Journal of International Oncology ›› 2024, Vol. 51 ›› Issue (5): 298-302.doi: 10.3760/cma.j.cn371439-20231026-00050
• Reviews • Previous Articles Next Articles
Chen Qi, Xu Chenyang, Wang Yin, Lei Dapeng()
Received:
2023-10-26
Revised:
2024-01-03
Online:
2024-05-08
Published:
2024-06-26
Contact:
Lei Dapeng, Email:leidapeng@sdu.edu.cn
Supported by:
Chen Qi, Xu Chenyang, Wang Yin, Lei Dapeng. Current application status of hyperspectral imaging in the diagnosis and treatment of head and neck tumor[J]. Journal of International Oncology, 2024, 51(5): 298-302.
[1] |
Bhat GR, Hyole RG, Li J. Head and neck cancer: current challenges and future perspectives[J]. Adv Cancer Res, 2021, 152: 67-102. DOI: 10.1016/bs.acr.2021.05.002.
pmid: 34353444 |
[2] | Xia C, Dong X, Li H, et al. Cancer statistics in China and United States, 2022: profiles, trends, and determinants[J]. Chin Med J (Engl), 2022, 135(5): 584-590. DOI: 10.1097/CM9.0000000000002108. |
[3] | Jiang S, Ma D, Tan X, et al. Bibliometric analysis of the current status and trends on medical hyperspectral imaging[J]. Front Med (Lausanne), 2023, 10: 1235955. DOI: 10.3389/fmed.2023.1235955. |
[4] |
Lin S, Ke Z, Liu K, et al. Identification of DAPI-stained normal, inflammatory, and carcinoma hepatic cells based on hyperspectral microscopy[J]. Biomed Opt Express, 2022, 13(4): 2082-2090. DOI: 10.1364/BOE.451006.
pmid: 35519237 |
[5] | Brouwer de Koning SG, Weijtmans P, Karakullukcu MB, et al. Toward assessment of resection margins using hyperspectral diffuse reflection imaging (400-1, 700 nm) during tongue cancer surgery[J]. Lasers Surg Med, 2020, 52(6): 496-502. DOI: 10.1002/lsm.23161. |
[6] | Barberio M, Felli E, Seyller E, et al. Quantitative fluorescence angiography versus hyperspectral imaging to assess bowel ischemia: a comparative study in enhanced reality[J]. Surgery, 2020, 168(1): 178-184. DOI: 10.1016/j.surg.2020.02.008. |
[7] | Trajanovski S, Shan C, Weijtmans PJC, et al. Tongue tumor detection in hyperspectral images using deep learning semantic segmentation[J]. IEEE Trans Biomed Eng, 2021, 68(4): 1330-1340. DOI: 10.1109/TBME.2020.3026683. |
[8] |
Schimunek L, Schöpp K, Wagner M, et al. Hyperspectral imaging as a new diagnostic tool for cervical intraepithelial neoplasia[J]. Arch Gynecol Obstet, 2023, 308(5): 1525-1530. DOI: 10.1007/s00404-023-07171-w.
pmid: 37574506 |
[9] | 张冬, 张俊华, 孟昭鹏, 等. 基于高光谱图像技术的中医舌诊客观化研究展望[J]. 中国中医基础医学杂志, 2019, 25(9): 1324-1326. DOI: 10.19945/j.cnki.issn.1006-3250.2019.09.033. |
[10] | Campbell JM, Mahbub SB, Habibalahi A, et al. Clinical applications of non-invasive multi and hyperspectral imaging of cell and tissue autofluorescence beyond oncology[J]. J Biophotonics, 2023, 16(4): e202200264. DOI: 10.1002/jbio.202200264. |
[11] | Edwards K, Halicek M, Little JV, et al. Multiparametric radiomics for predicting the aggressiveness of papillary thyroid carcinoma using hyperspectral images[J]. Proc SPIE Int Soc Opt Eng, 2021, 11597: 1159728. DOI: 10.1117/12.2582147. |
[12] | Halicek M, Fabelo H, Ortega S, et al. Cancer detection using hyperspectral imaging and evaluation of the superficial tumor margin variance with depth[J]. Proc SPIE Int Soc Opt Eng, 2019, 10951: 109511A. DOI: 10.1117/12.2512985. |
[13] | Halicek M, Fabelo H, Ortega S, et al. Hyperspectral imaging for head and neck cancer detection: specular glare and variance of the tumor margin in surgical specimens[J]. J Med Imaging (Bellingham), 2019, 6(3): 035004. DOI: 10.1117/1.JMI.6.3.035004. |
[14] |
Maktabi M, Wichmann Y, Köhler H, et al. Tumor cell identification and classification in esophageal adenocarcinoma specimens by hyperspectral imaging[J]. Sci Rep, 2022, 12(1): 4508. DOI: 10.1038/s41598-022-07524-6.
