Medicare Teaching Anesthesiology Funding Restoration Act of 2006 - Amends title XVIII (Medicare) of the Social Security Act with respect to part B (Supplementary Medical Insurance) to set forth a special payment rule of 100% of the fee schedule amount for teaching anesthesiologists involved in the training of physician residents, if certain presence and availability requirements are met.