With everything else constant (f-number, sensor size, magnification, etc), increasing the aperture diameter will increase the circle of confusion and therefore

With everything else constant (f-number, sensor size, magnification, etc), increasing the aperture diameter will increase the circle of confusion and therefore decrease the depth of field.