Yes depression is contagious and so is fear and hysteria.
At the end of the day common sense should reign, but for Christians other things take precedent even more than that. Spiritual death is of far greater horror than even physical.
If we stay in front of the viruss spread now, there will be a lot less fear and hysteria in the long run.