EAWAG Environmental Toxicology - mTOR_zf_PAC2_growth_curve

Development and Application of a Targeted Phosphoproteomics Method for mTOR Pathway Analysis in Zebrafish PAC2 Cells
Data License: CC BY 4.0 | ProteomeXchange: PXD059986 | doi: https://doi.org/10.6069/4y7h-f034
  • Organism: Danio rerio
  • Instrument: 6495C Triple Quadrupole LC/MS
  • SpikeIn: Yes
  • Keywords: Phosphoproteomics mTOR pathway Zebrafish LC-MS/MS Targeted proteomics Growth phase dynamics NTA-Fe3+ enrichment
  • Lab head: Ksenia Groh Submitter: Nikolai Huwa
Abstract
The mechanistic target of rapamycin (mTOR) signaling pathway plays a crucial role in regulating cellular growth and proliferation. While extensively studied in mammals, the phosphorylation dynamics of this pathway in non-mammalian model organisms remain largely unexplored, partially because of the scarcity of suitable antibodies to measure (phosphorylated) proteins of interest. To address this challenge, we developed a novel, antibody-independent targeted phosphoproteomics approach for quantifying mTOR pathway protein abundance and phosphorylation levels in zebrafish (Danio rerio) using liquid chromatography-tandem mass spectrometry (LC-MS/MS). With optimized sample processing and data analysis workflows, our method demonstrates excellent linearity (R2 > 0.97) over two orders of magnitude, with limits of quantification as low as 1.2 fmol·µL-1 for phosphopeptides. It further addresses key analytical challenges in phosphoproteomics, including efficient enrichment, accurate quantification of low-abundance phosphopeptides, and correction for sample loss during sample preparation procedures. Lastly, our approach allows for a simultaneous analysis of both phosphorylated and non-phosphorylated peptides, thus facilitating the differentiation between abundance-driven changes and true (de)phosphorylation events. Using our method, we successfully quantified 10 endogenous phosphosites and 15 endogenous proteins in zebrafish PAC2 cells at different cell culture growth phases, revealing complex phosphorylation dynamics within the mTOR pathway. This work demonstrates the high potential of the LC-MS/MS-based analytical approaches for investigating phosphorylation-governed signalling dynamics in non-mammalian models, thus paving the way for developing valuable tools for comparative studies, toxicological investigations, and exploration of phosphorylation dynamics across species.
Experiment Description
2.2 PAC2 Cell Culture Growth Experiments and Sampling for Proteomics Analysis The starting cell number for all experiments was 39,000 (13,000 cells·mL-1) for each well of the 12-well plate. Cells were cultured as described above and the medium was changed every seven days. The growth curve was determined by quantifying the cell number at 15 time points, i.e., from day 1 to day 35 after seeding, using the CASY system. For proteomics analysis, five sampling points were selected throughout the different phases of PAC2 cell culture growth: day 4 (early exponential growth phase), day 7 (mid exponential growth phase), day 11 (late exponential growth phase), day 21 (early stationary phase) and day 28 (late stationary phase/early decline phase). These sampling points were selected such that the medium changes were performed at least 4 days prior to sample collection, in order to avoid any bias introduced by immediate effects of nutrient introduction on phosphorylation or protein abundance levels. One plate was sampled at each time point, where three wells were used for cell counting with CASY, while cells in all other wells were lysed, pooled into one reaction tube and processed for proteomics analysis following the procedures described in the next section. The described cell culture growth experiments and sample collection for proteomics analyses were performed in biological triplicates. 2.3 Cell lysis and S-Trap™ Protein Digestion Digestion of proteins was done using the S-Trap™ mini spin columns (Protifi) according to the manufacturer’s instructions, with minor adjustments {HaileMariam, 2018 #2368}. Prior to lysis, each well of the 12-well plates was washed three times with 500 µL of phosphate-buffered saline (PBS) without magnesium and calcium (Cytiva). Cells were lysed by adding up to 100 µL (depending on the confluence) of 5% sodium dodecyl sulfate (SDS) in 0.1 M Tris-buffer (pH 7.55) for 1 min. The pooled lysates were then heated at 90°C for 10 min and placed at -70°C until further processing. The processing of samples began with thawing on ice, followed by bath sonication for 5 minutes. To reduce the viscosity of the lysates caused by high DNA amounts, the DNA was sheared by passing the lysate through a syringe needle (Sterican Needle 27G, 0.40x20mm; B. Braun). Total protein concentrations were determined with the bicinchoninic acid protein assay kit (Thermo Scientific Pierce) and 200 μg of protein from each sample were processed for digestion. Protein disulfide bonds were reduced with 5 mM Tris(2-carboxyethyl)phosphine (Sigma-Aldrich), followed by blocking of the free cysteine residues using 25 mM iodoacetamide (Sigma-Aldrich). Both reactions were carried out in the dark at room temperature for 30 min each. The samples