Literature DB >> 35535160

Unraveling virus-induced cellular signaling cascades by label-free quantitative phosphoproteomics.

Annika Hunziker1,2, Silke Stertz1.   

Abstract

Due to the low stoichiometry and highly transient nature of protein phosphorylation it is challenging to capture the dynamics and complexity of phosphorylation events on a systems level. Here, we present an optimized protocol to measure virus-induced phosphorylation events with high sensitivity using label free quantification-based phosphoproteomics. Specifically, we describe filter assisted protein digestion (FASP), enrichment of phosphopeptides, mass spectrometry, and subsequent bioinformatic analysis. For complete details on the use and execution of this protocol, please refer to Hunziker et al. (2022).
© 2022 The Authors.

Entities:  

Keywords:  Cell Biology; Mass Spectrometry; Microbiology; Protein Biochemistry; Proteomics; Signal Transduction; Systems biology

Mesh:

Substances:

Year:  2022        PMID: 35535160      PMCID: PMC9076958          DOI: 10.1016/j.xpro.2021.101089

Source DB:  PubMed          Journal:  STAR Protoc        ISSN: 2666-1667


Before you begin

Mass spectrometry has become the method of choice to systematically analyze highly dynamic phosphorylation changes in an unbiased manner with high sensitivity and resolution (Aebersold and Mann, 2003). Initially, a method based on metabolic labeling of cells with stable isotopes (SILAC) was mostly used (Ong et al., 2002). However, SILAC is limited to three conditions per analysis. Its quantification is fully scan (MS1) based and although it is the most accurate method for quantitative phosphoproteomics, its quantification method leads to higher MS1 spectral complexity and therefore to over-sampling of peptide isotope–variants decreasing the total number of peptides identified (Li et al., 2012; Mertins et al., 2012). Therefore, other quantification techniques such as label free quantification (LFQ) (Huttlin et al., 2010; Lundby et al., 2012, 2013) and chemical labels, for example iTRAQ and TMT (Mertins et al., 2016) have gained popularity. LFQ based methods were shown to be equally accurate compared with isobaric tandem mass tags but to have a higher dynamic detection range (Trinh et al., 2013). Further, LFQ bypasses the need for metabolic or chemical labeling and is therefore the most cost effective (Cox et al., 2014; Neilson et al., 2011). It relies on reproducible chromatographic separations and different computational methods to compare peptide abundances in different conditions. The method described here (Figure 1) was initially designed to measure influenza A virus (IAV) induced phosphorylation changes. However, it is not limited to IAV but can also be used with other stimuli, such as other viruses, bacteria, hormones, drugs and more. Since our protocol does not need metabolic labeling and works with a low amount of input material (300 μg), cell lines can be substituted by primary tissue and clinical samples. By substituting the databases, this method can be applied to any species and pathogen with an annotated genome. In this protocol, we give an automated alternative for phosphopeptide enrichment adapted from Tape et al. (2014), which allows invariable sample processing of a large number of replicates which further reduces variability (Cox et al., 2014). Standardized sample preparation also clears the way for inter-laboratory integration of data sets and enables large scale studies. We recommend to do at least five independent replicates per condition.
Figure 1

Graphical procedure overview

(A) Graphical overview of the different steps of the protocol.

Generation of virus stocks

Timing: 14 days Because of low stoichiometry of phosphorylation, high titer infections in a small volume are recommended to maximize infection efficiency. Virus stocks should have high titers and be free of cellular cytokines or other contaminants since these can cause signaling events independent of viral infection. To obtain this, IAV can be grown in 11 day old embryonated chicken eggs. A detailed protocol is described by Brauer and Chen (2015). CAUTION Always handle viruses under biological safety cabinets with the required biosafety measures in place.

Cultivation of cell line

Timing: 5 days Thaw human adenocarcinoma A549 cells according to ATCC instructions: https://www.atcc.org/products/ccl-185#detailed-product-information Human adenocarcinoma A549 cells are cultured in Dulbecco’s modified Eagle medium (DMEM, Life technologies, #41966-029) supplemented with 1% Penicillin/streptomycin (Life technologies, #15140-122) and 10% fetal bovine serum (Life technologies, #10270106) and should be incubated at 37°C 5% CO2. Cells should be passaged at least two times before starting the protocol.

Key resources table

CRITICAL: All chemicals should be of highest purity.

Materials and equipment

Stop and go extraction (Stage) tip assembly C18 Stage Tips: P200 pipette tips (Merck, #CLS4154-4X960EA) with Empore Disk C18 (3M, #2215) cores assembled according to Rappsilber et al. (2003). Equipment setup mass spectrometer Thermo Scientific™ Orbitrap Fusion™ Tribrid™ mass spectrometer (Thermo Scientific, San Jose, Ca) connected to an Easy-nLC 1000 HPLC system (Thermo Scientific). Peptides should be stored in a cooled (4°C) autosampler before being loaded on to a nano trap column (Thermo Scientific), 75 μm × 2 cm, packed with Acclaim PepMap100 C18 material, 3 μm, 100 A. Separation is done with an analytical Easy-Spray column (Thermo Scientific), 75 μm × 50 cm, packed with reverse-phase C18 material (Acclaim PepMap RSLC, 2 μm, 100 A). Cell cultivation medium Medium can be stored at 4°C for several weeks. SDS lysis buffer Prepare freshly before each use and keep at 4°C. Should be used within 1 day. CRITICAL: SDS is corrosive and flammable, when handling DTT use dust mask type N95 (US), eyeshield, faceshield and gloves. Urea buffer Prepare freshly before each use and keep at 4°C. Use within one day. ∼700 μL urea buffer are needed for each sample. Alkylation buffer Prepare freshly before each use and keep at 4°C. Use within one day. ∼100 μL IAA buffer are needed for each sample. CRITICAL: IAA is toxic, use dust mask type N95 (US), eyeshield, faceshield and gloves. Urea and Alkylation buffer have to be prepared freshly and used within a day. TEAB buffer Prepare freshly before each use. ∼500 μL TEAB buffer are needed for each sample. CRITICAL: Use eyeshields, gloves, multi-purpose combination respirator cartridge (US), type ABEK (EN14387) respirator filter when handling TEAB. Loading buffer Prepare freshly before each use. CRITICAL: GA is corrosive, use eyeshields, faceshields, gloves, respirator cartridge type N100 (US), type P1 (EN143) respirator filter, type P3 (EN 143) respirator cartridges. ACN is highly flammable and TFA is corrosive. Wash buffer 1 Prepare freshly before each use. CRITICAL: ACN is highly flammable and TFA is corrosive. Wash buffer 2 Prepare freshly before each use. CRITICAL: ACN is highly flammable and TFA is corrosive. Elution buffer Prepare freshly before each use. CRITICAL: Corrosive, toxic, dangerous for the environment. Use faceshield, gloves, goggles and multi-purpose combination respirator cartridge (US). Buffer 1 Stop and go extraction (Stage) tip clean up Buffer can be stored at 15°C–25°C for several weeks. CRITICAL: ACN is highly flammable and TFA is corrosive. Buffer 2 Stop and go extraction (Stage) tip clean up Buffer can be stored at 15°C–25°C for several weeks. CRITICAL: ACN is highly flammable and TFA is corrosive. MS buffer Stop and go extraction (Stage) tip clean up Prepare freshly before each use. CRITICAL: ACN is highly flammable and FA is flammable, corrosive and toxic. Handle FA under a chemical hood and prepare freshly shortly before usage. Buffers Mass Spectrometry measurement Buffers can be stored at 15°C–25°C for several days. Not needed if mass spectrometry measurement is outsourced. CRITICAL: FA is flammable, corrosive and toxic. Handle FA under a chemical hood. ACN is highly flammable. Any other mass spectrometer with high precision MS1 spectrum recording can be used for measurement (e.g. Orbitrap). MS data analysis can also be done with other software packages allowing label free quantification. In this protocol, we describe the data analysis with MaxQuant, which is an open source program but subjected to license terms.

