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©2015 Waters Corporation 1
Discovery and Analysis of Peanut Allergens
using Proteomic Approaches with Ion
Mobility and High Resolution Mass
Spectrometry
©2015 Waters Corporation 2
Contents
 General Introduction
– Food allergy
– Regulatory aspects
 Extraction Methods
– RapiGest protocol
 LC/MS Analysis
– DIA strategy (HDMSE)
– Label-free quantification
– Progenesis QI-P
 Conclusions
Drift time
m/z
©2015 Waters Corporation 3
Immunological Aspects of Food Allergy
 Food allergic reaction is an IgE mediated reaction to specific
food proteins
– Prevalent in c. 2% of the adult and 8% of child population
– Symptoms can range from mild to severe (life-threatening)
©2015 Waters Corporation 4
Food Allergy – avoidance &
preventative actions?
 No curative treatment is available for food allergy
 Accidental ingestion of the culprit food can lead to severe clinical
symptoms
– Elimination diet
o Reduce the risk of allergic reactions
o Disadvantages: deficiencies, eating disorders, growth retardation
– Emergency medication
o Antihistamines (H1 blockers)
o EpiPen (adrenaline-autoinjector)
o Corticosteroids
Preventative actions?
Effective tools for detection & quantitation are
needed for effective labelling
©2015 Waters Corporation 5
EU perspective – Statutory Food
Labelling Laws
 The rules for pre-packed foods establish a list of 14 food
allergens, which must be indicated by reference to the source
allergen whenever they, or ingredients made from them, are used at
any level in pre-packed foods, including alcoholic drinks
 Labelling rules in European Directives 2003/89/EC & 2006/142/EC
ensure that all consumers are given comprehensive ingredient
listing information and make it easier for people with food
allergies to identify ingredients they need to avoid
 Food Information for Consumers Regulation (EU) No. 1169/2011 builds
on current allergen labelling provisions for pre-packed foods &
introduces a new requirement for allergen information to be provided
for foods sold non-packed or pre-packed for direct sale
– Allergen labelling rules will be changing in December 2014
©2015 Waters Corporation 6
Allergen Classification
EU 14 major priorities
Cereals containing gluten, crustaceans, molluscs, eggs,
fish, peanuts, nuts, soybeans, milk, celery, mustard,
sesame, lupin and sulfur dioxide (at levels >10mg/kg or 10
mg/litre, expressed as SO2 )
©2015 Waters Corporation 7
Establishment of Threshold Doses
 Threshold dose establishment – ongoing research activity
– Safety assessment LOAEL or NOAEL
 Commission Regulation (EC) No. 41/2009 established levels of
gluten for foods claiming to be either 'gluten-free' or 'very low
gluten‘ (January 2012)
– 'gluten-free': at 20 parts per million of gluten or less
– 'very low gluten': at 100 parts per million of gluten or less -
however, only foods with cereal ingredients that have been
specially processed to remove the gluten may make a 'very low
gluten' claim
 These regulations apply to all foods, pre-packed or sold loose,
such as in health food stores or in catering establishments
©2015 Waters Corporation 8
Sample preparation strategy
 Solubilise and extract protein using aq buffer from complex matrix
 Protein denaturation using detergents & chaotrophic agents
(RapiGest™) to linearise the 3D structure
 Proteolytic digestion using trypsin to cleave the protein into
reproducible and peptide sequences (6 – 12 amino acids)
 Additional sample clean-up & enrichment
– SPE
– Immuno-affinity column using specific anti-peptide IgG
 Filtration & dilution in mobile phase A prior to LC-MS analysis
©2015 Waters Corporation 9
Example Extraction Protocol
Sonicate in 60⁰C heated ultrasonic
water bath for 15 min/vortex every 5
min
Extraction Buffer 50mM Tris.HCl pH 8.8,
50mM DTT & 0.04% Rapigest
High speed centrifugation
(10000rpm,10min, RT)
Collect the supernatant and
store at -20⁰C prior to analysis
RapiGest™ SF is a reagent used
to enhance enzymatic digestion of
proteins
RapiGest SF helps solubilize
proteins, making them more
susceptible to enzymatic cleavage
without inhibiting enzyme activity
©2015 Waters Corporation 10
SDS-PAGE
(peanut flour extracts)
Lane Sample
A Raw
B Raw
C Raw
D Roasted
E Roasted
F Roasted
Provided by Phil Johnson, Anuradha Balasundaram, Rebekah Sayers,
Justin Marsh and Clare Mills (University of Manchester)
©2015 Waters Corporation 11
Extraction Methodology Comparison
Provided by Phil Johnson, Anuradha Balasundaram, Rebekah Sayers,
Justin Marsh and Clare Mills (University of Manchester)
©2015 Waters Corporation 12
How do we deal with this complexity?
