MetaDx Lab Blog
Written by the MetaDx Lab clinical and engineering team. We write about what we're learning - including where our models fall short.
Point-of-care analyzers deliver results in minutes, but analytical precision gaps matter when decisions hinge on values near clinical thresholds. Understanding when speed helps and when precision matters more produces better patient outcomes.
Read articleAnnual wellness visits are the highest-value opportunity in companion animal medicine for early disease detection. Adding targeted biomarkers beyond the standard panel changes what you find and how early you find it.
Read articleOur neoplasia screening panel now includes four additional biomarker signatures, improving sensitivity for early-stage detection in high-risk breeds. Onboarding is open for partner clinics in the Pacific Northwest and Texas.
Read articleSpot glucose measurements in diabetic dogs are highly sensitive to stress, feeding time, and handling artifacts. Fructosamine reflects average glycemic control over the preceding 2 to 3 weeks and is the more reliable monitoring marker.
Read articleTreating hyperthyroidism in cats sometimes unmasks underlying kidney disease. This is not a rare edge case — it affects roughly 40% of hyperthyroid cats over 10 years old and requires a specific pre-treatment diagnostic protocol.
Read articlePrescribing immunosuppressants for a dog that would respond to a hydrolyzed protein diet is a common and avoidable clinical error. Better biomarker panels and a structured diagnostic ladder reduce this specific mistake significantly.
Read articleNot every veterinary problem benefits from a machine learning solution. An honest assessment of where AI-driven diagnostics add genuine clinical value — and where they do not — across high-dimensional biomarker panels, trend analysis, and breed risk stratification.
Read articleA 6-month prospective study across 8 partner clinics examined cardiac biomarker sensitivity in a breed with unusually high DCM prevalence. The data shows NT-proBNP performs differently in Dobermanns than reference range tables suggest.
Read articleAny systemic illness suppresses total T4, causing thyroid panels taken during unrelated illness to appear hypothyroid when they are not. Knowing when to defer thyroid testing prevents a significant source of misdiagnosis.
Read articleSDMA changed feline nephrology. But 3 years of clinical data show it misses roughly 22% of Stage 1 cases when used without concurrent cystatin-C measurement. Here is what the multi-marker approach looks like in practice.
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