Step-by-step method details

Sample generation: virus infection and cell lysis

Timing: 6 days CRITICAL: The cells and virus should always be handled under sterile conditions in a biological safety cabinet. Prepare at least five independent replicates. Remove medium from cells and wash them once with phosphate salt buffered solution (PBS) (Life technologies, #14190-094). Add 1 mL of 0.25% trypsin-ethylenediaminetetraacetic acid (EDTA) (Life technologies, #25200-056) and incubate them at 37°C 5% CO2 until cells are detached. Add 9 mL of pre-warmed cultivation medium and mix well. Count cells using a cell counter or Neubauer chamber (Merck, #BR717805-1EA): Mix 10 μL of cell solution and 10 μL 0.4% (w/v) Trypan blue (Thermo Fisher Scientific, #15250-061) and inject into a Neubauer cell counting chamber or an equivalent slide used for a cell counter. Seed 2 × 106 A549 human lung epithelial cells (ATCC, #CCL-185) into a p100 dish (TPP, #93100) in 12 mL cell cultivation medium per dish. Incubate cells at 37°C 5% CO2 for 24 h. Wash the cells with PBS and incubate them in 12 mL DMEM (Life technologies, #41966-029) without supplements 16 h prior to infection. CRITICAL: This step helps to synchronize the cells and get rid of an important part of the serum albumin that is the main contaminant in the final samples (Nakhjavani et al., 2016). Prepare SDS lysis buffer freshly (see materials and equipment). CRITICAL: Prepare SDS lysis buffer freshly for each replicate, always keep it on ice and use within 1 day. Add 3 mL virus inoculum per plate (containing 25 PFU/cell) or up to 3 mL of allantoic liquid from mock-infected eggs as a control in a tube and pre-warm inoculum to 37°C. CRITICAL: Always work in a biological safety cabinet when handling viruses. Do not add cold inoculum since this can trigger cellular stress pathways. Suck off serum-free medium from the cells and add the inoculum directly to the cells and leave them at 37°C for 10 min. Infection time can be varied dependent on your experimental design. After the desired infection time, directly lyse the cells in 400 μL of SDS-lysis buffer per p100 dish (TPP, #93100) and use a cell scraper (TPP, #99003) to remove lysed cells from the plate. Transfer lysate in a fresh 1.5 mL Eppendorf tube (Eppendorf, #0030121023). Put Eppendorf-tubes on ice. Incubate samples at 95°C for 5 min while shaking at 300 rpm in the ThermoMixer (Eppendorf, #538400001) and directly put them on ice again. Briefly sonicate the lysates to reduce viscosity using a dry-sonicator (5 times 15 s pulse with 75% intensity) (Branson Ultrasonics Sonifier® SFX250, FisherScientific, #15569624) and put samples on ice again.Problem 1 Centrifuge at 14,000 × g and 4°C for 5 min to clarify the lysate and transfer lysates into a fresh 1.5 mL Eppendorf tube. Pause point: Store the cell extracts at −80°C until you finished all replicates.

Filter aided sample preparation (FASP) and protein digestion

Timing: 1.5 days CRITICAL: Before you start, create a randomized list of your samples where each sample gets a number by chance and treat them randomized. Quantify protein concentration using Qubit Flex Fluorometer (ThermoFisher Scientific, #Q33327) according to manufacturer’s protocol: (https://www.thermofisher.com/order/catalog/product/Q33211#/Q33211). Add the Qubit buffer volume needed in an Eppendorf tube: 199 μL Qubit buffer per sample and 190 μL for each standard (3 in total). Then add the Qubit reagent 1:200 (v/v) to the buffer and vortex mixture. Aliquot 199 μL for samples and 190 μL for standards in Qubit tubes and add 1 μL sample or 10 μL of standard solutions to 500 μL thin-walled PCR tubes. Vortex mixtures and incubate at 15°C–25°C for 15 min. Measure according to Qubit instructions starting with the standard solution to calibrate the instrument. Alternatively, the Invitrogen EZQ Protein Quantitation Kit (#R33200) or any other fluorescent dye based protein quantification method can be used. Biuret methods cannot be used because the lysis buffer contains DTT. Use 300 μg protein for each sample to start. Prepare all solutions needed: UA: 8 M urea in 100 mM Tris/HCl pH 8.2 IAA solution: 100 μL 0.05 M iodoacetamide in 900 μL UA 0.5 M NaCl in ddH2O TEAB: 0.05 M Triethylammoniumbicarbonat in ddH2O CRITICAL: UA and IAA solutions must be freshly prepared and used within a day. Label all tubes, lids and filters with the number from the randomized list of the corresponding sample. Mix up to 50 μL of sample (containing 300 μg of protein) with 200 μL UA buffer and load onto the filter unit. CRITICAL: Samples should be at 15°C–25°C before you start centrifuging. Centrifuge at 14,000 × g for 20 min at 15°C–25°C. Discard flow-trough. Problems 2 and 3 Repeat step 20 until everything is loaded on the filter (in case several steps are needed to load the total amount of protein). Discard flow-trough. Add 200 μL of UA to the filter unit. Centrifuge at 14,000 × g for 20 min at 15°C–25°C. Discard flow-trough. Add 100 μL IAA solution (0.05 M) to the filter unit. Mix at 600 rpm in the ThermoMixer for 1 min (lid open). Centrifuge at 14,000 × g for 20 min at 15°C–25°C. Discard flow-trough. Add 100 μL of UA to the filter unit. Centrifuge at 14,000 × g for 20 min at 15°C–25°C. Discard flow-trough. Repeat step 25 twice. Add 100 μL of 0.5 M NaCl to the filter unit. Centrifuge at 14,000 × g for 20 min at 15°C–25°C. Discard flow-trough. Repeat step 27 once. Add 100 μL of TEAB to the filter unit. Centrifuge at 14,000 × g for 20 min at 15°C–25°C. Discard flow-trough. Repeat step 29 twice. Transfer the filter units to new collection tubes. Reconstitute 20 μg lyophilized trypsin in 500 μL TEAB. CRITICAL: Make sure that the trypsin is completely dissolved. After adding TEAB, pipette 10 times up and down and incubate the solution for 10 min at 15°C–25°C. Add 120 μL of TEAB with 2% trypsin (5 μg trypsin per sample) to the filter unit. Mix at 600 rpm in the thermo-mixer for 1 min. Seal all tube-lids with parafilm. Incubate the units for 16 h at 15°C–25°C in a wet-cell.

