Preoperative Clinical Predictors of Histologic Malignancy and Carcinoma Grade in 286 Canine Mammary Nodules from 92 Bitches: A Retrospective Study
| dc.contributor.author | Fuertes Recuero, Manuel | |
| dc.contributor.author | García San José, Paula | |
| dc.contributor.author | Valdivia Lara, Edgar Guillermo | |
| dc.contributor.author | Suarez-Redondo, María | |
| dc.contributor.author | Penelo Hidalgo, Silvia | |
| dc.contributor.author | Arenillas Baquero, Mario | |
| dc.contributor.author | Camacho-Alonso, Laura | |
| dc.contributor.author | Peña Fernández, Laura Luisa | |
| dc.contributor.author | Pérez Alenza, María De Los Dolores | |
| dc.contributor.author | Ortiz Díez, Gustavo | |
| dc.date.accessioned | 2026-02-25T12:41:19Z | |
| dc.date.available | 2026-02-25T12:41:19Z | |
| dc.date.issued | 2026 | |
| dc.description | Author Contributions Conceptualization, M.F.-R., P.G.S.J., G.V., M.S.-R., S.P., M.A., L.C.-A., L.P., D.P.-A. and G.O.-D.; methodology, M.F.-R., P.G.S.J., G.V., M.S.-R., S.P., M.A., L.C.-A., L.P., D.P.-A. and G.O.-D.; validation, M.F.-R., P.G.S.J., G.V., M.S.-R., S.P., M.A., L.C.-A., L.P., D.P.-A. and G.O.-D.; investigation, M.F.-R., P.G.S.J., G.V., M.S.-R., S.P., M.A., L.C.-A., L.P., D.P.-A. and G.O.-D.; resources, L.P., D.P.-A. and G.O.-D.; writing—original draft preparation, M.F.-R., P.G.S.J., G.V., M.S.-R., S.P., M.A. and L.C.-A.; writing—review and editing, L.P., D.P.-A. and G.O.-D.; visualization, M.F.-R., P.G.S.J., G.V., M.S.-R., S.P., M.A., L.C.-A., L.P., D.P.-A. and G.O.-D.; supervision, L.P., D.P.-A. and G.O.-D. All authors have read and agreed to the published version of the manuscript | |
| dc.description.abstract | Canine mammary tumours often present as multiple synchronous nodules, necessitating decisions regarding staging intensity and surgical planning prior to histology. We developed two preoperative nodule-level prediction models using only the medical history and physical examination of client-owned bitches with mammary disease, which were staged using the WHO-modified TNM system with a M0 classification (no distant metastasis) at the time of presentation. This retrospective study analysed 286 surgically excised mammary nodules from 92 dogs managed under a standardised mammary oncology protocol; those with inflammatory mammary carcinoma or distant metastasis were excluded. The outcomes were (i) malignant versus benign/non-neoplastic histology (for all nodules) and (ii) intermediate/high histologic grade (II-III versus I) among carcinomas. Separate multivariable Firth penalised logistic regression models accounted for within-dog clustering with dog-level bootstrap internal validation. Multiple imputation was used in a sensitivity analysis for missingness in the detection-to-surgery interval. Malignancy was confirmed in 87/286 (30.4%) of the nodules (86 carcinomas), including 35/87 (40.2%) that measured less than 1 cm. Among complete cases (153 nodules), malignancy was associated with age at neutering, maximum tumour diameter, owner-reported rapid growth and a detection-to-surgery interval of more than 3.5 months (an exploratory ROC-derived threshold) with good discrimination (area under the curve (AUC) 0.805; optimism-corrected 0.799) and acceptable calibration. Among carcinomas (83 specimen), previous mammary tumours, bloody nipple discharge and fewer synchronous nodules were associated with intermediate/high malignancy grade (AUC 0.859). Sensitivity analyses yielded directionally consistent estimates. Routinely available clinical information may provide interpretable preoperative risk stratification to support staging and surgical planning, pending external validation | |
| dc.description.department | Depto. de Fisiología | |
| dc.description.department | Depto. de Medicina y Cirugía Animal | |
| dc.description.faculty | Fac. de Veterinaria | |
| dc.description.refereed | TRUE | |
| dc.description.status | pub | |
| dc.identifier.citation | Fuertes-Recuero, M., García San José, P., Valdivia, G., Suarez-Redondo, M., Penelo, S., Arenillas, M., Camacho-Alonso, L., Peña, L., Pérez-Alenza, D., & Ortiz-Díez, G. (2026). Preoperative Clinical Predictors of Histologic Malignancy and Carcinoma Grade in 286 Canine Mammary Nodules from 92 Bitches: A Retrospective Study. Animals : an open access journal from MDPI, 16(3), 421. https://doi.org/10.3390/ani16030421 | |
| dc.identifier.doi | 10.3390/ani16030421 | |
| dc.identifier.essn | 2076-2615 | |
| dc.identifier.officialurl | https://doi.org/10.3390/ani16030421 | |
| dc.identifier.pmid | 41681401 | |
| dc.identifier.relatedurl | https://pubmed.ncbi.nlm.nih.gov/41681401/ | |
| dc.identifier.uri | https://hdl.handle.net/20.500.14352/133202 | |
| dc.issue.number | 421 | |
| dc.journal.title | Animals | |
| dc.language.iso | eng | |
| dc.page.final | 14 | |
| dc.page.initial | 1 | |
| dc.publisher | MDPI | |
| dc.rights | Attribution 4.0 International | en |
| dc.rights.accessRights | open access | |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
| dc.subject.cdu | 616-006.64-092.18 | |
| dc.subject.keyword | Canine mammary tumours | |
| dc.subject.keyword | Clustered data | |
| dc.subject.keyword | Logistic regression | |
| dc.subject.keyword | Histological grade | |
| dc.subject.keyword | Histological malignancy | |
| dc.subject.keyword | Prediction model | |
| dc.subject.keyword | Preoperative clinical predictors | |
| dc.subject.ucm | Patología veterinaria | |
| dc.subject.unesco | 3109 Ciencias Veterinarias | |
| dc.subject.unesco | 3109.07 Patología | |
| dc.title | Preoperative Clinical Predictors of Histologic Malignancy and Carcinoma Grade in 286 Canine Mammary Nodules from 92 Bitches: A Retrospective Study | |
| dc.type | journal article | |
| dc.type.hasVersion | VoR | |
| dc.volume.number | 16(3) | |
| dspace.entity.type | Publication | |
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