6 at Spring St.; C, E at Spring St.; B, D, F, M at Broadway-Lafayette St.; N, R at Prince St. Barneys has long been the benchmark for sophisticated—but not stuffy—designer department stores.

It will close stores in Chicago, Las Vegas and Seattle, along with five smaller concept stores and seven Barneys Warehouse locations. Barneys has faced a steep rise in rent at its Manhattan ...