Elution and peptide drying

Timing: 4 h Centrifuge the filter units at 14,000 × g for 20 min at 15°C–25°C. CRITICAL: The flow-through of this step contains the digested proteins. Re-elute the column by adding 80 μL of TEAB. Centrifuge the filter units at 14,000 × g for 20 min at 15°C–25°C. Transfer 10 μL of each sample into a new 1.5 mL Eppendorf tube for total extract samples and freeze them at -20°C. Pause point: Samples can be stored at −20°C before drying. Completely dry the rest of the digested peptides in a SpeedVac condensator at 35°C. This can take 2–3 h. CRITICAL: Partial drying of peptides at this and later steps increases the yield of phosphorylated peptides. However, complete drying may be more reproducible with regard to quantitative analyses. Time for drying can vary between samples and is dependent on factors such as the amount and type of peptides present. Problem 4

Equilibration of MagReSyn® Ti-IMAC microspheres

Timing: 30 min Prepare all solutions freshly before starting the enrichment: 70% EtOH in ddH2O Loading buffer: 1M glycolic acid in 80% ACN, 5% TFA Wash buffer 1: aqueous solution of 80% ACN and 1% TFA Wash buffer 2: aqueous solution of 10% ACN and 0.2% TFA Elution buffer: 1% NH4OH in ddH2O CRITICAL: The equilibration of microspheres should be performed immediately before sample loading. Wait until the samples are completely dry before starting the equilibration procedure. Equilibration of the total amount of microspheres (20 μL/ sample) can be done in one tube, indicated amounts of buffers are for one sample. Resolve MagReSyn® Ti-IMAC thoroughly by vortex mixing or inversion to ensure a homogenous suspension. Transfer 20 μL microspheres per sample to a 2 mL micro tube with a V bottom shape and screw cap. Place the tube on a magnetic separator and allow microspheres to clear. Remove the shipping solution (around 50% of the volume) by aspiration with a pipette and discard. Wash the microspheres in 200 μL of 70% EtOH with gentle agitation at 900 rpm in the ThermoMixer for 5 min. Place the tube on the magnetic separator and allow the microspheres to clear. Remove the ethanol solution by aspiration with a pipette and discard. Repeat the washing step 43. Wash the microspheres in 100 μL of ddH2O (Millipore) with gentle agitation at 900 rpm in the ThermoMixer for 10 min. Place the tube on the magnetic separator and allow the microspheres to clear. Remove the buffer by aspiration with a pipette and discard. Equilibrate the microspheres in 50 μL loading buffer for 1 min. Place the tube on the magnetic separator and allow the microspheres to clear. Remove the loading buffer by aspiration with a pipette. Repeat step 46 twice for a total number of three equilibrations. After the last one, dissolve microspheres in a total volume equaling the sample number (20 μL for each sample). Transfer 20 μL MagReSyn® Ti-IMAC to a 2 mL microcentrifuge for each enrichment. CRITICAL: Microspheres without the shipping solution are half the input volume. After removal of the loading buffer, MagReSyn® Ti-IMAC microspheres are ready for binding the target phosphopeptides.

Phosphopeptide enrichment using magnetic separator

Timing: 3 h Prepare 10% FA solution in a chemical hood. To do so, calculate the amount you need and dilute formic acid 1:10 in ddH2O. Resuspend dried digested peptides in 100 μL loading buffer. Sonicate for 5 min in the water bath and shake 5 min in the ThermoMixer at 1000 rpm. Centrifuge briefly at 14,000 × g and add to the equilibrated MagReSyn® Ti-IMAC microspheres. Incubate for 20 min at 15°C–25°C with continuous mixing at 900 rpm in the ThermoMixer to ensure adequate sample and microsphere interaction. Place the tube on the magnetic separator and allow the microspheres to clear. Remove and discard the coupling supernatant by aspiration with a pipette. Remove unbound sample by washing with 100 μL loading buffer for 1 min with gentle agitation at 900 rpm in the ThermoMixer. Place the tube on a magnetic separator and allow microspheres to clear. Remove the supernatant and discard. Remove non-specifically bound peptides by adding the microspheres to 100 μL wash buffer 1 for 2 min with gentle agitation at 900 rpm in the ThermoMixer. Place the tube on a magnetic separator and allow microspheres to clear. Remove the supernatant and discard. Repeat step 55 once. Wash once with 100 μL wash buffer 2 for 2 min with gentle agitation at 900 rpm in the ThermoMixer. Place the tube on a magnetic separator and allow microspheres to clear. Remove the supernatant and discard. Washing with wash buffer 2 leads to better removal of hydrophilic peptides. Elute the bound phosphopeptides from the microspheres by adding 80 μL elution buffer for 15 min at 900 rpm in the ThermoMixer. Repeat step 58 twice for a final elution volume of 240 μL. Place the tube on the magnetic separator and allow the microspheres to clear. Remove the eluate containing the phosphopeptides and transfer to a new tube. Add 60 μL of 10% FA to the 240 μL eluate to acidify the solution. CRITICAL: Prepare formic acid solution freshly in a chemical safety hood before using it. Phopshopeptides are not stable under basic conditions. Therefore, the solutions should be acidified immediately after elution. Dry peptides from phosphoenriched and total samples using SpeedVac condensator at 35°C (1–2 h). Reconstitute enriched peptides in 150 μL 3% ACN; 0.1% TFA. Sonicate peptides for 5 min in the water bath and shake them 5 min in the ThermoMixer at 1000 rpm. Centrifuge briefly at 140,000 × g. Pause point: If you cannot directly continue with the desalting step, freeze samples at −20°C before drying or after reconstitution in 150 μL 3% ACN; 0.1% TFA.

