Summary
Understanding the mechanisms of action of adjuvants at the tissue level is crucial to the development of more potent and safer versions for human use. Comparative tissue proteomics presents a novel tool to study their unique action mechanisms. Here, we present a protocol for preparing murine tissue for comparative proteomics study of vaccine adjuvant mechanisms. We describe steps for adjuvant treatment in live animals, tissue harvesting, and homogenization. We then detail protein extraction and digestion to prepare for liquid chromatography-tandem mass spectrometry analysis.
For complete details on the use and execution of this protocol, please refer to Li et al.1
Subject areas: High-throughput Screening, Immunology, Protein Biochemistry, Proteomics
Graphical abstract

Highlights
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Different adjuvants induce distinct tissue proteome changes
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Identify proteins for each adjuvant by comparative tissue proteomics analysis
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Screen proteins to study adjuvant mechanisms with traditional approaches
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Comparative tissue proteomics enables study of vaccine adjuvant mechanisms
Publisher’s note: Undertaking any experimental protocol requires adherence to local institutional guidelines for laboratory safety and ethics.
Understanding the mechanisms of action of adjuvants at the tissue level is crucial to the development of more potent and safer versions for human use. Comparative tissue proteomics presents a novel tool to study their unique action mechanisms. Here, we present a protocol for preparing murine tissue for comparative proteomics study of vaccine adjuvant mechanisms. We describe steps for adjuvant treatment in live animals, tissue harvesting, and homogenization. We then detail protein extraction and digestion to prepare for liquid chromatography-tandem mass spectrometry analysis.
Before you begin
This protocol describes in vivo animal treatment with our recently developed physical radiofrequency adjuvant (RFA)1,2,3,4,5 and traditional chemical adjuvants,6,7,8 skin collection, and downstream processing to prepare for proteomics LC-MS/MS analysis. The lateral back skin of mice is exposed to the physical RFA treatment or intradermally injected with chemical adjuvants, such as MF59-like AddaVax, monophosphoryl lipid A (MPL), Alum, and MPL/Alum mixture. The chemical adjuvants are licensed for delivery into muscles.9,10 The reason to choose intradermal delivery in this protocol is because RFA acts on skin to boost intradermal vaccination.1,2,3,4,5 The delivery of chemical adjuvants into the skin allows the direct comparison of physical and chemical adjuvants-induced tissue proteome changes. However, the procedures described in this protocol can be readily adapted to extract proteins from other tissues (e.g., muscle, draining lymph nodes) or cultured cells (e.g., dendritic cells, peripheral blood mononuclear cells).
The first part of the protocol describes mainly animal procedures that include chemical and physical adjuvant treatment and skin harvesting.
The second part of the protocol describes in vitro procedures related to protein extraction, quantification, denaturation, trypsin-digestion, and various other steps to prepare samples for LC-MS/MS analysis.
Institutional permissions
C57BL/6 mice were purchased from Jackson Laboratories. All animal procedures were approved by the Institutional Animal Use and Care Committee (IACUC) of University of Rhode Island with approval number AN1516-004. Please ensure to acquire permission from your institutions for animal experiments before the experiment. Make sure your animal procedures will be performed in accordance with Institutional and National guidelines and regulations.
Adjuvant preparation
Timing: around 20 min
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1.
Determine the types of adjuvants to be included in the study: AddaVax, MPL, Alum, MPL/Alum, and RFA.
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2.
AddaVax preparation: AddaVax, an oil-in-water nano-emulsion containing squalene, is formulated similarly to MF59 (a licensed adjuvant for influenza vaccine). In this study, it is prepared by mixing with phosphate-buffered saline (PBS) at 1:1 volume/volume ratio for injection.
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3.
MPL preparation: MPL (1 mg) in the powder form will be first dissolved with 100 μL DMSO and then 300 μL water. After that, MPL will be mixed with PBS at 1:1 volume/volume ratio.
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4.
Alum preparation: Alum adjuvant (Alhydrogel, 2%) will be mixed with PBS at 4:1 volume/volume ratio.
