**SECURITIES AND EXCHANGE COMMISSION****Washington, D.C.  20549****UNITED STATES****FORM 10-K****[ X ] ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934****[    ] TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934**(State or Other Jurisdiction(Telephone number, including area code)**Delaware**(I.R.S. Employer Identification No.)**74-2440850**(Commission file number of Issuing Entity) (Address of Principal Executive Offices)**New York, New York****745 Seventh Avenue, 7th Floor**(Zip Code)**10019****(212) 526-7000**Securities registered pursuant to Section 12(b) of the Act:NoneIndicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. For the fiscal year ended December 31, 2006orFor the transition period from _____________ to _____________(Exact name of Issuing Entity)Securities registered pursuant to Section 12(g) of the Act:NoneIndicate by check mark  if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act.Indicate by check mark  if disclosure of delinquent filers pursuant to Item 405 of Regulation S-K ( 229.405 of this chapter) is not contained herein, and will not be contained, to the best of registrant's knowledge, in definitive proxy or information statements incorporated by reference in Part III of this Form 10-K or any amendment to this Form 10-K.                      Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, or a non-accelerated filer.Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Act).**[  Yes]****Lehman XS Trust, Series 2006-GP1**Documents incorporated by reference:State the aggregate market value of the voting and non-voting common equity held by non-affiliates computed by reference to the price at which the common equity was last sold, or the average bid and asked price of such common equity, as of the last business day of the registrant's most recently completed second fiscal quarter.**Not Applicable.****[X No]****[  Yes] [X No]****[X Yes] [  No]****[X]****[  Yes] [X No]****Large accelerated filer [ ]****Accelerated filer [ ]****Non-accelerated filer [X]**(Exact Name of Registrant as Specified in its Charter)(Exact Name of Sponsor as Specified in its Charter)**Structured Asset Securities Corporation (Depositor)****Lehman Brothers Holdings Inc.****333-127589-45**Indicate by check mark whether the registrant has filed all documents and reports required to be filed by Section 12, 13 or 15(d) of the Securities Exchange Act of 1934 subsequent to the distribution of securities under a plan confirmed by a court.**Not Applicable.**Indicate the number of shares outstanding of each of the registrant's classes of common stock, as of December 31, 2006.**Not Applicable.**List hereunder the following documents if incorporated by reference and the Part of the Form 10-K (e.g., Part I, Part II, etc.) into which the document is incorporated:  (1)Any annual report to security holders; (2) Any proxy or information statement; and (3)Any prospectus filed pursuant to Rule 424(b) or (c) under the Securities Act of 1933.  The listed documents should be clearly described for identification purposes (e.g., annual report to security holders for fiscal year ended December 24, 1980).**None.****PART I****Item 1. Business.****Item 1A. Risk Factors.****Item 1B. Unresolved Staff Comments.****Item 2. Properties.****Item 3. Legal Proceedings.****Item 4. Submission of Matters to a Vote of Security Holders.**Not Applicable.Not Applicable.Not Applicable.Not Applicable.Not Applicable.Not Applicable.**Item 5. Market for Registrant's Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities.****Item 6. Selected Financial Data.****Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operation.****Item 7A. Quantitative and Qualitative Disclosures About Market  Risk.****Item 8. Financial Statements and Supplementary Data.****Item 9. Changes in and Disagreements With Accountants on Accounting and Financial Disclosure.****Item 9A. Controls and Procedures.****Item 9B. Other Information.****PART II**None.Not Applicable.Not Applicable.Not Applicable.Not Applicable.Not Applicable.Not Applicable.Not Applicable.**Item 9A(T). Controls and Procedures.**Not Applicable.**Item 10. Directors and Executive Officers of the Registrant.****Item 11. Executive Compensation.****Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters.****Item 13. Certain Relationships and Related Transactions.****Item 14. Principal Accounting Fees and Services.****PART III**Not Applicable.Not Applicable.Not Applicable.Not Applicable.Not Applicable.a)    1. Not Applicable.**Item 15. Exhibits, Financial Statement Schedules.**       2. Not Applicable.       