Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid Biopsies

Radiation therapy (RT) is used to treat approximately 50% of all cancer patients. However, RT causes a wide range of adverse late effects that can affect a patient’s quality of life. There are currently no predictive assays in clinical use to identify patients at risk of normal tissue radi...

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Main Authors: Dinesh K.R. Medipally, Thi Nguyet Que Nguyen, Jane Bryant, Valérie Untereiner, Ganesh D. Sockalingum, Daniel Cullen, Emma Noone, Shirley Bradshaw, Marie Finn, Mary Dunne, Aoife M. Shannon, John Armstrong, Fiona M. Lyng, Aidan D. Meade
Format: Article
Language:English
Published: MDPI AG 2019-07-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/11/7/925
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spelling doaj-77558f5f2e0f41ab8b2880f7cebf74412020-11-25T00:37:37ZengMDPI AGCancers2072-66942019-07-0111792510.3390/cancers11070925cancers11070925Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid BiopsiesDinesh K.R. Medipally0Thi Nguyet Que Nguyen1Jane Bryant2Valérie Untereiner3Ganesh D. Sockalingum4Daniel Cullen5Emma Noone6Shirley Bradshaw7Marie Finn8Mary Dunne9Aoife M. Shannon10John Armstrong11Fiona M. Lyng12Aidan D. Meade13Radiation and Environmental Science Centre, Focas Research Institute, Technological University Dublin, D08 NF82 Dublin, IrelandRadiation and Environmental Science Centre, Focas Research Institute, Technological University Dublin, D08 NF82 Dublin, IrelandRadiation and Environmental Science Centre, Focas Research Institute, Technological University Dublin, D08 NF82 Dublin, IrelandBioSpecT EA 7506, Université de Reims Champagne−Ardenne, UFR Pharmacie, 51097 Reims, FranceBioSpecT EA 7506, Université de Reims Champagne−Ardenne, UFR Pharmacie, 51097 Reims, FranceRadiation and Environmental Science Centre, Focas Research Institute, Technological University Dublin, D08 NF82 Dublin, IrelandClinical Trials Unit, St Luke’s Radiation Oncology Network, St Luke’s Hospital, D06 HH36 Dublin, IrelandClinical Trials Unit, St Luke’s Radiation Oncology Network, St Luke’s Hospital, D06 HH36 Dublin, IrelandClinical Trials Unit, St Luke’s Radiation Oncology Network, St Luke’s Hospital, D06 HH36 Dublin, IrelandClinical Trials Unit, St Luke’s Radiation Oncology Network, St Luke’s Hospital, D06 HH36 Dublin, IrelandCancer Trials Ireland, D11 KXN4 Dublin, IrelandCancer Trials Ireland, D11 KXN4 Dublin, IrelandRadiation and Environmental Science Centre, Focas Research Institute, Technological University Dublin, D08 NF82 Dublin, IrelandRadiation and Environmental Science Centre, Focas Research Institute, Technological University Dublin, D08 NF82 Dublin, IrelandRadiation therapy (RT) is used to treat approximately 50% of all cancer patients. However, RT causes a wide range of adverse late effects that can affect a patient’s quality of life. There are currently no predictive assays in clinical use to identify patients at risk of normal tissue radiation toxicity. This study aimed to investigate the potential of Fourier transform infrared (FTIR) spectroscopy for monitoring radiotherapeutic response. Blood plasma was acquired from 53 prostate cancer patients at five different time points: prior to treatment, after hormone treatment, at the end of radiotherapy, two months post radiotherapy and eight months post radiotherapy. FTIR spectra were recorded from plasma samples at all time points and the data was analysed using MATLAB software. Discrimination was observed between spectra recorded at baseline versus follow up time points, as well as between spectra from patients showing minimal and severe acute and late toxicity using principal component analysis. A partial least squares discriminant analysis model achieved sensitivity and specificity rates ranging from 80% to 99%. This technology may have potential to monitor radiotherapeutic response in prostate cancer patients using non-invasive blood plasma samples and could lead to individualised patient radiotherapy.https://www.mdpi.com/2072-6694/11/7/925radiotherapytoxicityprostate cancerblood plasmahigh throughputFourier transform infrared spectroscopy
collection DOAJ
language English
format Article
sources DOAJ
author Dinesh K.R. Medipally
Thi Nguyet Que Nguyen
Jane Bryant
Valérie Untereiner
Ganesh D. Sockalingum
Daniel Cullen
Emma Noone
Shirley Bradshaw
Marie Finn
Mary Dunne
Aoife M. Shannon
John Armstrong
Fiona M. Lyng
Aidan D. Meade
spellingShingle Dinesh K.R. Medipally
Thi Nguyet Que Nguyen
Jane Bryant
Valérie Untereiner
Ganesh D. Sockalingum
Daniel Cullen
Emma Noone
Shirley Bradshaw
Marie Finn
Mary Dunne
Aoife M. Shannon
John Armstrong
Fiona M. Lyng
Aidan D. Meade
Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid Biopsies
Cancers
radiotherapy
toxicity
prostate cancer
blood plasma
high throughput
Fourier transform infrared spectroscopy
author_facet Dinesh K.R. Medipally
Thi Nguyet Que Nguyen
Jane Bryant
Valérie Untereiner
Ganesh D. Sockalingum
Daniel Cullen
Emma Noone
Shirley Bradshaw
Marie Finn
Mary Dunne
Aoife M. Shannon
John Armstrong
Fiona M. Lyng
Aidan D. Meade
author_sort Dinesh K.R. Medipally
title Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid Biopsies
title_short Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid Biopsies
title_full Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid Biopsies
title_fullStr Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid Biopsies
title_full_unstemmed Monitoring Radiotherapeutic Response in Prostate Cancer Patients Using High Throughput FTIR Spectroscopy of Liquid Biopsies
title_sort monitoring radiotherapeutic response in prostate cancer patients using high throughput ftir spectroscopy of liquid biopsies
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2019-07-01
description Radiation therapy (RT) is used to treat approximately 50% of all cancer patients. However, RT causes a wide range of adverse late effects that can affect a patient’s quality of life. There are currently no predictive assays in clinical use to identify patients at risk of normal tissue radiation toxicity. This study aimed to investigate the potential of Fourier transform infrared (FTIR) spectroscopy for monitoring radiotherapeutic response. Blood plasma was acquired from 53 prostate cancer patients at five different time points: prior to treatment, after hormone treatment, at the end of radiotherapy, two months post radiotherapy and eight months post radiotherapy. FTIR spectra were recorded from plasma samples at all time points and the data was analysed using MATLAB software. Discrimination was observed between spectra recorded at baseline versus follow up time points, as well as between spectra from patients showing minimal and severe acute and late toxicity using principal component analysis. A partial least squares discriminant analysis model achieved sensitivity and specificity rates ranging from 80% to 99%. This technology may have potential to monitor radiotherapeutic response in prostate cancer patients using non-invasive blood plasma samples and could lead to individualised patient radiotherapy.
topic radiotherapy
toxicity
prostate cancer
blood plasma
high throughput
Fourier transform infrared spectroscopy
url https://www.mdpi.com/2072-6694/11/7/925
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