Literature DB >> 25401621

Identification and characterization of colorectal cancer using Raman spectroscopy and feature selection techniques.

Shaoxin Li, Gong Chen, Yanjiao Zhang, Zhouyi Guo, Zhiming Liu, Junfa Xu, Xueqiang Li, Lin Lin.   

Abstract

This study aims to detect colorectal cancer with near-infrared Raman spectroscopy and feature selection techniques. A total of 306 Raman spectra of colorectal cancer tissues and normal tissues are acquired from 44 colorectal cancer patients. Five diagnostically important Raman bands in the regions of 815-830, 935-945, 1131-1141, 1447-1457 and 1665-1675 cm(-1) related to proteins, nucleic acids and lipids of tissues are identified with the ant colony optimization (ACO) and support vector machine (SVM). The diagnostic models built with the identified Raman bands provide a diagnostic accuracy of 93.2% for identifying colorectal cancer from normal Raman spectroscopy. The study demonstrates that the Raman spectroscopy associated with ACO-SVM diagnostic algorithms has great potential to characterize and diagnose colorectal cancer.

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Year:  2014        PMID: 25401621     DOI: 10.1364/OE.22.025895

Source DB:  PubMed          Journal:  Opt Express        ISSN: 1094-4087            Impact factor:   3.894


  13 in total

1.  The Effects of Interacting With a Paro Robot After a Stressor in Patients With Psoriasis: A Randomised Pilot Study.

Authors:  Mikaela Law; Paul Jarrett; Michel K Nieuwoudt; Hannah Holtkamp; Cannon Giglio; Elizabeth Broadbent
Journal:  Front Psychol       Date:  2022-05-12

2.  Label-free Raman spectroscopic imaging to extract morphological and chemical information from a formalin-fixed, paraffin-embedded rat colon tissue section.

Authors:  Riana Gaifulina; Andrew Thomas Maher; Catherine Kendall; James Nelson; Manuel Rodriguez-Justo; Katherine Lau; Geraint Mark Thomas
Journal:  Int J Exp Pathol       Date:  2016-09-01       Impact factor: 1.925

3.  Colorectal Cancer and Colitis Diagnosis Using Fourier Transform Infrared Spectroscopy and an Improved K-Nearest-Neighbour Classifier.

Authors:  Qingbo Li; Can Hao; Xue Kang; Jialin Zhang; Xuejun Sun; Wenbo Wang; Haishan Zeng
Journal:  Sensors (Basel)       Date:  2017-11-27       Impact factor: 3.576

4.  Diagnosis accuracy of Raman spectroscopy in colorectal cancer: A PRISMA-compliant systematic review and meta-analysis.

Authors:  Qiang Zheng; Weibiao Kang; Changyu Chen; Xinxin Shi; Yang Yang; Changjun Yu
Journal:  Medicine (Baltimore)       Date:  2019-08       Impact factor: 1.889

5.  Aberrant Protein Phosphorylation in Cancer by Using Raman Biomarkers.

Authors:  Halina Abramczyk; Anna Imiela; Beata Brożek-Płuska; Monika Kopeć; Jakub Surmacki; Agnieszka Śliwińska
Journal:  Cancers (Basel)       Date:  2019-12-13       Impact factor: 6.639

6.  Fourier transform infrared spectroscopic imaging of colon tissues: evaluating the significance of amide I and C-H stretching bands in diagnostic applications with machine learning.

Authors:  Cai Li Song; Martha Z Vardaki; Robert D Goldin; Sergei G Kazarian
Journal:  Anal Bioanal Chem       Date:  2019-08-16       Impact factor: 4.142

7.  Evaluation of wavelength ranges and tissue depth probed by diffuse reflectance spectroscopy for colorectal cancer detection.

Authors:  Marcelo Saito Nogueira; Siddra Maryam; Michael Amissah; Huihui Lu; Noel Lynch; Shane Killeen; Micheal O'Riordain; Stefan Andersson-Engels
Journal:  Sci Rep       Date:  2021-01-12       Impact factor: 4.379

Review 8.  [Research Progress of Raman Spectroscopy in the Diagnosis of Early Lung Cancer].

Authors:  Xiaoru Tian; Yi Zhang
Journal:  Zhongguo Fei Ai Za Zhi       Date:  2018-07-20

Review 9.  The Status of Advanced Imaging Techniques for Optical Biopsy of Colonic Polyps.

Authors:  Ben Glover; Julian Teare; Nisha Patel
Journal:  Clin Transl Gastroenterol       Date:  2020-03       Impact factor: 4.396

10.  Unique spectral markers discern recurrent Glioblastoma cells from heterogeneous parent population.

Authors:  Ekjot Kaur; Aditi Sahu; Arti R Hole; Jacinth Rajendra; Rohan Chaubal; Nilesh Gardi; Amit Dutt; Aliasgar Moiyadi; C Murali Krishna; Shilpee Dutt
Journal:  Sci Rep       Date:  2016-05-25       Impact factor: 4.379

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