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Related Concept Videos

Halo Effect01:27

Halo Effect

The halo effect is a cognitive bias in which an individual's overall impression influences judgments about their specific traits. This psychological phenomenon leads people to associate positive characteristics with those they perceive as generally good and negative characteristics with those they view as bad. This effect is particularly influential in social perception, professional evaluations, and decision-making processes.The Psychological Basis of the Halo EffectThe halo effect is rooted...
Weighted Mean00:57

Weighted Mean

While taking the arithmetic, geometric, or harmonic mean of a sample data set, equal importance is assigned to all the data points. However, all the values may not always be equally important in some data sets. An intrinsic bias might make it more important to give more weightage to specific values over others.
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Groupthink01:34

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When in group settings, we are often influenced by the thoughts, feelings, and behaviors around us. Groupthink is another phenomenon of conformity where modification of the opinions of members in a group aligns with what they believe is the group consensus (Janis, 1972). In such situations, the group often takes action that individuals would not perform outside the group setting because groups make more extreme decisions than individuals do. Moreover, groupthink can hinder opposing trains of...
Trimmed Mean01:10

Trimmed Mean

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Impression Management Techniques III: Aligning Actions01:29

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Average Power01:13

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Related Experiment Video

Updated: Jun 25, 2026

Averaging of Viral Envelope Glycoprotein Spikes from Electron Cryotomography Reconstructions using Jsubtomo
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Averaging of Viral Envelope Glycoprotein Spikes from Electron Cryotomography Reconstructions using Jsubtomo

Published on: October 21, 2014

Improving consensus structure by eliminating averaging artifacts.

B K C Dukka1

  • 1Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, USA. dbahadur@uncc.edu

BMC Structural Biology
|March 10, 2009
PubMed
Summary

This study introduces a Monte Carlo method to reduce artifacts in averaged molecular structures, improving geometric realism for proteins and RNA. The new approach significantly minimizes atomic clashes while maintaining structural accuracy.

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Averaging of Viral Envelope Glycoprotein Spikes from Electron Cryotomography Reconstructions using Jsubtomo
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Optimized Negative Staining: a High-throughput Protocol for Examining Small and Asymmetric Protein Structure by Electron Microscopy
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Optimized Negative Staining: a High-throughput Protocol for Examining Small and Asymmetric Protein Structure by Electron Microscopy

Published on: August 15, 2014

Area of Science:

  • Structural Biology
  • Computational Biology
  • Biophysics

Background:

  • Nuclear Magnetic Resonance (NMR) and molecular dynamics generate structural ensembles.
  • Averaging 3D coordinates yields consensus structures but can introduce artifacts like unphysical bond lengths and angles.
  • Existing methods for structure averaging in proteins and RNA may produce unrealistic local geometries.

Purpose of the Study:

  • To develop and assess a novel method for deriving representative molecular structures from ensembles.
  • To minimize artifacts, such as unrealistic local geometries and atomic clashes, resulting from structure averaging.
  • To improve the accuracy and reliability of consensus structures derived from structural biology data.

Main Methods:

  • A Monte Carlo simulation technique was employed to refine structures.
  • A harmonic pseudo energy function was used to drive structures towards an averaged conformation.
  • The method was tested on C-alpha models of 1364 proteins predicted by the TASSER algorithm.

Main Results:

  • The refined structures showed a minimal increase in Root Mean Square Deviation (RMSD) from native structures (0.08 Å difference).
  • Atomic clashes were drastically reduced from 63% to 1%, with most refined proteins having zero clashes.
  • The method produced representative structures comparable in RMSD quality to existing tools but with significantly fewer clashes.

Conclusions:

  • The developed approach effectively removes averaging artifacts, benefiting the structural biology community.
  • This method is applicable to various problems involving the averaging of 3D coordinates, including RNA secondary structure prediction.
  • The technique offers a valuable tool for generating more accurate and realistic consensus molecular structures.