Imperatively Hidden Objects/Factors (IHO/F) refers to relevant items, which we cannot perceive and measure yet. Nevertheless, they have an impact on our predicted outcome. We have created model that allows for the integration and... more
Imperatively Hidden Objects/Factors (IHO/F) refers to relevant items, which we cannot perceive and measure yet. Nevertheless, they have an impact on our predicted outcome. We have created model that allows for the integration and discovery for the still unknown. If researchers would take the time to understand it, they'd design their experimental studies in a much different way because their scientific objective would shift toward feature discovery to enhance feature selection to make even better predictions with supervised machine learning algorithms.
A valuable approach to understand how individual and population genetic differences can predispose to disease is to assess the impact of genetic variants on cellular functions (e.g., gene expression) of cell and tissue types related to... more
A valuable approach to understand how individual and population genetic differences can predispose to disease is to assess the impact of genetic variants on cellular functions (e.g., gene expression) of cell and tissue types related to pathological states. To understand the genetic basis of nonsyndromic cleft lip with or without cleft palate (NSCL/P) susceptibility, a complex and highly prevalent congenital malformation, we searched for genetic variants with a regulatory role in a disease-related tissue, the lip muscle (orbicularis oris muscle [OOM]), of affected individuals. From 46 OOM samples, which are frequently discarded during routine corrective surgeries on patients with orofacial clefts, we derived mesenchymal stem cells and correlated the individual genetic variants with gene expression from these cultured cells. Through this strategy, we detected significant cis-eQTLs (i.e., DNA variants affecting gene expression) and selected a few candidates to conduct an association st...
