Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis

Detalhes bibliográficos
Autor(a) principal: Alves,Allan Felipe Fattori
Data de Publicação: 2019
Outros Autores: Pavan,Ana Luiza Menegatti, Giacomini,Guilherme, Quini,Caio Cesar, Ribeiro,Sergio Marrone, Marquez,Rozemeire Garcia, Bentlin,Maria Regina, Trindade,André Petean, Miranda,José Ricardo de Arruda, Pina,Diana Rodrigues de
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Jornal de Pediatria (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0021-75572019000700674
Resumo: ABSTRACT Objective: 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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spelling Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitisNecrotizing enterocolitisAbdominal radiographyImage processingTexture analyses, waveletABSTRACT Objective: 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.Sociedade Brasileira de Pediatria2019-12-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0021-75572019000700674Jornal de Pediatria v.95 n.6 2019reponame:Jornal de Pediatria (Online)instname:Sociedade Brasileira de Pediatria (SBP)instacron:SBPE10.1016/j.jped.2018.05.017info:eu-repo/semantics/openAccessAlves,Allan Felipe FattoriPavan,Ana Luiza MenegattiGiacomini,GuilhermeQuini,Caio CesarRibeiro,Sergio MarroneMarquez,Rozemeire GarciaBentlin,Maria ReginaTrindade,André PeteanMiranda,José Ricardo de ArrudaPina,Diana Rodrigues deeng2019-11-22T00:00:00Zoai:scielo:S0021-75572019000700674Revistahttp://www.jped.com.br/https://old.scielo.br/oai/scielo-oai.php||jped@jped.com.br1678-47820021-7557opendoar:2019-11-22T00:00Jornal de Pediatria (Online) - Sociedade Brasileira de Pediatria (SBP)false
dc.title.none.fl_str_mv Radiographic predictors determined with an objective assessment tool for neonatal patients with necrotizing enterocolitis
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
Alves,Allan Felipe Fattori
Necrotizing enterocolitis
Abdominal radiography
Image processing
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 Alves,Allan Felipe Fattori
author_facet Alves,Allan Felipe Fattori
Pavan,Ana Luiza Menegatti
Giacomini,Guilherme
Quini,Caio Cesar
Ribeiro,Sergio Marrone
Marquez,Rozemeire Garcia
Bentlin,Maria Regina
Trindade,André Petean
Miranda,José Ricardo de Arruda
Pina,Diana Rodrigues de
author_role author
author2 Pavan,Ana Luiza Menegatti
Giacomini,Guilherme
Quini,Caio Cesar
Ribeiro,Sergio Marrone
Marquez,Rozemeire Garcia
Bentlin,Maria Regina
Trindade,André Petean
Miranda,José Ricardo de Arruda
Pina,Diana Rodrigues de
author2_role author
author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Alves,Allan Felipe Fattori
Pavan,Ana Luiza Menegatti
Giacomini,Guilherme
Quini,Caio Cesar
Ribeiro,Sergio Marrone
Marquez,Rozemeire Garcia
Bentlin,Maria Regina
Trindade,André Petean
Miranda,José Ricardo de Arruda
Pina,Diana Rodrigues de
dc.subject.por.fl_str_mv Necrotizing enterocolitis
Abdominal radiography
Image processing
Texture analyses, wavelet
topic Necrotizing enterocolitis
Abdominal radiography
Image processing
Texture analyses, wavelet
description ABSTRACT Objective: 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 2019
dc.date.none.fl_str_mv 2019-12-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
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dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0021-75572019000700674
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dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1016/j.jped.2018.05.017
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Sociedade Brasileira de Pediatria
publisher.none.fl_str_mv Sociedade Brasileira de Pediatria
dc.source.none.fl_str_mv Jornal de Pediatria v.95 n.6 2019
reponame:Jornal de Pediatria (Online)
instname:Sociedade Brasileira de Pediatria (SBP)
instacron:SBPE
instname_str Sociedade Brasileira de Pediatria (SBP)
instacron_str SBPE
institution SBPE
reponame_str Jornal de Pediatria (Online)
collection Jornal de Pediatria (Online)
repository.name.fl_str_mv Jornal de Pediatria (Online) - Sociedade Brasileira de Pediatria (SBP)
repository.mail.fl_str_mv ||jped@jped.com.br
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