Proteomics Processes and Applications
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Transcript of Proteomics Processes and Applications
Dr. Khalid Rehman HakeemFellow ResearcherFaculty of Forestry
Universiti Putra Malaysia (UPM)Serdang-43400, Selangor
MALAYSIA
Plant Proteomics
Presently Fellow Researcher (Associate Prof. Research) @ Universiti Putra Malaysia
Books with international Publishers
Our Latest Proteomics Research
For full publication list visit my Research gate account https://www.researchgate.net/profile/Khalid_Hakeem
ORPersonal website
www.Khalidhakeem.weebly.com
Omics (IF=2.77) ABAB (IF=1.89) Mol. Breeding (IF=3.25)
ABAB (IF=1.89) IJMR (IF=2.47)
Contents•Introduction •Techniques involved•Protein isolation•Sample preparation•First dimension: Isoelectric focusing•Second dimension: SDS-PAGE•Detection of protein spots: staining •Imaging analysis & 2D Gel databases•Spot handling: excision, in gel digestion•Mass spectrometry•Software analysis•Applications•Challenges
Science 291 (2001) 1221.
WHAT IS PROTEOMICS?
The analysis of complete complements of proteins: identification and quantification; modifications; interactions; and activities. FUNCTION.
AND HOW DO THESE CHANGE DURING A BIOLOGICAL RESPONSE?
Peck SC (2005) Update on Proteomics in Arabidopsis. Where do we go from here? Plant Physiol 138: 591-599
Major Proteomics Directions
Adapted from Human Proteome Organization (www.HUPO.org)
PTMs
Rose et al.(2004) Plant J 39: 715-733.
“Proteomics is an increasingly ambiguous term being applied to almost any aspect of protein expression, structure or function.”
Tools of Functional Genomics
Colebatch et al (2002) Functional Genomics: tools of the trade. New Phytol 153: 27-36.
•Whole Genome Sequence –complete, but does not show how proteins function or biological processes occur
•Post-translational modification –proteins sometimes chemically modified or regulated after synthesis
•Proteins fold into specific 3-D structures which determine function
•Gain insight into alternative splicing
•Aids in genome annotation
Why Proteomics ?
Solving the Puzzle of Protein Function
Proteomics is a multipotent tool central to research efforts in many fields and disciplines. Maximum functional utility will come from joint efforts.
A Single Gene Can Produce Many Proteins
Peck (2005) Plant Physiol 138: 591
Targeting sequence
Principle:
One gene ≠ one transcript ≠ one protein
ONE Genome but MANY Proteomes!
Proteomics and genomics are inter-dependent
Genome Sequence
mRNA
Primary Protein products
Functional protein products
Determination of gene
Genomics
Proteomics
Proteomics
Protein Fractionation
2-D Electrophoresis
ProteinIdentification
Post-TranslationalModification
MALDI-TOF @ Indian Institute of Integrative Medicine ,Jammu.
( Applied Biosystems ,Model 4800 )
Mascot search engine (http://www.matrixscience.com)
Basic Proteomic Analysis Scheme
Protein Mixture
Individual Proteins
Blast & Mascot analysis
Protein identification
Protein extraction and sample preparation
Normal Stressed
Reduction and alkylation
SDS-PAGE (2nd Dimension), Visualization (Coomassie BB/Silver staining)
HPLC/Mass spectrometry and protein identification
Isoelectric focusing (1st Dimension)3…pH…10+ - + -3…pH…10
3…pH…10(kDa) M
100
30
10
3…pH…10(kDa) M
100
30
10
LS-MS peptide-mass fingerprint spectrum of the tryptic digest of differential protein and its idenification on MASCOT
absent
Over-expressed
induced
under-expressed
Spot numbering (1, 2, 3….x), excision and digestion
Plant Material
Pro
tein
ext
ract
ion
, res
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an
d d
iges
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Pro
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iden
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The goal of two-dimensional electrophoresis is to separate and display all gene products present.
* It is the only method currently available which is capable of simultaneously separating thousands of proteins.
