Cargando…
Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer
SIMPLE SUMMARY: There is a need to demonstrate additional clinical value/utility for PET/MRI in oncology which moves beyond simple diagnosis. We believe that our currently submitted work represents an initial step in realizing the goal of moving PET/MRI beyond simple diagnosis. We report how texture...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8199380/ https://www.ncbi.nlm.nih.gov/pubmed/34072712 http://dx.doi.org/10.3390/cancers13112715 |
_version_ | 1783707363232972800 |
---|---|
author | Ganeshan, Balaji Miles, Kenneth Afaq, Asim Punwani, Shonit Rodriguez, Manuel Wan, Simon Walls, Darren Hoy, Luke Khan, Saif Endozo, Raymond Shortman, Robert Hoath, John Bhargava, Aman Hanson, Matthew Francis, Daren Arulampalam, Tan Dindyal, Sanjay Chen, Shih-Hsin Ng, Tony Groves, Ashley |
author_facet | Ganeshan, Balaji Miles, Kenneth Afaq, Asim Punwani, Shonit Rodriguez, Manuel Wan, Simon Walls, Darren Hoy, Luke Khan, Saif Endozo, Raymond Shortman, Robert Hoath, John Bhargava, Aman Hanson, Matthew Francis, Daren Arulampalam, Tan Dindyal, Sanjay Chen, Shih-Hsin Ng, Tony Groves, Ashley |
author_sort | Ganeshan, Balaji |
collection | PubMed |
description | SIMPLE SUMMARY: There is a need to demonstrate additional clinical value/utility for PET/MRI in oncology which moves beyond simple diagnosis. We believe that our currently submitted work represents an initial step in realizing the goal of moving PET/MRI beyond simple diagnosis. We report how texture analysis of parametric images depicting tumor fractional water content derived from routine PET/MRI Dixon acquisitions shows good inter-operator agreement, generates biologically relevant information related to total lesion glycolysis and gene mutation count, and provides prognostic information that can potentially unlock new clinical applications for patients with colorectal cancer. This research study resulted from a long-standing multi-disciplinary collaboration between the nuclear medicine physicians at our institute and experts in quantitative imaging, MRI radiology, GI histology, clinical oncology in colorectal cancer, and several gastrointestinal surgeons at various local hospitals. ABSTRACT: To assess the capability of fractional water content (FWC) texture analysis (TA) to generate biologically relevant information from routine PET/MRI acquisitions for colorectal cancer (CRC) patients. Thirty consecutive primary CRC patients (mean age 63.9, range 42–83 years) prospectively underwent FDG-PET/MRI. FWC tumor parametric images generated from Dixon MR sequences underwent TA using commercially available research software (TexRAD). Data analysis comprised (1) identification of functional imaging correlates for texture features (TF) with low inter-observer variability (intraclass correlation coefficient: ICC > 0.75), (2) evaluation of prognostic performance for FWC-TF, and (3) correlation of prognostic imaging signatures with gene mutation (GM) profile. Of 32 FWC-TF with ICC > 0.75, 18 correlated with total lesion glycolysis (TLG, highest: r(s) = −0.547, p = 0.002). Using optimized cut-off values, five MR FWC-TF identified a good prognostic group with zero mortality (lowest: p = 0.017). For the most statistically significant prognostic marker, favorable prognosis was significantly associated with a higher number of GM per patient (medians: 7 vs. 1.5, p = 0.009). FWC-TA derived from routine PET/MRI Dixon acquisitions shows good inter-operator agreement, generates biological relevant information related to TLG, GM count, and provides prognostic information that can unlock new clinical applications for CRC patients. |
format | Online Article Text |
id | pubmed-8199380 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81993802021-06-14 Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer Ganeshan, Balaji Miles, Kenneth Afaq, Asim Punwani, Shonit Rodriguez, Manuel Wan, Simon Walls, Darren Hoy, Luke Khan, Saif Endozo, Raymond Shortman, Robert Hoath, John Bhargava, Aman Hanson, Matthew Francis, Daren Arulampalam, Tan Dindyal, Sanjay Chen, Shih-Hsin Ng, Tony Groves, Ashley Cancers (Basel) Article SIMPLE SUMMARY: There is a need to demonstrate additional clinical value/utility for PET/MRI in oncology which moves beyond simple diagnosis. We believe that our currently submitted work represents an initial step in realizing the goal of moving PET/MRI beyond simple diagnosis. We report how texture analysis of parametric images depicting tumor fractional water content derived from routine PET/MRI Dixon acquisitions shows good inter-operator agreement, generates biologically relevant information related to total lesion glycolysis and gene mutation count, and provides prognostic information that can