Comparative Analysis of Conventional and Digital Microscopy for Counting Mitotic Figures in Cutaneous Neoplasms of Dogs and Cats
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Bertram, C.A.; Klopfleisch, R. The pathologist 2.0: An update on digital pathology in veterinary medicine. Vet. Pathol. 2017, 54, 756–766. [Google Scholar] [CrossRef] [PubMed]
- Pantanowitz, L. Digital images and the future of digital pathology. J. Pathol. Inform. 2010, 1, 15. [Google Scholar] [CrossRef] [PubMed]
- Bertram, C.A.; Aubreville, M.; Donovan, T.A.; Bartel, A.; Wilm, F.; Marzahl, C.; Assenmacher, C.-A.; Becker, K.; Bennett, M.; Corner, S.; et al. Computer-assisted mitotic count using a deep learning-based algorithm improves interobserver reproducibility and accuracy. Vet. Pathol. 2022, 59, 211–226. [Google Scholar] [CrossRef] [PubMed]
- Al-Janabi, S.; Van Slooten, H.J.; Visser, M.; Van Der Ploeg, T.; Van Diest, P.J.; Jiwa, M. Evaluation of mitotic activity index in breast cancer using whole slide digital images. PLoS ONE 2013, 8, e82576. [Google Scholar] [CrossRef]
- Koch, L.H.; Lampros, J.N.; Delong, L.K.; Chen, S.C.; Woosley, J.T.; Hood, A.F. Randomized comparison of virtual microscopy and traditional glass microscopy in diagnostic accuracy among dermatology and pathology residents. Hum. Pathol. 2009, 40, 662–667. [Google Scholar] [CrossRef]
- Lashen, A.; Ibrahim, A.; Katayama, A.; Ball, G.; Mihai, R.; Toss, M.; Rakha, E. Visual assessment of mitotic figures in breast cancer: A comparative study between light microscopy and whole slide images. Histopathology 2021, 79, 913–925. [Google Scholar] [CrossRef]
- Nielsen, P.S.; Lindebjerg, J.; Rasmussen, J.; Starklint, H.; Waldstrøm, M.; Nielsen, B. Virtual microscopy: An evaluation of its validity and diagnostic performance in routine histologic diagnosis of skin tumors. Hum. Pathol. 2010, 41, 1770–1776. [Google Scholar] [CrossRef]
- Williams, B.J.; Hanby, A.; Millican-Slater, R.; Nijhawan, A.; Verghese, E.; Treanor, D. Digital pathology for the primary diagnosis of breast histopathological specimens: An innovative validation and concordance study on digital pathology validation and training. Histopathology 2018, 72, 662–671. [Google Scholar] [CrossRef]
- Lempp, C.; Arms, S.; Bertram, C.A.; Klopfleisch, R.; Igl, B.W.; Hezler, L.; Nolte, T.; Pohlmeyer-Esch, G. A minimal approach to demonstrate concordance of digital and conventional microscopy in toxicologic pathology. Toxicol. Pathol. 2024, 52, 251–257. [Google Scholar] [CrossRef]
- Bonsembiante, F.; Martini, V.; Bonfanti, U.; Casarin, G.; Trez, D.; Gelain, M.E. Cytomorphological description and intra-observer agreement in whole slide imaging for canine lymphoma. Vet. J. 2018, 236, 96–101. [Google Scholar] [CrossRef]
- Bonsembiante, F.; Bonfanti, U.; Cian, F.; Cavicchioli, L.; Zattoni, B.; Gelain, M.E. Diagnostic validation of a whole-slide imaging scanner in cytological samples: Diagnostic accuracy and comparison with light microscopy. Vet. Pathol. 2019, 56, 429–434. [Google Scholar] [CrossRef] [PubMed]
- Blanchet, C.J.K.; Fish, E.J.; Miller, A.G.; Snyder, L.A.; Labadie, J.D.; Avery, P.R. Evaluation of region of interest digital cytology compared to light microscopy for veterinary medicine. Vet. Pathol. 2019, 56, 725–731. [Google Scholar] [CrossRef] [PubMed]
- Bertram, C.A.; Gurtner, C.; Dettwiler, M.; Kershaw, O.; Dietert, K.; Pieper, L.; Pischon, H.; Gruber, A.D.; Klopfleisch, R. Validation of digital microscopy compared with light microscopy for the diagnosis of canine cutaneous tumors. Vet. Pathol. 2018, 55, 490–500. [Google Scholar] [CrossRef]
