• RSPs with different structures were obtained by different extraction methods. • EM-RSP had the highest RG-I content and the most unique metabolic pathways. • RSPs differed in the ability to produce SCFAs and regulate the composition of gut microbiota. • RSPs had the potential of probiotics.