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Classification and Prognostication of B-Cell and T-Cell Multicentric Lymphoma in Dogs Using Serum MicroRNAs
Latasha Ludwig1,2, Heather Treleaven1, Roger Moorehead3
1Department of Pathobiology, University of Guelph, Guelph, Ontario, Canada.
Serum microRNAs (miRNAs) can help differentiate canine B-cell lymphoma (BCL) and T-cell lymphoma (TCL). miRNA profiles can also predict prognosis in dogs with BCL receiving chemotherapy.
Area of Science:
- Veterinary Oncology
- Molecular Diagnostics
- Canine Cancer Research
Background:
- Canine multicentric lymphoma is common but often relapses.
- B-cell (BCL) and T-cell (TCL) lymphomas require different treatments.
- Current diagnostic methods like immunophenotyping are costly and sample-dependent.
Purpose of the Study:
- To establish serum microRNA (miRNA) profiles for canine BCL and TCL.
- To evaluate the diagnostic potential of miRNA models for classifying lymphoma types.
- To assess the prognostic value of serum miRNAs in canine BCL.
Main Methods:
- Investigated 59 miRNAs using RT-qPCR in serum samples.
- Employed pruned decision tree models for classification and prognosis prediction.
- Analyzed differential expression between BCL, TCL, and control groups.
Main Results:
- Six miRNAs were differentially expressed between BCL and controls; three between BCL and TCL.
- A three-miRNA model achieved 83.02% accuracy in differentiating BCL, TCL, and controls.
- Another three-miRNA model stratified BCL cases by survival, indicating prognostic value.
Conclusions:
- Serum miRNA profiles can distinguish canine BCL from TCL and healthy controls.
- Multivariable miRNA models show promise for aiding lymphoma diagnosis.
- Serum miRNA analysis offers a non-invasive tool for canine lymphoma prognostication.
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