Real-time in vivo cancer staging of nasopharyngeal carcinoma patients with rapid fiberoptic Raman endoscopy

被引:6
|
作者
Shu, Chi [1 ]
Zheng, Wei [1 ]
Lin, Kan [1 ]
Lim, Chwee Ming [2 ]
Huang, Zhiwei [1 ,3 ]
机构
[1] Natl Univ Singapore, Coll Design & Engn, Dept Biomed Engn, Opt Bioimaging Lab, Singapore 117576, Singapore
[2] Singapore Gen Hosp, Duke NUS Grad Med Sch, Dept Otolaryngol, Singapore 169608, Singapore
[3] Natl Univ Singapore, Coll Design & Engn, Dept Biomed Engn, Opt Bioimaging Lab, 9 Engn Dr 1, Singapore 117576, Singapore
基金
英国医学研究理事会;
关键词
Fiberoptic Raman spectroscopy; Nasopharyngeal carcinoma; Cancer staging; DIAGNOSIS; SPECTROSCOPY; SYSTEM; DYSPLASIA; EDITION; PROBE;
D O I
10.1016/j.talanta.2023.124561
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Cancer staging is important to guide treatment and for prognostication. This work aims to demonstrate the ability of rapid fiberoptic Raman endoscopy for real-time in vivo cancer staging of nasopharyngeal cancer (NPC) patients. We interrogate 278 tissue sites on the primary NPC with different cancer stages from 61 NPC patients and 50 healthy volunteers using rapid fiberoptic Raman endoscopy examination. Distinct Raman spectral dif-ferences of NPC at different cancer stages are observed through simultaneous fingerprint and high-wavenumber (FP/HW) Raman spectral measurements, reflecting the biomolecular differences of NPC tumor across various cancer stages. Raman staging model is established based on in vivo FP/HW tissue Raman spectra together with partial-least-squares linear-discriminant-analysis (PLS-LDA) and leave-one-tissue-site-out cross-validation (LOOCV). In vivo FP/HW Raman endoscopy provides an overall diagnostic accuracy of 92.81% for identifying different stages of NPC (i.e., NPC stage I&II and NPC stage III&IV) from normal nasopharynx. Specifically, the diagnostic sensitivity of 91.18% is obtained for identifying NPC stage I& II; and the sensitivity of 93.04% is achieved for classifying NPC stage III&IV from normal tissue. The key tissue biomolecular variations responsible for different NPC stages have been identified using biomolecular Raman modeling developed based on non-negative linear regression. The essential biomolecules (chondroitin sulfate, glucose, hemoglobin, oleic acid and triolein) are uncovered from the Raman spectra of NPC tissues through biomolecular modeling with sig-nificant variations (p < 0.05) between early-stage NPC (stage I and stage II) and late-stage NPC patients (stage III and stage IV). Our pivotal work demonstrates for the first time that fiberoptic Raman endoscopy is a robust analytical tool for real-time in vivo NPC staging in clinical settings.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Real-time In vivo Diagnosis of Nasopharyngeal Carcinoma Using Rapid Fiber-Optic Raman Spectroscopy
    Lin, Kan
    Zheng, Wei
    Lim, Chwee Ming
    Huang, Zhiwei
    THERANOSTICS, 2017, 7 (14): : 3517 - 3526
  • [2] Deep learning for real-time detection of nasopharyngeal carcinoma during nasopharyngeal endoscopy
    He, Zicheng
    Zhang, Kai
    Zhao, Nan
    Wang, Yongquan
    Hou, Weijian
    Meng, Qinxiang
    Li, Chunwei
    Chen, Junzhou
    Li, Jian
    ISCIENCE, 2023, 26 (10)
  • [3] Real-time in vivo diagnosis of laryngeal carcinoma with rapid fiber-optic Raman spectroscopy
    Lin, Kan
    Zheng, Wei
    Lim, Chwee Ming
    Huang, Zhiwei
    BIOMEDICAL OPTICS EXPRESS, 2016, 7 (09): : 3705 - 3715
  • [4] In vivo real-time diagnosis of nasopharyngeal carcinoma in situ by contact rhinoscopy
    Pak, MW
    To, KF
    Lee, JCK
    Liang, EY
    van Hasselt, CA
    HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK, 2005, 27 (11): : 1008 - 1013
  • [5] Real-time endoscopic Raman spectroscopy for in vivo early lung cancer detection
    McGregor, Hanna C.
    Short, Michael A.
    McWilliams, Annette
    Shaipanich, Tawimas
    Ionescu, Diana N.
    Zhao, Jianhua
    Wang, Wenbo
    Chen, Guannan
    Lam, Stephen
    Zeng, Haishan
    JOURNAL OF BIOPHOTONICS, 2017, 10 (01) : 98 - 110
  • [6] Real-Time PCR Assay for Rapid Detection of GSTM1 Polymorphism in Nasopharyngeal Carcinoma Patients
    Tiwawech, Danai
    Chindavijak, Somjin
    Karalak, Anant
    Ishida, Takafumi
    ASIAN PACIFIC JOURNAL OF CANCER PREVENTION, 2008, 9 (02) : 233 - 237
  • [7] Real-time Raman spectroscopy for automatic in vivo skin cancer detection: an independent validation
    Zhao, Jianhua
    Lui, Harvey
    Kalia, Sunil
    Zeng, Haishan
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2015, 407 (27) : 8373 - 8379
  • [8] Real-time depth-resolved Raman Endoscopy For In Vivo Diagnosis of dysplasia in Barrett's esophagus
    Bergholt, Mads Sylvest
    Zheng, Wei
    Ho, Khek Yu
    Yeoh, Khay Guan
    Teh, Ming
    So, Jimmy Bok Yan
    Huang, Zhiwei
    OPTICAL FIBERS AND SENSORS FOR MEDICAL DIAGNOSTICS AND TREATMENT APPLICATIONS XIII, 2013, 8576
  • [9] Real-time depth-resolved fiber optic Raman endoscopy for in vivo diagnosis of gastric precancer
    Bergholt, Mads Sylvest
    Zheng, Wei
    Ho, Khek Yu
    Yeoh, Khay Guan
    Teh, Ming
    So, Jimmy Bok Yan
    Huang, Zhiwei
    BIOMEDICAL VIBRATIONAL SPECTROSCOPY VI: ADVANCES IN RESEARCH AND INDUSTRY, 2014, 8939
  • [10] Integrated Raman spectroscopy and trimodal wide-field imaging techniques for real-time in vivo tissue Raman measurements at endoscopy
    Huang, Zhiwei
    Teh, Seng Khoon
    Zhen, Wei
    Mo, Jianhua
    Lin, Kan
    Shao, Xiaozhuo
    Ho, Khek Yu
    Teh, Ming
    Yeoh, Khay Guan
    OPTICS LETTERS, 2009, 34 (06) : 758 - 760