Role of artificial intelligence and vibrational spectroscopy in cancer diagnostics

Rehman, I.U. and Khan, R.S. and Rehman, S. (2020) Role of artificial intelligence and vibrational spectroscopy in cancer diagnostics. Expert Review of Molecular Diagnostics, 20 (8). pp. 749-755. ISSN 1473-7159

[thumbnail of Role_of_Artificial_Intelligence_and_Vibrational_Spectroscopy_in_Cancer_Diagnostics__IUR-F__]
Text (Role_of_Artificial_Intelligence_and_Vibrational_Spectroscopy_in_Cancer_Diagnostics__IUR-F__)
Role_of_Artificial_Intelligence_and_Vibrational_Spectroscopy_in_Cancer_Diagnostics_IUR_F_.pdf - Accepted Version
Available under License Creative Commons Attribution-NonCommercial.

Download (750kB)

Abstract

Introduction: Raman and Infrared spectroscopic techniques are being used for the analysis of different types of cancers and other biological molecules. It is possible to identify cancers from normal tissues both in fresh and fixed tissues. These techniques can be used not only for the early diagnosis of cancer but also for monitoring the progression of the disease. Furthermore, chemical pathways to the progression of the disease process can be understood and followed. Areas covered: More recently, Artificial Intelligence (AI), Neural Network (NN), and Machine Learning are being combined with spectroscopy, which is making it easier to understand the chemical structural details of cancers and biological molecules more precisely and accurately. In this report, these aspects are being outlined by using breast cancer as a specific example. Expert opinion: A pathway showing to combine vibrational spectroscopy with AI and ML has immense potential in predicting various stages of different disease processes, in particular, in cancer diagnosis, staging, and designing treatment. This will result in improved patient care pathways.

Item Type:
Journal Article
Journal or Publication Title:
Expert Review of Molecular Diagnostics
Additional Information:
This is an Accepted Manuscript of an article published by Taylor & Francis in Expert Review of Molecular Diagnostics on 27/06/2020 available online: https://www.tandfonline.com/doi/abs/10.1080/14737159.2020.1784008
Uncontrolled Keywords:
/dk/atira/pure/subjectarea/asjc/1300/1311
Subjects:
?? artificial intelligencebreast cancermachine learningneural networkprincipal component analysisraman spectroscopygeneticsmolecular medicinemolecular biologypathology and forensic medicine ??
ID Code:
145730
Deposited By:
Deposited On:
10 Aug 2020 13:15
Refereed?:
Yes
Published?:
Published
Last Modified:
25 Oct 2024 00:24