Abstract: A microscope slide holding cassette includes a main body for surrounding and protecting microscopes, and shelves capable of holding the microscope slides. The shelves have support members that extend outwardly in order to support label ends of slides. Catches carried at the end of the support members are capable of limiting movement of the slides during transport of the cassette. To transport slides to different workstations, a pickup device can use a vacuum to pick up a slide without contacting areas of the slide that may have glue. The pickup device can load and unload the cassette. The pickup device can have a low-profile configuration in order to access relatively small spaces for processing flexibility.