All anthropometric, shape, volume and surface area data was obtained using a SizeStream SS14 full body scanner.

Fat proportion data was obtained from a BodPod (Cosmed UK)

Fat distribution data was obtained from Tanita MC-780 multifrequency segmental body composition analyser (MC-780MA, Tanita Corp., Tokyo, Japan)