A modified microbubble is provided. The modified microbubble includes an albumin microbubble and a plurality of chitosan oligosaccharide lactates. The albumin microbubble includes an albumin shell and a gas core inside the albumin shell. The plurality of chitosan oligosaccharide lactates is connected to an outer surface of the albumin shell.