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However, in order to apply various machine learning approaches on molecular data, it is a common practice to encode molecular information as numerical features.
Given the consistency of the inferences from molecular data, it would be interesting to see if any anatomical features also support the link between Oxynotidae and Somniosidae.
With an approach solely relying on traditional hypothesis-driven research or single-source molecular data, it would be difficult to accurately establish relevant connections between biomarkers and their prognostic value, while at the same time providing adequate mechanistic visualizations.
By directly comparing the median curves of U6 and M1, representing the past population dynamics extracted from the molecular data, it appears unlikely that the demographic histories of these haplogroups entirely overlap, both in terms of the timing of expansion phases, as well as the magnitude of these expansions.
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It is used here on molecular data because it is in genetics the question of congruence among markers was raised several years ago.
This is as true of molecular data as it is of anatomical or morphological data.
We do not regard this approach as an optimal one when dealing with molecular data, since it cannot permit any discovery process for individual molecules contained in such a collection.
This assemblage has only recently been described and is based exclusively on molecular data; nevertheless it is very well supported in most phylogenies [3].
Fossil evidence suggests the clade is at least 750 million years old [ 8- 10], while divergence time estimates from molecular data suggest it may be more than one billion years old [ 11- 14].
This study illuminates the variability of cell death morphology using different stressors and the authors believe that morphological data, though important should, be coupled with biochemical and molecular data before it can significantly contribute toward the formation of a cell death classification system in plants.
From the molecular typing data it appears that CC239 is commonly observed in hospital in Fiji and given the experience worldwide it would be expected that this is a nosocomial isolate.
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