* The first dimension of 2-DE - isoelectric focusing (IEF). - pH gradient support -pI
* TheSecond dimension of 2-DE - SDS as surfactant. - Molecular mass.
•High resolution from independent protein parameters.
*In the early 1970s, first use of 2-DE to separate serum proteins.
The second dimension of 2-DE - sodium dodecyl sulfate PAGE (SDS-PAGE).
•A critical step in 2-DE.
Solubilization, denaturation, reduction & removal of non-protein sample components.
Optional modifications for more proteins displayed, shorter focusing time, and more sharply focused spots:
- Chaotropes: 8M Urea 2M Thiourea & 7M Urea- Surfactants: 4% CHAPS 2% CHAPS & 2% Sulfobetaine 3-10- Reducing agents: 100mM DTT 2mM TBP (Tributyl phosphine) &/or 65mM DTT
Sample preparation
Separating the Proteome• The protein genome is separated by several
different methods.
• Many researchers are first separating portions of the genome, such as isolating organelles, and then analyzing that portion.
• This is because often proteins of interest,
regulatory proteins are in low abundance.
• The most commonly used method is 2-dimensional gel electrophoresis. – Consists of using isoelectric focusing with
SDS polyacrylamide gel electrophoresis
Isoelectric focusing • This separates proteins based on isoelectric point
• The isoelectric point is the pH at which the protein has no net charge.
• pH gradients may be large 2-10 or small 6-7 (Optimum=4-7)
• Typically this is done with an immobilized pH gradient gel strip or with a tube gel containing a low concentration of polyacrylamide.
• Ampholytes are added to create a pH gradient in an electric
field and the proteins are loaded.
• The IEF gel is placed in an electrophoresis system for up to 24 hours and the proteins form tight bands at their isoelectric point.
• The IEF gels are now ready for the second method.
Figure is from “Principles of Biochemistry” Lehninger, Fourth Edition
SDS Polyacrylamide Gel Electrophoresis • The second dimension separates the proteins based on size.
• There are two parts, the stacking gel which concentrates the sample and the running gel that is used to separate the proteins.
• The IEF gel is soaked in a solution containing chemical to denature the proteins including sodium dodecyl sulfate (a detergent which gives the proteins a net negative charge). This means that all proteins will move in one direction.
• The IEF gel is then put in the one long well in the stacking gel, sealed in place with agarose, and the proteins subjected to an electric field to separate.
• The larger proteins are found at the top and the smaller ones are found at the bottom of the gel.
2-Dimensional Gel Electrophoresis• In a 2D gel the proteins appear as spots on the
gel rather than bands. These spots can then be further processed or used for mass spectrometry directly.
• Further processing usually includes spot excision, trypsin digestion, and mass spectromety
• Analysis may also include differential 2D gel electrophoresis
– In this case a control and sample are separately labeled with a fluorescent molecule.
– The samples are mixed and electrophoresed in the same gels.
– A laser scanner is used to identify each spot and a program puts the two images together.
2-D Gel Electrophoresis
Visualization of proteins
Coomassie blue staining
Detect 36-47ng
Silver staining
Detect 0.5-1.2ng
Fluorescent staining
Detect 1-2 ng
From Jefferies, et al., http://www.aber.ac.uk/parasitology/Proteome/Tut_2D.html#Section%201
Images fromhttp://www.kendricklabs.com/2d+CoomassieBlue.htm
http://www.unil.ch/dbcm/page48211_fr.html
Alternate Separation Methods• The first dimension is run in larger
agarose tube gels with ampholytes. – This has less resolution than
polyacrylamide gels. The tubes are sliced and the proteins are allowed to diffuse out.
• Gel regions are cut, proteins eluted and the proteins are then separated by capillary electrophoresis.
• Capillary electrophoresis has a much greater resolution for the proteins mass.
• Proteins are eluted from the capillary in the process and can be collected. They are readily available for mass spectrometry.
Alternative Separation Methods• Whole proteome is analyzed at once.
• Proteome is digested with protease (trypsin)
• Digested proteome is injected to HPLC with 2 columns in series (mixed bed ion exchange and reverse phase)
• Peptides are eluted from ion exchange onto reverse phase and then separated on reverse phase column.