- Wei, B.R.; Halsey, C.H.; Hoover, S.B.; Puri, M.; Yang, H.H.; Gallas, B.D. Agreement in histological assessment of mitotic activity between microscopy and digital whole slide images informs conversion for clinical diagnosis. Acad. Pathol. 2019, 6, 2374289519859841. [Google Scholar] [CrossRef] [PubMed]
- Donovan, T.A.; Moore, F.M.; Bertram, C.A.; Luong, R.; Bolfa, P.; Klopfleisch, R.; Tvedten, H.; Salas, E.N.; Whitley, D.B.; Aubreville, M.; et al. Mitotic figures—Normal, atypical, and imposters: A guide to identification. Vet. Pathol. 2021, 58, 243–257. [Google Scholar] [CrossRef]
- Meuten, D.J.; Moore, F.M.; George, J.W. Mitotic count and the field of view area: Time to standardize. Vet. Pathol. 2016, 53, 7–9. [Google Scholar] [CrossRef]
- Bertram, C.A.; Donovan, T.A.; Bartel, A. Mitotic activity: A systematic literature review of the assessment methodology and prognostic value in canine tumors. Vet. Pathol. 2024, 61, 752–764. [Google Scholar] [CrossRef]
- Bertram, C.A.; Donovan, T.A.; Bartel, A. Mitotic activity: A systematic literature review of the assessment methodology and prognostic value in feline tumors. Vet. Pathol. 2024, 61, 743–751. [Google Scholar] [CrossRef]
- Evans, A.J.; Brown, R.W.; Bui, M.M.; Chlipala, E.A.; Lacchetti, C.; Milner, D.A.; Pantanowitz, L.; Parwani, A.V.; Reid, K.; Riben, M.W.; et al. Validating whole slide imaging systems for diagnostic purposes in pathology guideline update from the College of American Pathologists in collaboration with the American Society for Clinical Pathology and the Association for Pathology Informatics. Arch. Pathol. Lab. Med. 2022, 146, 440–450. [Google Scholar] [CrossRef]
- Kiupel, M.; Webster, J.D.; Bailey, K.L.; Best, S.; DeLay, J.; Detrisac, C.J.; Fitzgerald, S.D.; Gamble, D.; Ginn, P.E.; Goldschmidt, M.H.; et al. Proposal of a 2-tier histologic grading system for canine cutaneous mast cell tumors to more accurately predict biological behavior. Vet. Pathol. 2011, 48, 147–155. [Google Scholar] [CrossRef]
- Dennis, M.M.; McSporran, K.D.; Bacon, N.J.; Schulman, F.Y.; Foster, R.A.; Powers, B.E. Prognostic factors for cutaneous and subcutaneous soft tissue sarcomas in dogs. Vet. Pathol. 2011, 48, 73–84. [Google Scholar] [CrossRef] [PubMed]
- Trojani, M.; Contesso, G.; Coindre, J.M.; Rouesse, J.; Bull, N.B.; De Mascarel, A.; Goussot, J.F.; David, M.; Bonichon, F.; Lagarde, C. Soft-tissue sarcomas of adults; study of pathological prognostic variables and definition of a histopathological grading system. Int. J. Cancer 1984, 33, 37–42. [Google Scholar] [CrossRef] [PubMed]
- Landis, J.R.; Koch, G.G. The measurement of observer agreement for categorical data. Biometrics 1977, 33, 159. [Google Scholar] [CrossRef] [PubMed]
- Koo, T.K.; Li, M.Y. A guideline of selecting and reporting intraclass correlation coefficients for reliability research. J. Chropr. Med. 2016, 15, 155–163. [Google Scholar] [CrossRef]
- Zuraw, A.; Aeffner, F. Whole-slide imaging, tissue image analysis, and artificial intelligence in veterinary pathology: An updated introduction and review. Vet. Pathol. 2022, 59, 6–25. [Google Scholar] [CrossRef]
- Goldschmidt, M.H.; Goldschmidt, K.H. Epithelial and melanocytic tumors of the skin. In Tumors in Domestic Animals; John Wiley & Sons: Hoboken, NJ, USA, 2016; pp. 88–141. [Google Scholar]
- Kiupel, M. Mast cell tumors. In Tumors in Domestic Animals; John Wiley & Sons: Hoboken, NJ, USA, 2016; pp. 176–202. [Google Scholar]
- Avallone, G.; Rasotto, R.; Chambers, J.K.; Miller, A.D.; Behling-Kelly, E.; Monti, P.; Berlato, D.; Valenti, P.; Roccabianca, P. Review of histological grading systems in veterinary medicine. Vet. Pathol. 2021, 58, 809–828. [Google Scholar] [CrossRef]
