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Limited Utility of Residue Masking for Positive-Selection Inference
Author(s) -
Stephanie J. Spielman,
Eric T. Dawson,
Claus O. Wilke
Publication year - 2014
Publication title -
molecular biology and evolution
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 6.637
H-Index - 218
eISSN - 1537-1719
pISSN - 0737-4038
DOI - 10.1093/molbev/msu183
Subject(s) - inference , normalization (sociology) , biology , selection (genetic algorithm) , divergence (linguistics) , positive selection , filter (signal processing) , coding (social sciences) , machine learning , computer science , artificial intelligence , computational biology , statistics , mathematics , genetics , gene , computer vision , linguistics , philosophy , sociology , anthropology
Errors in multiple sequence alignments (MSAs) can reduce accuracy in positive-selection inference. Therefore, it has been suggested to filter MSAs before conducting further analyses. One widely used filter, Guidance, allows users to remove MSA positions aligned with low confidence. However, Guidance's utility in positive-selection inference has been disputed in the literature. We have conducted an extensive simulation-based study to characterize fully how Guidance impacts positive-selection inference, specifically for protein-coding sequences of realistic divergence levels. We also investigated whether novel scoring algorithms, which phylogenetically corrected confidence scores, and a new gap-penalization score-normalization scheme improved Guidance's performance. We found that no filter, including original Guidance, consistently benefitted positive-selection inferences. Moreover, all improvements detected were exceedingly minimal, and in certain circumstances, Guidance-based filters worsened inferences.

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