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AptaMat: a matrix-based algorithm to compare single-stranded oligonucleotides secondary structures

Thomas Binet, Bérangère Avalle, Miraine Dávila Felipe, Irene Maffucci

2022Bioinformatics35 citationsDOIOpen Access PDF

Abstract

MOTIVATION: Comparing single-stranded nucleic acids (ssNAs) secondary structures is fundamental when investigating their function and evolution and predicting the effect of mutations on their structures. Many comparison metrics exist, although they are either too elaborate or not sensitive enough to distinguish close ssNAs structures. RESULTS: In this context, we developed AptaMat, a simple and sensitive algorithm for ssNAs secondary structures comparison based on matrices representing the ssNAs secondary structures and a metric built upon the Manhattan distance in the plane. We applied AptaMat to several examples and compared the results to those obtained by the most frequently used metrics, namely the Hamming distance and the RNAdistance, and by a recently developed image-based approach. We showed that AptaMat is able to discriminate between similar sequences, outperforming all the other here considered metrics. In addition, we showed that AptaMat was able to correctly classify 14 RFAM families within a clustering procedure. AVAILABILITY AND IMPLEMENTATION: The python code for AptaMat is available at https://github.com/GEC-git/AptaMat.git. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

Topics & Concepts

Python (programming language)Computer scienceHamming distanceAlgorithmSource codeCluster analysisHamming codeCode (set theory)OligonucleotideContext (archaeology)Metric (unit)Pattern recognition (psychology)Data miningArtificial intelligenceDNABiologyOperations managementEconomicsDecoding methodsPaleontologySet (abstract data type)GeneticsBlock codeOperating systemProgramming languageDNA and Nucleic Acid ChemistryRNA and protein synthesis mechanismsAdvanced biosensing and bioanalysis techniques
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