 Increase ‘peak capacity’ of analytical system
 Separate analytes before ID with MS/MS
– LC dimension
o UPLC
o Multi-dimension LC
– MS dimension
o Mass resolution
o Ion mobility
 Use strategies which will work with multiplex spectra
– LC-MSE / LC-HDMSE (data-independent acquisition)
– Bateman et al. JASMS (2002);13:792
– Advocacy increasing
“some form of multiplexing of MS/MS in high resolution format
will most likely need to be a component of future shotgun
proteomics strategies”
Michalski, Cox, Mann. JPR (2011);10:1785
©2015 Waters Corporation 13
Why DIA and not DDA?
 Only most intense peptides are fragmented
 Only most intense peptides can be identified
 These may not be the peptides of interest
 Other peptides may be eluting while in MS/MS mode
 Not fragmented, not identified
 These may be the peptides of interest
 Quantification is difficult
 Cannot use survey data as we do not sample peak effectively
 No survey data is being collected while in MS/MS mode
 Run-to-run reproducibility is poor
©2015 Waters Corporation 14
2
IMS Increases Peak Capacity:
The Datacube
 Peak capacity = NLC x NIM x Nm/z
 BUT: LC, m/z and IM not completely orthogonal
 BUT: datacube non-uniformly populated
 Nm/z > NLC > NIM [10,000’s > 1000’s (2D-LC) or 100’s (1D-LC) > 10’s]
©2015 Waters Corporation 15
Increasing system peak capacity
by ion mobility separation (IMS)
CID
TRAP
ION MOBILITY
SEPARATION
TRANSFER
HELIUM CELL
Drift time
m/z
©2015 Waters Corporation 16
Ion mobility: introduction
 Ion mobility leads to separation based on molecular
conformation
030709_CYTOTEST2_G2.raw: 1
100
0.00 2.00 4.00 6.00 8.00 10.00 12.00
%
0
100
Cytochrome C
+8 charge
Synapt G2
Separation of isobaric ions
Isobaric
ions
Drift time
m/z
©2015 Waters Corporation 17
Ionized
Precursors
Precursors
Transferred to TOF
MS
UPLC/HDMSE
…deconvoluting chimericy
Co-Eluting
Peptides
©2015 Waters Corporation 18
Ionized
Precursors
Precursors &
Products Time
Aligned
UPLC/HDMSE
…deconvoluting chimericy
Co-Eluting
Peptides
©2015 Waters Corporation 19
Concept of high-definition (HD)-MSE
19
Retention time aligned precursor and product ions
Drift time aligned precursor and product ions
ION MOBILITY SEPARATION
DB SEARCH
©2015 Waters Corporation 20
Experimental Details (LC/MS)
 LC
– nanoAcquity UPLC
– Solvent A: Water/0.1% FA
– Solvent B: ACN/0.1% FA
– 300 nL/min flow rate
– Trapping configuration (3 mins @ 5 µL/min)
– 1 µL partial loop injection
 MS
– Synapt G2-Si
– HDMSE acquisition mode (0.5s scan rate)
– Resolution mode (25,000 resolution)
– LE: 4 eV; HE: 19-45 eV
– Lockmass correction: Glu-fibrinopeptide (m/z 785.8426)
©2015 Waters Corporation 21
Main principles of quantitative
‘discovery proteomics’ using MS
Mueller LN et al. JPR (2008);7:51
• ‘Labelled’ methods
• Compare peak areas
across peptide peak pairs
separated by ‘tag’ mass
• ‘Label-free’
methods
• Label-free quant
• Compare peptide peak
volumes across LC-MS
runs
• Spectral counting
• Compare number of
MS/MS measurements
for a peptide peak across
LC-MS runs
©2015 Waters Corporation 22
‘Labelled’ vs ‘Label-free’
 Label-free needs no sample modification / manipulation
 Can be applied to any samples, including non-growing
 No constraints on experimental designs
 New samples can be compared to historical data
 No reagent costs (iTRAQ is $400/sample!)1
 No time for sample preparation reactions
 No variability introduced due to preparation reactions
1.Dekkers DHW et al. Curr Proteomics (2010);7:108
©2015 Waters Corporation 23
Label free protein quant via the
Waters method
Relative quantitation via comparison of normalised peak volumes
- only been possible following introduction of reproducible nanoUPLC
©2015 Waters Corporation 24
The Waters method also gives
absolute quantification
[ADH] = x mol
[BSA] = x mol
[HBA] = 0.5 x mol
[HBB] = 0.5 x mol
• Serendipitous discovery
• Protein standard development work
Silva JC et al. MCP (2006);5:144
©2015 Waters Corporation 25
The Waters method also gives
absolute quantification
 The intensity response under electrospray conditions of the
three most intense peptides is a function of the molar amount
infused in the mass spectrometer
– The estimated absolute amount of a protein can be calculated from
the intensity of the top three ionizing tryptic peptides
o Assumption is that the “best ionizing peptides” have similar chemical
composition
– The absolute amount can be calculated for every identified protein
Silva JC et al. MCP (2006);5:144
 fmol/µL50
spike][Proteinintensitypeptide
interest]of[Proteinintensitypeptide
3
1i
3
1i





Conc =
©2015 Waters Corporation 26
Data processing – Progenesis QI-P
alignment
peak
detection
identification
protein
quantitation
statistics
peptide
quantitation
©2015 Waters Corporation 27
Progenesis QI-P Workflow
27,313
features
Alignment
Normalization
Peak
Picking
Database Searching
Protein Output
(including label-free quantitation)
©2015 Waters Corporation 28
Processing/Search Parameters
 Progenesis QI-P
– Apex 3D processing parameters
o Low energy threshold = 150 counts
o High energy threshold = 30 counts
o Lockmass correction = 785.8426 m/z (GFP)
– IA database search parameters
o Minimum fragment ions per peptide = 1
o Minimum fragment ions per protein = 3
o Minimum peptide per protein = 1
o Uniprot database (A. Hypogaea) reviewed sequences
o False discovery rate = 4%
©2015 Waters Corporation 29
Qualitative Overview – GPC flour
(peanut allergen families)
Average # peptides
Summed (log) intensity of top3 peptides
Average % sequence coverage
©2015 Waters Corporation 30
Normalized Relative Abundance
(dynamic range of the peanut proteome)
Nearly 4 orders of magnitude dynamic range
©2015 Waters Corporation 31
Relative Quantification
(significant isoforms)
Ara h 1 Ara h 3 Ara h 10,11
©2015 Waters Corporation 32
Batch-to-batch consistency
(GPC flour)
Sequences showing greatest variation :
all Ara h 3 with the exception of P43237
(Ara h 1)
# flour batches analyzed = 7 (in triplicate)
Batches 2 & 4
©2015 Waters Corporation 33
From discovery to targeted…..