• Peptides then enter ESI-MS-MS
PD Quest Software
•Spot picking (gel excision) – manual or mechanical ?
Fuji Science Amersham
Mass Spectrometery
• Separates ions based on mass to charge ratio.– Charges are placed on the protein or the peptide by
ionization.
• Two most common types of ionization are:• Matrix-Assisted Laser Desorption Ionization.– MALDI causes fragmentation of the protein during
ionization. Can be used to get more information about the fragments. Easier to do than ESI.
• Electrospray ionization (ESI)– ESI can give whole protein masses as well as complex
masses. If the proteins is first separated by reverse phase HPLC before injection only the subunits masses will be known.
Matrix-Assisted Laser Desorption Ionization (MALDI)
• MALDI causes fragmentation of the protein during ionization.
• It Can be used to get more information about the fragments. Easier to do than ESI.
• Requires sample to be placed in matrix that absorbs appropriate wavelength light.
• Matrix generates heat and forms ions of matrix and what is around it.
“MALDI-TOF” mass spec
• Matrix-Assisted: Your favorite molecule is co-crystallized (dried) with a light-adsorbing compound (“matrix”).
“MALDI-TOF” mass spec
• Laser Desorption/Ionization: A pulse of laser light is used to force molecules into gas phase and ionize them.
+
+ ++ ++ +
MALDI-TOF mass spectrometry
• Ions are then accelerated in a high-voltage electrostatic field…
++ + +++ +
(+)
(-)
MALDI-TOF mass spectrometry
…and allowed to drift down a long high-vacuum flight tube.
• At the end of the tube, ions strike a detector.
• Drift time (time of flight) is measured by sophisticated electronics.
++ + ++
+ +
(-)
HOW IT WORKS ?
Electrospray Ionization
Mass Analyzers
• Important parameters– Sensitivity• How few ions can be detected.
– Resolution• How well different masses can be determined.
– mass accuracy• How reproducible and correct are the masses.
Interpreting a mass spectrum• x-axis is…
– tof–m / z– “mass” of ion
• y-axis is…
–“hits” on the detector
–number of ions detected 365.0 760.6 1156.2 1551.8 1947.4 2343.0
Mass (m/z)
0
4.5E+4
0
10
20
30
40
50
60
70
80
90
100
% Intens
ity
Spec #1 MC[BP = 1053.6, 44590]1053.6285
656.1051
869.4992
1117.6282
1550.87361072.6033 1355.7562549.3439 822.4886
1426.8657 1690.9995617.4088
1566.8917
916.5234 1036.59751890.0891
591.3327 741.4249 1569.9111893.4636585.3485 1075.62562008.27261443.80271278.6373679.4092537.3699 1088.6108919.5099 1674.6634800.4719 1436.7851 1893.11101252.6669 2033.17691003.8684 1625.0525 2185.28701432.1174 1856.6127527.2609
TOF~velocity~acceleration~mass
• The relationship of TOF vs MASS is calibrated via co-analysis of standards whose masses are known.
2D-PAGE Analysis Software
• 2D-PAGE technology has been in use for over 20 years, and potentially provides a vast amount of information about a protein sample.
• However, due to difficulties with data analysis, it remains only partially exploited.
Analysis problems
• It can be very difficult to compare the results of two experiments to yield a differential expression profile:
• Can be severe warping of gel due to– uneven coolant flow– voltage leaks– tears in gel
• Can be problems with normalisation of– background– spot intensity
• Can be differences in sample preparations.
Current state of software
• Correct identification and alignment of spots from the two gels has generally been a process with a lot of manual intervention - hence very slow.
• The processing power available with today’s PCs means that automated analysis is starting to become possible.
• One vendor claims a throughput of 4 gel pairs per hour can be compared and annotated by an experienced user of their package.
Automated gel matching
• Gel matching, or “registration”, is the process of aligning two images to compensate for warp.
• Some packages still require the user to identify corresponding spots to help with gel matching.
• The Z3 program from Compugen has a fully-automated gel matching algorithm:– define set of small, unique rectangles.– compute optimal local transformations for rectangles.– Interpolate to make smooth global transformation.
• Note that this makes use of spot shape, streaks, smears and background structure, which other programs discard.
Spot detection
• Once the gel images have been matched, the program automatically detects spots. Algorithms are generally based on Gaussian statistics.
Spot Quantitation
• The positions of detected spots are calibrated to give a pI / mW pair for each protein.
• A value for the expression level of the protein can be calculated from the overall spot intensity.
• Some programs do not quantitate each gel separately, but calculate relative intensity pixel by pixel. This may be a more accurate approach.
Differential Expression
• The user can set threshold values for the detection of differential expression. This helps reduce the amount of information displayed at once.
• In this example, a protein expressed only in the second sample is circled in red. The yellow circles show proteins which are differentially expressed.
Annotation
• Some systems allow semi-automatic annotation of spots, based on a database of proteins listing their pI / mW values.
• Proteins of interest can also be excised from the gel and sent on to mass spectrometry for definitive identification. The ProteomeWorks system from Bio-rad offers such an integrated solution for 2D-PAGE and MALDI.
Multi-experiment Analysis
• One useful feature of modern programs is the ability to collate data from many runs of the same experiment.
• Spots which only appear in one gel are likely to be artifacts, and are removed from the analysis.
• This is an excellent way to reduce noise and enhance weak signals.
Links
• Z3 system (Compugen) - http://www.2dgels.com/• Melanie3 (SIB) - http://us.expasy.org/melanie/• ProteomWeaver (Definiens) -
http://www.proteomweaver.com/• PDQuest (Bio-Rad) - http://www.biorad.com/• Delta2d (Decodon) - http://www.decodon.com/
Applications of Proteomics
• Protein Profile- A Global view of proteins of Interest
• Differential display- Biomarker discovery
• Protein post translational modification- Protein Function
Biological Applications• Proteome maps
– starting point for major study in genomics– questions of interest:– How much of the genome is transcribed and translated in the living
organism?– What effect different growth conditions have on the proteome?
• studies are going on in– Eukaryotes like Humans
• extensively modify their proteins by N- or C-terminal cleavages• decorate them with sugars and/or phosphates, sulfates... PTMs• Yeast Saccharomyces cerevisiae, ....• Fruit fly Drosophila melanogaster, ....• Plant Arabidopsis thaliana, ....
Biological Applications, cont.
• Tracking complexity– host-pathogen or host-parasite interactions
• nitrogen fixation in legumes by association with bacteria (Rhizobium) to form nodules
• infection of flax by flax rust• Immunogetic proteins
– identifying proteins from infectious disease agents recognised by the immune system
– vaccine candidate for microbial pathogens (e.g. Chlamydia trachomatis infection)
– allergy research: which grass pollens are most immunogenic?– identification of allergens (proteins) in Latex (gloves) by a 2D PAGE
run using Latex as a sample!
• Improved agricultural products
– engineering resistance to pathogens/parasites into various plants
– most of these resistance mechanisms involve expression of toxic or
protective proteins
– discovery of new toxic or protective proteins
– wool proteome project to investigate economically important characters
like colour and fibre strength
• Value added agricultural products
– remanufacture low value products
• proteinaceous whey as a by-product of cheese manufacture
• investigation whether this whey can be used to grow recombinant
bacteria for biotechnological production
Biological Applications, cont.
• Quality control
– Is the hamburger mince sold as beef really beef or a mixture of beef and kangaroo or even buffalo?
– proteome technology brings precision and definition to a new level in protein-based products
• For further applications please refer to the ProXPRESS PIP on the intranet
– forensic sciences
– microbiology
– epidemiology
– taxonomy
Biological Applications, cont.