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5.
MPL/Alum preparation: the above prepared MPL adjuvant is mixed with Alum (Alhydrogel, 2%) at 1:1 volume/volume ratio.
-
6.
The physical RFA device is fully charged. In this study, a cosmetic fractional bipolar RF device equipped with 12 × 12 array of microelectrodes in 2 × 2 cm2 area is used. The red light in the front will turn green when fully charged.
CRITICAL: It’s recommended to include at least 3–4 different adjuvants to identify uniquely induced proteins by each adjuvant to facilitate the downstream mechanism studies. Freshly prepare the adjuvants based on the manufacturer’s recommendations.
Animal experiment preparation
Timing: 1–2 months
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7.
Get animal protocol approved by the Institutional Animal Use and Care Committee (IACUC).
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8.
Order animals (at least 5 mice/group) and allow the required acclimation time (usually 1 week).
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9.
Autoclave scissors and forceps for skin collection.
Urea buffer preparation
Timing: 10 min
We prepare a final volume of 25 mL 8 M urea buffer.
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10.
Dissolve 12.01 g Urea (60.06 g/mol) in 16 mL deionized water.
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11.
After complete dissolution, make up volume to 25 mL.
Note: Urea dissolution is an endothermic process. A hotplate stirrer can be used to speed up the dissolution process. The urea buffer can be stored at around 25°C for up to 1 year.
Dithiothreitol (DTT) stock solution preparation
Timing: 30 min
We prepare a final volume of 10 mL 1 M DTT stock solution.
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12.
Dissolve 1.54 g DTT (154.25 g/mol) in 10 mL deionized water.
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13.
After complete dissolution, filter through 0.22 μm syringe filter.
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14.
Aliquot 1 mL per tube and store at −20°C for a maximum of 6 months.
CRITICAL: Wear protective gloves, protective clothing and protective eyeglasses when handling DTT because it is harmful if swallowed and irritating to eyes and skin.
Alternatives: DTT of 100 mM can also be freshly made for use in this protocol.
Key resources table
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Chemicals, peptides, and recombinant proteins | ||
| AddaVax™ | InvivoGen | Cat# vac-adx-10 |
| Alhydrogel | InvivoGen | Cat# vac-alu-250 |
| Lipid A, monophosphoryl (MPL) | Sigma | Cat# L6895 |
| Dithiothreitol (DTT) | Thermo Fisher Scientific | Cat# R0862 |
| Iodoacetamide (IAA) | Sigma | Cat# I1149 |
| Ammonium bicarbonate | Sigma | Cat# 09830 |
| Sodium deoxycholate | Sigma | Cat# 30970 |
| TPCK-treated trypsin | Sigma | Cat# 4370285 |
| Gibco™ PBS, pH 7.4 | Thermo Fisher Scientific | Cat# 10010023 |
| Methanol | Sigma | Cat# 179337 |
| Chloroform | Sigma | Cat# 2432 |
| Formic acid | Fisher Scientific | Cat# A117-50 |
| LC-MS grade acetonitrile | Millipore Sigma | Cat# 1.00029 |
| LC-MS grade water | Fisher | Cat# W6-4 |
| Urea | Fisher | Cat# U15-3 |
| Bovine serum albumin (BSA) | Sigma | Cat# A2153 |
| Critical commercial assays | ||
| Pierce BCA Protein Assay Kit | Thermo Fisher Scientific | Cat# 23227 |
| Hair Nair (hair removal lotion) | Nair | N/A |
| Experimental models: Organisms/strains | ||
| C57BL/6 mouse (male, 6 weeks old) | Charles River Laboratories | N/A |
| Other | ||
| Digestion tubes (PCT MicroTubes) | Pressure Biosciences Inc. | Cat# MT-96 |
| MicroCaps | Pressure Biosciences Inc. | Cat# MC150-96 |
| RF device | Norlanya Technology Co. | N/A |
| Microplate reader (SpectraMax iD3) | Molecular Devices | N/A |
| Microplate reader software (SoftMax Pro 7.1) | Molecular Devices | N/A |
| Barocycler NEP2320 | Pressure Biosciences Inc. | N/A |
| Sciex 5600 TripleTOF™ mass spectrometer | Sciex | N/A |
| 2 mL glass grinder | Wheaton | N/A |
| Shaking water bath | Thermo Fisher | Model # FSSWB15 |
Materials and equipment
Methanol:chloroform:water mixture (2:1:1, v/v/v)
| Reagent | Final concentration | Amount |
|---|---|---|
| Methanol | 50% | 5.0 mL |
| Chloroform | 25% | 2.5 mL |
| Water (diH2O) | 25% | 2.5 mL |
| Total | 10 mL |
Store at 4°C for up to 1 year. This recipe is for 10 samples.
