Be cautious when regressing out covariates.
We simulated three random timecourses X, Y and Z that are normally distributed to perform linear regression. Let Y to be the ROI timecorese
and X, Z to be the covariates. The regression coefficients and residual after two-factor linear regression are extremely same with that of two Unary linear regressions. The results are as bellow: