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Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization
BACKGROUND: The purpose was to validate (90)Y PET gradient-based tumor segmentation in phantoms and to evaluate the impact of the segmentation method on reported tumor absorbed dose (AD) and biological effective dose (BED) in (90)Y microsphere radioembolization (RE) patients. A semi-automated gradie...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6265358/ https://www.ncbi.nlm.nih.gov/pubmed/30498973 http://dx.doi.org/10.1186/s40658-018-0230-y |
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author | Mikell, Justin K. Kaza, Ravi K. Roberson, Peter L. Younge, Kelly C. Srinivasa, Ravi N. Majdalany, Bill S. Cuneo, Kyle C. Owen, Dawn Devasia, Theresa Schipper, Matthew J. Dewaraja, Yuni K. |
author_facet | Mikell, Justin K. Kaza, Ravi K. Roberson, Peter L. Younge, Kelly C. Srinivasa, Ravi N. Majdalany, Bill S. Cuneo, Kyle C. Owen, Dawn Devasia, Theresa Schipper, Matthew J. Dewaraja, Yuni K. |
author_sort | Mikell, Justin K. |
collection | PubMed |
description | BACKGROUND: The purpose was to validate (90)Y PET gradient-based tumor segmentation in phantoms and to evaluate the impact of the segmentation method on reported tumor absorbed dose (AD) and biological effective dose (BED) in (90)Y microsphere radioembolization (RE) patients. A semi-automated gradient-based method was applied to phantoms and patient tumors on the (90)Y PET with the initial bounding volume for gradient detection determined from a registered diagnostic CT or MR; this PET-based segmentation (PS) was compared with radiologist-defined morphologic segmentation (MS) on CT or MRI. AD and BED volume histogram metrics (D90, D70, mean) were calculated using both segmentations and concordance/correlations were investigated. Spatial concordance was assessed using Dice similarity coefficient (DSC) and mean distance to agreement (MDA). PS was repeated to assess intra-observer variability. RESULTS: In phantoms, PS demonstrated high accuracy in lesion volumes (within 15%), AD metrics (within 11%), high spatial concordance relative to morphologic segmentation (DSC > 0.86 and MDA < 1.5 mm), and low intra-observer variability (DSC > 0.99, MDA < 0.2 mm, AD/BED metrics within 2%). For patients (58 lesions), spatial concordance between PS and MS was degraded compared to in-phantom (average DSC = 0.54, average MDA = 4.8 mm); the average mean tumor AD was 226 ± 153 and 197 ± 138 Gy, respectively for PS and MS. For patient AD metrics, the best Pearson correlation (r) and concordance correlation coefficient (ccc) between segmentation methods was found for mean AD (r = 0.94, ccc = 0.92), but worsened as the metric approached the minimum dose (for D90, r = 0.77, ccc = 0.69); BED metrics exhibited a similar trend. Patient PS showed low intra-observer variability (average DSC = 0.81, average MDA = 2.2 mm, average AD/BED metrics within 3.0%). CONCLUSIONS: (90)Y PET gradient-based segmentation led to accurate/robust results in phantoms, and showed high concordance with MS for reporting mean tumor AD/BED in patients. However, tumor coverage metrics such as D90 exhibited worse concordance between segmentation methods, highlighting the need to standardize segmentation methods when reporting AD/BED metrics from post-therapy (90)Y PET. Estimated differences in reported AD/BED metrics due to segmentation method will be useful for interpreting RE dosimetry results in the literature including tumor response data. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s40658-018-0230-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6265358 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-62653582018-12-18 Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization Mikell, Justin K. Kaza, Ravi K. Roberson, Peter L. Younge, Kelly C. Srinivasa, Ravi N. Majdalany, Bill S. Cuneo, Kyle C. Owen, Dawn Devasia, Theresa Schipper, Matthew J. Dewaraja, Yuni K. EJNMMI Phys Original Research BACKGROUND: The purpose was to validate (90)Y PET gradient-based tumor segmentation in phantoms and to evaluate the impact of the segmentation method on reported tumor absorbed dose (AD) and biological effective dose (BED) in (90)Y microsphere radioembolization (RE) patients. A semi-automated gradient-based method was applied to phantoms and patient tumors on the (90)Y PET with the initial bounding volume for gradient detection determined from a registered diagnostic CT or MR; this PET-based segmentation (PS) was compared with radiologist-defined morphologic segmentation (MS) on CT or MRI. AD and BED volume histogram metrics (D90, D70, mean) were calculated using both segmentations and concordance/correlations were investigated. Spatial concordance was assessed using Dice similarity coefficient (DSC) and mean distance to agreement (MDA). PS was repeated to assess intra-observer variability. RESULTS: In phantoms, PS demonstrated high accuracy in lesion volumes (within 15%), AD metrics (within 11%), high spatial concordance relative to morphologic segmentation (DSC > 0.86 and MDA < 1.5 mm), and low intra-observer variability (DSC > 0.99, MDA < 0.2 mm, AD/BED metrics within 2%). For patients (58 lesions), spatial concordance between PS and MS was degraded compared to in-phantom (average DSC = 0.54, average MDA = 4.8 mm); the average mean tumor AD was 226 ± 153 and 197 ± 138 Gy, respectively for PS and MS. For patient AD metrics, the best Pearson correlation (r) and concordance correlation coefficient (ccc) between segmentation methods was found for mean AD (r = 0.94, ccc = 0.92), but worsened as the metric approached the minimum dose (for D90, r = 0.77, ccc = 0.69); BED metrics exhibited a similar trend. Patient PS showed low intra-observer variability (average DSC = 0.81, average MDA = 2.2 mm, average AD/BED metrics within 3.0%). CONCLUSIONS: (90)Y PET gradient-based segmentation led to accurate/robust results in phantoms, and showed high concordance with MS for reporting mean tumor AD/BED in patients. However, tumor coverage metrics such as D90 exhibited worse concordance between segmentation methods, highlighting the need to standardize segmentation methods when reporting AD/BED metrics from post-therapy (90)Y PET. Estimated differences in reported AD/BED metrics due to segmentation method will be useful for interpreting RE dosimetry results in the literature including tumor response data. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s40658-018-0230-y) contains supplementary material, which is available to authorized users. Springer International Publishing 2018-11-30 /pmc/articles/PMC6265358/ /pubmed/30498973 http://dx.doi.org/10.1186/s40658-018-0230-y Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Original Research Mikell, Justin K. Kaza, Ravi K. Roberson, Peter L. Younge, Kelly C. Srinivasa, Ravi N. Majdalany, Bill S. Cuneo, Kyle C. Owen, Dawn Devasia, Theresa Schipper, Matthew J. Dewaraja, Yuni K. Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization |
title | Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization |
title_full | Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization |
title_fullStr | Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization |
title_full_unstemmed | Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization |
title_short | Impact of (90)Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization |
title_sort | impact of (90)y pet gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6265358/ https://www.ncbi.nlm.nih.gov/pubmed/30498973 http://dx.doi.org/10.1186/s40658-018-0230-y |
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