50 mM Ammonium bicarbonate (pH 8.0) + 3% Sodium deoxycholate (DOC)
| Reagent | Final concentration | Amount |
|---|---|---|
| Ammonium bicarbonate (MW = 79.06 g/mol) | 50 mM | 59.3 mg |
| Sodium deoxycholate | 3% | 0.45 g |
| Water (diH2O) | N/A | 15 mL |
| Total | 15 mL |
Prepare freshly for the same-day use. This recipe is for >100 samples.
5% Formic acid
| Reagent | Final concentration | Amount |
|---|---|---|
| Formic acid | 5% | 150 μL |
| LC-MS grade acetonitrile | 47.5% | 1425 μL |
| LC-MS grade H2O | 47.5% | 1425 μL |
| Total | 3 mL |
Store at 4°C for up to 1 year. This recipe is for 20 samples.
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•
200 mM Iodoacetamide (IAA) solution: Dissolve 36.98 mg IAA (184.96 g/mol) in 1 mL deionized water.
CRITICAL: IAA has acute toxicity and respiratory sensitization. Use IAA only in a chemical fume hood and immediately change contaminated clothing. Always use the equipment for eye/face protection and wear protective gloves and clothing when using IAA.
Note: IAA is light sensitive. Wrap IAA tube with aluminum foil to prevent light exposure. Always prepare fresh IAA solution for use in this protocol.
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Ice-cold Methanol: Place pure methanol on ice or at −20°C for at least 30 min before use.
CRITICAL: Methanol is highly flammable and toxic. Use methanol in a chemical fume hood and use the equipment for eye/face protection and wear protective gloves and clothing when handling methanol.
Note: The ice-cold methanol can be stored at −20°C for up to 1 year.
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TPCK-treated trypsin: Reconstitute 0.5 mg trypsin powder with 0.5 mL deionized water to make 1 mg/mL stock solution.
Note: Keep at 4°C for same day use and can be stored at −20°C for up to 1 year.
Step-by-step method details
Skin treatment and tissue harvest
Timing: 3 days
Hair of the lateral back skin of mice is removed the day before experiment. Hair-removed skin is intradermally injected with diverse types of chemical adjuvants or treated with physical RFA. Skin is collected 18 h later.
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1.Day 1 Hair removal.
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a.Anesthetize mice as approved by your IACUC protocol.
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b.Remove hair on lateral dorsal skin of mice with scissors to create an area of more than 2 × 2 cm2, and then carefully apply hair Nair for 2 min followed by gently rinsing with warm tap water.
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c.Keep mice on 37°C warming pad for recovery.
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a.
Note: Step 1 takes about 1–2 h.
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2.Day 2 RFA treatment.
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a.Anesthetize mice appropriately.
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b.Apply a thin layer of ultrasound coupling medium on the hair-free skin of mice.
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c.Activate RFA device and set the energy level at high.
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d.Firmly press the front tip of the RFA device on the coupling medium-applied skin and hold for 90–120 s for RFA treatment.
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e.Dry RFA-treated skin with Kimwipe and mark the treatment area with a sharpie marker.
- f.
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a.
Note: The red indicator light should be always on during the treatment. This step takes about 1 h.
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3.Day 2 Sham treatment.
