A review on gene regulatory network reconstruction algorithms based on single cell RNA sequencing.
Hyeonkyu KimHwisoo ChoiDaewon LeeJunil KimPublished in: Genes & genomics (2023)
GRN reconstructors can be classified based on their requirement for cellular trajectory, which represents a dynamical cellular process including differentiation, aging, or disease progression. Benchmarking studies support the superiority of GRN reconstructors that do not require trajectory analysis in identifying regulator-target relationships. However, methods equipped with trajectory analysis demonstrate better performance in identifying key regulatory factors. In conclusion, researchers should select a suitable GRN reconstructor based on their specific research objectives.