Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Outros Autores: | , , , , , , , , |
Tipo de documento: | Artigo |
Idioma: | eng por |
Título da fonte: | Repositório Institucional da UNESP |
Texto Completo: | http://dx.doi.org/10.1016/j.jped.2018.05.017 http://hdl.handle.net/11449/180025 |
Resumo: | Objectives: The objective of this study was to develop and validate a computational tool to assist radiological decisions on necrotizing enterocolitis. Methodology: Patients that exhibited clinical signs and radiographic evidence of Bell's stage 2 or higher were included in the study, resulting in 64 exams. The tool was used to classify localized bowel wall thickening and intestinal pneumatosis using full-width at half-maximum measurements and texture analyses based on wavelet energy decomposition. Radiological findings of suspicious bowel wall thickening and intestinal pneumatosis loops were confirmed by both patient surgery and histopathological analysis. Two experienced radiologists selected an involved bowel and a normal bowel in the same radiography. The full-width at half-maximum and wavelet-based texture feature were then calculated and compared using the Mann–Whitney U test. Specificity, sensibility, positive and negative predictive values were calculated. Results: The full-width at half-maximum results were significantly different between normal and distended loops (median of 10.30 and 15.13, respectively). Horizontal, vertical, and diagonal wavelet energy measurements were evaluated at eight levels of decomposition. Levels 7 and 8 in the horizontal direction presented significant differences. For level 7, median was 0.034 and 0.088 for normal and intestinal pneumatosis groups, respectively, and for level 8 median was 0.19 and 0.34, respectively. Conclusions: The developed tool could detect differences in radiographic findings of bowel wall thickening and IP that are difficult to diagnose, demonstrating the its potential in clinical routine. The tool that was developed in the present study may help physicians to investigate suspicious bowel loops, thereby considerably improving diagnosis and clinical decisions. |
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Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitisPreditores radiográficos determinados com uso de ferramenta de avaliação objetiva para pacientes neonatais com enterocolite necrotizanteAbdominal radiographyImage processingNecrotizing enterocolitisTexture analyses, waveletObjectives: The objective of this study was to develop and validate a computational tool to assist radiological decisions on necrotizing enterocolitis. Methodology: Patients that exhibited clinical signs and radiographic evidence of Bell's stage 2 or higher were included in the study, resulting in 64 exams. The tool was used to classify localized bowel wall thickening and intestinal pneumatosis using full-width at half-maximum measurements and texture analyses based on wavelet energy decomposition. Radiological findings of suspicious bowel wall thickening and intestinal pneumatosis loops were confirmed by both patient surgery and histopathological analysis. Two experienced radiologists selected an involved bowel and a normal bowel in the same radiography. The full-width at half-maximum and wavelet-based texture feature were then calculated and compared using the Mann–Whitney U test. Specificity, sensibility, positive and negative predictive values were calculated. Results: The full-width at half-maximum results were significantly different between normal and distended loops (median of 10.30 and 15.13, respectively). Horizontal, vertical, and diagonal wavelet energy measurements were evaluated at eight levels of decomposition. Levels 7 and 8 in the horizontal direction presented significant differences. For level 7, median was 0.034 and 0.088 for normal and intestinal pneumatosis groups, respectively, and for level 8 median was 0.19 and 0.34, respectively. Conclusions: The developed tool could detect differences in radiographic findings of bowel wall thickening and IP that are difficult to diagnose, demonstrating the its potential in clinical routine. The tool that was developed in the present study may help physicians to investigate suspicious bowel loops, thereby considerably improving diagnosis and clinical decisions.Universidade Estadual Paulista (UNESP) Instituto de Biociências de Botucatu (IBB)Universidade Estadual Paulista (UNESP) Faculdade de Medicina de Botucatu (FMB)Universidade Estadual Paulista (UNESP) Instituto de Biociências de Botucatu (IBB)Universidade Estadual Paulista (UNESP) Faculdade de Medicina de Botucatu (FMB)Universidade Estadual Paulista (Unesp)Fattori Alves, Allan Felipe [UNESP]Menegatti Pavan, Ana Luiza [UNESP]Giacomini, Guilherme [UNESP]Quini, Caio Cesar [UNESP]Marrone Ribeiro, Sergio [UNESP]Garcia Marquez, Rozemeire [UNESP]Bentlin, Maria Regina [UNESP]Petean Trindade, André [UNESP]de Arruda Miranda, José Ricardo [UNESP]Rodrigues de Pina, Diana [UNESP]2018-12-11T17:37:43Z2018-12-11T17:37:43Z2018-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://dx.doi.org/10.1016/j.jped.2018.05.017Jornal de Pediatria.0021-7557http://hdl.handle.net/11449/18002510.1016/j.jped.2018.05.0172-s2.0-850498480102-s2.0-85049848010.pdf2559637400719543Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengporJornal de Pediatria0,704info:eu-repo/semantics/openAccess2024-09-03T13:46:23Zoai:repositorio.unesp.br:11449/180025Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestrepositoriounesp@unesp.bropendoar:29462024-09-03T13:46:23Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis Preditores radiográficos determinados com uso de ferramenta de avaliação objetiva para pacientes neonatais com enterocolite necrotizante |