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a.Anesthetize mice appropriately.
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b.Apply a thin layer of ultrasound coupling medium on the hair-free skin of mice.
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c.Firmly press the front tip of the RF device with the power off on the coupling medium-applied skin and hold for the same period of time.
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d.Dry RFA-treated skin with Kimwipe and mark the treatment area with a sharpie marker.
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e.Intradermally inject 20 μL sterile PBS to the Sham-treated skin as above.
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a.
Note: Make sure the power of the RF device is off. This step takes about 1 h.
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4.Day 2 Chemical adjuvant treatment.
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a.Anesthetize mice appropriately.
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b.Intradermally inject 20 μL chemical adjuvants to the same anatomical location of the skin as above.
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c.Mark the chemical adjuvant-treated area with a sharpie marker.
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a.
Note: This step takes about 1 h.
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5.Day 3 Skin collection.
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a.Euthanize mice with appropriate methods.
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b.Collect center regions of RFA-treated skin and entire chemical adjuvant-treated skin according to the Sharpie marker labels 18 h after treatment.
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c.Weigh skin weight and then freeze skin in dry ice or liquid nitrogen.
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a.
Note: Remove the fat tissue using forceps and scissors while harvesting the skin. This step takes about 1 h.
Pause point: Skin tissue can be stored at −80°C for several months.
Figure 1.
Intradermal injection of chemical adjuvants
(A) Place the needle, bevel up, on the skin.
(B) Gently insert the needle into the dermal layer of the skin.
(C) Slowly advance by ∼5 mm and inject 20 μL chemical adjuvants.
(D) A small bleb forms in the skin.
Protein extraction
Timing: 2–5 h
Skin tissue is cut into small pieces followed by homogenization in 8 M Urea buffer. Skin homogenates are then centrifuged. Supernatants are collected for downstream processing.
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6.Sample preparation.
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a.Transfer skin tissue from −80°C to an Eppendorf tube.
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b.Add 1 mL 8 M Urea buffer to the tube.
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c.Cut the skin tissue into small pieces of less than 2 mm in any dimensions (Figure 2A) with scissors.
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a.
Note: Keep the tubes on ice while cutting the tissue. The cutting step facilitates the release of most of the tissue proteins during the subsequent homogenization step. We used the same volume of Urea buffer since we believe this volume is sufficient to extract total proteins from the biggest skin tissues collected according to the tissue weight in Table 1. Another strategy is to add 8 M Urea proportionally to skin weight.
Figure 2.
Tissue Homogenization
(A) Cut tissue into small pieces with scissors.
(B) homogenize tissue using a glass grinder on ice.
Table 1.
Skin weight and protein concentration
| Groups | Sample # | Skin weight (mg) | Protein concentration (μg/mL) |
|---|---|---|---|
| Sham | 1 | 35.0 | 1494.49 |
| 2 | 24.2 | 900.28 | |
| 3 | 67.7 | 1711.27 | |
| RFA | 4 | 56.5 | 3420.8 |
| 5 | 42.0 | 1038.85 | |
| 6 | 61.4 | 1928.04 | |
| AddaVax | 7 | 82.2 | 4603.27 |
| 8 | 40.9 | 2020.7 | |
| 9 | 50.8 | 1798.83 | |
| Alum | 10 | 26.7 | 682.66 |
| 11 | 31.6 | 806.77 | |
| 12 | 72.3 | 2288.48 | |
| MPL | 13 | 29.0 | 1429.04 |
| 14 | 38.3 | 2124.41 | |
| 15 | 52.5 | 1593.11 | |
| MPL/Alum | 16 | 44.1 | 671.61 |
| 17 | 62.5 | 3371.49 | |
| 18 | 57.6 | 2886.09 |
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7.Homogenization.
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a.Transfer the tissue with the 8 M urea buffer into a 2 mL glass grinder.
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b.Thoroughly homogenize the skin tissue with the glass grinder on ice as shown in Figure 2B.Note: Keep the tissue cold while homogenizing. Skin tissue is ‘hard’ to homogenize due to its high contents of collagen.