Phosphoenrichment using the KingFisher Flex system

Timing: 1 h After equilibration, transfer 20 μL MagReSyn® Ti-IMAC to a well in a KingFisher Flex Microtiter deepwell 96 plate and add 480 μL 100% ACN per well. Prepare all solutions according to step 40. Reconstitute dried peptides in 200 μL loading buffer. Sonicate in the water bath for 5 min. Mix solution well at 1000 rpm in the ThermoMixer for 1 min. Transfer each sample to a separate well of a KingFisher Flex Microtiter deepwell 96 plate. CRITICAL: If you do not use each well, make sure that you use the same wells in each plate. Prepare all KingFisher Flex Microtiter deepwell 96 plate with the amount and solution per well indicated in Table 1. Insert plates according to number into the KingFisher Flex instrument.
Table 1

Plates with their contents used for the automated phosphopeptide enrichment procedure

KingFisher Flex Microtiter deepwell 96 plate order
Plate number and nameμL/wellBuffer
#1 Tip plate
#2 Equilibrated Ti-IMAC microspheres500In 100% ACN
#3 Microsphere wash500Loading buffer
#4 Sample200In loading buffer
#5 Wash 1500Loading buffer
#6 Wash 2500Wash buffer 1
#7 Wash 3500Wash buffer 2
#8 Elution200Elution buffer
Plates with their contents used for the automated phosphopeptide enrichment procedure Use the KingFisher Flex instrument with the following steps and timing (in total 42 min, Figure 2A). After elution, release beads into plate 2 (10 s release time) and tips in plate 1.
Figure 2

Graphical overview of the automated phosphopeptide enrichment procedure

(A) Graphical overview of the automated phosphopeptide enrichment.

Graphical procedure overview (A) Graphical overview of the different steps of the protocol. Graphical overview of the automated phosphopeptide enrichment procedure (A) Graphical overview of the automated phosphopeptide enrichment. Transfer eluted peptides from each well of plate 8 to a separate 1.5 mL Eppendorf tube. Add 50 μL of 10% FA to each sample. CRITICAL: Prepare formic acid solution freshly in a chemical safety hood before using it. Phopshopeptides are not stable under basic conditions. Therefore, the solutions should be acidified immediately after elution. Dry peptides from phosphoenriched and total samples using SpeedVac condensator at 35°C (1–2 h). Reconstitute enriched peptides in 150 μL 3% ACN; 0.1% TFA. Sonicate peptides for 5 min in the water bath and shake them 5 min in the ThermoMixer at 1000 rpm. Centrifuge briefly at 14,000 × g. Pause point: If you cannot directly continue with the desalting step, freeze samples at −20°C before drying or after reconstitution in 150 μL 3% ACN; 0.1% TFA.

Stop and go extraction (Stage) tip clean up

Timing: 3–7 h Put Stage tips into a 2 mL Eppendorf tube with adaptors to hold Stage tips in place. Label tubes and Stage tips with sample number. Prepare two sets of fresh 1.5 mL Eppendorf tubes for phosphoenriched and total samples. Label the lids and the tubes. CRITICAL: When working with Stage tips, visually check after each centrifugation step that the total amount of liquid passed the tip. If not, repeat centrifugation step for Stage tips with remaining liquid. Make sure that no Stage tip dries out during the procedure. Wet Stage tip with 150 μL 100% ACN. Centrifuge at 2,000 × g for 1 min. Discard flow-trough. Equilibrate Stage tip with 150 μL 60% ACN; 0.1% TFA. Centrifuge at 2,000 × g for 1 min. Discard flow-trough. Equilibrate Stage tip with 150 μL 3% ACN; 0.1% TFA. Centrifuge at 2,000 × g for 1 min. Discard flow-trough. Repeat step 84 once. Put filters in fresh 1.5 mL Eppendorf tubes. Load sample on Stage tip. CRITICAL: Sample must have same pH as buffer in the second equilibration step. Concentration of organic solvent should be below 5% and is critical for peptide binding to the C18 material. Centrifuge at 2,000 × g for 1.5 min. CRITICAL: Do not shorten this centrifugation step. Collect flow-through and keep at 4°C in case peptides do not bind. Put filters back in 2 mL Eppendorf tubes. Wash with 150 μL 3% ACN; 0.1% TFA. Centrifuge at 2,000 × g for 1 min. Discard flow-trough. Repeat step 90 twice for a total of three wash steps. Put filters in fresh 1.5 mL Eppendorf tubes. Elute sample with 150 μL 60% ACN; 0.1% TFA. Centrifuge at 2,000 × g for 1.5 min. CRITICAL: Do not shorten this centrifugation step. Collect flow-through in a new 1.5 mL Eppendorf tube. Completely dry desalted peptides at 35°C using a SpeedVac condensator (2–6 h). Pause point: If peptides do not dry completely on the same day freeze at −20°C and continue drying the next day. Reconstitute phosphoenriched samples in 10 μL and total samples in 20 μL of 3% ACN; 0.1% FA. Sonicate for 5 min in the water bath and shake 5 min in the ThermoMixer at 1000 rpm. Centrifuge briefly at 14,000 × g. Pause point: Freeze at −20°C or directly proceed. Problems 5, 6, and 7

Analysis of peptides using mass spectrometry

If mass spectrometry measurements are outsourced to a specialized facility, skip this paragraph and directly continue with LFQ-based quantification of phosphorylation changes. CRITICAL: Mass spectrometers are highly sensitive instruments and should be maintained and used according to the manufacturer guidelines. This varies from instrument to instrument. Before you start using a mass spectrometer, always seek guidance of an expert and make sure the instrument is well maintained and properly calibrated. Transfer 6 μL of sample in a mass spectrometry tube. CRITICAL: Increase fill volume if sample stays longer than 12 h in the mass spectrometer’s autosampler before being measured to ensure enough sample volume with regard to evaporation. Spike samples with iRTs (BIOGNOSYS) with a dilution of 1:60 (v/v) directly before the measurement: Vortex iRT buffer for 1 min Add 50 μL of buffer to the iRT peptides Sonicate in water bath for 1 min Vortex and add to samples Select the following parameters to measure on a Thermo Scientific™ Orbitrap Fusion™ Tribrid™ mass spectrometer coupled to an Easy-nLC 1000 HPLC system (Thermo Scientific): Load 5 μL of peptides on the column from a cooled (4°C) autosampler. Buffer A: 0.1% FA in H2O Buffer B: 0.1% FA in ACN For the measurement of phospho-enriched samples, apply the LC gradient described in Table 2 and select the following parameters:
Table 2

