Determine the appropriate statistical error model for RNA-seq time-series measurements
Ascertain the statistical error model that best describes variability in RNA-seq time-series measurements of eud-1, sult-1, and nhr-40 across replicates and developmental time points in Pristionchus pacificus, replacing the assumed multiplicative Gaussian error model with an empirically or theoretically justified alternative.
References
The number of replicates and time points - while standard, if not better than many biological data sets - did not enable us to determine the error model for the system in a data-driven manner, and there was no clear first principles approach to determining the error model using knowledge of the system.
— Practical indistinguishability in a gene regulatory network inference problem, a case study
(2508.21006 - FitzGerald et al., 28 Aug 2025) in Discussion