The 27-year-old picked up a minor knock in the draw at Chelsea last weekend and Pardew has decided not to risk the winger.
Shane Ferguson is expected to replace Gutierrez for the clash with West Brom.
Pardew told the Evening Chronicle: “Unfortunately, Jonas is out of Sunday, but Shane Ferguson will be fit, so we do have a few options.”
