We extend the stability and spectral invariance of convolution-dominated matrices to the case of quasi-Banach algebras p < 1. As an application, we construct a spectrally invariant quasi-Banach algebra of pseudodifferential operators with non-smooth symbols that generalize Sj & ouml;strand's results.