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Proteomics Data Analysis

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Amino Acid Structure and PropertiesTranslation: RNA to Protein+2 moreMetabolomicsMulti-Omics Integration+1 more
mass-spectrometry proteomics peptide-identification protein-quantification post-translational-modifications

Core Idea

Proteomics measures the full complement of proteins in a biological sample using mass spectrometry (MS). In a typical bottom-up workflow, proteins are digested into peptides, separated by liquid chromatography, and analyzed by tandem mass spectrometry (LC-MS/MS). Computational analysis matches observed spectra to theoretical spectra from protein databases to identify peptides, then infers protein identities and quantities. Label-free quantification compares peptide intensities across runs, while labeling approaches (TMT, SILAC) enable multiplexed comparison. Proteomics captures information that transcriptomics cannot: protein abundance, post-translational modifications, protein-protein interactions, and protein turnover.

How It's Best Learned

Analyze a published proteomics dataset using MaxQuant: load raw MS files, search against a protein database, filter by false discovery rate, and examine the identified proteins and their quantification. Compare the protein abundance rankings to RNA-seq expression data from the same tissue and observe the imperfect correlation.

Common Misconceptions

Explainer

Genomics tells you what genes an organism has. Transcriptomics tells you which genes are being transcribed. Proteomics tells you which proteins are actually present, at what levels, and in what modified forms — and since proteins are the primary functional molecules in cells, this is often the most biologically relevant layer of information.

The dominant technology is liquid chromatography-tandem mass spectrometry (LC-MS/MS). In the bottom-up workflow, proteins are extracted from a sample and digested into peptides using trypsin (which cuts at lysine and arginine residues). The peptide mixture is separated by liquid chromatography (typically reversed-phase HPLC), which reduces complexity by spreading peptides out over time. As peptides elute from the column, they are ionized (electrospray ionization) and enter the mass spectrometer, which measures their mass-to-charge ratio. Selected peptides are then fragmented (by collision with gas molecules), and the fragment masses are recorded. This fragmentation pattern is the peptide's "fingerprint" — it encodes the amino acid sequence.

Peptide identification matches these experimental fragmentation spectra to a database. For each spectrum, the search engine generates theoretical fragment spectra for all peptides in the database within the mass tolerance of the observed precursor, scores each match, and reports the best. This is a massive search problem — a human proteome database contains hundreds of thousands of possible peptide sequences. Statistical evaluation using the target-decoy approach ensures that the reported identifications have a controlled false discovery rate. Protein inference then groups identified peptides into protein groups, handling the complication that some peptides are shared between multiple proteins (the protein inference problem).

Quantification measures how much of each protein is present. Label-free quantification compares the intensity or spectral count of each peptide across runs, but requires careful normalization for run-to-run variability. Labeling approaches tag peptides from different conditions with different mass labels: TMT (tandem mass tags) allows up to 18 samples to be multiplexed in a single run, and SILAC (stable isotope labeling) incorporates heavy amino acids during cell growth for in vivo comparison. Each approach has tradeoffs in throughput, accuracy, and dynamic range. Beyond abundance, proteomics can map post-translational modifications (phosphorylation, ubiquitination, acetylation) that regulate protein activity, identify protein-protein interactions (co-immunoprecipitation MS), and measure protein turnover rates (pulsed SILAC) — information layers that no other technology provides.

