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In order to discover the multi-dimensional modules by using MBPLS, an intuitive two-step procedure can be performed: first applying MBPLS to the data, then selecting the top-ranking input and response variables to form a module by ordering the absolute values of the loadings and weight vectors.
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As can be seen from Table 1, which is ordered by the absolute number of deaths, the sub-types with the greatest number of deaths were myeloma (n = 887), diffuse large B-cell lymphoma (n = 831), myelodysplastic syndromes (n = 595) and acute myeloid leukaemia (n = 573).
First, a gold-standard DEG list was determined for each dataset by standard t-test comparing all samples in the dataset and sorted the resultant DEGs in a descending order by the absolute value of T-statistic.
Recall that every Riesz space (vector lattice) ( X, ≽ X ) can be considered as an ordered metric space with the ordered metric induced by its ordered absolute values.
For PMM we ranked the results according to the absolute value of the estimated c pg effects, for MTT we did ranking with respect to the absolute values of the estimated mean, for RSA we based the ranking based on the log(p) values and for the test set we ordered the genes by the absolute value of infection score.
In order to identify the top differentially expressed genes we considered only genes with P values corrected for multiple hypotheses testing smaller than 0.05 and ordered the genes by their absolute M values.
(The parameters are sorted in the rank order of the absolute sensitivity value).
Together with the protein extracts, three different known amounts of recombinant ASYN were co-measured (rASYN1 = 3.5 ng, rASYN2 = 7 ng, rASYN3 = 14 ng) in order to quantify (by comparing the absolute intensities) the various bands shown in blots.
Samples are ordered from left to right first by proliferative state and then by subject (N=8), and the rows are ordered from top to bottom by the absolute value of the Student t statistic computed between the senescent and proliferating cells (i.e., from greatest to least significance).
Most of the time, their responses were controlled by the absolute sequential order of the individual elements.
Genotypes were added sequentially in order of likelihood ratio (or equivalently by the absolute risk conferred by a given genotype combination estimated using Bayes' formula).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com