The Diagnostic Accuracy of Ex Vivo Confocal Laser Scanning Microscopy for Squamous Cell Carcinoma: A Systematic Review and Meta-Analysis
Abstract
1. Introduction
2. Materials and Methods
2.1. Protocol Registration and Reporting Standards
2.2. Search Strategy and Study Selection
2.3. Data Extraction
2.4. Data Synthesis and Statistical Analysis
2.5. Certainty of Evidence Assessment
3. Results
3.1. Study Selection and Characteristics
3.2. Diagnostic Accuracy for SCC Detection
3.3. Diagnostic Accuracy for Margin Assessment
3.4. Robustness Analysis
4. Discussion
4.1. Comparison with Relevant Literature
4.2. Clinical Implications
4.3. Strengths and Limitations
4.4. Future Research
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| SCC | Squamous cell carcinoma |
| EVCM | Ex vivo confocal laser microscopy |
| H&E | Hematoxylin-eosin |
| PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-Analyses |
| PROSPERO | Prospective Register of Systematic Reviews |
| AI | Artificial intelligence |
| QUADAS | Quality Assessment of Diagnostic Accuracy Studies |
| GRADE | Grading of Recommendations Assessment, Development and Evaluation |
| CI | Confidence interval |
| AUC | Area under the summary receiver operating characteristic curve |
| BCC | Basal cell carcinoma |
References
- Tokez, S.; Wakkee, M.; Kan, W.; Venables, Z.C.; Mooyaart, A.L.; Louwman, M.; Nijsten, T.; Hollestein, L.M. Cumulative Incidence and Disease-Specific Survival of Metastatic Cutaneous Squamous Cell Carcinoma: A Nationwide Cancer Registry Study. J. Am. Acad. Dermatol. 2022, 86, 331–338. [Google Scholar] [CrossRef]
- Peleva, E.; Chen, Y.; Finke, B.; Rizvi, H.; Healy, E.; Lai, C.; Craig, P.; Rickaby, W.; Schoenherr, C.; Nourse, C.; et al. Enhanced Metastasis Risk Prediction in Cutaneous Squamous Cell Carcinoma Using Deep Learning and Computational Histopathology. npj Precis. Oncol. 2025, 9, 308. [Google Scholar] [CrossRef]
- Stratigos, A.J.; Garbe, C.; Dessinioti, C.; Lebbe, C.; van Akkooi, A.; Bataille, V.; Bastholt, L.; Dreno, B.; Dummer, R.; Fargnoli, M.C.; et al. European Consensus-Based Interdisciplinary Guideline for Invasive Cutaneous Squamous Cell Carcinoma. Part 1: Diagnostics and prevention-Update 2023. Eur. J. Cancer 2023, 193, 113251. [Google Scholar] [CrossRef]
- Trave, I.; Ciccarese, G.; Gasparini, G.; Canta, R.; Serviddio, G.; Herzum, A.; Drago, F.; Parodi, A. Skin Cancers in Solid Organ Transplant Recipients: A Retrospective Study on 218 Patients. Transpl. Immunol. 2023, 80, 101896. [Google Scholar] [CrossRef]
- Vladimirova, G.; Ruini, C.; Kapp, F.; Kendziora, B.; Ergün, E.Z.; Bağcı, I.S.; Krammer, S.; Jastaneyah, J.; Sattler, E.C.; Flaig, M.J.; et al. Ex Vivo Confocal Laser Scanning Microscopy: A Diagnostic Technique for Easy Real-Time Evaluation of Benign and Malignant Skin Tumours. J. Biophotonics 2022, 15, e202100372. [Google Scholar] [CrossRef]
