Proteomics Overview and Structure

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Questions and Answers

What is the primary focus of proteomics?

  • Studying genetic mutations
  • Understanding cellular metabolism
  • Analyzing protein interactions and functions (correct)
  • Identifying DNA sequences

Which type of proteomics specifically looks at the qualitative and quantitative expression of proteins?

  • Expression proteomics (correct)
  • Comparative proteomics
  • Structural proteomics
  • Functional proteomics

What does structural proteomics primarily aim to determine?

  • The quantitative aspects of protein expression
  • The three-dimensional shape and complexity of proteins (correct)
  • The interaction of proteins with lipids
  • The sequence of amino acids in a gene

What critical role does functional proteomics play?

<p>Understanding protein functions and interactions (A)</p> Signup and view all the answers

Which of the following statements about proteomics is NOT true?

<p>Proteomics only studies DNA sequences. (A)</p> Signup and view all the answers

Mass spectroscopy is primarily used in which aspect of proteomics?

<p>Structure determination of proteins (A)</p> Signup and view all the answers

Why is proteomics important for understanding diseases?

<p>Proteins are responsible for cellular phenotypes. (B)</p> Signup and view all the answers

Which technology is commonly used in high-throughput proteomics analysis?

<p>Tandem Mass Spectrometry (MS) (D)</p> Signup and view all the answers

What role do databases play in proteomics?

<p>They record and store data from high-throughput analyses (C)</p> Signup and view all the answers

What is the primary function of the AlphaFold program?

<p>To predict protein structures using AI (B)</p> Signup and view all the answers

Which section of the UniProtKB database is known for its high-quality, manually annotated records?

<p>UniProtKB/Swiss-Prot (A)</p> Signup and view all the answers

What significant feature does AlphaFold 3 offer compared to its predecessors?

<p>It can predict the structures of protein complexes (A)</p> Signup and view all the answers

What is the role of UniProtKB/TrEMBL within the UniProt Knowledgebase?

<p>It consists of computationally analyzed records (C)</p> Signup and view all the answers

What deep learning architecture does AlphaFold 3 use to process raw predictions?

<p>Pairformer (D)</p> Signup and view all the answers

How does AlphaFold improve the visualization of protein structures?

<p>Through a diffusion model that enhances predictions (B)</p> Signup and view all the answers

Which of the following databases provides free access to protein structure predictions for research?

<p>AlphaFold Protein Structure Database (D)</p> Signup and view all the answers

What advantage do sample-specific protein databases derived from RNA-Seq data offer?

<p>They approximate real protein pools in samples (D)</p> Signup and view all the answers

What distinguishes DIA from DDA in mass spectrometry?

<p>DIA detects multiple product ions at once, whereas DDA selects individual precursor ions based on intensity. (B)</p> Signup and view all the answers

Which step in two-dimensional gel electrophoresis separates proteins based on their isoelectric point?

<p>Isoelectric focusing (IEF) (C)</p> Signup and view all the answers

What can 2D gel electrophoresis effectively analyze in protein mixtures?

<p>Protein isoforms and post-translational modifications (C)</p> Signup and view all the answers

How does 2D gel electrophoresis maintain resolution from the first dimension to the second dimension?

<p>By preserving the separation acquired during the first-dimension. (A)</p> Signup and view all the answers

What phenomenon happens during isoelectric focusing in the first dimension of 2D electrophoresis?

<p>Proteins migrate until they reach pH matching their pI. (D)</p> Signup and view all the answers

Which EMBL-EBI database is primarily known for its protein sequences?

<p>UniProtKB (A)</p> Signup and view all the answers

What does conventional SDS-PAGE separate proteins based on?

<p>Molecular weight (A)</p> Signup and view all the answers

What is one of the main advantages of using 2D gel electrophoresis in proteomics?

<p>It can resolve thousands of protein spots on one gel. (C)</p> Signup and view all the answers

Flashcards

What is proteomics?

The study of proteins, including their interactions, functions, composition, structures, and cellular activities.

How does proteomics compare to genomics?

Proteomics provides a deeper understanding of an organism's structure and function compared to genomics alone.

What is expression proteomics?

Expression proteomics examines the changes in protein levels under different conditions, like a normal cell versus a tumor cell.

What is structural proteomics?