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c.Transfer homogenized tissue with the buffer to new Eppendorf tubes including the remaining ‘hard’ skin tissue that cannot be homogenized.
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d.Centrifuge at 16,000 × g for 10 min at 4°C.
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e.Collect supernatants into new Eppendorf tubes.Note: Collect only the supernatant. Centrifuge again to obtain pure supernatant if needed.
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a.
Protein concentration quantification
Timing: 1–2 h
The protein concentration of skin homogenates is determined with BCA assay following the manufacturer’s instruction. Below is a shortened version.
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8.Sample and reagent preparation.
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a.Dilute BSA stock with PBS to prepare BSA standard samples at 2,000, 1,500, 1,000, 750, 500, 250, 125, 25, and 0 μg/mL.
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b.Mix 20 μL skin homogenates with 60 μL PBS to prepare a 1:4 fold dilution.Note: 1:4 fold dilution reduces 8 M Urea to 2 M, which is within the compatible urea range for BCA assay. This volume (80 μL) is sufficient for a duplicate measurement.
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c.Prepare a sufficient volume of working reagent by mixing 50 parts reagent A with 1 part reagent B following the formula provided by the manufacturer.
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a.
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9.Microplate procedures.
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a.Add 25 μL standard and skin homogenate samples in duplicate to 96-well plates.
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b.Add 200 μL working reagent to each standard and skin sample wells.
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c.Incubate microplates at 37°C for 30 min (troubleshooting 1).
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d.Read absorbance at 562 nm in a microplate reader.
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e.Plot standard curve and obtain protein concentrations of skin homogenates by taking into consideration of the dilution factor (troubleshooting 2).
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a.
Note: The associated software of a modern microplate reader (for example, SpectraMax iD3 microplate reader with SoftMax Pro) usually allows the input of standard sample concentrations to create standard curves for calculation of protein concentrations of unknown samples in the same software. Users need to select the best-fit standard curve to obtain accurate protein concentrations of unknown samples.
Pause point: Skin homogenates can be stored at −80°C for several months.
Protein digestion
Timing: 5–6 h
Proteins are subjected to reduction, alkylation, precipitation, and resuspension followed by two rounds of digestion with TPCK-treated trypsin according to a prior protocol with slight modifications.12
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10.Sample preparation.
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a.Identify the skin sample with the lowest protein concentration.
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b.Calculate the volume of other skin homogenate samples to give the same amount of total protein with 400 μL skin sample identified in step 10a.
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c.Calculate the volume of 8 M Urea to make up a total volume of 400 μL for each sample.
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d.Prepare 400 μL skin samples of equal concentrations in new Eppendorf tubes.
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a.
Optional: Sample volume can be adjusted to prepare a total 50–200 μg total protein to digest. Bovine Serum Albumin (BSA, 2 μL of 1 mg/mL) can be added as an internal control for MS data normalization.13
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11.Protein reduction and purification.
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a.Perform protein reduction for skin homogenates by adding 25 μL of 100 mM DTT and incubate at 35°C in a shaking water bath at 100 rpm for 30 min.
CRITICAL: Wear protective gloves, protective clothing and protective eyeglasses when preparing DTT because it is irritating to eyes and skin.Note: Prepare the water bath at 35°C in advance. Make sure the power switch is turned on, enough water is added, and the temperature is set at 35°C the night before the procedure. -
b.Alkylate skin homogenates by adding 25 μL of 200 mM iodoacetamide (IAA) and incubate in the dark at 25°C for 30 min.
CRITICAL: IAA has acute toxicity and respiratory sensitization. Use IAA only in a chemical fume hood and immediately change contaminated clothing. Always use equipment for eye/face protection and wear protective gloves and clothing when using IAA.Note: IAA is unstable and light-sensitive. Prepare solutions immediately before use and perform alkylation in the dark. -
c.Add cold methanol:chloroform:water mixture (2:1:1, v/v/v) to precipitate proteins.