- Garbe, C.; Peris, K.; Soura, E.; Forsea, A.M.; Hauschild, A.; Arenbergerova, M.; Bylaite, M.; Del Marmol, V.; Bataille, V.; Samimi, M.; et al. The Evolving Field of Dermato-Oncology and the Role of Dermatologists: Position Paper of the EADO, EADV and Task Forces, EDF, IDS, EBDV–UEMS and EORTC Cutaneous Lymphoma Task Force. J. Eur. Acad. Dermatol. Venereol. 2020, 34, 2183–2197. [Google Scholar] [CrossRef] [PubMed]
- Messner, L.; Deußing, M.; Maurer, M.; Buttgereit, L.; Stärr, L.; French, L.E.; Hartmann, D. Ex Vivo Confocal Laser Scanning Microscopy in Rare Skin Diseases. Cancers 2024, 16, 1713. [Google Scholar] [CrossRef]
- Malvehy, J.; Pérez-Anker, J.; Toll, A.; Pigem, R.; Garcia, A.; Alos, L.L.; Puig, S. Ex Vivo Confocal Microscopy: Revolution in Fast Pathology in Dermatology. Br. J. Dermatol. 2020, 183, 1011–1025. [Google Scholar] [CrossRef] [PubMed]
- Hartmann, D.; Krammer, S.; Bachmann, M.R.; Mathemeier, L.; Ruzicka, T.; Bagci, I.S.; von Braunmühl, T. Ex Vivo Confocal Microscopy Features of Cutaneous Squamous Cell Carcinoma. J. Biophotonics 2018, 11, e201700318. [Google Scholar] [CrossRef] [PubMed]
- McInnes, M.D.F.; Moher, D.; Thombs, B.D.; McGrath, T.A.; Bossuyt, P.M.; Clifford, T.; Cohen, J.F.; Deeks, J.J.; Gatsonis, C.; Hooft, L.; et al. Preferred Reporting Items for a Systematic Review and Meta-Analysis of Diagnostic Test Accuracy Studies: The PRISMA-DTA Statement. JAMA 2018, 319, 388–396. [Google Scholar] [CrossRef]
- Connolly, S.M.; Baker, D.R.; Coldiron, B.M.; Fazio, M.J.; Storrs, P.A.; Vidimos, A.T.; Zalla, M.J.; Brewer, J.D.; Smith Begolka, W.; Berger, T.G.; et al. AAD/ACMS/ASDSA/ASMS 2012 Appropriate Use Criteria for Mohs Micrographic Surgery: A Report of the American Academy of Dermatology, American College of Mohs Surgery, American Society for Dermatologic Surgery Association, and the American Society for Mohs Surgery. J. Am. Acad. Dermatol. 2012, 67, 531–550. [Google Scholar] [CrossRef]
- Bittner, G.C.; Cerci, F.B.; Kubo, E.M.; Tolkachjov, S.N. Mohs Micrographic Surgery: A Review of Indications, Technique, Outcomes, and Considerations. An. Bras. Dermatol. 2021, 96, 263–277. [Google Scholar] [CrossRef]
- Ziefle, S.; Schüle, D.; Breuninger, H.; Schippert, W.; Moehrle, M. Confocal Laser Scanning Microscopy vs. 3-Dimensional Histologic Imaging in Basal Cell Carcinoma. Arch. Dermatol. 2010, 146, 843–847. [Google Scholar] [CrossRef] [PubMed]
- Balduzzi, S.; Rücker, G.; Schwarzer, G. How to Perform a Meta-Analysis with R: A Practical Tutorial. Evid. Based Ment. Health 2019, 22, 153–160. [Google Scholar] [CrossRef] [PubMed]
- Doebler, P.; Bürkner, P.-C.; Rücker, G. Statistical Packages for Diagnostic Meta-Analysis and Their Application. In Diagnostic Meta-Analysis: A Useful Tool for Clinical Decision-Making; Biondi-Zoccai, G., Ed.; Springer International Publishing: Cham, Switzerland, 2018; pp. 161–181. [Google Scholar]
- Rutter, C.M.; Gatsonis, C.A. A Hierarchical Regression Approach to Meta-Analysis of Diagnostic Test Accuracy Evaluations. Stat. Med. 2001, 20, 2865–2884. [Google Scholar] [CrossRef]
- Reitsma, J.B.; Glas, A.S.; Rutjes, A.W.; Scholten, R.J.; Bossuyt, P.M.; Zwinderman, A.H. Bivariate Analysis of Sensitivity and Specificity Produces Informative Summary Measures in Diagnostic Reviews. J. Clin. Epidemiol. 2005, 58, 982–990. [Google Scholar] [CrossRef]
