The primary risk associated with chest X-rays is exposure to ionizing radiation. Although the amount of radiation in a single chest X-ray is relatively low, repeated exposure can accumulate over time, potentially increasing the risk of developing cancer. It's essential to balance the benefits of early detection with the risks of radiation exposure.