were then acidified with formic acid (final concentration at 16.7%; Sigma-Aldrich) following recommendation for optimized suspension trapping {Wang, 2023 #3037} and six sample volumes of the binding/wash buffer (100 mM triethylammonium bicarbonate (TEAB; Sigma-Aldrich), pH 7.5 in 90% methanol) were added. The sample solution was transferred to the S-Trap column, centrifuged at 4000 x g for 30 sec and the flow-through was reloaded once. The S-Trap column was washed three times with 400 μL TEAB buffer, followed by an additional centrifugation step at 4000 x g for 1 min to remove any residual washing solution. On-column digestion was performed with 120 μL 50 mM TEAB (pH 8.5) containing trypsin (1:50 w/w) for 16 h at 37°C. Peptide elution was performed sequentially with 100 μL (each) of 50 mM TEAB (pH 8.5), 0.2% formic acid, and 50% acetonitrile. The elution fractions were pooled, evaporated to dryness using a vacuum centrifuge at 30°C, and stored at −70 °C until further processing for phosphopeptide enrichment. 2.4 Phosphopeptide Enrichment and Collection of Non-Bound Fraction Mixtures of synthetic (phospho)peptides (selected as described in the next section and custom synthesized by JPT, Germany), hereafter referred to as either heavy stable isotope labelled standards (SIS-H; n = 53) or light standards (SIS-L; n = 55), were used to assess the recovery attained by two different phosphopeptide enrichment methods in solvent blank. The two methods were based on TiO2 (ProteoExtract® Phosphopeptide TiO2 Enrichment Kit, Merck) and NTA-Fe3+ (PureCube; Cube Biotech). For the enrichment with TiO2 beads, the protocol provided by the manufacturer based on previously described principles {Larsen, 2005 #3033} was followed. For the NTA-Fe3+ approach, a previously described procedure {Leutert, 2019 #3035} was applied with minor modifications. A total of 4.67 pmol of the SIS-H and 3.0 pmol SIS-L mixes was spiked. In case of the NTA-Fe3+ enrichment, the non-bound fraction (i.e., combined supernatants collected after sample incubation and washing steps) was additionally retained for analysis. Enrichment from sample matrix was conducted with the NTA-Fe3+ method only. The dried peptide samples (~200 μg) were re-suspended in 150 μL of 80% acetonitrile with 0.2% formic acid containing 4.67 pmol of the SIS-H mix and then sonicated for 10 min. 50 μL of a 5% NTA-Fe3+ bead suspension was added to the peptide mixture and incubated for 10 min on a thermoshaker (1100 rpm, 25°C). The tubes were then placed on a magnetic rack (Cytiva) until all beads were captured (10-30 sec) and the supernatant (i.e., non-bound fraction) was removed and collected. The beads were washed three times with 150 μL 80% acetonitrile with 0.2% formic acid and incubated on a thermoshaker (1100 rpm, 25°C) for 2 min each. The supernatant from the wash steps was pooled with the previously collected non-bound fraction. For elution of the phosphopeptides, 50 µL of 3% NH4OH was added and the samples were incubated for 10 min on a thermoshaker (1100 rpm, 25°C). The eluate (i.e., bound fraction) was transferred to tubes containing 20 µl of 10% formic acid for neutralisation. All samples (i.e., both bound and non-bound fractions, corresponding to enriched phosphopeptides and non-phosphorylated peptide populations, respectively) were dried and stored at -20°C until mass spectrometry analysis. Before analysis, dried samples were re-suspended in solvent A (1% methanol in water, 0.2% formic acid) containing four heavy labelled peptide standards for quality control (two of them phosphorylated) and analysed using a multiple reaction monitoring (MRM) method developed as described below. 2.5 Candidate Selection and Development of Targeted (Phospho)proteomics Assays A set of commonly known upstream regulators and downstream substrates of the mTOR pathway was selected based on mammalian literature, reviewed with a focus on the potential involvement of these proteins in mediation of chemical toxicity-induced effects. Zebrafish gene counterparts were then identified using Ensembl (https://www.ensembl.org). To identify (putative) phosphosites involved in growth and regulation, we searched the PhosphoSitePlus database {Hornbeck, 2015 #3032} and compared mammalian sequences with those in zebrafish. We then used the Skyline program {MacLean, 2010 #3039} to perform in silico digestion of zebrafish protein sequences and selected proteotypic tryptic peptides to cover the respective phosphosites, wherever possible. Additionally, peptides without known phosphorylation sites were selected on the same proteins, where possible, to be used for quantification of protein abundance levels. Lastly, actin-beta1 and RPS18 were targeted as housekeeping proteins. All target zebrafish proteins and corresponding peptides are listed in Table SI 1. Selected reaction monitoring (SRM) assays were then developed for the candidate peptide targets using synthetic (phospho)peptides produced by JPT (Germany), following previously developed strategies {Lange, 2008 #2340}{Tierbach, 2018 #1065}. Assay development and sample analyses were carried out by liquid chromatography (Agilent 1290 Infinity II Bio-inert HPLC system) coupled online to the triple