3. The exhibits filed in response to Item 601 of Regulation S-K are listed in the Exhibit Index.b)    See (a) above.c)    Not Applicable.**PART IV****ADDITIONAL ITEMS REQUIRED BY GENERAL INSTRUCTION J****Item 1112(b) of Regulation AB.****Item 1114(b)(2) of Regulation AB.****Item 1117 of Regulation AB.****Item 1119 of Regulation AB.****Item 1122 of Regulation AB.**See Exhibit 33 and Exhibit 34.**Servicer Compliance Statement.**See Exhibit 35.**Significant Obligors of Pool Assets (Financial Information).****Item 1115(b) of Regulation AB.****Credit Enhancement and Other Support, Except for Certain Derivatives Instruments (Information Regarding Significant Enhancement Providers Financial Information).****Certain Derivatives Instruments (Financial Information).****Legal Proceedings.****Affiliations and Certain Relationships and Related Transactions.****Compliance with Applicable Servicing Criteria****Item 1123 of Regulation AB.**Not Applicable.Not Applicable.Not Applicable.Not Applicable.Information required by Item 1119 has been omitted from this annual report on Form 10-K because it is substantially the same information as has been provided previously in a prospectus timely filed pursuant to Rule 424 promulgated under the Securities Act of 1933 under the same Central Index Key (CIK) code as this annual report on Form 10-k.Greenpoint Mortgage Funding, Inc.'s report on assessment of compliance with servicing criteria and the related registered public accounting firm's attestation report identify the following material instances of noncompliance with the servicing criteria:  With respect to Item 1122(d)(1)(i), there were no policies and procedures instituted to monitor the performance or other triggers and events of defaults in accordance with the transaction agreements; with respect to Item 1122(d)(2)(iv), the related accounts for each transaction were not maintained as set forth in agreements; with respect to Item 1122(d)(3)(ii), amounts due to Investors were not remitted in accordance with the timeframes set forth in transaction agreements.**SIGNATURES**By (Signature and Title):Date**March 29, 2007****/s/ E. Todd Whittemore****E. Todd WhittemoreExecutive Vice President, Master Servicing**Pursuant to the requirements of the Securities Exchange Act of 1934, this report has been signed below by the following persons on behalf of the registrant and in the capacities and on the dates indicated.**Aurora Loan Services LLC, as Master Servicer****Lehman XS Trust, Series 2006-GP1****EXHIBIT INDEX**EXHIBIT DESCRIPTION        Exhibit 31       302 Sarbanes-Oxley Certification       Exhibit 33       Item 1122 Compliance with Applicable Servicing Criteria - Assessments       Exhibit 34       Item 1122 Compliance with Applicable Servicing Criteria - Attestations       Exhibit 35       Item 1123 Servicer Compliance Statement       Exhibit 4Trust Agreement dated as of April 1, 2006, among Structured Asset Securities Corporation, as Depositor, Aurora Loan Services LLC, as Master Servicer, and U.S. Bank National Association, as Trustee (incorporated herein by reference from Exhibit 4.1 of the Current Report on Form 8-K of the registrant, as filed with the Commission on May 12, 2006).       Exhibit 10Incorporated by reference as Exhibit 4.a) Assurant Inc., as Sub-Contractor for Greenpoint Mortgage Funding, Inc.b) Aurora Loan Services LLC, as Master Servicerc) Aurora Loan Services LLC, as Servicerd) First American Real Estate Solutions of Texas, L.P., as Sub-Contractor for Aurora Loan Services LLCe) GMAC Mortgage, LLC, as Servicerf) Greenpoint Mortgage Funding, Inc., as Servicerg) LandAmerica Tax and Flood Services, Inc., as Sub-Contractor for Greenpoint Mortgage Funding, Inc.h) Newport Management Corporation, as Sub-Contractor for Aurora Loan Services LLCi) U.S. Bank National Association, as Trustee, Paying Agent and Custodiana) Assurant Inc., as Sub-Contractor for Greenpoint Mortgage Funding, Inc.b) Aurora Loan Services LLC, as Master Servicerc) Aurora Loan Services LLC, as Servicerd) First American Real Estate Solutions of Texas, L.P., as Sub-Contractor for Aurora Loan Services LLCe) GMAC Mortgage, LLC, as Servicerf) Greenpoint Mortgage Funding, Inc., as Servicerg) LandAmerica Tax and Flood Services, Inc., as Sub-Contractor for Greenpoint Mortgage Funding, Inc.h) Newport Management Corporation, as Sub-Contractor for Aurora Loan Services LLCi) U.S. Bank National Association, as Trustee, Paying Agent and Custodiana) Aurora Loan Services LLC, as Master Servicerb) Aurora Loan Services LLC, as Servicerc) GMAC Mortgage, LLC, as Servicerd) Greenpoint Mortgage Funding, Inc., as Servicer