Literature DB >> 27656034

Hyperspectral Imaging of Neoplastic Progression in a Mouse Model of Oral Carcinogenesis.

Guolan Lu1, Xulei Qin2, Dongsheng Wang3, Susan Muller4, Hongzheng Zhang4, Amy Chen4, Zhuo Georgia Chen3, Baowei Fei5.   

Abstract

Hyperspectral imaging (HSI) is an emerging modality for medical applications and holds great potential for noninvasive early detection of cancer. It has been reported that early cancer detection can improve the survival and quality of life of head and neck cancer patients. In this paper, we explored the possibility of differentiating between premalignant lesions and healthy tongue tissue using hyperspectral imaging in a chemical induced oral cancer animal model. We proposed a novel classification algorithm for cancer detection using hyperspectral images. The method detected the dysplastic tissue with an average area under the curve (AUC) of 0.89. The hyperspectral imaging and classification technique may provide a new tool for oral cancer detection.

Entities:  

Keywords:  4NQO-induced oral cancer; Hyperspectral imaging; early cancer detection; image classification; random forest; superpixel

Year:  2016        PMID: 27656034      PMCID: PMC5028204          DOI: 10.1117/12.2216553

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  18 in total

Review 1.  The case for early detection.

Authors:  Ruth Etzioni; Nicole Urban; Scott Ramsey; Martin McIntosh; Stephen Schwartz; Brian Reid; Jerald Radich; Garnet Anderson; Leland Hartwell
Journal:  Nat Rev Cancer       Date:  2003-04       Impact factor: 60.716

2.  Regularized linear discriminant analysis and its application in microarrays.

Authors:  Yaqian Guo; Trevor Hastie; Robert Tibshirani
Journal:  Biostatistics       Date:  2006-04-07       Impact factor: 5.899

Review 3.  Emerging roles for multimodal optical imaging in early cancer detection: a global challenge.

Authors:  Noah Bedard; Mark Pierce; Adel El-Nagger; S Anandasabapathy; Ann Gillenwater; R Richards-Kortum
Journal:  Technol Cancer Res Treat       Date:  2010-04

4.  Framework for hyperspectral image processing and quantification for cancer detection during animal tumor surgery.

Authors:  Guolan Lu; Dongsheng Wang; Xulei Qin; Luma Halig; Susan Muller; Hongzheng Zhang; Amy Chen; Brian W Pogue; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2015       Impact factor: 3.170

5.  Spectral-spatial classification for noninvasive cancer detection using hyperspectral imaging.

Authors:  Guolan Lu; Luma Halig; Dongsheng Wang; Xulei Qin; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2014       Impact factor: 3.170

6.  Observer variation in the histopathologic assessment of extranodal tumor spread in lymph node metastases in the neck.

Authors:  Michiel W M van den Brekel; Wouter L Lodder; Herbert V Stel; Elisabeth Bloemena; C René Leemans; Isaäc van der Waal
Journal:  Head Neck       Date:  2011-08-24       Impact factor: 3.147

7.  Spectral-Spatial Classification Using Tensor Modeling for Cancer Detection with Hyperspectral Imaging.

Authors:  Guolan Lu; Luma Halig; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2014-03-21

8.  Hyperspectral Imaging for Cancer Surgical Margin Delineation: Registration of Hyperspectral and Histological Images.

Authors:  Guolan Lu; Luma Halig; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2014-03-12

9.  A Minimum Spanning Forest-Based Method for Noninvasive Cancer Detection With Hyperspectral Imaging.

Authors:  Robert Pike; Guolan Lu; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  IEEE Trans Biomed Eng       Date:  2015-08-14       Impact factor: 4.538

10.  Early detection in head and neck cancer - current state and future perspectives.

Authors:  Andreas O H Gerstner
Journal:  GMS Curr Top Otorhinolaryngol Head Neck Surg       Date:  2010-10-07
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  8 in total

1.  Detection of Head and Neck Cancer in Surgical Specimens Using Quantitative Hyperspectral Imaging.

Authors:  Guolan Lu; James V Little; Xu Wang; Hongzheng Zhang; Mihir R Patel; Christopher C Griffith; Mark W El-Deiry; Amy Y Chen; Baowei Fei
Journal:  Clin Cancer Res       Date:  2017-06-13       Impact factor: 12.531

2.  Detection and delineation of squamous neoplasia with hyperspectral imaging in a mouse model of tongue carcinogenesis.

Authors:  Guolan Lu; Dongsheng Wang; Xulei Qin; Susan Muller; Xu Wang; Amy Y Chen; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biophotonics       Date:  2017-10-29       Impact factor: 3.207

Review 3.  Review on the Application of Hyperspectral Imaging Technology of the Exposed Cortex in Cerebral Surgery.

Authors:  Yue Wu; Zhongyuan Xu; Wenjian Yang; Zhiqiang Ning; Hao Dong
Journal:  Front Bioeng Biotechnol       Date:  2022-05-27

4.  Tumor margin assessment of surgical tissue specimen of cancer patients using label-free hyperspectral imaging.

Authors:  Baowei Fei; Guolan Lu; Xu Wang; Hongzheng Zhang; James V Little; Kelly R Magliocca; Amy Y Chen
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2017-02-14

5.  Label-free reflectance hyperspectral imaging for tumor margin assessment: a pilot study on surgical specimens of cancer patients.

Authors:  Baowei Fei; Guolan Lu; Xu Wang; Hongzheng Zhang; James V Little; Mihir R Patel; Christopher C Griffith; Mark W El-Diery; Amy Y Chen
Journal:  J Biomed Opt       Date:  2017-08       Impact factor: 3.170

6.  Deep convolutional neural networks for classifying head and neck cancer using hyperspectral imaging.

Authors:  Martin Halicek; Guolan Lu; James V Little; Xu Wang; Mihir Patel; Christopher C Griffith; Mark W El-Deiry; Amy Y Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2017-06-01       Impact factor: 3.170

7.  Optical biopsy of head and neck cancer using hyperspectral imaging and convolutional neural networks.

Authors:  Martin Halicek; James V Little; Xu Wang; Amy Y Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2019-03       Impact factor: 3.170

8.  Spatio-spectral classification of hyperspectral images for brain cancer detection during surgical operations.

Authors:  Himar Fabelo; Samuel Ortega; Daniele Ravi; B Ravi Kiran; Coralia Sosa; Diederik Bulters; Gustavo M Callicó; Harry Bulstrode; Adam Szolna; Juan F Piñeiro; Silvester Kabwama; Daniel Madroñal; Raquel Lazcano; Aruma J-O'Shanahan; Sara Bisshopp; María Hernández; Abelardo Báez; Guang-Zhong Yang; Bogdan Stanciulescu; Rubén Salvador; Eduardo Juárez; Roberto Sarmiento
Journal:  PLoS One       Date:  2018-03-19       Impact factor: 3.240

  8 in total

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