Definition and properties of participation factors for linear time-invariant systems are reviewed and extended. It is shown that participation factors can be interpreted as the sensitivity of a given eigenvalue with respect to a corresponding entry of the system dynamic matrix and that the entries of the system matrix are a linear combination of participation factors and eigenvalues. A comparison among participation factors, residues and relative gain array is reported, showing that participation factors can be interpreted as the relative gains between states and modes.