©2015 Waters Corporation 34
Conclusions
 Optimized protein extraction protocol
– Using acid labile detergent (RapiGest)
– Applicable to other categories of allergens
 Comprehensive characterization of the peanut proteome
 Achieved using a DIA approach utilizing ion mobility
– Over 300 proteins identified with high % sequence coverage (per
injection)
– Label-free quantification of all identified proteins
 Potential target peptides identified for absolute quantification
©2015 Waters Corporation 35
Acknowledgement
 University of Manchester
– Phil Johnson
– Anuradha Balasundaram
– Rebekah Sayers
– Justin Marsh
– Clare Mills

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Discovery and Analysis of Peanut Allergens using Proteomic approaches with Ion Mobility and High Resolution Mass Spectrometry - Waters Corporation Food Research

  • 1. ©2015 Waters Corporation 1 Discovery and Analysis of Peanut Allergens using Proteomic Approaches with Ion Mobility and High Resolution Mass Spectrometry
  • 2. ©2015 Waters Corporation 2 Contents  General Introduction – Food allergy – Regulatory aspects  Extraction Methods – RapiGest protocol  LC/MS Analysis – DIA strategy (HDMSE) – Label-free quantification – Progenesis QI-P  Conclusions Drift time m/z
  • 3. ©2015 Waters Corporation 3 Immunological Aspects of Food Allergy  Food allergic reaction is an IgE mediated reaction to specific food proteins – Prevalent in c. 2% of the adult and 8% of child population – Symptoms can range from mild to severe (life-threatening)
  • 4. ©2015 Waters Corporation 4 Food Allergy – avoidance & preventative actions?  No curative treatment is available for food allergy  Accidental ingestion of the culprit food can lead to severe clinical symptoms – Elimination diet o Reduce the risk of allergic reactions o Disadvantages: deficiencies, eating disorders, growth retardation – Emergency medication o Antihistamines (H1 blockers) o EpiPen (adrenaline-autoinjector) o Corticosteroids Preventative actions? Effective tools for detection & quantitation are needed for effective labelling
  • 5. ©2015 Waters Corporation 5 EU perspective – Statutory Food Labelling Laws  The rules for pre-packed foods establish a list of 14 food allergens, which must be indicated by reference to the source allergen whenever they, or ingredients made from them, are used at any level in pre-packed foods, including alcoholic drinks  Labelling rules in European Directives 2003/89/EC & 2006/142/EC ensure that all consumers are given comprehensive ingredient listing information and make it easier for people with food allergies to identify ingredients they need to avoid  Food Information for Consumers Regulation (EU) No. 1169/2011 builds on current allergen labelling provisions for pre-packed foods & introduces a new requirement for allergen information to be provided for foods sold non-packed or pre-packed for direct sale – Allergen labelling rules will be changing in December 2014
  • 6. ©2015 Waters Corporation 6 Allergen Classification EU 14 major priorities Cereals containing gluten, crustaceans, molluscs, eggs, fish, peanuts, nuts, soybeans, milk, celery, mustard, sesame, lupin and sulfur dioxide (at levels >10mg/kg or 10 mg/litre, expressed as SO2 )
  • 7. ©2015 Waters Corporation 7 Establishment of Threshold Doses  Threshold dose establishment – ongoing research activity – Safety assessment LOAEL or NOAEL  Commission Regulation (EC) No. 41/2009 established levels of gluten for foods claiming to be either 'gluten-free' or 'very low gluten‘ (January 2012) – 'gluten-free': at 20 parts per million of gluten or less – 'very low gluten': at 100 parts per million of gluten or less - however, only foods with cereal ingredients that have been specially processed to remove the gluten may make a 'very low gluten' claim  These regulations apply to all foods, pre-packed or sold loose, such as in health food stores or in catering establishments