Gradient used during mass spectrometry analysis of phospho-enriched samples

LC gradient for phospho-enriched samples
TimeDuration% of buffer BFlow (nL/min)
0 min0 min2300
2 min2 min2300
122 min120 min25300
132 min10 min35300
142 min10 min95300
Acquire MS spectra in the Orbitrap mass analyzer with a mass range of 350–1800 (m/z), a resolution of 120,000 and a maximum injection time of 50 ms. Acquire higher energy collisional dissociation (HCD) spectra in the ion trap mass analyzer using a normalized collision energy of 32% with a precursor ion isolation width of 2.0 (m/z) and a maximum injection time of 150 ms. Set AGC target value = 2e4. Enable charge state screening. Include charge states 2–7. Set the signal intensities threshold = 5e3. Exclude precursor masses already selected for MS/MS acquisition for further selection during 30 s. Gradient used during mass spectrometry analysis of phospho-enriched samples For total protein samples, apply the LC gradient in Table 3 and select the following parameters:
Table 3

Gradient during mass spectrometry analysis of total protein extracts

LC gradient for total protein samples
TimeDuration% of buffer BFlow (nL/min)
0 min0 min2300
120 min120 min25300
130 min10 min35300
140 min10 min95300
Acquire MS spectra in the Orbitrap mass analyzer with a mass range of 300–2000 (m/z), with a resolution of 120,000, and a maximum injection time of 50 ms. Acquire HCD spectra in the ion trap using a normalized collision energy of 30% with an isolation window of 1.6 (m/z) and a maximum injection time of 80 ms. Set AGC target value = 8e3. Set the intensity threshold = 5e3. Set dynamic exclusion duration = 25 s. Problem 8 Gradient during mass spectrometry analysis of total protein extracts

LFQ-based quantification of phosphorylation changes

Timing: 12 h The data analysis can be performed with every software that supports label free based quantification of post-translational protein modifications such as Progenesis QI (Waters, https://www.waters.com/waters/de_CH/ProgenesisQI/nav.htm?locale=de_CH&cid=134790652). Here, we describe in detail the analysis workflow using the open source software MaxQuant. MaxQuant adds known contaminants to the fast file and generates decoy hits for the false discovery rate (FDR) estimation. Your data base is therefore not allowed to have any decoy entries. MaxQuant is coupled to the search engine Andromeda provided together with MaxQuant. Install MaxQuant on your computer. Open MaxQuant folder and open Andromeda executable file (.exe). Make sure that the database containing all annotated proteins of the organism you used is available by default in Andromeda. Problem 9 Load either folder containing raw files of phosphoenriched or total samples into the software. CRITICAL: Analyze phoshoenriched and total samples separately. Set experiment choosing “no fractions”. Only choose fractionation if your samples were obtained from a gel-based pre-fractionation. Group specific parameters: Choose cysteine carbamidomethylation as fixed modification. Fixed modifications occur on every specified amino acid and are often artificially introduced by sample preparation. Cysteine carbamidomethylation is introduced to prevent disulfide bridges. As variable modification, select protein N-terminal acetylation, methionine oxidation, N-terminal glutamate to pyroglutamate conversion and phosphorylation. Variable modifications increase the in silico peptide database. Only choose the ones necessary to keep computational time as short as possible. Choose modification “phopsho STY” for phosphoenriched but not for total samples. Choose label-free quantification. Select digestion enzyme Trypsin/P. Allow up to two missed cleavages. Select First search. Set fragment mass tolerance to 20 ppm. Set precursor ion mass tolerance to 8 ppm. Use sequences as global parameter: Minimum one unique peptide and a minimum of seven amino acids per identified peptide. If a peptide contains less than 7 or more than 9 amino acids it cannot be unique and is therefore not informative. Choose a value between 7 and 9. MS/MS and sequence: Choose your created database. Identifier: Up to first space - click identifier - identifierParseRule ([ˆ]∗). CRITICAL: Parse rules are applied to the FASTA sequence header. This parse rule applies for FASTA sequences form Uniprot. Adjust your parse rule accordingly. Identification and quantification: For identification use a protein FDR of 0.05. Miscellaneous: Choose Re-Quantify. Re-quantify allows peaks with no labeled pair to be re-searched based on their location or retention time. Go to advanced and choose “Match between runs”. Allows information on identification from one run to be used in another run searching for peptide peaks closely located in the same retention time range. Start analysis and check if steps are running fine in the performance menu. The result will be saved as text files in the same folder as your raw files in a folder called “combined”. proteinGroups.txt for total samples and Phospho(STY)sites.txt for phosphoenriched samples. To see first quality control data, open the PTXQC report. Problem 10 Exported lists of differently phosphorylated factors (p value ≤ 0.05 and log2FC ≥ 1 or ≤ −1) and total identified factors as background list can be submitted to further analysis tools (Table 4).
Table 4

Pathway analysis tools suitable for follow up analysis of the created phosphoproteomics data set

Open source applicationSourceReferences
WEB-based Gene Set Analysis Tool kitwww.WebGestalt.orgWang et al. (2017)
DAVID Bioinformatics Resourceshttps://david.ncifcrf.govHuang da et al. (2009)
PhosphoPath (Cytoscape App)http://apps.cytoscape.org/apps/phosphopathRaaijmakers et al. (2015)
Pantherhttp://pantherdb.org/Mi et al. (2019)
Pathway analysis tools suitable for follow up analysis of the created phosphoproteomics data set

Expected outcomes

Using this protocol, phosphopeptide enrichment yielded 85% or 95% enrichment efficiency for manual respectively automated enrichment procedure (Figure 3A). We identified 7930 unique phosphopeptides belonging to 2991 phosphoproteins (Figure 3B). Phosphorylation of 9144 serine, 1335 threonine and 136 tyrosine were measured (Figure 3C) of which a substantial part was significantly changed between mock-infected and IAV infected conditions (p value ≤ 0.05, Log2FC ≥ 1 or ≤ -1) (Figure 3D). Comparing five different IAV subtypes allowed us to find phosphorylation sites equally or uniquely altered by different IAV strains (Figure 3E) indicating that the presented workflow allows a highly reproducible measurement of phosphorylation changes within minutes of infection. Obtained results can be further analyzed, for example with the Cytoscape plugin PhosphoPath (Raaijmakers et al., 2015), which analyses the involvement of the found phosphochanges in signaling pathways with respect to annotated phosphosites (Figure 3F).
Figure 3

Anticipated results

(A) Phosphopeptide enrichment yield calculated using Scaffold PTM (version 4.0, Proteome Software, Portland USA). Data are means ± s.d. from n = 4 independent experiments.

