A harness system for a patient transport apparatus. The harness system comprises one or more harness assemblies. Each harness assembly comprises a flexible restraint member formed of a coated fabric and comprising one or more joints in which stitches join sections of the coated fabric. Covers are attached to the coated fabric over the stitches to provide a barrier to outside contaminants and to ease cleaning of the flexible restraint member.