- Whiting, P.F.; Rutjes, A.W.; Westwood, M.E.; Mallett, S.; Deeks, J.J.; Reitsma, J.B.; Leeflang, M.M.; Sterne, J.A.; Bossuyt, P.M. QUADAS-2: A Revised Tool for the Quality Assessment of Diagnostic Accuracy Studies. Ann. Intern. Med. 2011, 155, 529–536. [Google Scholar] [CrossRef] [PubMed]
- Harbord, R.M.; Egger, M.; Sterne, J.A. A Modified Test for Small-Study Effects in Meta-Analyses of Controlled Trials with Binary Endpoints. Stat. Med. 2006, 25, 3443–3457. [Google Scholar] [CrossRef]
- Prasad, M. Introduction to the GRADE Tool for Rating Certainty in Evidence and Recommendations. Clin. Epidemiol. Glob. Health 2024, 25, 101484. [Google Scholar] [CrossRef]
- Gellrich, F.F.; Laske, J.; Steininger, J.; Eberl, N.; Meier, F.; Beissert, S.; Hobelsberger, S. Ex Vivo Confocal Microscopy Speeds up Surgical Margin Control of Re-Excised Skin Tumors and Greatly Shortens In-Hospital Stay. Cancers 2024, 16, 3209. [Google Scholar] [CrossRef]
- Horn, M.; Gerger, A.; Koller, S.; Weger, W.; Langsenlehner, U.; Krippl, P.; Kerl, H.; Samonigg, H.; Smolle, J. The Use of Confocal Laser-Scanning Microscopy in Microsurgery for Invasive Squamous Cell Carcinoma. Br. J. Dermatol. 2007, 156, 81–84. [Google Scholar] [CrossRef]
- Ogrzewalla, H.; Mohrle, M.; Metzler, G.; Eigentler, T.; Munch, A.K.; Forchhammer, S. A Feasibility Study for Immediate Histological Assessment of Various Skin Biopsies Using Ex Vivo Confocal Laser Scanning Microscopy. Diagnostics 2022, 12, 3030. [Google Scholar] [CrossRef]
- Mu, E.W.; Lewin, J.M.; Stevenson, M.L.; Meehan, S.A.; Carucci, J.A.; Gareau, D.S. Use of digitally stained multimodal confocal mosaic images to screen for nonmelanoma skin cancer. JAMA Dermatol. 2016, 152, 1335–1341. [Google Scholar] [CrossRef]
- Chung, V.Q.; Dwyer, P.J.; Nehal, K.S.; Rajadhyaksha, M.; Menaker, G.M.; Charles, C.; Jiang, S.B. Use of Ex Vivo Confocal Scanning Laser Microscopy During Mohs Surgery for Nonmelanoma Skin Cancers. Dermatol. Surg. 2004, 30, 1470–1478. [Google Scholar] [CrossRef] [PubMed]
- Rajadhyaksha, M.; Menaker, G.; Flotte, T.; Dwyer, P.J.; González, S. Confocal Examination of Nonmelanoma Cancers in Thick Skin Excisions to Potentially Guide Mohs Micrographic Surgery Without Frozen Histopathology. J. Investig. Dermatol. 2001, 117, 1137–1143. [Google Scholar] [CrossRef] [PubMed]
- Al-Arashi, M.Y.; Salomatina, E.; Yaroslavsky, A.N. Multimodal Confocal Microscopy for Diagnosing Nonmelanoma Skin Cancers. Lasers Surg. Med. 2007, 39, 696–705. [Google Scholar] [CrossRef] [PubMed]
- Longo, C.; Ragazzi, M.; Gardini, S.; Piana, S.; Moscarella, E.; Lallas, A.; Raucci, M.; Argenziano, G.; Pellacani, G. Ex Vivo Fluorescence Confocal Microscopy in Conjunction with Mohs Micrographic Surgery for Cutaneous Squamous Cell Carcinoma. J. Am. Acad. Dermatol. 2015, 73, 321–322. [Google Scholar] [CrossRef]
- Longo, C.; Ragazzi, M.; Rajadhyaksha, M.; Nehal, K.; Bennassar, A.; Pellacani, G.; Malvehy Guilera, J. In Vivo and Ex Vivo Confocal Microscopy for Dermatologic and Mohs Surgeons. Dermatol. Clin. 2016, 34, 497–504. [Google Scholar] [CrossRef]
