Diffuse reflectance spectroscopy as a potential method for nonmelanoma skin cancer margin assessment. Issue 3 (10th June 2020)
- Record Type:
- Journal Article
- Title:
- Diffuse reflectance spectroscopy as a potential method for nonmelanoma skin cancer margin assessment. Issue 3 (10th June 2020)
- Main Title:
- Diffuse reflectance spectroscopy as a potential method for nonmelanoma skin cancer margin assessment
- Authors:
- Zhang, Yao
Moy, Austin J.
Feng, Xu
Nguyen, Hieu T. M.
Sebastian, Katherine R.
Reichenberg, Jason S.
Markey, Mia K.
Tunnell, James W. - Abstract:
- Abstract: The standard‐of‐care for nonmelanoma skin cancer (NMSC), including basal cell carcinoma (BCC) and squamous cell carcinoma (SCC), is surgical excision of the tumor. To ensure removal of the entire tumor and minimize removal of healthy tissue, a tool for quick discrimination between cancerous and normal skin is needed. We propose using diffuse reflectance spectroscopy (DRS) to assess tumor margins. We collected two independent clinical datasets. Using a clinical study of 31 patients with 50 NMSC lesions, we trained models including DRS data normalization, a physiological model, parameter selection and logistic regression classifiers. We tested our models on a second clinical dataset of 56 patients with 68 NMSC lesions. Our test results showed the area under the ROC curve of 0.94 for BCC vs normal and 0.90 for SCC vs normal. When applying a threshold selected using the training dataset to the test dataset, for BCC vs normal, specificity is 89% and sensitivity is 87%; for SCC vs normal, specificity is 65% and sensitivity is 97%. This study indicates that DRS can be potentially used to map the tumor margin prior to surgery and monitor margins during the surgery on the surface of the skin. Abstract : Nonmelanoma skin cancer (NMSC) margin assessment during tumor removal surgery is challenging. We investigated the potential of diffuse reflectance spectroscopy (DRS) to assess tumor margins using two clinical datasets. Our promising results of the area under the ROC curvesAbstract: The standard‐of‐care for nonmelanoma skin cancer (NMSC), including basal cell carcinoma (BCC) and squamous cell carcinoma (SCC), is surgical excision of the tumor. To ensure removal of the entire tumor and minimize removal of healthy tissue, a tool for quick discrimination between cancerous and normal skin is needed. We propose using diffuse reflectance spectroscopy (DRS) to assess tumor margins. We collected two independent clinical datasets. Using a clinical study of 31 patients with 50 NMSC lesions, we trained models including DRS data normalization, a physiological model, parameter selection and logistic regression classifiers. We tested our models on a second clinical dataset of 56 patients with 68 NMSC lesions. Our test results showed the area under the ROC curve of 0.94 for BCC vs normal and 0.90 for SCC vs normal. When applying a threshold selected using the training dataset to the test dataset, for BCC vs normal, specificity is 89% and sensitivity is 87%; for SCC vs normal, specificity is 65% and sensitivity is 97%. This study indicates that DRS can be potentially used to map the tumor margin prior to surgery and monitor margins during the surgery on the surface of the skin. Abstract : Nonmelanoma skin cancer (NMSC) margin assessment during tumor removal surgery is challenging. We investigated the potential of diffuse reflectance spectroscopy (DRS) to assess tumor margins using two clinical datasets. Our promising results of the area under the ROC curves for classifying NMSC vs normal skin sites indicate that DRS can be used to assess tumor margins on the surface of the skin. … (more)
- Is Part Of:
- Translational biophotonics. Volume 2:Issue 3(2020)
- Journal:
- Translational biophotonics
- Issue:
- Volume 2:Issue 3(2020)
- Issue Display:
- Volume 2, Issue 3 (2020)
- Year:
- 2020
- Volume:
- 2
- Issue:
- 3
- Issue Sort Value:
- 2020-0002-0003-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2020-06-10
- Subjects:
- classification -- diffuse reflectance spectroscopy -- physiological model -- skin cancer -- tumor margin assessment
Imaging systems in medicine -- Periodicals
Biosensors -- Optical properties -- Periodicals
Photonics -- Periodicals
Imaging systems in medicine
Photonics
Optics and Photonics
Translational Medical Research
Periodicals
Periodical
621.365 - Journal URLs:
- https://onlinelibrary.wiley.com/loi/26271850 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/tbio.202000001 ↗
- Languages:
- English
- ISSNs:
- 2627-1850
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
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