Yes, chemotherapy can significantly impact skin moisture levels. Many chemotherapy drugs cause skin to become dry, itchy, and flaky by affecting the body's ability to retain water. This can lead to a condition known as xerosis. To manage this, dermatologists often recommend the use of hydrating lotions and emollients that can help to lock in moisture and alleviate discomfort.