(B) Depiction of phosphorylation acceptor site proportion.

(C) Depiction of total amount of identified phosphoproteins and unique phosphopeptides.

(D) Distribution of changes in cellular phosphorylation after 10 min of infection with A/WSN/1933 (25 PFU/cell) are shown. Log2 fold changes in phosphorylation of the identified phosphopeptides are presented in relation to their p value. Phosphopeptides with lower abundance in mock-infected versus infected samples are located in the upper left panel and significant ones are stained in red (p value ≤ 0.05, Log2FC ≤ −1). Hyper-phosphorylated peptides are located in the upper right panel, significant ones are highlighted in blue (p value ≤0.05, Log2FC ≥ 1). Horizontal dotted lines show Log2 fold change cut-off of ≥ 1 or ≤ −1.

(E) For the Venn-diagram, significantly changing phosphopeptides were used (p value ≤ 0.05, Log2FC ≥ 1 or ≤ −1). Number in brackets indicate total number of phosphopeptides fulfilling the mentioned criteria.

(F) Significantly changing phosphosites (p value ≤ 0.05, Log2FC ≥ 1 or ≤ −1) during A/WSN/1933 infection were mapped to pathways with the Cytoscape plugin PhosphoPath using all identified peptides as background list. Factors and their IAV-responsive phosphosites shown to be relevant for the PI3K signaling pathway (Wikipathways) are shown in blue and grey circles respectively (PhosphoSitePlus, BioGrid).

Anticipated results (A) Phosphopeptide enrichment yield calculated using Scaffold PTM (version 4.0, Proteome Software, Portland USA). Data are means ± s.d. from n = 4 independent experiments. (B) Depiction of phosphorylation acceptor site proportion. (C) Depiction of total amount of identified phosphoproteins and unique phosphopeptides. (D) Distribution of changes in cellular phosphorylation after 10 min of infection with A/WSN/1933 (25 PFU/cell) are shown. Log2 fold changes in phosphorylation of the identified phosphopeptides are presented in relation to their p value. Phosphopeptides with lower abundance in mock-infected versus infected samples are located in the upper left panel and significant ones are stained in red (p value ≤ 0.05, Log2FC ≤ −1). Hyper-phosphorylated peptides are located in the upper right panel, significant ones are highlighted in blue (p value ≤0.05, Log2FC ≥ 1). Horizontal dotted lines show Log2 fold change cut-off of ≥ 1 or ≤ −1. (E) For the Venn-diagram, significantly changing phosphopeptides were used (p value ≤ 0.05, Log2FC ≥ 1 or ≤ −1). Number in brackets indicate total number of phosphopeptides fulfilling the mentioned criteria. (F) Significantly changing phosphosites (p value ≤ 0.05, Log2FC ≥ 1 or ≤ −1) during A/WSN/1933 infection were mapped to pathways with the Cytoscape plugin PhosphoPath using all identified peptides as background list. Factors and their IAV-responsive phosphosites shown to be relevant for the PI3K signaling pathway (Wikipathways) are shown in blue and grey circles respectively (PhosphoSitePlus, BioGrid).

Limitations

During sample preparation for LFQ experiments, each sample has to be processed individually. Great care must be taken during sample preparation in order to not introduce variability. To overcome this caveat, automated versions of preparation steps should be considered. In this protocol, we describe an automated alternative for phosphopeptide enrichment adapted from Tape et al. (2014) which allows invariable sample processing of a large number of replicates to reduce variability. Standardized sample preparation also clears the way for inter-laboratory integration of data sets and enables large scale studies. We recommend to do at least five independent replicates per condition. One must consider that a LFQ based phosphoproteomics experiment can be more time consuming compared to label based methods since each sample has to be measured individually by mass spectrometry. LFQ quantification is based on comparing peptide abundances between separately measured conditions and missing values between runs can be an issue during data analysis. However, this can be minimized with a robust and reproducible workflow and adequate computational analysis tools presented in this protocol.

Troubleshooting

Problem 1

Samples are still viscous after sonication.

Potential solution

The DNA content is too high. Sonicate multiple times until you can properly pipette the solution.

Problem 2

Some liquid remains on the filter after 20 min of centrifugation. Volumes added were most likely too high. When liquid is still going through, increase centrifugation duration for samples with increased backpressure but not for the others, filters should never dry out completely.

Problem 3

No liquid goes through the filter It might be that the loaded protein amount is too high (max. 500 μg protein), sample is too viscous or sample is too cold. (1) Dilute your sample with urea buffer or/and sonicate again before loading onto the filter again. (2) Let samples warm up to 15°C–25°C before you start the FASP procedure.

Problem 4

Some samples do not fully dry in the SpeedVac condensator. There is a vacuum leakage. (1) Check vacuum pump. (2) Empty condenser flask and replace it by an empty and dry one. (3) Check cover seal of the condenser flask or the machine itself.

Problem 5

No more liquid goes through the Stage tip. It is likely that particles in the sample clog the Stage tip. Distribute your sample to multiple Stage tips with larger diameter.

Problem 6

Peptides are not binding C18 Stage tip and run through. Concentration of organic solvent higher than 5% will abolish binding of most or all peptides. Check your buffers and repeat Stage tip clean up with lower concentration of organic solvent.

Problem 7

Stage tip dried out. There were too many samples processed at the same time and/or sample processing was too slow. If a Stage tip dried out before loading the sample, equilibration procedure must be repeated. If it happens after sample loading, immediately add some liquid to the filter.

Problem 8

No phosphopeptides are detected. It might be that there are not enough abundant phosphopeptides in the sample due to low MOI infection or because the processing or mass spectrometry measurement did not work. (1) Repeat digestion with a standard phospho-protein and measure without enrichment by mass spectrometry to ensure that your digestion protocol works. (2) Then, enrich sample for the standard phosphopeptide and measure to see if enrichment worked. (3) Repeat Stage tip clean up with enriched phosphopeptides of the standard phospho-protein to validate your protocol and measure. (4) Measure standard phospho-peptides to validate that the mass spectrometry measurement works. (5) If your protocols work, repeat your experiment using a higher MOI for infection.

