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Proteomics Data Analysis

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Amino Acid Structure and PropertiesTranslation: RNA to Protein+2 more→→MetabolomicsMulti-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 Zero → The Number Zero → Counting to Five → Counting to 10 → One-to-One Correspondence → Counting a Set of Objects Up to 20 → Cardinality: The Last Number Counted → Matching Numerals to Quantities → Subitizing Small Quantities → Addition Within 10 → Making 10 as an Addition Strategy → Addition Within 20 → Doubles and Near Doubles → Doubles Facts Within 10 → Near Doubles Facts Within 20 → Mental Math Strategies for Addition → Mental Math: Adding and Subtracting Tens → Addition Within 100 → Repeated Addition as Multiplication → Multiplication as Equal Groups → Multiplication: Arrays → Basic Multiplication Facts (0s, 1s, 2s, 5s, 10s) → Multiplication Facts Within 100 → Division as Equal Sharing → Division as Grouping (Measurement Division) → Division: Grouping (Repeated Subtraction) Model → Division: Fair Sharing Model → Division as Equal Sharing → Division as Grouping → Basic Division Facts → Division Facts Within 100 → Multiplication and Division Fact Families → Relationship Between Multiplication and Division → Division Facts as Inverse of Multiplication → Remainders and Quotients in Division → Division Word Problems → Multi-Step Word Problems → Solving Multi-Step Word Problems → Multiplication Word Problems → Division Word Problems → Introduction to Long Division → Factors and Multiples → Prime and Composite Numbers → Equivalent Fractions → Relating Fractions and Decimals → Decimal Place Value → Integers and the Number Line → Comparing and Ordering Integers → Absolute Value → Adding Integers → Subtracting Integers → Multiplying Integers → Dividing Integers → Unit Rates → Proportions → Percent Concept → Converting Between Fractions, Decimals, and Percents → Operations with Rational Numbers → Two-Step Equations → Solving Multi-Step Equations → Equations with Variables on Both Sides → Angle Pairs: Complementary, Supplementary, and Vertical → Parallel Lines and Transversals → Corresponding Angles → Alternate Interior Angles → Triangle Angle Sum Theorem → Exterior Angle Theorem → Triangle Inequality Theorem → Similar Triangles: AA Similarity → Similar Triangles: SSS and SAS Similarity → Proportions in Similar Triangles → Right Triangle Trigonometry Introduction → Sine, Cosine, and Tangent Ratios → Trigonometric Ratios Review → Radian Measure → Converting Between Degrees and Radians → The Unit Circle → Graphing Sine and Cosine → Graphing Tangent and Reciprocal Trigonometric Functions → Derivatives of Trigonometric Functions → Antiderivatives → Iterated Integrals and Fubini's Theorem → Double Integrals in Cartesian Coordinates → Double Integrals in Polar Coordinates → Double Integrals in Polar Coordinates → Double Integrals: Definition and Setup → Iterated Integrals and Fubini's Theorem → Double Integrals over Rectangular Regions → Double Integrals over General Regions → Applications of Double Integrals: Area, Mass, and Moments → Triple Integrals in Cartesian Coordinates → Triple Integrals in Cylindrical and Spherical Coordinates → Change of Variables and the Jacobian Determinant → Applications of Triple Integrals: Volume and Mass → Vector Fields and Their Representations → Line Integrals of Vector Fields → Work and Circulation → Line Integrals of Scalar and Vector Functions → Fundamental Theorem for Line Integrals → Conservative Vector Fields → Conservative Vector Fields and Potential Functions → Curl and Divergence of Vector Fields → Curl and Divergence → Divergence Theorem → Electric Flux and Divergence Theorem → Gauss's Law: Integral Form and Meaning → Solving Problems with Gauss's Law → Conductors in Electrostatic Equilibrium → Capacitance and Capacitors → Dielectrics → Dielectric Constant and Relative Permittivity → Electric Field Inside Dielectric Materials → Dielectric Materials and Polarization → Dielectric Susceptibility and Permittivity → Energy Density in Electric Fields → Electric Current and Current Density → Electrical Resistance and