CRITICAL: Methanol is highly flammable and toxic. Use methanol in a chemical fume hood and use equipment for eye/face protection and wear protective gloves and clothing.
CRITICAL: Chloroform has acute toxicity, skin and eye irritation, carcinogenicity and other organ toxicities. Use chloroform in a chemical fume hood and use equipment for eye/face protection and wear protective gloves and clothing when handling.Note: Mix methanol: chloroform: water mixture well before adding to your samples since these solvents are immiscible. -
d.Shake the tubes vigorously and centrifuge at 16,000 × g for 5 min at 10°C.Note: The white pellets form at the interface of methanol/water (upper) and chloroform (lower), as shown in Figure 3.
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e.Carefully remove upper and lower phases with micropipettes without touching pellets (troubleshooting 3).Note: A small volume of liquid can be kept to avoid the removal of protein pellets.
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f.Wash pellets by adding 500 μL ice-cold methanol.
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g.Vortex the tube and then centrifuge at 16,000 × g for 5 min at 10°C.
CRITICAL: Methanol is highly flammable and toxic. Use methanol in a chemical fume hood and use equipment for eye/face protection and wear protective gloves and clothing when handling methanol.Note: Wash the pellets in cold methanol as increased temperature may cause protein loss. This step removes the organic solvent from the previous step. There is no need to break the pellet. -
h.Carefully remove methanol after centrifuge.
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a.
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12.Protein digestion.
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a.Resuspend the pellets in 125 μL 50 mM ammonium bicarbonate (pH 8.0) supplemented with 3% w/v sodium deoxycholate.
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b.Digest protein samples by adding 12.5 μL of 1 mg/mL TPCK-treated trypsin and mix.
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c.Transfer 135 μL samples into digestion tubes and run in a barocycler.Note: Label the sample# on the digestion tubes clearly for sample identification. Barocycler is an instrument designed for high pressure applications such as accelerated enzymatic digestion of proteins. The barocycler program needs to be set up in advance and the water bath for digestion needs to be set at 35°C at least 20 min before running.
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d.Run the barocycler at 35°C for 75 cycles with 60-s pressure cycle (50-s high pressure, 10-s ambient pressure, 25 kpsi).
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e.Add another 12.5 μL of 1 mg/mL TPCK-treated trypsin into the same tube and the digestion is repeated in the same condition.
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a.
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13.Sodium deoxycholate removal.
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a.Transfer 145 μL digested samples to new Eppendorf tubes.
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b.Add 15 μL acetonitrile: water (1:1, v/v) containing 5% formic acid into each tube to precipitate sodium deoxycholate.
CRITICAL: Formic acid is flammable and harmful and causes severe skin burn and eye damage. Use formic acid under a chemical fume hood and wear personal protective gloves, clothing and eye/face protection.
CRITICAL: Acetonitrile has acute toxicity and eye irritation. Wear personal protective gloves, clothing and eye/face protection and ensure adequate ventilation when handling acetonitrile. -
c.Vortex to mix (troubleshooting 4).Note: White precipitations form immediately after mixing.
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d.Centrifuge at 11,000 × g at 10°C for 5 min.
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e.Carefully collect 80 μL supernatants using micropipettes and add to new Eppendorf tubes.
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f.Centrifuge again at 11,000 × g at 10°C for 5 min to ensure no pellets are left in the supernatants.
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g.Transfer supernatants to LC-MS/MS vials and store supernatants at −20°C or inject 25 μL for LC-MS/MS analysis as previously described.1
Pause point: The peptides can be stored at −20°C for several weeks.
-
a.
Figure 3.
