,000) at room temperature and developed as described above.
NFE2L1 reporter assay. HEK293a cells stably expressing short half-life firefly luciferase driven by upstream activator sequence (UAS) promoter and a chimeric NFE2L1 in which the DNA-binding domain was replaced by the UAS-targeting Gal4 DNA-binding domain (20). The assay measures nuclear translocation and its transactivation by binding of NFE2L1-UAS to a luciferase promoter (20). 30,000 cells were seeded in 96-well plates and after treatment with RSL3, cells were lysed and luciferase emission was measured using Dual-Glo Luciferase Assay System (Promega) according to the manufacturer’s instructions.
Protein digestion and purification for MS. Protein digestion and DiGly peptide enrichment was performed as described previously (21, 22). Cells were lysed in SDC buffer (1% v/v SDC in 100 mM Tris-HCl, pH 8.5) followed by boiling for 5 min at 95°C while shaking at 1000 rpm. Protein concentrations of lysates were determined after 15 min of sonication (Bioruptor, Diagenode, cycles of 30 s) using the Pierce BCA Protein Assay (Thermo). CAA and TCEP (final concentrations: 40 mM and 10 mM respectively) were added to 5 mg protein. After 10 min incubation of samples at 45°C in the dark shaking at 1000 rpm, Trypsin (1:50 w/w) and LysC (1:50 w/w) were added. Samples then were kept overnight at 37°C while shaking at 1000 rpm for digestion. For proteome analysis, sample aliquots (~ 15 µg) were desalted in SDB-RPS StageTips (Empore). Briefly, samples were diluted with 1% TFA in isopropanol to a final volume of 200 µl, loaded onto StageTips, and sequentially washed with 200 µl of 1% v/v TFA in isopropanol and 200 µl 0.2% v/v TFA/2% v/v ACN. Peptides were eluted with freshly prepared 60 µl of 1.25% v/v ammonium hydroxide (NH4OH)/80% v/v ACN and dried using a SpeedVac centrifuge (Eppendorf). Dried peptides were resuspended in 6 µL buffer A (2% v/v ACN/0.1% v/v TFA). Di-Gly enrichment samples were diluted with 1% v/v TFA in isopropanol (1:5). For peptide cleanup, SDB-RPS cartridges (Strata™-X-C, 200 mg/6 ml, Phenomenex Inc.) were equilibrated with 8 bed volumes (BV) of 30% v/v MeOH/1% v/v TFA and washed with 8 BV of 0.2% v/v TFA. Samples were loaded by gravity flow and sequentially washed twice with 8 BV 1% TFA in isopropanol and once with 8 BV 0.2% v/v TFA/2% v/v ACN. Peptides were eluted with 2 x 4 BV 1.25% v/v NH4OH/80% v/v ACN and diluted with ddH2O to a final of 35% v/v ACN. Samples were dried via a SpeedVac Centrifuge overnight.
DiGly peptide enrichment. We used the PTMScan® Ubiquitin Remnant Motif (Cell Signaling). The peptides were resuspended in 500 µL immunoaffinity purification (IAP) buffer and sonicated (Bioruptor) for 15 min. BCA Protein Assay (Thermo) was used to determine protein concentration. The antibody-coupled beads were cross-linked as previously described (22). One vial of antibody coupled beads was washed with cold cross-linking buffer (2000 g, 1 min). Subsequently the beads were incubated in 1 mL cross-linking buffer at room temperature for 30 min under gentle agitation. The reaction was stopped by washing twice with 1 mL cold quenching buffer (200 mM ethanolamine, pH 8.0) and incubating for 2 h in quenching buffer at room temperature under gentle agitation. Cross-linked beads were washed three times with 1 mL cold IAP buffer and directly used for peptide enrichment. For DiGly enrichment, 3 mg of peptide is used with 1/8 of a vial of cross-linked antibody beads. Peptides are added to the cross-linked beads and the volume is adjusted to 1 mL with IAP buffer and incubated for 2 h at 4°C under gentle agitation. The beads are washed twice with cold IAP buffer and twice ddH2O via centrifugation. The enriched peptides were eluted by adding 200 µL 0.2% v/v TFA onto the beads, incubating 5 min at 1400 rpm and centrifuging for 1 min at 100 g. The supernatant was then transferred to SDB-RPS StageTips and the peptides washed, eluted and dried as previously described for total proteome samples.
