AMENDMENT NO. 1 Dated as of October 31, 2006 to AMENDED AND RESTATED TRUST AGREEMENT dated as of June 29, 2006 by and among ACCREDITED HOME LENDERS, INC., as Sponsor, ACCREDITED MORTGAGE LOAN REIT TRUST as Depositor, and as Owner Trustee