Partial correlation measures the strength of a linear relationship between two variables whilst controlling for the effect of one or more confounding variables. For example, between serum metabolites and bacterial species whilst controlling for BMI and age. MicrobiomeAnalystR incorporates the ppcor R package to perform partial correlations, the details of which can be found here.