pmid: 35296685 |
[15] | Tran MH, Ma L, Litter JV, et al. Thyroid carcinoma detection on whole histologic slides using hyperspectral imaging and deep learning[J]. Proc SPIE Int Soc Opt Eng, 2022, 12039: 120390H. DOI: 10.1117/12.2612963. |
[16] | Halicek M, Dormer JD, Little JV, et al. Hyperspectral imaging of head and neck squamous cell carcinoma for cancer margin detection in surgical specimens from 102 patients using deep learning[J]. Cancers (Basel), 2019, 11(9): 1367. DOI: 10.3390/cancers11091367. |
[17] | Ma L, Little JV, Chen AY, et al. Automatic detection of head and neck squamous cell carcinoma on histologic slides using hyperspectral microscopic imaging (Erratum)[J]. J Biomed Opt, 2022, 27(5): 059802. DOI: 10.1117/1.JBO.27.5.059802. |
[18] | Halicek M, Fabelo H, Ortega S, et al. In-vivo and ex-vivo tissue analysis through hyperspectral imaging techniques: revealing the invisible features of cancer[J]. Cancers (Basel), 2019, 11(6): 756. DOI: 10.3390/cancers11060756. |
[19] | 李伟, 吕蒙, 陈天虹, 等. 高光谱图像在生物医学中的应用[J]. 中国图象图形学报, 2021, 26(8): 1764-1785. DOI: 10.11834/jig.210191. |
[20] |
Chu YW, Chen F, Tang Y, et al. Diagnosis of nasopharyngeal carcinoma from serum samples using hyperspectral imaging combined with a chemometric method[J]. Opt Express, 2018, 26(22): 28661-28671. DOI: 10.1364/OE.26.028661.
pmid: 30470039 |
[21] |
Halicek M, Dormer JD, Little JV, et al. Tumor detection of the thyroid and salivary glands using hyperspectral imaging and deep learning[J]. Biomed Opt Express, 2020, 11(3): 1383-1400. DOI: 10.1364/BOE.381257.
pmid: 32206417 |
[22] |
Wisotzky EL, Uecker FC, Arens P, et al. Intraoperative hyperspectral determination of human tissue properties[J]. J Biomed Opt, 2018, 23(9): 1-8. DOI: 10.1117/1.JBO.23.9.091409.
pmid: 29745130 |
[23] | Barberio M, Maktabi M, Gockel I, et al. Hyperspectral based discrimination of thyroid and parathyroid during surgery[J]. Curr Dir Biomed Eng, 2018, 4(1): 399-402. DOI: 10.1515/cdbme-2018-0095. |
[24] | Maktabi M, Köhler H, Ivanova M, et al. Classification of hyperspectral endocrine tissue images using support vector machines[J]. Int J Med Robot, 2020, 16(5): 1-10. DOI: 10.1002/rcs.2121. |
[25] | Thiem DGE, Frick RW, Goetze E, et al. Hyperspectral analysis for perioperative perfusion monitoring—a clinical feasibility study on free and pedicled flaps[J]. Clin Oral Investig, 2021, 25(3): 933-945. DOI: 10.1007/s00784-020-03382-6. |
[26] | Chen B, Leung LL, Qu X, et al. Extracellular vesicles as biomar-kers in head and neck squamous cell carcinoma: from diagnosis to disease-free survival[J]. Cancers (Basel), 2023, 15(6): 1826. DOI: 10.3390/cancers15061826. |
[27] |
Wang Y, Zhang Q, Yuan W, et al. Hyperspectral imaging-based exosome microarray for rapid molecular profiling of extracellular vesicles[J]. Lab Chip, 2021, 21(1): 196-204. DOI: 10.1039/d0lc01006e.
