Widodo Widodo, Irvandi Gustari, Chandrawaty Chandrawaty
Adversity Quotient Promotes Teachers' Professional Competence More Strongly Than Emotional Intelligence: Evidence from Indonesia
Journal of Intelligence
simultaneous availability atacseq rnaseq experiments allows obtain indepth knowledge regulatory mechanisms occurring gene regulatory networks article highlight analyze two novel aspects leverage possibility pairing rnaseq atacseq data namely investigate causality relationships transcription factors chromatin target genes internal consistency two omics measured terms structural balance sample correlations along elementary length3 cycles propose framework uses priori knowledge data infer elementary causal regulatory motifs namely chains forks network based notions conditional independence partial correlation applied longitudinal nonlongitudinal data analysis highlights strong connection causal regulatory motifs selected data structural balance underlying sample correlation graphs strikingly 97 selected regulatory motifs belong balanced subgraph result shows internal consistency measured structural balance close necessary condition 3node regulatory motifs satisfy causality rules analysis carried matlab code found httpsgithubcomalbertozeneremultiomicselementaryregulatorymotifs supplementary data available bioinformatics online