title |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis |
spellingShingle |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis Fattori Alves, Allan Felipe [UNESP] Abdominal radiography Image processing Necrotizing enterocolitis Texture analyses, wavelet |
title_short |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis |
title_full |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis |
title_fullStr |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis |
title_full_unstemmed |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis |
title_sort |
Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis |
author |
Fattori Alves, Allan Felipe [UNESP] |
author_facet |
Fattori Alves, Allan Felipe [UNESP] Menegatti Pavan, Ana Luiza [UNESP] Giacomini, Guilherme [UNESP] Quini, Caio Cesar [UNESP] Marrone Ribeiro, Sergio [UNESP] Garcia Marquez, Rozemeire [UNESP] Bentlin, Maria Regina [UNESP] Petean Trindade, André [UNESP] de Arruda Miranda, José Ricardo [UNESP] Rodrigues de Pina, Diana [UNESP] |
author_role |
author |
author2 |
Menegatti Pavan, Ana Luiza [UNESP] Giacomini, Guilherme [UNESP] Quini, Caio Cesar [UNESP] Marrone Ribeiro, Sergio [UNESP] Garcia Marquez, Rozemeire [UNESP] Bentlin, Maria Regina [UNESP] Petean Trindade, André [UNESP] de Arruda Miranda, José Ricardo [UNESP] Rodrigues de Pina, Diana [UNESP] |
author2_role |
author author author author author author author author author |
dc.contributor.none.fl_str_mv |
Universidade Estadual Paulista (Unesp) |
dc.contributor.author.fl_str_mv |
Fattori Alves, Allan Felipe [UNESP] Menegatti Pavan, Ana Luiza [UNESP] Giacomini, Guilherme [UNESP] Quini, Caio Cesar [UNESP] Marrone Ribeiro, Sergio [UNESP] Garcia Marquez, Rozemeire [UNESP] Bentlin, Maria Regina [UNESP] Petean Trindade, André [UNESP] de Arruda Miranda, José Ricardo [UNESP] Rodrigues de Pina, Diana [UNESP] |
dc.subject.por.fl_str_mv |
Abdominal radiography Image processing Necrotizing enterocolitis Texture analyses, wavelet |
topic |
Abdominal radiography Image processing Necrotizing enterocolitis Texture analyses, wavelet |
description |
Objectives: The objective of this study was to develop and validate a computational tool to assist radiological decisions on necrotizing enterocolitis. Methodology: Patients that exhibited clinical signs and radiographic evidence of Bell's stage 2 or higher were included in the study, resulting in 64 exams. The tool was used to classify localized bowel wall thickening and intestinal pneumatosis using full-width at half-maximum measurements and texture analyses based on wavelet energy decomposition. Radiological findings of suspicious bowel wall thickening and intestinal pneumatosis loops were confirmed by both patient surgery and histopathological analysis. Two experienced radiologists selected an involved bowel and a normal bowel in the same radiography. The full-width at half-maximum and wavelet-based texture feature were then calculated and compared using the Mann–Whitney U test. Specificity, sensibility, positive and negative predictive values were calculated. Results: The full-width at half-maximum results were significantly different between normal and distended loops (median of 10.30 and 15.13, respectively). Horizontal, vertical, and diagonal wavelet energy measurements were evaluated at eight levels of decomposition. Levels 7 and 8 in the horizontal direction presented significant differences. For level 7, median was 0.034 and 0.088 for normal and intestinal pneumatosis groups, respectively, and for level 8 median was 0.19 and 0.34, respectively. Conclusions: The developed tool could detect differences in radiographic findings of bowel wall thickening and IP that are difficult to diagnose, demonstrating the its potential in clinical routine. The tool that was developed in the present study may help physicians to investigate suspicious bowel loops, thereby considerably improving diagnosis and clinical decisions. |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018-12-11T17:37:43Z 2018-12-11T17:37:43Z 2018-01-01 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://dx.doi.org/10.1016/j.jped.2018.05.017 Jornal de Pediatria. 0021-7557 http://hdl.handle.net/11449/180025 10.1016/j.jped.2018.05.017 2-s2.0-85049848010 2-s2.0-85049848010.pdf 2559637400719543 |
url |
http://dx.doi.org/10.1016/j.jped.2018.05.017 http://hdl.handle.net/11449/180025 |
identifier_str_mv |
Jornal de Pediatria. 0021-7557 10.1016/j.jped.2018.05.017 2-s2.0-85049848010 2-s2.0-85049848010.pdf 2559637400719543 |
dc.language.iso.fl_str_mv |
eng por |
language |
eng por |
dc.relation.none.fl_str_mv |
Jornal de Pediatria 0,704 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
reponame_str |
Repositório Institucional da UNESP |
collection |
Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
repositoriounesp@unesp.br |
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1810021369984843776 |