pmid: 33289759 |
[28] | Chandel V, Maru S, Kumar A, et al. Role of monocarboxylate transporters in head and neck squamous cell carcinoma[J]. Life Sci, 2021, 279: 119709. DOI: 10.1016/j.lfs.2021.119709. |
[29] |
Ippolito L, Morandi A, Giannoni E, et al. Lactate: a metabolic driver in the tumour landscape[J]. Trends Biochem Sci, 2019, 44(2): 153-166. DOI: 10.1016/j.tibs.2018.10.011.
pmid: 30473428 |
[30] | Moharram MA, Sundaram DM. Dimensionality reduction strategies for land use land cover classification based on airborne hyperspectral imagery: a survey[J]. Environ Sci Pollut Res Int, 2023, 30(3): 5580-5602. DOI: 10.1007/s11356-022-24202-2. |
[31] | Cruz-Tirado JP, Amigo JM, Barbin DF, et al. Data reduction by randomization subsampling for the study of large hyperspectral datasets[J]. Anal Chim Acta, 2022, 1209: 339793. DOI: 10.1016/j.aca.2022.339793. |
[32] | Ma L, Halicek M, Fei B. In vivo cancer detection in animal model using hyperspectral image classification with wavelet feature extraction[J]. Proc SPIE Int Soc Opt Eng, 2020, 11317: 113171C. DOI: 10.1117/12.2549397. |
[33] | Dremin V, Marcinkevics Z, Zherebtsov E, et al. Skin complications of diabetes mellitus revealed by polarized hyperspectral imaging and machine learning[J]. IEEE Trans Med Imaging, 2021, 40(4): 1207-1216. DOI: 10.1109/TMI.2021.3049591. |
[34] | Liu L, Qi M, Li Y, et al. Staging of skin cancer based on hyperspectral microscopic imaging and machine learning[J]. Biosensors (Basel), 2022, 12(10): 790. DOI: 10.3390/bios12100790. |
[35] | Eggert D, Bengs M, Westermann S, et al. In vivo detection of head and neck tumors by hyperspectral imaging combined with deep learning methods[J]. J Biophotonics, 2022, 15(3): e202100167. DOI: 10.1002/jbio.202100167. |
[36] | Halicek M, Little JV, Wang X, et al. Tumor margin classification of head and neck cancer using hyperspectral imaging and convolutional neural networks[J]. Proc SPIE Int Soc Opt Eng, 2018, 10576: 1057605. DOI: 10.1117/12.2293167. |
[37] | Ma L, Zhou X, Little JV, et al. Hyperspectral microscopic imaging for the detection of head and neck squamous cell carcinoma on histologic slides[J]. Proc SPIE Int Soc Opt Eng, 2021, 11603: 116030P. DOI: 10.1117/12.2581970. |
[38] | Ortega S, Halicek M, Fabelo H, et al. Hyperspectral imaging and deep learning for the detection of breast cancer cells in digitized histological images[J]. Proc SPIE Int Soc Opt Eng, 2020, 11320: 113200V. DOI: 10.1117/12.2548609. |
[39] | Zeng W, Li W, Zhang M, et al. Microscopic hyperspectral image classification based on fusion transformer with parallel CNN[J]. IEEE J Biomed Health Inform, 2023, 27(6): 2910-2921. DOI: 10.1109/JBHI.2023.3253722. |
[40] | Karim S, Qadir A, Farooq U, et al. Hyperspectral imaging: a review and trends towards medical imaging[J]. Curr Med Imaging, 2022, 19(5): 417-427. DOI: 10.2174/157340561866622051914 4358. |
[41] |
Halicek M, Lu G, Little JV, et al. Deep convolutional neural networks for classifying head and neck cancer using hyperspectral imaging[J]. J Biomed Opt, 2017, 22(6): 60503. DOI: 10.1117/1.JBO.22.6.060503.
pmid: 28655055 |
[42] | Halicek M, Little JV, Wang X, et al. Optical biopsy of head and neck cancer using hyperspectral imaging and convolutional neural networks[J]. Proc SPIE Int Soc Opt Eng, 2018, 10469: 104690X. DOI: 10.1117/12.2289023. |
[43] | Selci S. The future of hyperspectral imaging[J]. J Imaging, 2019, 5(11): 84. DOI: 10.3390/jimaging5110084. |
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