'"Losing My Mind" is from the 1971 musicalFollies. "Twist in My Sobriety" was originally recorded by Tanita Tikaram, from the 1988 album Ancient Heart. '"Love Pains" was originally recorded by Yvonne Elliman, from the 1979 album Yvonne. "Rent" and "Tonight Is Forever" were both originally recorded by Pet Shop Boys from, respectively, the albums Actually (1987) and Please (1986).
The Pet Shop Boys demo version of "Losing My Mind" (which had Neil Tennant singing the vocal) was later 'tidied up' and released as a B-side on the Pet Shop Boys single "Jealousy".
The album title was chosen, at Minnelli's request, by Pet Shop Boys after they heard an offhand comment by their friend Janet Street-Porter regarding some of her clothes ("I call it my results wear 'cause when I wear them I always get results").