Interphase pellet (arrow) forms between upper methanol/H2O and lower chloroform phases after Methanol:Chloroform:Water precipitation
Expected outcomes
Protein concentration
Skin weight varies within and between groups with the smallest to be 24.2 mg and the highest to be 82.2 mg according to our study. This corresponds to the use of at least 12 μL urea buffer per mg skin tissue since 1000 μL urea buffer is used to homogenize skin tissues including the skin with the maximal weight of 82.2 mg (1000 μL/82.2 mg equivalent to 12 μL per mg tissue weight). Considering skin contains a significant amount of dead tissues that cannot be lysed, the effective volume of lysis buffer per mg skin tissue that can be lysed is expected to be far more than 12 μL. The total protein concentration of the skin is in the range of 1000–3000 μg/mL (Table 1). As expected, a good correlation is found between protein concentration and skin weight (Figure 4). The good linear correlation hints 1 mL lysis buffer is sufficient to lyse even the largest skin collected in our study. Or else, a gradually reducing protein concentration is expected with increasing tissue weight.
Figure 4.
Correlation between protein concentration and skin weight
Data of all groups are pooled for the correlation analysis (n = 18).
Total proteins detected by LC-MS/MS
In our study, trypsin-digested peptides are separated and eluted using a 180-min gradient from 98:2 to 70:30 buffer A:B ratio (A: 0.1% formic acid in H2O; B: 0.1% formic acid in acetonitrile) on an Acquity UPLC Peptide BEH C18 column (1.7 μm resin, 2.1 × 150 mm) (Waters Corp., Milford, MA, USA). Eluted peptides are ionized by electrospray (5.5 kV) followed by mass spectrometric analysis on a Sciex 5600 TripleTOF mass spectrometer (Sciex, Framingham, MA, USA). MS data were acquired using Analyst TF 1.7.1 software over a range of 300–1250 m/z followed by data-independent analysis (DIA) as reported.12,14 Proteins were identified by database search using Spectronaut with less than 1.0% false discovery rate (FDR) and containing 1–3 peaks. It’s expected 1500–2000 proteins to be detected in skin samples prepared following the current protocol. The number of proteins detected is expected to differ among different adjuvant treatments. Alum adjuvant tends to reduce the total number of proteins, while MPL and AddaVax tend to increase the total number of proteins to be detected (Figure 5). In our case, physical RFA minimally changes the total number of proteins to be detected when compared to Sham treatment (Figure 5).
Figure 5.

Total number of proteins
The lateral dorsal skin of mice was subjected to RFA or Sham treatment or intradermally injected with AddaVax, MPL, Alum, MPL/Alum. Skin was collected 18 h later and processed for SWATH-MS analysis. The total number of proteins detected was shown for each group (n = 3). Data were expressed as mean ± SEM. Cited from ref 1.
Differentially induced proteins
Protein expression levels are compared between adjuvant and Sham groups. Significantly increased or reduced proteins (p < 0.05) are further analyzed to identify differentially expressed proteins (DEPs) with at least 30% expression level changes.15 Different DEPs are expected to be observed in different adjuvant groups. In our previous study, compared with Sham group, AddaVax induced the most protein expression changes (25.2%) and physical RFA induced the least protein expression changes (6.6%) (Table 2). When comparing the percentages of DEPs with at least 30% changes, MPL was found to mainly increase protein expression rather than suppress protein expression (10.6% vs. 1.9%) (Table 2). AddaVax also preferentially increased rather than suppressed protein expression (16.5% vs. 8.7%) (Table 2). In contrast, alum adjuvant was found to preferentially suppress protein expression rather than increase it (3.9% vs. 6.8%) (Table 2). Physical RFA also preferentially suppressed rather than induced protein expression (2.8% vs. 3.8%) (Table 2). The DEPs can be used to analyze uniquely expressed proteins induced by each adjuvant to facilitate the identification of potential molecular mechanisms of vaccine adjuvants.
Table 2.
DEPs with at least 30% change in expression levels
| Increased |
Reduced |
Total |
||||
|---|---|---|---|---|---|---|
| Number | Percentage | Number | Percentage | Number | Percentage | |
| RFA | 52 | 2.8% | 70 | 3.8% | 122 | 6.6% |
| Alum | 60 | 3.9% | 103 | 6.8% | 163 | 10.7% |
| MPL/Alum | 96 | 6.0% | 118 | 7.4% | 214 | 13.4% |
| MPL | 204 | 10.6% | 36 | 1.9% | 240 | 12.5% |
| AddaVax | 323 | 16.5% | 170 | 8.7% | 493 | 25.2% |
Cited from ref. 1 with slight modification of table format.
