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stems where most of water sources during the growing and the dry season may be small rainfall events or dew, which do not always increase soil water availability. Transcriptional regulation mechanisms allow cells to adapt and respond to external stimuli by altering gene expression. The possible cell transcriptional states are determined by the underlying Gene Regulatory Network (GRN), and reliably inferring such network would be invaluable to understand biological processes and disease progression. In this paper we present a novel meth