BIOL2254 - Assessment 3 Semester 2, 2021 Page 1 of 3 RMIT Classification: Trusted Bioinformatics Tutorial 3: Article Analysis and Press Release Overview: An important skill as a scientist is being...

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Answer To: BIOL2254 - Assessment 3 Semester 2, 2021 Page 1 of 3 RMIT Classification: Trusted Bioinformatics...

Insha answered on Sep 27 2021
136 Votes
BIOL2254 - ASSESSMENT 3
BIOINFORMATICS TUTORIAL 3: ARTICLE ANALYSIS AND PRESS RELEASE
ARTICLE CHOSEN: CRITICAL ASSESSMENT OF PROTEIN INTRINSIC DISORDER PREDICTION
Table of Contents
Introduction    3
Part 1    3
Research Question or Bioinformatics Probl
em    3
Data Used to Answer Research Question    3
Bioinformatics Technique    3
Controls    4
Alternative Bioinformatics Techniques    4
Part 2    4
Background    4
Results    5
Recommendations for Future Research    5
Conclusion    5
References    6
Introduction
This analysis is based on the research by Necci, Piovesan and Tosatto (2021). In this paper, bioinformatics problems are discussed and data and techniques used to overcome those challenges. Furthermore, alternative techniques and controls taken in the research methodology will be discussed. Lastly, a short scientific press release will be created that highlights the significance and broader context of the chosen paper for a general non-scientific audience.
Part 1
Research Question or Bioinformatics Problem
Intrinsically disordered proteins are difficult to examine experimentally because they contradict the standard protein structure–function paradigm. An aggregate of 43 techniques were tested on a DisProt dataset of 646 proteins. Predicting protein ID is a difficult problem to solve for a variety of reasons. The first is that a protein does not encode an ordered and stable structural state. The lack of a consensual standard experimental approach or combination of scientific procedures that yields an operational definition of ID is the second problem. The third is the ID's reliance on certain events or circumstances during a protein's existence (Necci, Piovesan & Tosatto, 2021).
Data Used to Answer Research Question
Distinct reference sets were created in CAID, each with a different subset of residues used to construct negative labels and positive labels. All residues that were not covered by DisProt annotation or PDB structures were masked and removed from the study. Necci, Piovesan and Tosatto (2021) have created two reference sets for the disorder challenge: DisProt and DisProt-PDB. At the label (residue) level, resampling is performed.
The states are binary labels, which predict whether a residue is in a disordered or structured state. Scores are floating point values. The Conservation baseline is incorrectly predicated on the notion that IDPs are less conserved on average than globular proteins. Authors further consider that PDB Close and PDB Remote structural annotations are based on...
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