I use restatement events as a definition of audit failure and examine the response of loan market participants to its informational signal. Using PSM-DID research designs, I document that loan spreads increase by 30 percent (32 bps) on bank loans initiated after restatement. I also find a significant decrease in financial covenant, consistent with lenders’ consideration of information risk due to low audit quality. The increase in spreads is significant for client firms with low information quality, longer detection time for misstatement, and more non-audit public fees paid. Collectively, these results suggest that the reputational damage and increased information risk due to the contagion effect of audit failures at the audit office level is priced in loan markets.