quadrupole mass spectrometer Agilent 6495C. Separation was done on a Poroshell 120 EC-C18 column (2.7 mm, 2.1 i.d. x 100 mm, Agilent) with a flow of 0.15 mL·min-1, using a 38 min linear gradient from 100% solvent A to 100% solvent B (98.8% methanol, 0.2% formic acid), followed by a washing step (4 min with 100% solvent B) and a re-equilibration step (8 min with 100% solvent A), using. Agilent 6495C was operated with a capillary voltage of 3250 V in positive mode, drying gas flow of 11 L/min, nebulizer pressure of 30 psig, sheath gas heater and flow of 290°C and 12 L/min, and peak filter width of 0.07 Da. For each (phospho)peptide, retention times were initially determined through iterative analyses of synthetic (phospho)peptides mixes where extensive transition (precursor-fragment pair) lists generated using the Skyline program were included for each target. In the next step, a set of 2-3 transitions (precursor-fragment pair) were selected, i.e., those with the highest signal intensities, without interferences and with a consistent peak shape and fragmentation pattern. Afterwards, collision energy (CE) optimization was performed to identify the best fragmentation conditions for the target analytes and selected transitions. The detailed information on the target peptides and LC-MS/MS parameters used in the corresponding targeted phosphoproteomics assay are provided in the Table SI 2. For the final MRM methods, the retention time window was set to 2 min, resulting in 54 and 61 maximum concurrent transitions from the scheduled SRM assays included in the methods for analysis of bound and non-bound fractions, respectively. A desired cycle time was set to 1.2 s, resulting in a minimum dwell time of 20 ms for all SRMs. The parameters of the developed SRM assays, including linearity, detection limits, intra/inter-assay precision are given in the Table SI 3. 2.6 Data Analysis The analysis of raw mass spectrometry data was conducted using Skyline {MacLean, 2010 #3039}. All peak integrations were additionally inspected manually. Criteria for evaluating endogenous peptide signals included retention time within a ±20 sec time window from synthetic standards (heavy or light), overlapping transition profiles, transition intensity ratios, peak shape, and a signal-to-noise ratio greater than 3. Integrated raw peak areas were exported from Skyline and used to evaluate enrichment recoveries based on the spiked peptide standards in the enrichment optimisation experiments. For the analysis of endogenous phosphopeptides in the bound fraction, SIS-H mix was spiked prior to enrichment to correct for losses during sample preparation as previously applied in HeLa cells {Searle, 2023 #2592}. However, with one exception, no heavy-labelled counterpart was available for the double-phosphorylated peptide of RPS6. For peptides in the non-bound fraction, correction for differences in total protein amount across samples was achieved through normalizing to the average peak areas of two peptides from stably expressed proteins (the so-called housekeeping proteins, in this case beta-actin (actba) and 40S ribosomal protein S18), as applied previously {Tierbach, 2018 #1065;Tierbach, 2020 #1060}. After this, corrected/normalized peak areas of individual (phospho)peptides were logarithmically transformed for subsequent data analysis.
Sample Description
2.1 Cell Line Culture The embryonic zebrafish (Danio rerio) cell line PAC2 (CVCL_5853) was cultured at 26°C in Leibovitz's L-15 medium (PAN-Biotech) supplemented with 5% fetal bovine serum (FBS; Biochrom). At 90% confluence, cells were harvested and passaged into 75 cm2 cell culture flasks (TPP). The harvesting procedure included a brief rinsing with 1 mL Versene (Invitrogen), followed by two additional washing steps of 5 min each with 1 mL Versene. For the subsequent detachment step, 1 mL trypsin solution (0.25%; Biowest) was added for 5 min with gentle agitation by tapping the flask, followed by resuspension in L-15 medium with 5% FBS. The number of cells in suspension and cell viability were determined using the electric field multichannel cell counting system CASY1 TCC (Schärfe). The cultured PAC2 cells were routinely tested for mycoplasma contamination using the MycoAlert Mycoplasma Detection Kit (Lonza). No contamination was detected throughout this study.
Created on 1/20/25, 10:25 AM
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Figure SI 1: Analytical performance of the SRM assays developed for targeted (phospho)proteomics. The boxes represent the interquartile range, with the median shown as a line within the box and whiskers extending to the minimum and maximum values (A) Sensitivity and Linearity (n=3): The left panel displays the distribution of limits of quantification (LOQ) for all target (phospho)peptides. The right panel shows the distribution of correlation coefficients (R2) from the calibration curves for all targeted (phospho)peptides. (B) Reproducibility: Box plots show the distribution of coefficient of variation (%CV) for all measured (phospho)peptides across different concentration levels and replicates (n=5) measured over 3 consecutive days.

 

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