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Related Concept Videos

Improving Translational Accuracy02:07

Improving Translational Accuracy

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Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
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One of the unique features of tRNA is the presence of modified bases. In some tRNAs, modified bases account for nearly 20% of the total bases in the molecule. Altogether, these unusual bases protect the tRNA from enzymatic degradation by RNases.
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Aminoacyl-tRNA synthetases are present in both eukaryotes and bacteria. Though eukaryotes have 20 different aminoacyl-tRNA synthetases to couple to 20 amino acids, many bacteria do not have genes for all of these aminoacyl-tRNA synthetases. Despite this, they still use all 20 amino acids to synthesize their proteins. For instance, some bacteria do not have the gene encoding the enzyme that couples glutamine with its partner tRNA. In these organisms, one enzyme adds glutamic acid to all of the...
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Transduction01:16

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Among the three main modes of HGT—transformation, conjugation, and transduction—transduction is unique in that it is mediated by bacteriophages, or bacterial viruses.Transduction occurs in two ways. Generalized transduction occurs during the lytic cycle of a bacteriophage infection. In this process, bacteriophages infect bacterial cells, replicate within them, and ultimately cause cell lysis, releasing newly assembled virions. Occasionally, random fragments of the bacterial genome...
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The genomes of eukaryotes are punctuated by long stretches of sequence which do not code for proteins or RNAs. Although some of these regions do contain crucial regulatory sequences, the vast majority of this DNA serves no known function. Typically, these regions of the genome are the ones in which the fastest change, in evolutionary terms, is observed, because there is typically little to no selection pressure acting on these regions to preserve their sequences.
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Related Experiment Video

Updated: Jul 23, 2025

Genome-wide Analysis of Aminoacylation Charging Levels of tRNA Using Microarrays
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gtAI: an improved species-specific tRNA adaptation index using the genetic algorithm.

Ali Mostafa Anwar1, Saif M Khodary2, Eman Ali Ahmed1,3

  • 1Proteomics and Metabolomics Research Program, Basic Research Department, Children's Cancer Hospital 57357 (CCHE-57357), Cairo, Egypt.

Frontiers in Molecular Biosciences
|July 20, 2023
PubMed
Summary

The genetic tRNA adaptation index (gtAI) improves translation efficiency prediction by using a genetic algorithm for optimal weighting. This novel method enhances accuracy across diverse genomes compared to previous approaches.

Keywords:
codon usagecodon usage analysismolecular evolutiontRNA adaptation indextranslational selection

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Genomics

Background:

  • The tRNA adaptation index (tAI) measures translation efficiency using codon-tRNA wobble interactions.
  • Previous methods like species-specific tAI (stAI) had limitations in optimizing weighting values and accuracy across different species.

Purpose of the Study:

  • To develop a novel, accurate, and species-agnostic method for computing the tRNA adaptation index (tAI).
  • To improve the prediction of protein abundance and correlation with codon adaptation index (CAI).

Main Methods:

  • Developed genetic tAI (gtAI), a Python package utilizing a genetic algorithm to optimize S_ values for codon-tRNA wobble interactions.
  • Implemented a new codon usage-based workflow for calculating tAI across all three domains of life.

Main Results:

  • gtAI significantly improved the correlation with codon adaptation index (CAI).
  • gtAI demonstrated superior prediction of protein abundance compared to the stAI method.
  • The genetic algorithm successfully optimized S_ weights for better tAI computation.

Conclusions:

  • The gtAI method offers a more robust and accurate approach to calculating translation efficiency.
  • gtAI provides a valuable tool for genomic and proteomic research across diverse organisms.