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Therefore, duplicates with the highest p-values were removed, resulting in 997 unique genes regulated by FOS Gene selection by t-test or RF alone substantially overlapped and did result in a highly comparable outcome in pathway analysis, showing that the main effects extracted by both methods were similar.
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Results showed that the most significant (P < 0.05) extraction conditions that affect the yield and antioxidant activity of extracted polysaccharides were the main effect of extraction temperature and the interaction effect of the particle size and W/S ratio.
The experimental results were analyzed to extract independently the main effects of the factors; the analysis of variance (ANOVA) was then applied to determine which factors were statistically significant.
This was mainly because the extracted logons explained the main effects described by the principal components with higher signal-to-noise ratio (most experimentally relevant variance).
These main effects were highly significant for all three methods, confirming that similar experimentally relevant activity was extracted.
Interactions were assessed via simple main effects followed by main effect contrasts to assess group differences.
Both main effects were significant.
There are two main effects.
None of the main effects were significant.
RM-MANCOVA revealed no significant main effects.
The model included all main effects.
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CEO of Professional Science Editing for Scientists @ prosciediting.com