Limitations
Mouse skin is very thin with ∼200–400 μm in thickness.16 The thin skin tissue poses a big challenge for accurate intradermal adjuvant delivery. Although Mantoux method is used to guide the intradermal injection,11 we cannot guarantee 100% adjuvant delivery to the dermal tissue of the skin. Since our labeling is based on the edge of skin blebs after injection, we expect some variations of the marked skin area between individual mice. Furthermore, due to the highly flexible skin that can easily change shape and morphology, tissue collection by cutting along the marked region may also generate variations. Taken together, all these factors are likely responsible for the variations of skin weight observed in our study. A better practice may be marking the center of the injection and then expanding it to include the same skin area (circular or square) that just encloses injection-caused blebs across groups. This practice might help to reduce the variations of skin weight. The accurate labeling and collection of adjuvant-treated skin or other tissues, such as muscle, remain a challenge. Yet, we don’t believe skin weight variation observed in our study significantly impacts the identification of DEPs since the same amount of proteins are used in downstream processing although the collection of bigger skin (larger than adjuvant-occupied) is expected to reduce the protein level changes.
Troubleshooting
Problem 1
In BCA assay, the reaction product shows a color other than an expected purple color (step 9).
Potential solution
Unexpected reaction product color in BCA assay can be caused by a too-high concentration of urea. BCA assay is a colorimetric measurement of total protein concentrations. A high urea concentration over the tolerable range (3 M) interfere with the accurate protein concentration measurement and downstream steps. To solve the problem, make sure the protein sample is properly diluted to contain less than 3 M urea.
Problem 2
Low protein concentrations measured by BCA assay (step 9).
Potential solution
-
•
Make sure the skin was pre-cut into small pieces before homogenization.
-
•
Increase the number of strokes and use more force for each stroke to make sure the skin is pressed against the glass container with little gaps in between.
Problem 3
After cold methanol:chloroform:water precipitation, very little precipitates form (step 11).
Potential solution
-
•
One possible reason can be the high temperature of the solvents, which can cause protein loss. To solve the problem, keep the solvents on ice for sufficient time in advance.
-
•
Another possible reason can be the lack of homogeneity of the solvent mixture. Chloroform is immiscible with water and methanol. Make sure to properly prepare the solvent mixture before use.
-
•
Low protein yield from previous steps could also lead to the same problem, which can be solved by solutions to problem 2.
Problem 4
After adding formic acid, pipette tips are blocked by white precipitates, hindering mixing using pipettes (step 13).
Potential solution
During this step, formic acid is used to precipitate sodium deoxycholate. The white precipitates usually form immediately after the pH is reduced, which is after adding formic acid here. To solve the problem, try mixing by vortexing instead of pipetting up and down.
Resource availability
Lead contact
Further information and requests for resources and reagents should be directed to and will be fulfilled by the lead contact, Xinyuan Chen (xchen14@uri.edu).
Materials availability
This study did not generate new unique reagents.
Acknowledgments
This work is supported by the National Institutes of Health grants AI139473 (to X.Y.C.). The microplate reader used in this work was supported by an Institutional Development Award (IDeA) from the National Institute of General Medical Sciences of the National Institutes of Health grant P20GM103430. We thank Dr. Nicholas DaSilva and Juliana Agudelo for their support on the development of this protocol. We would also like to thank Xinliang Kang for her support with the photographs.
Author contributions
Conceptualization, X.Y.C.; Methodology, Y.B.L.; Investigation, Y.B.L.; Writing – Original Draft, Y.B.L.; Writing – Review & Editing, X.Y.C.; Funding Acquisition, X.Y.C.; Supervision, X.Y.C.
Declaration of interests
The authors declare no competing interests.
Data and code availability
This study did not generate datasets.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
This study did not generate datasets.

Timing: around 20 min


