Sen. John McCain's son served until last month on the board audit committee of a Nevada bank that is struggling to survive amid mounting losses and regulatory scrutiny.

Andrew K. McCain, 46, was on the board of Silver State Bancorp for five months before he resigned on July 25 for unspecified "personal reasons," according to a news release issued by the bank at the time.

A...