Abstract: One of the key components of adsorbents for blood purification is the microsphere adsorbent. Microsphere adsorbents should meet the following requirements: stable physical and chemical structures, easy for functional modification to endow the adsorbents with specific adsorption functions or characteristics, with good biocompatibility and with low non-specific adsorption, as well as with enough mechanical strength. Microsphere adsorbents prepared from polysaccharide bio-based materials fulfill the above requirements and have been widely used in the field of blood adsorption. In this article, adsorbents prepared from polysaccharide bio-based materials such as cellulose, agarose, alginate, as well as adsorbents prepared from the aforementioned materials and carbon materials and the application of the said bio-based adsorbents in blood adsorption is reviewed. The future development is also discussed, aiming to provide guidance and reference for the preparation, functional modification and application research of bio-based adsorbents for blood adsorption.