  • 8. ©2015 Waters Corporation 8 Sample preparation strategy  Solubilise and extract protein using aq buffer from complex matrix  Protein denaturation using detergents & chaotrophic agents (RapiGest™) to linearise the 3D structure  Proteolytic digestion using trypsin to cleave the protein into reproducible and peptide sequences (6 – 12 amino acids)  Additional sample clean-up & enrichment – SPE – Immuno-affinity column using specific anti-peptide IgG  Filtration & dilution in mobile phase A prior to LC-MS analysis
  • 9. ©2015 Waters Corporation 9 Example Extraction Protocol Sonicate in 60⁰C heated ultrasonic water bath for 15 min/vortex every 5 min Extraction Buffer 50mM Tris.HCl pH 8.8, 50mM DTT & 0.04% Rapigest High speed centrifugation (10000rpm,10min, RT) Collect the supernatant and store at -20⁰C prior to analysis RapiGest™ SF is a reagent used to enhance enzymatic digestion of proteins RapiGest SF helps solubilize proteins, making them more susceptible to enzymatic cleavage without inhibiting enzyme activity
  • 10. ©2015 Waters Corporation 10 SDS-PAGE (peanut flour extracts) Lane Sample A Raw B Raw C Raw D Roasted E Roasted F Roasted Provided by Phil Johnson, Anuradha Balasundaram, Rebekah Sayers, Justin Marsh and Clare Mills (University of Manchester)
  • 11. ©2015 Waters Corporation 11 Extraction Methodology Comparison Provided by Phil Johnson, Anuradha Balasundaram, Rebekah Sayers, Justin Marsh and Clare Mills (University of Manchester)
  • 12. ©2015 Waters Corporation 12 How do we deal with this complexity?  Increase ‘peak capacity’ of analytical system  Separate analytes before ID with MS/MS – LC dimension o UPLC o Multi-dimension LC – MS dimension o Mass resolution o Ion mobility  Use strategies which will work with multiplex spectra – LC-MSE / LC-HDMSE (data-independent acquisition) – Bateman et al. JASMS (2002);13:792 – Advocacy increasing “some form of multiplexing of MS/MS in high resolution format will most likely need to be a component of future shotgun proteomics strategies” Michalski, Cox, Mann. JPR (2011);10:1785
  • 13. ©2015 Waters Corporation 13 Why DIA and not DDA?  Only most intense peptides are fragmented  Only most intense peptides can be identified  These may not be the peptides of interest  Other peptides may be eluting while in MS/MS mode  Not fragmented, not identified  These may be the peptides of interest  Quantification is difficult  Cannot use survey data as we do not sample peak effectively  No survey data is being collected while in MS/MS mode  Run-to-run reproducibility is poor
  • 14. ©2015 Waters Corporation 14 2 IMS Increases Peak Capacity: The Datacube  Peak capacity = NLC x NIM x Nm/z  BUT: LC, m/z and IM not completely orthogonal  BUT: datacube non-uniformly populated  Nm/z > NLC > NIM [10,000’s > 1000’s (2D-LC) or 100’s (1D-LC) > 10’s]
  • 15. ©2015 Waters Corporation 15 Increasing system peak capacity by ion mobility separation (IMS) CID TRAP ION MOBILITY SEPARATION TRANSFER HELIUM CELL Drift time m/z
  • 16. ©2015 Waters Corporation 16 Ion mobility: introduction  Ion mobility leads to separation based on molecular conformation 030709_CYTOTEST2_G2.raw: 1 100 0.00 2.00 4.00 6.00 8.00 10.00 12.00 % 0 100 Cytochrome C +8 charge Synapt G2 Separation of isobaric ions Isobaric ions Drift time m/z
  • 17. ©2015 Waters Corporation 17 Ionized Precursors Precursors Transferred to TOF MS UPLC/HDMSE …deconvoluting chimericy Co-Eluting Peptides
  • 18. ©2015 Waters Corporation 18 Ionized Precursors Precursors & Products Time Aligned UPLC/HDMSE …deconvoluting chimericy Co-Eluting Peptides
  • 19. ©2015 Waters Corporation 19 Concept of high-definition (HD)-MSE 19 Retention time aligned precursor and product ions Drift time aligned precursor and product ions ION MOBILITY SEPARATION DB SEARCH
  • 20. ©2015 Waters Corporation 20 Experimental Details (LC/MS)  LC – nanoAcquity UPLC – Solvent A: Water/0.1% FA – Solvent B: ACN/0.1% FA – 300 nL/min flow rate – Trapping configuration (3 mins @ 5 µL/min) – 1 µL partial loop injection  MS – Synapt G2-Si – HDMSE acquisition mode (0.5s scan rate) – Resolution mode (25,000 resolution) – LE: 4 eV; HE: 19-45 eV – Lockmass correction: Glu-fibrinopeptide (m/z 785.8426)
