Unfortunately most men tend to ignore potential penile cancer symptoms for some time which leads to a subsequent delay in diagnosis. Penile cancer is usually found on the glands or foreskin of the penis but can also occur on the shaft of the penis. Almost all penile cancers begin in the skin of the penis.