Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning

Marcelo Saito Nogueira; Siddra Maryam; Michael Amissah; Noel Lynch; Shane Killeen; Micheal O'Riordain; Stefan Andersson-Engels

doi:10.1117/12.2615031

Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning

Marcelo Saito Nogueira
, Siddra Maryam
, Michael Amissah
, Noel Lynch
, Shane Killeen
, Micheal O'Riordain
, Stefan Andersson-Engels

University College Cork

Research output: Chapter in Book/Report/Conference proceedings › Chapter › peer-review

Abstract

Machine learning models can detect colorectal cancer with 93.5% sensitivity and 94.0% specificity based on diffuse reflectance spectroscopy (DRS) of superficial tissues. Extended DRS wavelength ranges improve differentiation between cancer and mucosa.

Original language	English
Title of host publication	Translational Biophotonics
Subtitle of host publication	Diagnostics and Therapeutics
Editors	Zhiwei Huang, Lothar D. Lilge
Publisher	SPIE
ISBN (Electronic)	9781510647046
DOIs	https://doi.org/10.1117/12.2615031
Publication status	Published - 2021
Event	Translational Biophotonics: Diagnostics and Therapeutics 2021 - Virtual, Online, Germany Duration: 20 Jun 2021 → 24 Jun 2021

Publication series

Name	Progress in Biomedical Optics and Imaging - Proceedings of SPIE
Volume	11919
ISSN (Print)	1605-7422

Conference

Conference	Translational Biophotonics: Diagnostics and Therapeutics 2021
Country/Territory	Germany
City	Virtual, Online
Period	20/06/21 → 24/06/21

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

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10.1117/12.2615031

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Nogueira, M. S., Maryam, S., Amissah, M., Lynch, N., Killeen, S., O'Riordain, M., & Andersson-Engels, S. (2021). Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning. In Z. Huang, & L. D. Lilge (Eds.), Translational Biophotonics: Diagnostics and Therapeutics Article 1191928 (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; Vol. 11919). SPIE. https://doi.org/10.1117/12.2615031

Nogueira, Marcelo Saito ; Maryam, Siddra ; Amissah, Michael et al. / Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning. Translational Biophotonics: Diagnostics and Therapeutics. editor / Zhiwei Huang ; Lothar D. Lilge. SPIE, 2021. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE).

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title = "Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning",

abstract = "Machine learning models can detect colorectal cancer with 93.5\% sensitivity and 94.0\% specificity based on diffuse reflectance spectroscopy (DRS) of superficial tissues. Extended DRS wavelength ranges improve differentiation between cancer and mucosa.",

author = "Nogueira, \{Marcelo Saito\} and Siddra Maryam and Michael Amissah and Noel Lynch and Shane Killeen and Micheal O'Riordain and Stefan Andersson-Engels",

year = "2021",

doi = "10.1117/12.2615031",

language = "English",

series = "Progress in Biomedical Optics and Imaging - Proceedings of SPIE",

publisher = "SPIE",

editor = "Zhiwei Huang and Lilge, \{Lothar D.\}",

booktitle = "Translational Biophotonics",

address = "United States",

}

Nogueira, MS, Maryam, S, Amissah, M, Lynch, N, Killeen, S, O'Riordain, M & Andersson-Engels, S 2021, Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning. in Z Huang & LD Lilge (eds), Translational Biophotonics: Diagnostics and Therapeutics., 1191928, Progress in Biomedical Optics and Imaging - Proceedings of SPIE, vol. 11919, SPIE, Translational Biophotonics: Diagnostics and Therapeutics 2021, Virtual, Online, Germany, 20/06/21. https://doi.org/10.1117/12.2615031

Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning. / Nogueira, Marcelo Saito; Maryam, Siddra; Amissah, Michael et al.
Translational Biophotonics: Diagnostics and Therapeutics. ed. / Zhiwei Huang; Lothar D. Lilge. SPIE, 2021. 1191928 (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; Vol. 11919).

Research output: Chapter in Book/Report/Conference proceedings › Chapter › peer-review

TY - CHAP

T1 - Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning

AU - Nogueira, Marcelo Saito

AU - Maryam, Siddra

AU - Amissah, Michael

AU - Lynch, Noel

AU - Killeen, Shane

AU - O'Riordain, Micheal

AU - Andersson-Engels, Stefan

PY - 2021

Y1 - 2021

N2 - Machine learning models can detect colorectal cancer with 93.5% sensitivity and 94.0% specificity based on diffuse reflectance spectroscopy (DRS) of superficial tissues. Extended DRS wavelength ranges improve differentiation between cancer and mucosa.

AB - Machine learning models can detect colorectal cancer with 93.5% sensitivity and 94.0% specificity based on diffuse reflectance spectroscopy (DRS) of superficial tissues. Extended DRS wavelength ranges improve differentiation between cancer and mucosa.

UR - https://www.scopus.com/pages/publications/85122874732

U2 - 10.1117/12.2615031

DO - 10.1117/12.2615031

M3 - Chapter

AN - SCOPUS:85122874732

T3 - Progress in Biomedical Optics and Imaging - Proceedings of SPIE

BT - Translational Biophotonics

A2 - Huang, Zhiwei

A2 - Lilge, Lothar D.

PB - SPIE

T2 - Translational Biophotonics: Diagnostics and Therapeutics 2021

Y2 - 20 June 2021 through 24 June 2021

ER -

Nogueira MS, Maryam S, Amissah M, Lynch N, Killeen S, O'Riordain M et al. Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning. In Huang Z, Lilge LD, editors, Translational Biophotonics: Diagnostics and Therapeutics. SPIE. 2021. 1191928. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE). doi: 10.1117/12.2615031

Benefit of extending near-infrared wavelength range of diffuse reflectance spectroscopy for colorectal cancer detection using machine learning

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