Breast cancer doesn't always start with a lump. Oftentimes, some of the first warning signs show up on the skin. Research shows that up to 10% of breast cancer patients were initially diagnosed with skin changes. Read more: ↧ Breast cancer can show up on the skin. Here's what to know From rashes to hair loss, breast cancer and its treatments can cause changes to the skin, hair and nails.