Analyses

2D Class Averaging

Scientific rendering of 3D protein structure, structural biology | Nano Imaging
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Structural details of individual particles can be difficult to discern from raw images taken on an electron microscope. This is due to the low signal-to-noise ratio typical for images of radiation-sensitive biological samples. It becomes even more challenging when the particles are conformationally or compositionally heterogeneous. 

2D class averaging is the first step in visualizing the three dimensional structure of a protein or macromolecule, and can provide researchers a comprehensive representation of particles in their sample. 2D class averages can help visually assess variability in qualities such as preferred orientation, conformation, aggregation, and homogeneity of a sample in order to help select the most viable samples for full 3D structure reconstruction.

Types of Proteins that can be 2D Class Averaged

  • Antibody-Antigen Complexes
  • Antibody-Antigen Complexes
  • GPCRs
  • GPCRs
  • Ion Channels
  • Ion Channels
  • Multi-protein complexes
  • Multi-protein complexes
  • Other Membrane Proteins
  • Other Membrane Proteins
  • Other Soluble Proteins
  • Other Soluble Proteins
  • Protein Degraders & Ternary Complexes
    • PROTAC® Degraders
    • Molecular Glues
  • Protein Degraders & Ternary Complexes
    • PROTAC® Degraders
    • Molecular Glues
  • Protein-Nucleic Acid Complexes
  • Protein-Nucleic Acid Complexes
  • Receptors
  • Receptors
  • RNA
  • RNA
  • Solute Carrier Transporters (SLCs)
  • Solute Carrier Transporters (SLCs)

Types of Nanoparticles that can be 2D Class Averaged

  • Protein based nanoparticles
    • Albumin NPs (Abraxane)
    • SARS-CoV-2 subunit vaccine
  • Protein based nanoparticles
    • Albumin NPs (Abraxane)
    • SARS-CoV-2 subunit vaccine
  • Virus-Like Particles (VLPs)
    • Associated Adeno-Virus (AAV) Characterization
    • Hepatitis B Virus (HBV ) Characterization
    • Human Papillomavirus (HPV) Characterization
    • Lentivirus Characterization
  • Virus-Like Particles (VLPs)
    • Associated Adeno-Virus (AAV) Characterization
    • Hepatitis B Virus (HBV ) Characterization
    • Human Papillomavirus (HPV) Characterization
    • Lentivirus Characterization
  • Viruses, attenuated and recombinant (BSL-2 & below)
    • Adenovirus (AV) Characterization
  • Viruses, attenuated and recombinant (BSL-2 & below)
    • Adenovirus (AV) Characterization

Frequently Asked Questions

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Can I see an example report showing Negative Stain or Cryo-EM 2D class averages?

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Yes! Contact us to see an example of our Starter Pack, or feasibility assessment, performed on B-amylase, which includes negative stain screening, 2D classifications in negative stain and cryo-EM, and an initial 3D structure reconstruction.

When do you use negative stain imaging versus cryo-EM imaging for obtaining 2D classifications?

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When deciding whether to use negative stain imaging or cryo-EM imaging to obtain 2D class averages, our scientists take multiple elements into consideration, including the sample type, sample stability, and sample concentration.

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