Proteomics contribute to Target Identification and Validation
HUMANGENOME
DISEASEASSOCIATIONS
PUTATIVETARGETS
TARGETFUNCTIONIN CELL
BIOLOGICALLYVALIDATEDTARGETS
HITIDENTIFICATION
HITS TOLEADS
LEADOPTIMISATIONTOXICOLOGY
EFFICACY/ P.O.C. DEVELOPMENT
Knowledge of direct interactionspartners, location, expression &modifications helps describe aprotein’s function within the cell
Network of interactions andpathway expression predictstoxicology, required drugcharacteristics and side effects.
Toxicology and Pharmaceuticals
• Multiple overlapping pathways are influenced by toxins or drug treatment
– simultaneous identification, characterization and quantification of numerous of gene products and their PTMs
– massively parallel approach offered by Proteomics
• Retinoic acid
– used in dermatology and onco-haematology
– retinoic acid acylation of proteins (PTM)
– detection of this protein retinoylation with proteomics
• Phosphorylation
– “on” or “off” signals of biochemical pathways by kinases and phosphatases, complex networks
• etc....
Cancer• Carcinogenic products act similarly to
pharmaceutical agents, affecting the PTMs and
the level of expression of numerous proteins
– oncogene product alterations & cell cycle specific
protein modifications play important role in
tumorgenesis and cancer progression
• studies are going on in
– brain, thyroid, breast, lung, colon, kidney, bladder,
ovary, bone marrow
Rice genotypes (G) 1 2 3 4 5 6 7 8 9 10 ----------------------------------20
Assays for N-use efficiency
G6cv. Rai Sudha
High NUE
G8cv. Munga Phool
Low NUE
Proteomics analysis for differential NUE
N N N NN-use efficient proteins
qRT- PCR conformation
Working out the Nitrogen Efficient mechanism in rice and wheat genotypes using proteomics
Cadmium toxicity induced alterations in the root proteome of green gramin contrasting response towards iron supplement
Results suggest that green gram plants exposed to cadmium stress are able to change the nutrient metabolic balance in roots, but in the mean time regulates cadmium toxicity by iron supplements.
4 pI 7
14.4
21.5
31.0
45.0
66.2
97.4MK
+Fe/-Cd
1
234
567
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A
+Fe/+Cd
D
-Fe/-Cd
C
14.4
21.5
31.0
45.0
66.2
97.4MK
4 pI 7
-Fe/+Cd
B
8
15
141912
179
1810
11
2023
221 23 13
1
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910
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67
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Sowbiya Muneer†*, Khalid Rehman Hakeem†*, Rozi Mohamed and Jeong Hyun Lee.Int. J. Mol. Sci.2014,15, 1-x manuscripts doi:10.3390/ijms150x000x
On going Proteomics projects @ UPM
•Mapping the proteome of thick-walled and rapidly growing bamboo for the development of thick walled bamboo plantlets. 2014-15 (118,000 RM)…..Continue
•Proteomic identification of gaharu systnesis enzymes in pathogen-induced Aquilaria for the production of high-impact compounds. (340,000 RM)…….Submitted
•Plant diversity, Ecosystem Dynamics and Proteomics of Matang Mangrove Forest, Taiping, Perak. (300,000 RM)…….Submitted
Challenges for 2D Technology
• Whole cell extracts are too complex. How can complexity be reduced?
• Abundant & soluble proteins are easily characterized.How can rare and membrane proteins be found?
• Large format gels are difficult to handle and slow. Is there an alternative?
Challenges for 2D Technology
• Abundant & soluble proteins are easily characterized.How can rare and membrane proteins be found?
•
• Increase sensitivity by fluorescent dye labelling! Use ProXPRESS for gel imaging!
Challenges remain with Gels
• Gels & staining limit S/N, dynamic range
– today’s standard staining methods
• silver staining: 10 to 70 -200 ng/spot (enough for MS)
• Coomassie Blue: less sensitive
• fluorescent dyes expectations: 0.1 ng to 10 mg/spot (necessary
for faint protein amounts)
• Gels can be selective
• Membrane proteins need special conditions
• Low copy number proteins are missed
• fluorescent dyes expectations: 0.1 ng to 10 mg/spot (necessary
for faint protein amounts)
82
QUESTIONS AND COMMENTS ARE
WELCOME