Genetics plays a crucial role in cancer development. Inherited mutations in specific genes like BRCA1 and BRCA2 significantly increase the risk of breast and ovarian cancers. Moreover, family history is a strong indicator, as patterns of cancer can often be traced through generations, highlighting the importance of genetic testing and counseling in at-risk populations.