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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Beyond Lymphocytic-Plasmacytic IBD: Recognizing Eosinophilic Enteritis at Surgery
Case Presentation Eric Snook Case Presentation Eric Snook

Beyond Lymphocytic-Plasmacytic IBD: Recognizing Eosinophilic Enteritis at Surgery

Sections of small intestinal wall revealed a marked eosinophilic infiltrate throughout the lamina propria. Eosinophils were present in high numbers in all sections examined, with infiltration extending into the crypts and disrupting the normal crypt architecture in areas. Villous blunting and crypt irregularity were present, consistent with chronic mucosal injury. The degree of eosinophilic infiltration was inconsistent with a reactive response to the foreign body alone — the distribution and severity indicated a pre-existing, active inflammatory process.

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Encephalitozoon cuniculi in Rabbits: A Pathogen Your Patients Are Likely Already Carrying
Pathology Deep Dive Eric Snook Pathology Deep Dive Eric Snook

Encephalitozoon cuniculi in Rabbits: A Pathogen Your Patients Are Likely Already Carrying

E. cuniculi sits in a diagnostically uncomfortable position: it is common enough to be a reflex differential in almost any sick rabbit, but the available antemortem diagnostics are imprecise enough that a positive titer is often adjunctive rather than confirmatory. Understanding the pathology underlying clinical presentations — and what histopathology can and cannot contribute — is essential for navigating these cases well.

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Mammary Carcinoma in a Male Cat: A Diagnosis Worth Not Missing
Case Presentation Eric Snook Case Presentation Eric Snook

Mammary Carcinoma in a Male Cat: A Diagnosis Worth Not Missing

Male cats can develop mammary carcinoma. The diagnosis should be on the differential list for any mammary region mass in a male cat, regardless of neuter status. Given that the vast majority of feline mammary tumors are malignant, histopathology is not optional — cytology alone is unreliable for distinguishing benign from malignant mammary lesions in cats.

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Feline Injection-Site Sarcoma: Revisiting Pathogenesis in the Light of Current Evidence
Pathology Deep Dive Eric Snook Pathology Deep Dive Eric Snook

Feline Injection-Site Sarcoma: Revisiting Pathogenesis in the Light of Current Evidence

And yet, more than three decades later, the pathogenesis of FISS remains incompletely understood. The broad strokes are established: chronic local inflammation at an injection site appears to trigger malignant transformation of fibroblasts or myofibroblasts in genetically susceptible cats. But the molecular details — what drives that transformation, why only certain cats develop it, and which specific pathways sustain tumor growth — are still being worked out.

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NGS in Veterinary Oncology: What's Commercially Available Now and Where It's Headed
Cutting Edge Diagnostics Eric Snook Cutting Edge Diagnostics Eric Snook

NGS in Veterinary Oncology: What's Commercially Available Now and Where It's Headed

…next-generation sequencing (NGS) has arrived in veterinary medicine, but it remains in early clinical adoption, the available assays are almost exclusively validated for dogs, and these tools work best as an adjunct to histopathology rather than a replacement for it. This post offers an honest overview of where things stand today — what you can actually order, what the evidence shows, and where the field is likely headed.

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