Canine Lymphoma Isn't One Disease: What the WHO Classification Actually Changes
Pathology Deep Dive Eric Snook Pathology Deep Dive Eric Snook

Canine Lymphoma Isn't One Disease: What the WHO Classification Actually Changes

"Lymphoma" tends to function as a single-word diagnosis in the exam room — and it sounds like one disease with one prognosis. It isn't. More than twenty WHO-recognized subtypes range from chemo-responsive to genuinely indolent to aggressive despite looking deceptively low-grade. The subtype is what should be driving the conversation.

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Radiology, Ultrasound, and Derm: AI Moves Into the Veterinary Imaging Suite
Cutting Edge Diagnostics Eric Snook Cutting Edge Diagnostics Eric Snook

Radiology, Ultrasound, and Derm: AI Moves Into the Veterinary Imaging Suite

Imaging data has properties that make it a natural fit for AI. It's inherently digital, produced in large volumes, and involves the kind of spatial pattern recognition that machine learning handles well. This is why medical imaging was one of the first clinical areas where AI showed real promise — and why veterinary imaging is following a similar path, with a lag that reflects the smaller scale of the veterinary market rather than any fundamental barrier.

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