AMENDMENT NO. 1 Dated as of October 31, 2006 to AMENDED AND RESTATED TRUST AGREEMENT dated as of November 22, 2004 by and among ACCREDITED HOME LENDERS, INC., as Sponsor, ACCREDITED MORTGAGE LOAN REIT TRUST as Seller, and as Owner Trustee