1. Clinical validation of a blood-based liquid biopsy test integrating cell-free DNA quantification and next-generation sequencing for cancer screening in dogs.
- Author
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Flory, Andi, Ruiz-Perez, Carlos A., Clavere-Graciette, Ana G., Rafalko, Jill M., O'Keli, Allison L., Flesner, Brian K., McLennan, Lisa M., Hicks, Susan C., Nakashe, Prachi, Phelps-Dunn, Ashley, DiMarzio, Lauren R., Warren, Chelsea D., Cohen, Todd A., Chibuk, Jason, Chorny, Ilya, Grosu, Daniel S., Tsui, Dana W. Y., Tynan, John A., and Kruglyak, Kristina M.
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CIRCULATING tumor DNA , *NUCLEOTIDE sequencing , *EARLY detection of cancer , *MACHINE learning , *CELL-free DNA , *RETICULUM cell sarcoma - Abstract
OBJECTIVE To validate the performance of a novel, integrated test for canine cancer screening that combines cell-free DNA quantification with next-generation sequencing (NGS) analysis. SAMPLE Retrospective data from a total of 1,947 cancer-diagnosed and presumably cancer-free dogs were used to validate test performance for the detection of 7 predefined cancer types (Iymphoma, hemangiosarcoma, osteosarcoma, leukernia, histiocytic sarcoma, primary lung tumors, and urothelial carcinoma), using independent training and testing sets. METHODS Cell-free DNA quantification data from all samples were analyzed using a proprietary machine learning algorithm to determine a Cancer Probability Index (High, Moderate, or Low). High and Low Probability of Cancer were final result classifications. Moderate cases were additionally analyzed by NGS to arrive at a final classification of High Probability of Cancer (Cancer Signal Detected) or Low Probability of Cancer (Cancer Signal Not Detected). RESULTS Of the 595 dogs in the testing set, 89% (n = 530) received a High or Low Probability result based on the machine learning algorithm; 11% (65) were Moderate Probability, and NGS results were used to assign a final classification. Overall, 87 of 122 dogs with the 7 predefined cancer types were classified as High Probability and 467 of 473 presumably cancer-free dogs were classified as Low Probability, corresponding to a sensitivity of 71.3% for the predefined cancer types at a specificity of 98.7%. CLINICAL RELEVANCE This integrated test offers a novel option to screen for cancer types that may be difficult to detect by physical examination at a dog's wellness visit. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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