An Evolutionary Statistics Toolkit for Simplified Sequence Analysis on Web with Client-Side Processing
Abstract
We present the Evolutionary Statistics Toolkit, a user-friendly web-based platform designed for specialized analysis of genetic sequences, which integrates multiple evolutionary statistics. The toolkit focuses on a selection of specialized tools, including Tajimas D calculator with Site Frequency Spectrum (SFS), Shannons Entropy (H), alignment re-formatting, HGSV to FASTA conversion, pair-wise frequency analysis, FASTA to SEQRES, RNA 2D structure alignment, Kyte-Doolittle hydrophilicity plot tool, Chou-Fasman tool, and kurtosis coefficient calculator. Tajimas D is calculated using the reference formula: D = ({pi} - {theta}W) / sqrt(VD), where {pi} corresponds to the average number of differences, {theta}W is Wattersons estimator of {theta}, and VD is the variance of {pi} - {theta}W. Shannons Entropy is defined as H = -{sum} pi * log2(pi), where pi is the probability of occurrence of each unique character (nucleotide or amino acid) in the sequence. The toolkit facilitates streamlined workflows for early researchers in evolutionary biology, genomics, and related fields. With comparing with existing codes, we propose it also emerges as an educational interactive website for beginners in evolutionary statistics. The source code for each tool in the toolkit is available through GitHub links provided on the website. This open-source approach allows users to inspect the code, suggest improvements, or further adapt the tools for their specific usage and research needs. This article describes the functionalities, and validation of each tool within the platform, along with comparison with accessible existing statistical utilities. The toolkit is freely accessible on: https://www.alperkaragol.com/toolkit
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 6
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- EvoFreq: Visualization of the Evolutionary Frequencies of Sequence and Model Data
C. D. Gatenbee, R. O. Schenck, … A. R. A. Anderson·bioRxiv·Aug 22, 2019
- Genomic evolutionary analysis in R with geaR.
Christopher M. Ward, Alastair J. Ludington, … Simon W. Baxter·bioRxiv·Aug 6, 2020
- compare_genomes: a comparative genomics workflow to streamline the analysis of evolutionary divergence across genomes
Jefferson F. Paril, Tannaz Zare, Alexandre Fournier‐Level·Current ProtocolsPeer-reviewed·Aug 1, 2023
- HamHeat: A fast and simple package for calculating Hamming distance from multiple sequence data for heatmap visualization
Alexey V. Rakov, Dieter M. Schifferli, … Emilio Mastriani·bioRxiv·Mar 26, 2020
- REVERSE: A user-friendly web server for analyzing next-generation sequencing data from in vitro selection/evolution experiments
Zoe Weiss, Saurja DasGupta·Nucleic Acids ResearchPeer-reviewed·Jun 14, 2022
- BioKIT: a versatile toolkit for processing and analyzing diverse types of sequence data
Jacob Lucas Steenwyk, Thomas J. Buida, … Antonis Rokas·GeneticsPeer-reviewed·May 10, 2022