Resistivity → Ohm's Law and Circuit Elements → Electromotive Force (EMF) and Batteries → Kirchhoff's Circuit Laws: Voltage and Current → DC Circuit Network Analysis Methods → Transient Response in RC Circuits → RC Circuits → LC and RLC Circuits → AC Circuits: Fundamentals → Impedance and Reactance → AC Power and Resonance → Electromagnetic Waves → Postulates of Special Relativity → Time Dilation → Length Contraction → Lorentz Transformation → Relativistic Velocity Addition → Relativistic Momentum and Energy → Mass-Energy Equivalence and E=mc² → Photons as Particles with Energy and Momentum → Planck-Einstein Relation: Energy and Frequency → Photoelectric Effect → The Photon: Light as Quanta → Compton Scattering → Wave-Particle Duality → de Broglie Wavelength → The Schrödinger Equation → State Vectors and Wavefunctions → Quantum Superposition → The Measurement Problem → Interpretations of Quantum Mechanics → Postulates of Quantum Mechanics → Observables and Quantum Operators → Commutators and Commutation Relations → Quantum Angular Momentum → Quantum Mechanical Treatment of Hydrogen → Solving the Schrödinger Equation for Hydrogen Atom → Quantum Numbers → Electron Configuration → Periodic Trends → Covalent Bonding → Electronegativity and Bond Polarity → Ionic Bonding → Lewis Structures → VSEPR Theory and Molecular Geometry → Molecular Geometry and Electron Pair Geometry → Molecular Polarity and Dipole Moments → Intermolecular Forces → States of Matter and Phase Changes: Melting, Boiling, and Sublimation → Gas Laws and the Ideal Gas Equation → Gas Stoichiometry and Volume-Volume Calculations → Thermochemistry and Enthalpy → Heat Capacity and Calorimetry → Entropy and Molecular Disorder → Spontaneity and ΔG → Entropy and Gibbs Free Energy → Chemical Equilibrium → Acid-Base Chemistry → Weak Acid Ionization → Weak Base Ionization → Acid and Base Strength: Ka, Kb, and Ionization → Leaving Groups and Nucleofugality → SN2 Substitution Reactions → SN1 Substitution Reactions → E1 Elimination Reactions → Alcohols and Ethers: Structure, Properties, and Nomenclature → Reactions of Alcohols → Aldehydes and Ketones: Structure and Reactivity → Oxidation Reactions in Organic Chemistry → Oxidation of Alcohols to Aldehydes and Ketones → Aldehyde and Ketone Structure and Nomenclature → Nucleophilic Addition to Aldehydes and Ketones → Carboxylic Acids and Their Derivatives → IUPAC Nomenclature of Carbonyls and Carboxylic Acids → IUPAC Nomenclature of Alkenes → Electrophilic Addition to Alkenes → Aromaticity and Benzene → Electrophilic Aromatic Substitution (EAS) → Nucleophilic Aromatic Substitution (SNAr) → Nucleophilic Acyl Substitution → Amines: Structure, Basicity, and Reactions → Amine Reactivity: Nucleophilicity and Basicity → Amino Acid Structure and Properties → Peptide Bonds and Polypeptide Formation → Protein Primary Structure → Protein Secondary Structure → Protein Tertiary Structure → Enzyme Structure and Function → Transcription: DNA to RNA → RNA Types and Structure → RNA Structure and Intramolecular Base Pairing → RNA Processing and Splicing → Translation: RNA to Protein → Ribosomes: Protein Synthesis Machines → Translation: Initiation and Elongation → Post-Translational Modifications → Proteasomal Degradation and Ubiquitin-Mediated Marking → Cell Cycle Regulation and Checkpoints → Mitosis → Cytokinesis → Meiosis → Chromosomal Theory of Inheritance → Mendelian Genetics → Dominance, Recessiveness, and Allelic Interactions → Sex-Linked Inheritance → Non-Mendelian Inheritance Patterns → Population Genetics and Hardy-Weinberg Equilibrium → Natural Selection → Genetic Drift → Evolutionary Genetics Foundations → Allele Frequency Change and Evolutionary Dynamics → Gene Flow and Population Structure → Gene Flow and Selection: Opposing Forces → Gene Flow → Hardy-Weinberg Equilibrium → Speciation → Phylogenetics and Evolutionary Trees → Cladistics and Biological Classification → Molecular Evolution and Molecular Clocks → Pairwise Sequence Alignment → BLAST and Database Searching → Protein Structure Prediction Basics → Proteomics Data Analysis

Longest path: 239 steps · 1453 total prerequisite topics

Prerequisites (4)

Leads To (3)