We finally analyzed over 208,000 skeletal muscle fibers based on the expert-level performance of U-Netsynth and showed, that it is possible to distinguish between healthy control and diseased (desmin knock-out myopathy) tissue samples solely based on a single fiber feature or the thickness of the connective tissue. Here, DES is linked to myopathy.