LC-MS/MS proteome and ubiquitome measurements. Liquid chromatography of total proteome and ubiquitome samples was performed on an EASYnLCTM 1200 (Thermo) with a constant flow rate of 10 µL/min and a binary buffer system consisting of buffer A (0.1% v/v formic acid) and buffer B (80% v/v acetonitrile, 0.1% v/v formic acid) at 60°C. The column was in-house made, 50 cm long with 75 µm inner diameter and packed with C18 ReproSil (Dr. Maisch GmbH, 1.9 µm). The elution gradient for the ubiquitome started at 5% buffer B, increasing to 25% after 73 min, 50% after 105 min and 95% after 110 min. The gradient for the proteome started at 5% buffer B and increased to 20% after 30 min, further increased at a rate of 1% per minute to 29%, following up to 45% after 45 min and to 95% after 50 min. The MS was performed on a Exploris480 with injection of 500 ng peptide (Thermo). Fragmented ions were analyzed in Data Independent Acquisition (DIA) mode with 66 isolation windows of variable sizes. The scan range was 300–1650 m/z with a scan time of 120 min, an Orbitrap resolution of 120,000 and a maximum injection time of 54 ms. MS2 scans were performed with a higher-energy collisional dissociation (HCD) of 30% at a resolution of 15,000 and a maximum injection time of 22 ms. The MS measurement of the proteome was performed equivalently, yet including HighField Asymmetric Waveform Ion Mobility (FAIMS) with a correction voltage of −50 V and a scan time of 60 min. The injection time for the full scan was 45 s and the MS2 injection time was set to 22 s.
Proteome and Ubiquitome data analysis. DIA raw files were processed using Spectronaut (13.12.200217.43655) in directDIA mode. The FASTA files used for the search were: Uniprot Homo sapiens (29.03.2022) with 20609 entries, Uniprot Homo sapiens isoforms (29.03.2022) with 77157 entries and MaxQuant Contaminants for filtering: 245 entries. Analysis was performed via Perseus (version 1.6.2.3). For the ubiquitome samples the output was converted with the plugin “Peptide Collapse” (version 1.4.2). Values were log2-transformed and missing values were replaced by imputation from normal distribution with a width of 0.3 and downshift 1.8 separately for each sample. Ubiquitome was normalized to total proteome. Comparison between conditions of proteome and ubiquitome was performed via Student’s T-test in R 4.2.2 (P value cutoff 0.5).
Gene expression analysis. RNA extraction was performed using Nucleospin RNA kit (Macherey Nagel), based on manufacturer’s instruction, and the concentration of RNAs were measured with a NanoDrop spectrophotometer (Implen). To prepare complementary DNA (cDNA), 500 ng RNA were added to 2 µL of Maxima™ H Master Mix 5x (Thermo Fischer) and the total volume was adjusted to 10 µL with H2O. The cDNA was diluted 1:40 in H2O, and 4 µL of cDNA, 5 µL of PowerUp™ SYBR Green Master Mix (Thermo), and 1 µL OF 5 µM primer stock (Supplementary Table 2) were used to measure Relative gene expression. Cycle thresholds (Ct) of gene of interest were measured using a Quant-Studio 5 RealTime PCR system (Thermo). Relative gene expression was normalized to TATA-box binding protein (TBP) levels by the ddCt-method.
Statistics
All data were analyzed with Microsoft Excel, GraphPad Prism, and R (4.2.2). Data were visualized in GraphPad Prism and shown as mean ± standard deviation (SD). 1-way ANOVA with Dunnett's Post-hoc Test was used when comparing three or more groups and one variable, and 2-way ANOVA followed by Tukey’s Test was used for comparing two groups with two variables. P-values lower than 0.05 were considered significant and are as such indicated in the graphs with an asterisk between groups.