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

被引:23
作者
Medipally, Dinesh K. R. [1 ,2 ]
Thi Nguyet Que Nguyen [1 ,2 ]
Bryant, Jane [1 ]
Untereiner, Valerie [3 ,4 ]
Sockalingum, Ganesh D. [3 ]
Cullen, Daniel [1 ,2 ]
Noone, Emma [5 ]
Bradshaw, Shirley [5 ]
Finn, Marie [5 ]
Dunne, Mary [5 ]
Shannon, Aoife M. [6 ]
Armstrong, John [6 ,7 ]
Lyng, Fiona M. [1 ,2 ]
Meade, Aidan D. [1 ,2 ]
机构
[1] Technol Univ Dublin, Radiat & Environm Sci Ctr, Focas Res Inst, Dublin D08 NF82, Ireland
[2] Technol Univ Dublin, Sch Phys & Clin & Optometr Sci, Dublin D08 NF82, Ireland
[3] Univ Reims, BioSpecT EA 7506, UFR Pharm, F-51097 Reims, France
[4] Univ Reims, PICT, F-51097 Reims, France
[5] St Lukes Hosp, St Lukes Radiat Oncol Network, Clin Trials Unit, Dublin D06 HH36, Ireland
[6] Canc Trials Ireland, Dublin D11 KXN4, Ireland
[7] St Lukes Hosp, Dept Radiat Oncol, St Lukes Radiat Oncol Network, Dublin D06 HH36, Ireland
基金
爱尔兰科学基金会;
关键词
radiotherapy; toxicity; prostate cancer; blood plasma; high throughput; Fourier transform infrared spectroscopy; GENOME-WIDE ASSOCIATION; ANDROGEN-DEPRIVATION THERAPY; LATE TOXICITY; BLOOD-PLASMA; RISK-FACTORS; SERUM; RADIOSENSITIVITY; CELLS; MEN;
D O I
10.3390/cancers11070925
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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.
引用
收藏
页数:18
相关论文
共 55 条
[1]   Ten-Year Outcomes of High-Dose, Intensity-Modulated Radiotherapy for Localized Prostate Cancer [J].
Alicikus, Zumre A. ;
Yamada, Yoshiya ;
Zhang, Zhigang ;
Pei, Xin ;
Hunt, Margie ;
Kollmeier, Marisa ;
Cox, Brett ;
Zelefsky, Michael J. .
CANCER, 2011, 117 (07) :1429-1437
[2]  
[Anonymous], 2004, OP 5 REF MAN
[3]   Chromosomal radiosensitivity as a marker of predisposition to common cancers? [J].
Baria, K ;
Warren, C ;
Roberts, SA ;
West, CM ;
Scott, D .
BRITISH JOURNAL OF CANCER, 2001, 84 (07) :892-896
[4]   A genome wide association study (GWAS) providing evidence of an association between common genetic variants and late radiotherapy toxicity [J].
Barnett, Gillian C. ;
Thompson, Deborah ;
Fachal, Laura ;
Kerns, Sarah ;
Talbot, Chris ;
Elliott, Rebecca M. ;
Dorling, Leila ;
Coles, Charlotte E. ;
Dearnaley, David P. ;
Rosenstein, Barry S. ;
Vega, Ana ;
Symonds, Paul ;
Yarnold, John ;
Baynes, Caroline ;
Michailidou, Kyriaki ;
Dennis, Joe ;
Tyrer, Jonathan P. ;
Wilkinson, Jennifer S. ;
Gomez-Caamano, Antonio ;
Tanteles, George A. ;
Platte, Radka ;
Mayes, Rebecca ;
Conroy, Don ;
Maranian, Mel ;
Luccarini, Craig ;
Gulliford, Sarah L. ;
Sydes, Matthew R. ;
Hall, Emma ;
Haviland, Joanne ;
Misra, Vivek ;
Titley, Jennifer ;
Bentzen, Soren M. ;
Pharoah, Paul D. P. ;
Burnet, Neil G. ;
Dunning, Alison M. ;
West, Catharine M. L. .
RADIOTHERAPY AND ONCOLOGY, 2014, 111 (02) :178-185
[5]   Vibrational spectroscopic analysis of body fluids: avoiding molecular contamination using centrifugal filtration [J].
Bonnier, Franck ;
Baker, Matthew J. ;
Byrne, Hugh J. .
ANALYTICAL METHODS, 2014, 6 (14) :5155-5160
[6]   Prolonged expression of the γ-H2AX DNA repair biomarker correlates with excess acute and chronic toxicity from radiotherapy treatment [J].
Bourton, Emma C. ;
Plowman, Piers N. ;
Smith, Daniel ;
Arlett, Colin F. ;
Parris, Christopher N. .
INTERNATIONAL JOURNAL OF CANCER, 2011, 129 (12) :2928-2934
[7]   Partial least squares discriminant analysis: taking the magic away [J].
Brereton, Richard G. ;
Lloyd, Gavin R. .
JOURNAL OF CHEMOMETRICS, 2014, 28 (04) :213-225
[8]   Discrimination Analysis of Blood Plasma Associated with Alzheimer's Disease Using Vibrational Spectroscopy [J].
Carmona, Pedro ;
Molina, Marina ;
Calero, Miguel ;
Bermejo-Pareja, Felix ;
Martinez-Martin, Pablo ;
Toledanog, Adolfo .
JOURNAL OF ALZHEIMERS DISEASE, 2013, 34 (04) :911-920
[9]   Individualizing Quality-of-Life Outcomes Reporting: How Localized Prostate Cancer Treatments Affect Patients With Different Levels of Baseline Urinary, Bowel, and Sexual Function [J].
Chen, Ronald C. ;
Clark, Jack A. ;
Talcott, James A. .
JOURNAL OF CLINICAL ONCOLOGY, 2009, 27 (24) :3916-3922
[10]   Surface-Enhanced Raman Scattering (SERS) in Microbiology: Illumination and Enhancement of the Microbial World [J].
Chisanga, Malama ;
Muhamadali, Howbeer ;
Ellis, David I. ;
Goodacre, Royston .
APPLIED SPECTROSCOPY, 2018, 72 (07) :987-1000