Structural proteomics focuses on determining the three-dimensional shape and structure of proteins.

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What is functional proteomics?

Functional proteomics investigates how proteins interact with each other and their roles in cellular processes.

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Why is proteomics important?

Proteomics helps us understand how proteins are involved in disease, aging, and environmental factors.

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Why do we need to study proteins?

Proteins, not genes, are ultimately responsible for the traits we see in cells.

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How is proteomics used in medicine?

Proteomics plays a crucial role in developing new drugs and therapies by unraveling the complexities of protein function.

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Protein Sequence Analysis

The process of analyzing a protein or peptide sequence to understand its features, function, structure, or evolutionary relationships.

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Methods of Protein Sequence Analysis

Methods used for protein sequence analysis include comparing sequences, searching biological databases, and other analytical techniques.

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Exponential Growth of Protein Sequence Databases

The rapid increase in the number of protein sequences available in databases, primarily due to high-throughput sequencing technologies.

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Function Assignment Through Sequence Comparison

Comparing newly sequenced proteins to known sequences helps researchers understand the function and biology of the organism from which the new sequence originated.

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High-Throughput Proteomics Technologies

High-throughput technologies like mass spectrometry (MS) and gel-based approaches like differential in-gel electrophoresis (DIGE) allow for the large-scale study of proteomes.

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Tandem Mass Spectrometry (MS/MS)

Mass spectrometry (MS) is a technique that analyzes the mass-to-charge ratio of ions. In tandem MS (MS/MS), peptides are fragmented and analyzed to identify and sequence them.

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Modes of Data Collection in Tandem Mass Spectrometry

The different modes of data collection in tandem mass spectrometry (MS/MS) provide insights into protein identification, sequence determination, and other molecular properties.

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Importance of Databases in Proteomics

Databases play a crucial role in proteomics research by storing and organizing vast amounts of data, allowing researchers to connect their findings to existing knowledge.

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Data-Independent Acquisition (DIA)

A technique in mass spectrometry that analyzes all precursor ions simultaneously with low-collision energy before fragmenting them with high-collision energy to detect multiple product ions in a single spectrum.

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Data-Dependent Acquisition (DDA)

A technique in mass spectrometry that selects only the most intense precursor ions for fragmentation and analysis in a sequential manner. This approach generates high-quality MS/MS spectra.

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Two-Dimensional Gel Electrophoresis (2DE)

A powerful technique in proteomics for separating proteins based on their electric charge and molecular weight, enabling high-resolution visualization and identification of thousands of proteins.

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Isoelectric point (pI)

The pH value at which a protein’s net charge is zero. During isoelectric focusing, proteins migrate until they reach a region with a pH matching their pI.

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Isoelectric Focusing (IEF)

A technique used in the first dimension of 2DE to separate proteins based on their pI. Proteins migrate through a pH gradient until they reach their pI.

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Sodium Dodecyl Sulfate-Polyacrylamide Gel Electrophoresis (SDS-PAGE)

A technique used in the second dimension of 2DE to separate proteins based on their molecular weight. Proteins migrate through a gel matrix, with smaller proteins moving faster.

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EMBL-EBI databases

A collection of interconnected biological databases hosted by EMBL-EBI, providing a comprehensive resource for proteomics research.

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UniProtKB database

A comprehensive database of protein sequences and functional information, used to identify proteins, analyze their structures, and understand their roles in biological processes.

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UniProtKB

A database that stores information about proteins, including their sequences, structures, and functions.

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UniProtKB/Swiss-Prot

The curated and reviewed section of UniProtKB, containing high-quality, non-redundant protein sequences.

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UniProtKB/TrEMBL

The section of UniProtKB that contains computationally analyzed protein sequences, enriched with automated annotation and classification.

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AlphaFold

An AI program developed by DeepMind that predicts the 3D structure of proteins based on their amino acid sequences.

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AlphaFold 3

The latest version of AlphaFold, capable of predicting structures of protein complexes with DNA, RNA, and other molecules.

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Pairformer

A deep learning architecture used in AlphaFold 3, inspired by transformers, to analyze relationships between amino acids in a protein.

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Diffusion Model

A diffusion model used in AlphaFold 3 that transforms the initial predictions into a final, 3D structure of a protein.