Problem 9

Andromeda does not have a database of the used organism or digestion enzyme. You can add proteome databases of any organism with an annotated genome. To do so, open the Andromeda.exe file in the MaxQuant folder and select sequences or enzymes and "+". You can rename your database and choose the organism or enzyme you want to add to the Andromeda default menu.

Problem 10

MaxQuant gives an error. Go to www.maxquant.org for troubleshooting.

Resource availability

Lead contact

Further information and requests for resources and reagents should be directed to and will be fulfilled by the lead contact, Silke Stertz Ph.D., stertz.silke@virology.uzh.ch

Materials availability

No new material was created in this study.
REAGENT or RESOURCESOURCEIDENTIFIER
Virus strains

Egg grown influenza A virus A/WSN/1933 (H1N1)This paperN/A

Chemicals, peptides, and recombinant proteins

Dulbecco’s modified Eagle medium (DMEM)Life technologiesCat#41966-029
Penicillin/streptomycinLife technologiesCat#15140-122
Fetal bovine serumLife technologiesCat#10270106
cOmplete Mini EDTA-free protease inhibitor cocktailSigma-AldrichCat#11836170001
PhosSTOPSigma-AldrichCat#4906845001
Trypsin Gold, Mass Spectrometry GradePromegaCat#VA9000
MagReSyn Ti-IMACReSyn BiosciencesCat#MR-TIM005
Synthetic peptides with indexed retention times (iRT) kitBIOGNOSYSCat#Ki-3002-1
Urea (UA)Sigma-AldrichCat#U5128
Iodoacetamide (IAA)Sigma-AldrichCat#I6125
Triethylammoniumbicarbonat (TEAB) buffer pH 8.5, 1 MSigma-AldrichCat#T7408
Trifluoroacetic acid (TFA)Sigma-AldrichCat#302031
Formic acid (FA) – for LC-MSSigma-AldrichCat#00940
Sodium dodecyl sulfate (SDS)Sigma-AldrichCat#436143
1,4-Dithiothreitol (DTT)Sigma-AldrichCat#10708984001
Glycolic acid (GA)Sigma-AldrichCat#124737
Acetonitrile (ACN) – for LC-MSSigma-AldrichCat#1.00029
Tris/HCLSigma-AldrichCat#PHG0002
Ammonia water (NH4OH 28% aqueous solution)Sigma-AldrichCat#221228
EtOH 100%Sigma-AldrichCat#51976
NaClSigma-AldrichCat#S9888

Critical commercial assays

Qubit Protein Assay KitThermo Fisher ScientificCat#Q33211

Experimental models: Cell lines

Human lung adenocarcinoma A549 cellsATCCATCC CCL-185

Software and algorithms

MaxQuant software v1.6.23 or higherCox et al. (2011) and Cox and Mann (2008)www.maxquant.org
Uniprot database A/WSN/1933UniProthttps://www.uniprot.org/uniprot/?query=organism:382835&sort=score; Uniprot: 382835
Uniprot data base humanUniProthttps://www.uniprot.org/proteomes/UP000005640; Proteome ID: UP000005640
Uniprot data base chickenUniProthttps://www.uniprot.org/proteomes/UP000000539; Proteome ID: UP000000539

Other

Microcon-30 kDa Centrifugal Filter Units with Ultracel-30 membranesMerck MilliporeCat#MRCF0R030
T-150 cell culturing flaskTPPCat#90151
1.5 mL Eppendorf tubes safe-lockEppendorfCat#0030121023
p100 cell culture dishTPPCat#93100
Cell scraperTPPCat#99003
Invitrogen™ Countess™ 3 Automated Cell CounterFisher ScientificCat#16812556
Invitrogen™ Countess™ Cell Counting Chamber SlidesFisher ScientificCat#10399053
Qubit Flex FluorometerThermo Fisher ScientificCat#Q33327
Micro centrifuge (1.5–2 mL tubes)Various suppliersN/A
500 μL thin-walled PCR tubesThermo Fisher ScientificCAT#AM12225
ParafilmSigma-AldrichCAT#P7793-1EA
Incubator for cellsVarious suppliersN/A
Biological safety cabinet for cell culture and virus infectionVarious suppliersN/A
Chemical safety cabinetVarious suppliersN/A
Eppendorf ThermoMixer® F1.5 or equivalentEppendorfCat#538400001
Glass box for the wet chamberFisher ScientificCat#11766958
SpeedVac concentratorThermo Fisher ScientificCat#SPD111V-115
Ultrasonic bathVarious suppliersN/A
Branson Ultrasonics Sonifier® SFX250 or equivalent dry sonicatorFisher ScientificCat#15569624
Eppendorf ThermoMixer® F1.5 or equivalentEppendorfCat#5384000012
Computer station with minimum requirements of used MaxQuant version (http://www.coxdocs.org/doku.php?id=maxquant:common:download_and_installation)Various suppliersN/A
Optional: KingFisherFlex systemThermo Fisher ScientificCat#A31508
Optional: V-bottom micro tubes with screw capMerckCat#Z637432-1000EA
Optional: Magnetic separatorMerckCat#M1167-1EA
Optional: KingFisher Flex Microtiter deepwell 96 plateThermo Fisher ScientificCat#95040460
C18 Stage Tips: P200 pipette tips with Empore Disk C18Merck; 3MCat#CLS4154-4X960EA; Cat#2215
Optinal: Xcalibur Software to run the mass spectrometerThermo ScientificN/A
Optional: Easy-nLC 1000 HPLC systemThermo ScientificN/A
Optional: Nano trap column (Thermo Scientific), 75 μm × 2 cm, packed with Acclaim PepMap100 C18 material, 3 μm, 100 AThermo ScientificN/A
Optional: Analytical Easy-Spray column, 75 μm × 50 cm, packed with reverse-phase C18 material (Acclaim PepMap RSLC, 2 μm, 100 A)Thermo ScientificN/A
Optional: Thermo Scientific™ Orbitrap Fusion™ Tribrid™ mass spectrometer or any other mass spectrometer with high precision MS1 spectrum recording (e.g., Orbitrap)Thermo Scientific, San Jose, CaN/A
ReagentFinal concentrationAmount (555 mL)
Dulbecco’s modified Eagle mediumN/A500 mL
Penicillin /streptomycin1% (v/v)5 mL
Fetal bovine serum10% (v/v)50 mL

Medium can be stored at 4°C for several weeks.

