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Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images

OBJECTIVES: The aim of this study was to examine whether texture analysis features on pretreatment contrast-enhanced CT images could predict adequate response (AR) or inadequate response (IR) after two cycles of chemotherapy in pediatric Hodgkin’s lymphoma (PHL). MATERIALS AND METHODS: This retrospe...

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Autores principales: Doillon, Margaux, Durot, Carole, Pluchart, Claire, Marcus, Claude, Djelouah, Manel, Carsin-Vu, Aline
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Ubiquity Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9104423/
https://www.ncbi.nlm.nih.gov/pubmed/35647484
http://dx.doi.org/10.5334/jbsr.2752
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author Doillon, Margaux
Durot, Carole
Pluchart, Claire
Marcus, Claude
Djelouah, Manel
Carsin-Vu, Aline
author_facet Doillon, Margaux
Durot, Carole
Pluchart, Claire
Marcus, Claude
Djelouah, Manel
Carsin-Vu, Aline
author_sort Doillon, Margaux
collection PubMed
description OBJECTIVES: The aim of this study was to examine whether texture analysis features on pretreatment contrast-enhanced CT images could predict adequate response (AR) or inadequate response (IR) after two cycles of chemotherapy in pediatric Hodgkin’s lymphoma (PHL). MATERIALS AND METHODS: This retrospective single-center study included 32 children and adolescents with HL. Texture analysis was independently performed by two radiologists using pretreatment CT scans. The mean gray level, standard deviation, entropy, kurtosis, and skewness were derived from pixel distribution histograms before and after spatial filtration ranging from two (fine texture) to six (coarse texture). Interobserver reliability was studied using interobserver correlation coefficients (ICCs) to select texture parameters. Relationships between early response assessment (ERA) to induction therapy and associated factors were studied using Student’s t-tests and a lasso penalized logistic regression analysis. RESULTS: Of the 32 patients, IR was observed in 13 and AR in 19. Inter-reader agreement was good to excellent (ICC > 0.75) for all parameters except skewness and kurtosis without filtration and at spatial scale filtration (SSF) = 2. These parameters were excluded from the analysis. The t-test identified only entropy at SSF = 2 (p value = 0.039) as a potential predictor of ERA. No parameters were significantly associated with ERA, according to a lasso penalized logistic regression. CONCLUSION: No textural parameters were identified as predictors of ERA after two cycles of chemotherapy in PHL.
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spelling pubmed-91044232022-05-27 Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images Doillon, Margaux Durot, Carole Pluchart, Claire Marcus, Claude Djelouah, Manel Carsin-Vu, Aline J Belg Soc Radiol Original Article OBJECTIVES: The aim of this study was to examine whether texture analysis features on pretreatment contrast-enhanced CT images could predict adequate response (AR) or inadequate response (IR) after two cycles of chemotherapy in pediatric Hodgkin’s lymphoma (PHL). MATERIALS AND METHODS: This retrospective single-center study included 32 children and adolescents with HL. Texture analysis was independently performed by two radiologists using pretreatment CT scans. The mean gray level, standard deviation, entropy, kurtosis, and skewness were derived from pixel distribution histograms before and after spatial filtration ranging from two (fine texture) to six (coarse texture). Interobserver reliability was studied using interobserver correlation coefficients (ICCs) to select texture parameters. Relationships between early response assessment (ERA) to induction therapy and associated factors were studied using Student’s t-tests and a lasso penalized logistic regression analysis. RESULTS: Of the 32 patients, IR was observed in 13 and AR in 19. Inter-reader agreement was good to excellent (ICC > 0.75) for all parameters except skewness and kurtosis without filtration and at spatial scale filtration (SSF) = 2. These parameters were excluded from the analysis. The t-test identified only entropy at SSF = 2 (p value = 0.039) as a potential predictor of ERA. No parameters were significantly associated with ERA, according to a lasso penalized logistic regression. CONCLUSION: No textural parameters were identified as predictors of ERA after two cycles of chemotherapy in PHL. Ubiquity Press 2022-05-10 /pmc/articles/PMC9104423/ /pubmed/35647484 http://dx.doi.org/10.5334/jbsr.2752 Text en Copyright: © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/.
spellingShingle Original Article
Doillon, Margaux
Durot, Carole
Pluchart, Claire
Marcus, Claude
Djelouah, Manel
Carsin-Vu, Aline
Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images
title Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images
title_full Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images
title_fullStr Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images
title_full_unstemmed Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images
title_short Response to Induction Therapy in Pediatric Hodgkin’s Lymphoma: Performance of First-Order Texture Parameters of CT Images
title_sort response to induction therapy in pediatric hodgkin’s lymphoma: performance of first-order texture parameters of ct images
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9104423/
https://www.ncbi.nlm.nih.gov/pubmed/35647484
http://dx.doi.org/10.5334/jbsr.2752
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