Running hctsa analysis on movement speed data of five strains of the nematode worm Caenorhabditis elegans: the CB4856 (Hawaiian wild isolate), and N2 (lab) strains, and the mutants dpy-20(e1282) (morphological mutant), unc-9(e101) (neural mutant), and unc-38(e264) (neural mutant). A summary of the analysis is on bioRxiv.
The data were very kindly provided by Andre Brown and Bertalan Gyenes, Imperial College London, and can be downloaded, along with all of the hctsa calculations, either by running downloadComputedData
, or from figshare
See wormbase for more information about the data, including gene knockouts.
Note that the Hawaiian strain, CB4856, is labeled as H
here.
In addition to the data file, HCTSA.mat
, containing the results of hctsa feature extraction (on figshare), this repository also requires hctsa to be installed and paths to this package added (through the startup.m
script in the hctsa package).
wormAnalysis
contains the main steps for processing and analysisworm_TopFeatures
allows more in-depth plotting for individual featurespaperMainTextFigures
reproduces the figures in the main text of the implementation paperdoFilter
is a function for filtering different sets of features and normalizing