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While it may seem unfair to use an example of a molecule that is difficult to represent using fundamental cheminformatics primitives, the point is that using an automated structure correction algorithm is not a same-or-better proposition: such algorithms can and do break structures that were originally correct.
Thanks to Ed Smith for providing primers, and Alkes Price and Dan Davison for advice on population structure correction using PCA.
However incorporation of the STRUCTURE correction (Q matrix) in the linear regression model greatly reduced the number of significantly associated markers.
In our case, despite much repeat testing to examine different forms of possible association, we still conducted fewer than 500 statistical tests overall, many of which involved the PCA structure correction where every allele is tested separately, yet we still found three tests that were significant experiment-wide.
This unique design removes the need for global population structure correction in QTL mapping.
Principal Component Analysis plots validated the ComBat procedure for population structure correction.
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Here we use forensic short tandem repeat (STR) markers to identify a number of distinct genetic subpopulations within Indonesia and calculate appropriate population sub-structure correction factors.
The results demonstrate that significant sub-structure is present within the Indonesian population and must be accounted for using island specific allele frequencies and corresponding sub-structure correction factors in the calculation of forensic DNA match statistics.
Consequently, visual inspection of every structure and correction of errors by hand to detect structure equivalencies and to ensure data quality are not feasible.
In the case of strong lateral heterogeneity in the velocity structure, station correction becomes highly dependent on the location of earthquakes.
Our density functional theory and post-processing GW calculations reveal that for the layered structure, GW correction remedies the serious band-gap underestimation of the density functional theory from 0.12 eV to 0.99 eV.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com