She can identify a driver by the sight of his bus two blocks away.
That technology suggests it is possible to identify a driver and apply the technology more broadly — to, say, social media — but Ms. Crummey said Verizon didn't have the same kind of control over Facebook, Twitter or other functions.
But if they hold up in larger studies, it could allow clinicians to correctly identify a driver gene found in all of a patient's tumors to target therapeutically.
The idea of fingerprinting drivers from timestamped sensor data, e.g., controller area network (CAN) protocol records, is not new; many recent studies have shown that identifying a driver using machine learning-based classification is a promising field of research.
In particular the following iterative procedure identifies all driver pathways using our algorithms: after identifying a driver pathway, remove its genes from the mutation matrix, and look for driver pathways in the reduced mutation matrix.
The relative frequency of a particular mutation within a gene is typically used as a criterion for identifying a driver mutation.
In contrast with non-directional associations such as coexpression, statistical epistasis, or synthetic lethality, a directional influence identifies a driver mutation that affects the activity of its target, a second gene that, in turn, affects the phenotype.
Our analysis identified a dynamic driver network (DDN) of CSF proteins related with the emerging tumorigenesis progressing from the non-hyperplasia state.
Among them we identified an early driver mutation in exon 7 of TP53.
Therefore, potential dangers that could be identified by a driver who is aware of his activity can be identified by a system based on the techniques described in this paper.