  • 21. ©2015 Waters Corporation 21 Main principles of quantitative ‘discovery proteomics’ using MS Mueller LN et al. JPR (2008);7:51 • ‘Labelled’ methods • Compare peak areas across peptide peak pairs separated by ‘tag’ mass • ‘Label-free’ methods • Label-free quant • Compare peptide peak volumes across LC-MS runs • Spectral counting • Compare number of MS/MS measurements for a peptide peak across LC-MS runs
  • 22. ©2015 Waters Corporation 22 ‘Labelled’ vs ‘Label-free’  Label-free needs no sample modification / manipulation  Can be applied to any samples, including non-growing  No constraints on experimental designs  New samples can be compared to historical data  No reagent costs (iTRAQ is $400/sample!)1  No time for sample preparation reactions  No variability introduced due to preparation reactions 1.Dekkers DHW et al. Curr Proteomics (2010);7:108
  • 23. ©2015 Waters Corporation 23 Label free protein quant via the Waters method Relative quantitation via comparison of normalised peak volumes - only been possible following introduction of reproducible nanoUPLC
  • 24. ©2015 Waters Corporation 24 The Waters method also gives absolute quantification [ADH] = x mol [BSA] = x mol [HBA] = 0.5 x mol [HBB] = 0.5 x mol • Serendipitous discovery • Protein standard development work Silva JC et al. MCP (2006);5:144
  • 25. ©2015 Waters Corporation 25 The Waters method also gives absolute quantification  The intensity response under electrospray conditions of the three most intense peptides is a function of the molar amount infused in the mass spectrometer – The estimated absolute amount of a protein can be calculated from the intensity of the top three ionizing tryptic peptides o Assumption is that the “best ionizing peptides” have similar chemical composition – The absolute amount can be calculated for every identified protein Silva JC et al. MCP (2006);5:144  fmol/µL50 spike][Proteinintensitypeptide interest]of[Proteinintensitypeptide 3 1i 3 1i      Conc =
  • 26. ©2015 Waters Corporation 26 Data processing – Progenesis QI-P alignment peak detection identification protein quantitation statistics peptide quantitation
  • 27. ©2015 Waters Corporation 27 Progenesis QI-P Workflow 27,313 features Alignment Normalization Peak Picking Database Searching Protein Output (including label-free quantitation)
  • 28. ©2015 Waters Corporation 28 Processing/Search Parameters  Progenesis QI-P – Apex 3D processing parameters o Low energy threshold = 150 counts o High energy threshold = 30 counts o Lockmass correction = 785.8426 m/z (GFP) – IA database search parameters o Minimum fragment ions per peptide = 1 o Minimum fragment ions per protein = 3 o Minimum peptide per protein = 1 o Uniprot database (A. Hypogaea) reviewed sequences o False discovery rate = 4%
  • 29. ©2015 Waters Corporation 29 Qualitative Overview – GPC flour (peanut allergen families) Average # peptides Summed (log) intensity of top3 peptides Average % sequence coverage
  • 30. ©2015 Waters Corporation 30 Normalized Relative Abundance (dynamic range of the peanut proteome) Nearly 4 orders of magnitude dynamic range
  • 31. ©2015 Waters Corporation 31 Relative Quantification (significant isoforms) Ara h 1 Ara h 3 Ara h 10,11
  • 32. ©2015 Waters Corporation 32 Batch-to-batch consistency (GPC flour) Sequences showing greatest variation : all Ara h 3 with the exception of P43237 (Ara h 1) # flour batches analyzed = 7 (in triplicate) Batches 2 & 4
  • 33. ©2015 Waters Corporation 33 From discovery to targeted…..
  • 34. ©2015 Waters Corporation 34 Conclusions  Optimized protein extraction protocol – Using acid labile detergent (RapiGest) – Applicable to other categories of allergens  Comprehensive characterization of the peanut proteome  Achieved using a DIA approach utilizing ion mobility – Over 300 proteins identified with high % sequence coverage (per injection) – Label-free quantification of all identified proteins  Potential target peptides identified for absolute quantification
  • 35. ©2015 Waters Corporation 35 Acknowledgement  University of Manchester – Phil Johnson – Anuradha Balasundaram – Rebekah Sayers – Justin Marsh – Clare Mills