- Jones, N.B.; Iwenofu, H.; Scharschmidt, T.; Kraybill, W. Prognostic factors and staging for soft tissue sarcomas: An update. Surg. Oncol. Clin. N. Am. 2012, 21, 187–200. [Google Scholar] [CrossRef]
- Barboule, N.; Truchet, I.; Valette, A. Localization of phosphorylated forms of Bcl-2 in mitosis: Co-localization with Ki-67 and nucleolin in nuclear structures and on mitotic chromosomes. Cell Cycle 2005, 4, 590–596. [Google Scholar] [CrossRef]
- Tabata, K.; Uraoka, N.; Benhamida, J.; Hanna, M.G.; Sirintrapun, S.J.; Gallas, B.D.; Gong, Q.; Aly, R.G.; Emoto, K.; Matsuda, K.M.; et al. Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners. Diagn. Pathol. 2019, 14, 65. [Google Scholar] [CrossRef]
- Bertram, C.A.; Aubreville, M.; Marzahl, C.; Maier, A.; Klopfleisch, R.A. Large-scale dataset for mitotic figure assessment on whole slide images of canine cutaneous mast cell tumor. Sci. Data 2019, 6, 274. [Google Scholar] [CrossRef]
- Bertram, C.A.; Stathonikos, N.; Donovan, T.A.; Bartel, A.; Fuchs-Baumgartinger, A.; Lipnik, K.; van Diest, P.J.; Bonsembiante, F.; Klopfleisch, R. Validation of digital microscopy: Review of validation methods and sources of bias. Vet. Pathol. 2022, 59, 26–38. [Google Scholar] [CrossRef]







| Digital Slides (DSs) | OB1 × OB2 (r) | OB2 × OB3 (r) | OB1 × OB3 (r) |
| Squamous Cell Carcinoma | 0.72 *** | 0.70 *** | 0.72 *** |
| Mast Cell Tumors | 0.34 | 0.36 | 0.49 * |
| Soft Tissue Tumors | 0.67 *** | 0.66 *** | 0.78 *** |
| Glass Slides (GSs) | OB1 × OB2 (r) | OB2 × OB3 (r) | OB1 × OB3 (r) |
| Squamous Cell Carcinoma | 0.68 *** | 0.75 *** | 0.77 *** |
| Mast Cell Tumors | 0.16 | 0.39 * | 0.46 * |
| Soft Tissue Tumors | 0.30 | 0.25 | 0.85 *** |
| DS × GS | OB1 (r) | OB2 (r) | OB3 (r) |
|---|---|---|---|
| Squamous Cell Carcinoma | 0.72 *** | 0.69 *** | 0.82 *** |
| Mast Cell Tumors | 0.37 * | 0.13 | 0.62 *** |
| Soft Tissue Tumors | 0.72 *** | 0.19 | 0.76 *** |
| GSs | OB1 × Ki67 (r) | OB2 × Ki67 (r) | OB3 × Ki67 (r) |
| Squamous Cell Carcinoma | 0.2535 | 0.3153 | 0.2522 |
| Mast Cell Tumors | 0.4085 * | 0.08935 | 0.1817 |
| Soft Tissue Tumors | 0.1738 | 0.0504 | 0.0132 |
| DSs | OB1 × Ki67 | OB2 × Ki67 | OB3 × Ki67 |
| Squamous Cell Carcinoma | 0.2926 | 0.4045 * | 0.2242 |
| Mast Cell Tumors | 0.2605 | 0.2978 | 0.3497 |
| Soft Tissue Tumors | 0.01573 | 0.2167 | 0.3071 |
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Moreira, L.G.A.; Souza, L.R.; Paula, N.F.; Oliveira, T.S.; Oliveira, A.R.; Donovan, T.A.; Bertram, C.A.; Paixão, T.A.; Santos, R.L. Comparative Analysis of Conventional and Digital Microscopy for Counting Mitotic Figures in Cutaneous Neoplasms of Dogs and Cats. Animals 2026, 16, 1268. https://doi.org/10.3390/ani16081268
Moreira LGA, Souza LR, Paula NF, Oliveira TS, Oliveira AR, Donovan TA, Bertram CA, Paixão TA, Santos RL. Comparative Analysis of Conventional and Digital Microscopy for Counting Mitotic Figures in Cutaneous Neoplasms of Dogs and Cats. Animals. 2026; 16(8):1268. https://doi.org/10.3390/ani16081268
Chicago/Turabian StyleMoreira, Larissa G. A., Lucas R. Souza, Nayara F. Paula, Taismara S. Oliveira, Ayisa R. Oliveira, Taryn A. Donovan, Christof A. Bertram, Tatiane A. Paixão, and Renato L. Santos. 2026. "Comparative Analysis of Conventional and Digital Microscopy for Counting Mitotic Figures in Cutaneous Neoplasms of Dogs and Cats" Animals 16, no. 8: 1268. https://doi.org/10.3390/ani16081268
APA StyleMoreira, L. G. A., Souza, L. R., Paula, N. F., Oliveira, T. S., Oliveira, A. R., Donovan, T. A., Bertram, C. A., Paixão, T. A., & Santos, R. L. (2026). Comparative Analysis of Conventional and Digital Microscopy for Counting Mitotic Figures in Cutaneous Neoplasms of Dogs and Cats. Animals, 16(8), 1268. https://doi.org/10.3390/ani16081268

