Developing a Raman spectroscopy-based tool to stratify patient response to pre-operative radiotherapy in rectal cancer

Rectal cancer patients frequently receive pre-operative radiotherapy (RT), prior to surgical resection. However, colorectal cancer is heterogeneous and the degree of tumour response to pre-operative RT is highly variable. There are currently no clinically approved methods of predicting response to R...

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Published inAnalyst (London) Vol. 146; no. 2; pp. 581 - 589
Main Authors Kirkby, Chloe J, Gala de Pablo, Julia, Tinkler-Hundal, Emma, Wood, Henry M, Evans, Stephen D, West, Nicholas P
Format Journal Article
LanguageEnglish
Published England 21.01.2021
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Abstract Rectal cancer patients frequently receive pre-operative radiotherapy (RT), prior to surgical resection. However, colorectal cancer is heterogeneous and the degree of tumour response to pre-operative RT is highly variable. There are currently no clinically approved methods of predicting response to RT, and a significant proportion of patients will show no clinical benefit, despite enduring the side-effects. We evaluated the use of Raman spectroscopy (RS), a non-destructive technique able to provide the unique chemical fingerprint of tissues, as a potential tool to stratify patient response to pre-operative RT. Raman measurements were obtained from the formalin-fixed, paraffin-embedded (FFPE) pre-treatment biopsy specimens of 20 rectal cancer patients who received pre-operative RT. A principal component analysis and linear discriminant analysis algorithm was able to classify patient response to pre-operative RT as good or poor, with an accuracy of 86.04 ± 0.14% (standard error). Patients with a good response to RT showed greater contributions from protein-associated peaks, whereas patients who responded poorly showed greater lipid contributions. These results demonstrate that RS is able to reliably classify tumour response to pre-operative RT from FFPE biopsies and highlights its potential to guide personalised cancer patient treatment. The use of Raman spectroscopy to stratify rectal cancer patient response to pre-operative radiotherapy, using routine pre-treatment biopsy samples.
AbstractList Rectal cancer patients frequently receive pre-operative radiotherapy (RT), prior to surgical resection. However, colorectal cancer is heterogeneous and the degree of tumour response to pre-operative RT is highly variable. There are currently no clinically approved methods of predicting response to RT, and a significant proportion of patients will show no clinical benefit, despite enduring the side-effects. We evaluated the use of Raman spectroscopy (RS), a non-destructive technique able to provide the unique chemical fingerprint of tissues, as a potential tool to stratify patient response to pre-operative RT. Raman measurements were obtained from the formalin-fixed, paraffin-embedded (FFPE) pre-treatment biopsy specimens of 20 rectal cancer patients who received pre-operative RT. A principal component analysis and linear discriminant analysis algorithm was able to classify patient response to pre-operative RT as good or poor, with an accuracy of 86.04 ± 0.14% (standard error). Patients with a good response to RT showed greater contributions from protein-associated peaks, whereas patients who responded poorly showed greater lipid contributions. These results demonstrate that RS is able to reliably classify tumour response to pre-operative RT from FFPE biopsies and highlights its potential to guide personalised cancer patient treatment. The use of Raman spectroscopy to stratify rectal cancer patient response to pre-operative radiotherapy, using routine pre-treatment biopsy samples.
Rectal cancer patients frequently receive pre-operative radiotherapy (RT), prior to surgical resection. However, colorectal cancer is heterogeneous and the degree of tumour response to pre-operative RT is highly variable. There are currently no clinically approved methods of predicting response to RT, and a significant proportion of patients will show no clinical benefit, despite enduring the side-effects. We evaluated the use of Raman spectroscopy (RS), a non-destructive technique able to provide the unique chemical fingerprint of tissues, as a potential tool to stratify patient response to pre-operative RT. Raman measurements were obtained from the formalin-fixed, paraffin-embedded (FFPE) pre-treatment biopsy specimens of 20 rectal cancer patients who received pre-operative RT. A principal component analysis and linear discriminant analysis algorithm was able to classify patient response to pre-operative RT as good or poor, with an accuracy of 86.04 ± 0.14% (standard error). Patients with a good response to RT showed greater contributions from protein-associated peaks, whereas patients who responded poorly showed greater lipid contributions. These results demonstrate that RS is able to reliably classify tumour response to pre-operative RT from FFPE biopsies and highlights its potential to guide personalised cancer patient treatment.
Author Tinkler-Hundal, Emma
West, Nicholas P
Evans, Stephen D
Gala de Pablo, Julia
Wood, Henry M
Kirkby, Chloe J
AuthorAffiliation University of Leeds
Goda Lab
Pathology & Data Analytics
School of Physics and Astronomy
Leeds Institute of Medical Research at St James's
University of Tokyo
Molecular and Nanoscale Physics Group
School of Chemistry
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The data for this paper is available from the University of Leeds Data Repository
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  doi: 10.1089/cmb.2007.0057
  contributor:
    fullname: Martin
– volume: 28
  start-page: 4233
  year: 2010
  ident: D0AN01803A-(cit5)/*[position()=1]
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2009.26.5264
  contributor:
    fullname: Stephens
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Snippet Rectal cancer patients frequently receive pre-operative radiotherapy (RT), prior to surgical resection. However, colorectal cancer is heterogeneous and the...
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SubjectTerms Aged
Biopsy
Female
Humans
Male
Middle Aged
Paraffin Embedding
Preoperative Period
Rectal Neoplasms - pathology
Rectal Neoplasms - radiotherapy
Rectal Neoplasms - surgery
Spectrum Analysis, Raman - methods
Tissue Fixation
Treatment Outcome
Title Developing a Raman spectroscopy-based tool to stratify patient response to pre-operative radiotherapy in rectal cancer
URI https://www.ncbi.nlm.nih.gov/pubmed/33179632
https://search.proquest.com/docview/2460082552
Volume 146
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