Practice Questions 3 questions

Prerequisite Chain

Understanding ZeroThe Number ZeroCounting to FiveCounting to 10One-to-One CorrespondenceCounting a Set of Objects Up to 20Cardinality: The Last Number CountedMatching Numerals to QuantitiesSubitizing Small QuantitiesAddition Within 10Making 10 as an Addition StrategyAddition Within 20Doubles and Near DoublesDoubles Facts Within 10Near Doubles Facts Within 20Mental Math Strategies for AdditionMental Math: Adding and Subtracting TensAddition Within 100Repeated Addition as MultiplicationMultiplication as Equal GroupsMultiplication: ArraysBasic Multiplication Facts (0s, 1s, 2s, 5s, 10s)Multiplication Facts Within 100Division as Equal SharingDivision as Grouping (Measurement Division)Division: Grouping (Repeated Subtraction) ModelDivision: Fair Sharing ModelDivision as Equal SharingDivision as GroupingBasic Division FactsDivision Facts Within 100Multiplication and Division Fact FamiliesRelationship Between Multiplication and DivisionDivision Facts as Inverse of MultiplicationRemainders and Quotients in DivisionDivision Word ProblemsMulti-Step Word ProblemsSolving Multi-Step Word ProblemsMultiplication Word ProblemsDivision Word ProblemsIntroduction to Long DivisionFactors and MultiplesPrime and Composite NumbersEquivalent FractionsRelating Fractions and DecimalsDecimal Place ValueIntegers and the Number LineComparing and Ordering IntegersAbsolute ValueAdding IntegersSubtracting IntegersMultiplying IntegersDividing IntegersUnit RatesProportionsPercent ConceptConverting Between Fractions, Decimals, and PercentsOperations with Rational NumbersTwo-Step EquationsSolving Multi-Step EquationsEquations with Variables on Both SidesAngle Pairs: Complementary, Supplementary, and VerticalParallel Lines and TransversalsCorresponding AnglesAlternate Interior AnglesTriangle Angle Sum TheoremExterior Angle TheoremTriangle Inequality TheoremSimilar Triangles: AA SimilaritySimilar Triangles: SSS and SAS SimilarityProportions in Similar TrianglesRight Triangle Trigonometry IntroductionSine, Cosine, and Tangent RatiosTrigonometric Ratios ReviewRadian MeasureConverting Between Degrees and RadiansThe Unit CircleGraphing Sine and CosineGraphing Tangent and Reciprocal Trigonometric FunctionsDerivatives of Trigonometric FunctionsAntiderivativesIterated Integrals and Fubini's TheoremDouble Integrals in Cartesian CoordinatesDouble Integrals in Polar CoordinatesDouble Integrals in Polar CoordinatesDouble Integrals: Definition and SetupIterated Integrals and Fubini's TheoremDouble Integrals over Rectangular RegionsDouble Integrals over General RegionsApplications of Double Integrals: Area, Mass, and MomentsTriple Integrals in Cartesian CoordinatesTriple Integrals in Cylindrical and Spherical CoordinatesChange of Variables and the Jacobian DeterminantApplications of Triple Integrals: Volume and MassVector Fields and Their RepresentationsLine Integrals of Vector FieldsWork and CirculationLine Integrals of Scalar and Vector FunctionsFundamental Theorem for Line IntegralsConservative Vector FieldsConservative Vector Fields and Potential FunctionsCurl and Divergence of Vector FieldsCurl and DivergenceDivergence TheoremElectric Flux and Divergence TheoremGauss's Law: Integral Form and MeaningSolving Problems with Gauss's LawConductors in Electrostatic EquilibriumCapacitance and CapacitorsDielectricsDielectric Constant and Relative PermittivityElectric Field Inside Dielectric MaterialsDielectric Materials and PolarizationDielectric Susceptibility and PermittivityEnergy Density in Electric FieldsElectric Current and Current DensityElectrical Resistance and ResistivityOhm's Law and Circuit ElementsElectromotive Force (EMF) and BatteriesKirchhoff's Circuit Laws: Voltage and CurrentDC Circuit Network Analysis MethodsTransient Response in RC CircuitsRC CircuitsLC and RLC CircuitsAC Circuits: FundamentalsImpedance and ReactanceAC Power and ResonanceElectromagnetic WavesPostulates of Special RelativityTime DilationLength ContractionLorentz TransformationRelativistic Velocity AdditionRelativistic Momentum and EnergyMass-Energy Equivalence and E=mc²Photons as Particles with Energy and MomentumPlanck-Einstein Relation: Energy and FrequencyPhotoelectric EffectThe Photon: Light as QuantaCompton ScatteringWave-Particle Dualityde Broglie WavelengthThe Schrödinger EquationState Vectors and WavefunctionsQuantum SuperpositionThe Measurement ProblemInterpretations of Quantum MechanicsPostulates of Quantum MechanicsObservables and Quantum OperatorsCommutators and Commutation RelationsQuantum Angular MomentumQuantum Mechanical Treatment of HydrogenSolving the Schrödinger Equation for Hydrogen AtomQuantum NumbersElectron ConfigurationPeriodic TrendsCovalent BondingElectronegativity and Bond PolarityIonic BondingLewis StructuresVSEPR Theory and Molecular GeometryMolecular Geometry and Electron Pair GeometryMolecular Polarity and Dipole MomentsIntermolecular ForcesStates of Matter and Phase Changes: Melting, Boiling, and SublimationGas Laws and the Ideal Gas EquationGas Stoichiometry and Volume-Volume CalculationsThermochemistry and EnthalpyHeat Capacity and CalorimetryEntropy and Molecular DisorderSpontaneity and ΔGEntropy and Gibbs Free EnergyChemical EquilibriumAcid-Base ChemistryWeak Acid IonizationWeak Base IonizationAcid and Base Strength: Ka, Kb, and IonizationLeaving Groups and NucleofugalitySN2 Substitution ReactionsSN1 Substitution ReactionsE1 Elimination ReactionsAlcohols and Ethers: Structure, Properties, and NomenclatureReactions of AlcoholsAldehydes and Ketones: Structure and ReactivityOxidation Reactions in Organic ChemistryOxidation of Alcohols to Aldehydes and KetonesAldehyde and Ketone Structure and NomenclatureNucleophilic Addition to Aldehydes and KetonesCarboxylic Acids and Their DerivativesIUPAC Nomenclature of Carbonyls and Carboxylic AcidsIUPAC Nomenclature of AlkenesElectrophilic Addition to AlkenesAromaticity and BenzeneElectrophilic Aromatic Substitution (EAS)Nucleophilic Aromatic Substitution (SNAr)Nucleophilic Acyl SubstitutionAmines: Structure, Basicity, and ReactionsAmine Reactivity: Nucleophilicity and BasicityAmino Acid Structure and PropertiesPeptide Bonds and Polypeptide FormationProtein Primary StructureProtein Secondary StructureProtein Tertiary StructureEnzyme Structure and FunctionTranscription: DNA to RNARNA Types and StructureRNA Structure and Intramolecular Base PairingRNA Processing and SplicingTranslation: RNA to ProteinRibosomes: Protein Synthesis MachinesTranslation: Initiation and ElongationPost-Translational ModificationsProteasomal Degradation and Ubiquitin-Mediated MarkingCell Cycle Regulation and CheckpointsMitosisCytokinesisMeiosisChromosomal Theory of InheritanceMendelian GeneticsDominance, Recessiveness, and Allelic InteractionsSex-Linked InheritanceNon-Mendelian Inheritance PatternsPopulation Genetics and Hardy-Weinberg EquilibriumNatural SelectionGenetic DriftEvolutionary Genetics FoundationsAllele Frequency Change and Evolutionary DynamicsGene Flow and Population StructureGene Flow and Selection: Opposing ForcesGene FlowHardy-Weinberg EquilibriumSpeciationPhylogenetics and Evolutionary TreesCladistics and Biological ClassificationMolecular Evolution and Molecular ClocksPairwise Sequence AlignmentBLAST and Database SearchingProtein Structure Prediction BasicsProteomics Data Analysis

Longest path: 239 steps · 1453 total prerequisite topics

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