Yes. Snow and ice can affect an antenna system, although the severity depends on the amount of accumulation, antenna design, signal conditions, and installation.
A small amount of dry snow will not necessarily cause a noticeable reception problem. Heavy wet snow or ice, however, can accumulate on antenna elements and other components.
Accumulation can alter the electrical environment around antenna elements and can also create substantial mechanical loading. Ice is particularly important because its additional weight and wind loading can bend elements, move an antenna, stress a mast, or damage mounting hardware.
Snow and ice accumulation on nearby trees can also change the RF path or cause branches to move into positions that affect reception.
If reception changes during an ice or heavy snow event but returns to normal after the accumulation melts, the antenna system may be functioning normally under unusually difficult environmental conditions.
If reception does not return to normal afterward, visually inspect the installation from a safe location. The antenna may have rotated, an element may have bent, a connection may have been damaged, or moisture may have entered an outdoor component.
Do not attempt to climb onto an icy or snow covered roof to clear an antenna. Wait until conditions are safe or contact a qualified antenna installer.