This RData package contains the data collected from an experimental study designed to infer the time/period of formation of the first somites in the chick embryo. It also provides the algorithm used to infer the individual somite formation period.
These data were provided by Prof. Raquel P. Andrade (rgandrade at ualg.pt), and Ana Cristina Maia-Fernandes (ac.maia.fernandes at gmail.com), from Universidade do Algarve, Faro, Portugal.
Paper describing and discussing the data
Maia-Fernandes AC, Martins-Jesus A, Borralho-Martins N, Pais-de-Azevedo T, Magno R, Duarte I, Andrade RP. (2024) Spatio-temporal dynamics of early somite segmentation in the chicken embryo. PLoS ONE 19(4): e0297853. https://doi.org/10.1371/journal.pone.0297853
Figshare dataset: Chick Embryo Segmented Region Length
This work was supported by FCT - Fundação para a Ciência e a Tecnologia:
- PTDC/BEX/BID/5410/2014;
- SFRH/BD/146043/2019;
- 2021.00238.CEECIND;
- RISE - LA/P/0053/2020.
- AD-ABC - Associação para o Desenvolvimento do Centro Académico de Investigação e Formação Biomédica do Algarve.
- Município de Loulé, Portugal.
If you do not have the package remotes install it first:
install.packages("remotes")Then install the package SomiteExplorerR:
remotes::install_github('iduarte/SomiteExplorerR')This package provides access to datasets derived from an experimental study on the formation periods of early somites in chick embryos. Thirteen wild-type chick embryos were grown in EC culture under a Lumar microscope, and live images were acquired every 3 minutes for up to 53 hours of embryo development, covering development stages HH7 to HH13+ (between 1 to 20 somites).
The package contains the raw data collected by the researchers in the lab, as well as the algorithm used to infer individual somite formation periods using the length (in micrometers) from the whole segmented region. Additionally, it provides the data retrieved from the automated analysis, i.e., the periods and lengths for individual somites.
This package provides 4 data-frames:
embryo_lengths| Contains thetime(min),length(micrometers),DevelTime(Early or Late development, corresponding to somites 01-09, and somites 14-20, respectively), andsomite_idperembryo_id.somite_periods| Contains thesomite_id,DevelTime,start_time(time, in minutes, of the first frame where the new somite appears in the global development),somite_position_mean(the mean of the whole segmented region length (in micrometers) for all frames where each somite is visible - from the first frame where somite_n appears, to the last frame before somite_n+1 appears), andsomite_position_sd, perembryo_id.summary_stats_per_embryo| Contains the summary statistics (mean, median, and standard deviation) for the period and length of individual somites grouped by embryo (embryo_id,avg_somite_length,avg_somite_period,median_somite_length,median_somite_period,stdev_somite_length, andstdev_somite_period).summary_stats_per_somite| Contains the summary statistics (mean, median, and standard deviation) for the period and length of individual somites grouped by somite (somite_id,avg_somite_length,avg_somite_period,median_somite_length,median_somite_period,stdev_somite_length, andstdev_somite_period).
library(SomiteExplorerR)After loading the package, the 4 data tables will be available to the user, and visible in the global environment when called for the first time.
In the data-raw folder, there are 3 files containing the raw data used
to produce the data-frames provided by the SomiteExplorerR package
(“embryo-measures-input-metadata.csv” “embryo-measures-input.csv”, and
“embryo-measures-input.xlsx”)
Note | Only the .csv files are used for the data analysis developed
in this package.
In the folder extra_R there are five R scripts:
-
plot_somite_data.R: creates several plots and visualizations to explore the datasets provided by the package.
It also has the R code used to produce the figures presented in the paper (see citation above). -
length-vs-develtime.R: Brown-Forsythe test (statistical test for the equality of group variances) for the length measurements per development time (early vs late).
-
length-vs-somite_location.R: Brown-Forsythe test for the length per somite location (occipital, cervical, and trunk somites).
-
period-vs-develtime.R: Brown-Forsythe test for the inferred period per development time (early vs late).
-
period-vs-somite_location.R: Brown-Forsythe test for the period per somite location (occipital, cervical, and trunk somites).