potentially unlock new clinical applications for patients with colorectal cancer. This research study resulted from a long-standing multi-disciplinary collaboration between the nuclear medicine physicians at our institute and experts in quantitative imaging, MRI radiology, GI histology, clinical oncology in colorectal cancer, and several gastrointestinal surgeons at various local hospitals. ABSTRACT: To assess the capability of fractional water content (FWC) texture analysis (TA) to generate biologically relevant information from routine PET/MRI acquisitions for colorectal cancer (CRC) patients. Thirty consecutive primary CRC patients (mean age 63.9, range 42–83 years) prospectively underwent FDG-PET/MRI. FWC tumor parametric images generated from Dixon MR sequences underwent TA using commercially available research software (TexRAD). Data analysis comprised (1) identification of functional imaging correlates for texture features (TF) with low inter-observer variability (intraclass correlation coefficient: ICC > 0.75), (2) evaluation of prognostic performance for FWC-TF, and (3) correlation of prognostic imaging signatures with gene mutation (GM) profile. Of 32 FWC-TF with ICC > 0.75, 18 correlated with total lesion glycolysis (TLG, highest: r(s) = −0.547, p = 0.002). Using optimized cut-off values, five MR FWC-TF identified a good prognostic group with zero mortality (lowest: p = 0.017). For the most statistically significant prognostic marker, favorable prognosis was significantly associated with a higher number of GM per patient (medians: 7 vs. 1.5, p = 0.009). FWC-TA derived from routine PET/MRI Dixon acquisitions shows good inter-operator agreement, generates biological relevant information related to TLG, GM count, and provides prognostic information that can unlock new clinical applications for CRC patients. MDPI 2021-05-31 /pmc/articles/PMC8199380/ /pubmed/34072712 http://dx.doi.org/10.3390/cancers13112715 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ganeshan, Balaji Miles, Kenneth Afaq, Asim Punwani, Shonit Rodriguez, Manuel Wan, Simon Walls, Darren Hoy, Luke Khan, Saif Endozo, Raymond Shortman, Robert Hoath, John Bhargava, Aman Hanson, Matthew Francis, Daren Arulampalam, Tan Dindyal, Sanjay Chen, Shih-Hsin Ng, Tony Groves, Ashley Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer |
title | Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer |
title_full | Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer |
title_fullStr | Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer |
title_full_unstemmed | Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer |
title_short | Texture Analysis of Fractional Water Content Images Acquired during PET/MRI: Initial Evidence for an Association with Total Lesion Glycolysis, Survival and Gene Mutation Profile in Primary Colorectal Cancer |
title_sort | texture analysis of fractional water content images acquired during pet/mri: initial evidence for an association with total lesion glycolysis, survival and gene mutation profile in primary colorectal cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8199380/ https://www.ncbi.nlm.nih.gov/pubmed/34072712 http://dx.doi.org/10.3390/cancers13112715 |
work_keys_str_mv | AT ganeshanbalaji textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT mileskenneth textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT afaqasim textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT punwanishonit textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT rodriguezmanuel textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT wansimon textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT wallsdarren textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT hoyluke textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT khansaif textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT endozoraymond textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT shortmanrobert textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT hoathjohn textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT bhargavaaman textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT hansonmatthew textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT francisdaren textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT arulampalamtan textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT dindyalsanjay textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT chenshihhsin textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT ngtony textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer AT grovesashley textureanalysisoffractionalwatercontentimagesacquiredduringpetmriinitialevidenceforanassociationwithtotallesionglycolysissurvivalandgenemutationprofileinprimarycolorectalcancer |