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AlphaFold Protein Structure Database

A publicly available server that provides free access to AlphaFold 3 predictions for non-commercial research.

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Study Notes

Proteomics Overview

  • Proteomics is the study of proteins and their interactions, function, composition, and structures.
  • It provides a deeper understanding of an organism's structure and function compared to genomics alone.
  • Proteomics has applications in disease biomarker identification. It has quickly developed, especially in the therapeutics field.
  • Proteomics involves examining protein characterization and interactions, similar to how genomics studies genes.
  • The term "proteome" was coined by Marc Wilkins in 1995.

Levels of Protein Structure

  • Primary Structure: Determined by the sequence of amino acids.
  • Secondary Structure: Forms when amino acids bond through hydrogen bonds (e.g., alpha helix, pleated sheet.).
  • Tertiary Structure: 3D shape of a protein, formed by interactions between amino acid side chains.
  • Quaternary Structure: The structure of a protein with more than one polypeptide chain.

Types of Proteomics

  • Expression proteomics studies the qualitative and quantitative expression levels of proteins under different conditions (e.g., normal vs. diseased cells).
  • Structural proteomics aims to understand a protein's 3D shape and structural complexities. It can be determined by amino acid sequences or homology modeling.
  • Functional proteomics focuses on protein functions and molecular mechanisms within the cell that rely on interactions between proteins. This is important for evaluating cellular signaling pathways.

Importance of Proteomics

  • Proteomics is vital since proteins, not genes, control a cell's traits (phenotypes).
  • Understanding diseases, aging, and environmental effects requires studying proteins, not just genes.

Proteomics Tools and Methods

  • Conventional Techniques: Chromatography, western blotting, size exclusion, ion exchange, affinity techniques.
  • In silico Methods: Computer-based analyses, using databases.
  • Advanced Techniques: Mass spectrometry (MS), 2D electrophoresis, protein microarrays, X-ray crystallography, NMR spectroscopy. This includes quantitative techniques like ICAT, SILAC and iTRAQ
  • Protein Analysis Techniques: includes techniques like 2D-DIGE, Tandem MS and Edman sequencing
  • Quantification Techniques: quantitative mass spectrometry tools such as ICAT, SILAC and iTRAQ
  • Purification Techniques: Purification techniques for proteomic analysis may include chromatography based approaches
  • Proteomics data analysis requires specialized databases to manage and analyze the high volume of data.

Methods of Proteomics

  • Mass spectrometry: Techniques used, including Tandem-MS (MS/MS), and differential in-gel electrophoresis (DIGE).
  • High-throughput technologies are important for in-depth proteome investigation and high volumes of data
  • Databases: crucial for properly storing and processing data.

2D Gel Electrophoresis

  • An established technique for high-resolution protein profiling. It separates proteins based on their isoelectric point (pI).
  • 2D gel electrophoresis widely used in proteomics profiling to study changes in protein expression due to diseases or treatments.
  • 2DE also helps in identifying and studying post-translational modifications and protein isoforms.

In silico Approach

  • EMBL-EBI: Hosts up-to-date databases for proteomics research.
  • Databases: UniProtKB, IntAct, Reactome, PRIDE, AlphaFold Protein Structure Database are some of the major databases used for proteomics. These databases rely on and utilize other databases for information like Ensembl and InterPro for annotation and data.

UniProtKB Database

  • A key resource for protein sequence and functional information.
  • The UniProtKB consists of two sections: UniProtKB/Swiss-Prot (manually curated) and UniProtKB/TrEMBL (computationally analyzed).
  • Useful in finding proteins information by searching, searching and retrieving information about genes or proteins from the EMBL-EBI database using search input.

AlphaFold Protein Structure Database

  • A deep learning based, artificial intelligence program for protein structure prediction to analyze the structures of proteins

Comparisons between RNA-Seq and Proteomics Data

  • RNA-Seq's sample-specific protein databases help approximate real protein pools, improving protein identification.
  • Proteomics data confirms the validity and functional relevance of novel findings from RNA-Seq.

Traditional vs RNA-Seq Proteogenomics

  • Traditional Proteogenomics focuses on the genome to understand protein expression.
  • RNA-Seq-based proteogenomics leverages transcriptome data (RNA-Seq) to gain a clearer picture of the proteomes.

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