Hyperspectral Imaging for Lateral Tumour Demarcation of High-risk Basal Cell Carcinomas during Mohs Micrographic Surgery
Hyperspectral imaging is a non-invasive imaging modality showing potential in delineating tumour margins preoperatively. This pilot study evaluated the feasibility of using hyperspectral imaging to demarcate lateral margins of high-risk facial basal cell carcinomas (BCC) prior to Mohs micrographic surgery. Thirty patients with high-risk BCCs were recruited from the Department of Dermatology, Sahlgrenska University Hospital, Sweden. Lesions were initially demarcated using dermoscopy, followed by hyperspectral imaging scans. During the first stage, a superficial vertical incision was performed along the demarcation line before adding a 3-mm clinical margin for the bowl-shaped excision of the tumour. Hyperspectral imaging-based tumour margins were compared with histopathologically verified borders, serving as ground truth. The data analysis used supervised learning; 2 complementary validation strategies were employed: a half-split approach where the left half of each annotated image was used for training and the right half for testing, and a leave-one-out cross-validation at the image level. A pixel-wise classification approach was used, treating each pixel as an independent sample. Hyperspectral imaging achieved a pixel-wise classification accuracy of 0.76, sensitivity of 0.75, specificity of 0.78, and an area under the receiver operating characteristic curve of 0.84. Hyperspectral imaging demonstrated potential for tumour demarcation, providing a basis for future research.
Authors
- Hannah Ceder (ORCID: https://orcid.org/0009-0006-6171-7234)
- Ilkka Pölönen (ORCID: https://orcid.org/0000-0002-5129-7364)
- John Paoli (ORCID: https://orcid.org/0000-0003-1326-8535)
- Noora Neittaanmäki (ORCID: https://orcid.org/0000-0002-8733-5510)
- Mari Salmivuori (ORCID: https://orcid.org/0000-0003-0193-0552)
Institutions
- University of Helsinki (FI)
- Helsinki University Hospital (FI)
- Sahlgrenska University Hospital (SE)
- Region Västra Götaland (SE)
- University of Gothenburg (SE)
- University of Jyväskylä (FI)
Publication Details
- Journal
- Acta Dermato Venereologica
- Published
- 2025-12-02
- DOI
- https://doi.org/10.2340/actadv.v105.43614
- Primary Topic
- Nonmelanoma Skin Cancer Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Göteborgs Läkaresällskap