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All tested normalization methods are able to correct for the observed biases, where from a technical standpoint, normalization approaches that normalize channels together (VSN, LOWESS, Peng's method, quantile) equalize the data distributions to a larger extent than normalization approaches that normalize the channels separately (T-quantile, Tukey's biweight scaling).
We found that Multireads strategy produces a less fragmented assembly than normalization algorithms but recovers fewer number of genes.
For the distance trees of the CON and NEU datasets, more BAGEL-treated normalizations recovered the MLSA tree than normalization alone.
They found that normalization with the age-specific template led to significantly different tissue distributions than normalization with the adult template.
In addition, gp100 expression normalized according to some of the new endogenous reference genes more closely aligned to lineage specificity than normalization performed using β-actin.
113 Results of the follow-up biopsy correlate with adherence to a gluten-free diet and seem to be more sensitive as a marker of gluten exposure than normalization of TTG antibodies.
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We note that by using a divisive rather than subtractive normalization, weights are redistributed rather than driven to saturation after each training pattern; for a detailed discussion of this behavior see [34].
Although this may be an artifact of sequencing depth (i.e. low-abundance genes of interest may be present in only one of the two cDNA samples simply due to sampling effects rather than the normalization protocol per se), our data suggest that the normalized cDNA sample did not contribute disproportionately to gene discovery.
When the concentrations were normalized to nicotine, the mean levels from the three delivery groups were much smaller than before normalization.
Moreover, the experimental results show that the performance gain brought by adaptation can have a higher overall impact than score normalization alone.
Without any other constraint than the normalization of q, an alternate optimization of ℱ ( q ) with respect to q1, q2, and q3 results in q 1 ( f ) ∝ exp - ln p ( f, z, θ, g ) q ( z ) q q 2 ( z ) ∝ exp - ln p ( f, z, θ, g ) q ( f ) q q 3 ∝ exp - ln p ( f, z, θ, g ) q ( f ) q ( z ).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com