- Sendín-Martín, M.; Lara-Caro, M.; Harris, U.; Moronta, M.; Rossi, A.; Lee, E.; Chen, C.J.; Nehal, K.; Conejo-Mir Sánchez, J.; Pereyra-Rodríguez, J.J.; et al. Classification of Basal Cell Carcinoma in Ex Vivo Confocal Microscopy Images from Freshly Excised Tissues Using a Deep Learning Algorithm. J. Investig. Dermatol. 2022, 142, 1291–1299.e1292. [Google Scholar] [CrossRef]
- Wex, K.; Deußing, M.; Hartmann, D. Ex Vivo Confocal Laser Scanning Microscopy and Artificial Intelligence for Skin Tumors. Dermatologie 2025, 76, 702–707. [Google Scholar] [CrossRef]
- Combalia, M.; Garcia, S.; Malvehy, J.; Puig, S.; Mülberger, A.G.; Browning, J.; Garcet, S.; Krueger, J.G.; Lish, S.R.; Lax, R.; et al. Deep Learning Automated Pathology in Ex Vivo Microscopy. Biomed. Opt. Express 2021, 12, 3103–3116. [Google Scholar] [CrossRef] [PubMed]
- Avci, P.; Düsedau, M.C.; Padrón-Laso, V.; Jonke, Z.; Fenderle, R.; Neumeier, F.; Ikeliani, I.U. Detection of Basal Cell Carcinoma by Machine Learning-Assisted Ex Vivo Confocal Laser Scanning Microscopy. Int. J. Dermatol. 2025, 64, 684–692. [Google Scholar] [CrossRef]





| Study | Patients, n | Specimens, n | EVCM Device | Diagnostic Accuracy Assessment |
|---|---|---|---|---|
| Gellrich et al., 2024 [21] | Not provided | 11 | VivaScope® 2500 * | Margin assessment |
| Horn et al., 2007 [22] | 20 | 20 | VivaScope® 1000 * | Diagnosis in tissue specimens |
| Messner et al. 2024 [7] | 50 | 50 | VivaScope® 2500 * | Diagnosis in tissue specimens |
| Mu et al., 2016 [24] | Not provided | 64 | VivaScope® 2500 * | Margin assessment |
| Ogrzewalla et al., 2022 [23] | 23 | 23 | VivaScope® 2500 * | Diagnosis in tissue specimens |
| Vladimirova et al., 2022 [5] | 91 | 120 | VivaScope® 2500 * | Diagnosis in tissue specimens |
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Messner, L.; Lukacs, S.; Flaig, M.J.; Hartmann, D.; Kendziora, B. The Diagnostic Accuracy of Ex Vivo Confocal Laser Scanning Microscopy for Squamous Cell Carcinoma: A Systematic Review and Meta-Analysis. Diagnostics 2026, 16, 1539. https://doi.org/10.3390/diagnostics16101539
Messner L, Lukacs S, Flaig MJ, Hartmann D, Kendziora B. The Diagnostic Accuracy of Ex Vivo Confocal Laser Scanning Microscopy for Squamous Cell Carcinoma: A Systematic Review and Meta-Analysis. Diagnostics. 2026; 16(10):1539. https://doi.org/10.3390/diagnostics16101539
Chicago/Turabian StyleMessner, Luis, Sarah Lukacs, Michael J. Flaig, Daniela Hartmann, and Benjamin Kendziora. 2026. "The Diagnostic Accuracy of Ex Vivo Confocal Laser Scanning Microscopy for Squamous Cell Carcinoma: A Systematic Review and Meta-Analysis" Diagnostics 16, no. 10: 1539. https://doi.org/10.3390/diagnostics16101539
APA StyleMessner, L., Lukacs, S., Flaig, M. J., Hartmann, D., & Kendziora, B. (2026). The Diagnostic Accuracy of Ex Vivo Confocal Laser Scanning Microscopy for Squamous Cell Carcinoma: A Systematic Review and Meta-Analysis. Diagnostics, 16(10), 1539. https://doi.org/10.3390/diagnostics16101539

