Pathogens can be identified in tissue samples through their characteristic appearance under the microscope and specific staining properties. For instance, Gram-positive bacteria appear purple, while Gram-negative bacteria appear pink. Additionally, advanced techniques like immunohistochemistry and in situ hybridization can detect specific antigens or genetic material of the pathogens.