ReagentFinal concentrationAmount (10 mL)
SDS4% (w/v)400 mg
Tris/HCL pH 8.2 (1 M)100 mM1 mL
cOmplete Mini EDTA free protease inhibitor cocktail1 tablet
PhosSTOP1 tablet
DTT0.1 M155 mg
ddH2ON/A9 mL

Prepare freshly before each use and keep at 4°C. Should be used within 1 day.

ReagentFinal concentrationAmount (10 mL)
Urea8 M4.8 g
Tris/HCL (pH 8.2)100 mM10 mL

Prepare freshly before each use and keep at 4°C. Use within one day. ∼700 μL urea buffer are needed for each sample.

ReagentFinal concentrationAmount (1 mL)
Iodoacetamide (IAA) (0.5 M)50 mM100 μL
Urea buffer900 μL

Prepare freshly before each use and keep at 4°C. Use within one day. ∼100 μL IAA buffer are needed for each sample.

ReagentFinal concentrationAmount (1 mL)
TEAB (1 M, pH 8.5)50 mM50 μL
ddH2O950 μL

Prepare freshly before each use. ∼500 μL TEAB buffer are needed for each sample.

ReagentFinal concentrationAmount (50 mL)
Glycolic acid (GA)1 M3.8 g
Acetonitrile (ACN)80% (v/v)40 mL
Trifluoroacetic acid (TFA)5% (v/v) aqueous solution2.5 mL
ddH2O7.5 mL

Prepare freshly before each use.

ReagentFinal concentrationAmount (20 mL)
ACN80% (v/v)16 mL
TFA1% (v/v) aqueous solution200 μL
ddH2O3.8 mL

Prepare freshly before each use.

ReagentFinal concentrationAmount (20 mL)
ACN10% (v/v)2 mL
TFA0.2% (v/v) aqueous solution40 μL
ddH2O17.96 mL

Prepare freshly before each use.

ReagentFinal concentrationAmount (10 mL)
NH4OH 28% aqueous solution1% (v/v)360 μL
ddH2O9.64 mL

Prepare freshly before each use.

ReagentFinal concentrationAmount (20 mL)
ACN60% (v/v)12 mL
TFA0.1% (v/v) aqueous solution20 μL
ddH2O7.98 mL

Buffer can be stored at 15°C–25°C for several weeks.

ReagentFinal concentrationAmount (20 mL)
ACN3% (v/v)600 μL
TFA0.1% (v/v) aqueous solution20 μL
ddH2O19.38 mL

Buffer can be stored at 15°C–25°C for several weeks.

ReagentFinal concentrationAmount (20 mL)
ACN3% (v/v)600 μL
Formic acid (FA)0.1% (v/v) aqueous solution20 μL
ddH2O19.38 mL

Prepare freshly before each use.

ReagentFinal concentrationAmount (20 mL)
Mass spectrometer buffer A

FA0.1% (v/v)20 μL
ddH2O19.98 mL

Mass spectrometer buffer B

FA0.1% (v/v)20 μL
ACN19.98 mL

Buffers can be stored at 15°C–25°C for several days.

  20 in total

Review 1.  Mass spectrometry-based proteomics.

Authors:  Ruedi Aebersold; Matthias Mann
Journal:  Nature       Date:  2003-03-13       Impact factor: 49.962

2.  PhosphoPath: Visualization of Phosphosite-centric Dynamics in Temporal Molecular Networks.

Authors:  Linsey M Raaijmakers; Piero Giansanti; Patricia A Possik; Judith Mueller; Daniel S Peeper; Albert J R Heck; A F Maarten Altelaar
Journal:  J Proteome Res       Date:  2015-09-08       Impact factor: 4.466

3.  A tissue-specific atlas of mouse protein phosphorylation and expression.

Authors:  Edward L Huttlin; Mark P Jedrychowski; Joshua E Elias; Tapasree Goswami; Ramin Rad; Sean A Beausoleil; Judit Villén; Wilhelm Haas; Mathew E Sowa; Steven P Gygi
Journal:  Cell       Date:  2010-12-23       Impact factor: 41.582

4.  Andromeda: a peptide search engine integrated into the MaxQuant environment.

Authors:  Jürgen Cox; Nadin Neuhauser; Annette Michalski; Richard A Scheltema; Jesper V Olsen; Matthias Mann
Journal:  J Proteome Res       Date:  2011-02-22       Impact factor: 4.466

5.  Phosphoproteomic profiling of influenza virus entry reveals infection-triggered filopodia induction counteracted by dynamic cortactin phosphorylation.

Authors:  Annika Hunziker; Irina Glas; Marie O Pohl; Silke Stertz
Journal:  Cell Rep       Date:  2022-01-25       Impact factor: 9.423

6.  Stable isotope labeling by amino acids in cell culture, SILAC, as a simple and accurate approach to expression proteomics.

Authors:  Shao-En Ong; Blagoy Blagoev; Irina Kratchmarova; Dan Bach Kristensen; Hanno Steen; Akhilesh Pandey; Matthias Mann
Journal:  Mol Cell Proteomics       Date:  2002-05       Impact factor: 5.911

7.  Protocol Update for large-scale genome and gene function analysis with the PANTHER classification system (v.14.0).

Authors:  Huaiyu Mi; Anushya Muruganujan; Xiaosong Huang; Dustin Ebert; Caitlin Mills; Xinyu Guo; Paul D Thomas
Journal:  Nat Protoc       Date:  2019-02-25       Impact factor: 13.491

8.  Quantitative maps of protein phosphorylation sites across 14 different rat organs and tissues.

Authors:  Alicia Lundby; Anna Secher; Kasper Lage; Nikolai B Nordsborg; Anatoliy Dmytriyev; Carsten Lundby; Jesper V Olsen
Journal:  Nat Commun       Date:  2012-06-06       Impact factor: 14.919

9.  WebGestalt 2017: a more comprehensive, powerful, flexible and interactive gene set enrichment analysis toolkit.

Authors:  Jing Wang; Suhas Vasaikar; Zhiao Shi; Michael Greer; Bing Zhang
Journal:  Nucleic Acids Res       Date:  2017-07-03       Impact factor: 16.971

10.  Accurate proteome-wide label-free quantification by delayed normalization and maximal peptide ratio extraction, termed MaxLFQ.

Authors:  Jürgen Cox; Marco Y Hein; Christian A Luber; Igor Paron; Nagarjuna Nagaraj; Matthias Mann
Journal:  Mol Cell Proteomics       Date:  2014-06-17       Impact factor: 5.911

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