Sensitivity Analysis for Mulitple Dependent and Independent Variables

I have Mulitple Vectors of Independent Variables and Multiple Vectors of Dependent Variables from a Monte Carlo Simulation. For each Dependent Variable, I want to know the contribution of each Independent Variable to the uncertainty of the Dependent Variable.

I am hoping someone excellent in Statistics can help show the simplest way to do this. I have the Statistics Toolbox...