Cargando…

Texture analysis of MR images of patients with Mild Traumatic Brain Injury

BACKGROUND: Our objective was to study the effect of trauma on texture features in cerebral tissue in mild traumatic brain injury (MTBI). Our hypothesis was that a mild trauma may cause microstructural changes, which are not necessarily perceptible by visual inspection but could be detected with tex...

Descripción completa

Detalles Bibliográficos
Autores principales: Holli, Kirsi K, Harrison, Lara, Dastidar, Prasun, Wäljas, Minna, Liimatainen, Suvi, Luukkaala, Tiina, Öhman, Juha, Soimakallio, Seppo, Eskola, Hannu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3161385/
https://www.ncbi.nlm.nih.gov/pubmed/20462439
http://dx.doi.org/10.1186/1471-2342-10-8
_version_ 1782210691108700160
author Holli, Kirsi K
Harrison, Lara
Dastidar, Prasun
Wäljas, Minna
Liimatainen, Suvi
Luukkaala, Tiina
Öhman, Juha
Soimakallio, Seppo
Eskola, Hannu
author_facet Holli, Kirsi K
Harrison, Lara
Dastidar, Prasun
Wäljas, Minna
Liimatainen, Suvi
Luukkaala, Tiina
Öhman, Juha
Soimakallio, Seppo
Eskola, Hannu
author_sort Holli, Kirsi K
collection PubMed
description BACKGROUND: Our objective was to study the effect of trauma on texture features in cerebral tissue in mild traumatic brain injury (MTBI). Our hypothesis was that a mild trauma may cause microstructural changes, which are not necessarily perceptible by visual inspection but could be detected with texture analysis (TA). METHODS: We imaged 42 MTBI patients by using 1.5 T MRI within three weeks of onset of trauma. TA was performed on the area of mesencephalon, cerebral white matter at the levels of mesencephalon, corona radiata and centrum semiovale and in different segments of corpus callosum (CC) which have been found to be sensitive to damage. The same procedure was carried out on a control group of ten healthy volunteers. Patients' TA data was compared with the TA results of the control group comparing the amount of statistically significantly differing TA parameters between the left and right sides of the cerebral tissue and comparing the most discriminative parameters. RESULTS: There were statistically significant differences especially in several co-occurrence and run-length matrix based parameters between left and right side in the area of mesencephalon, in cerebral white matter at the level of corona radiata and in the segments of CC in patients. Considerably less difference was observed in the healthy controls. CONCLUSIONS: TA revealed significant changes in texture parameters of cerebral tissue between hemispheres and CC segments in TBI patients. TA may serve as a novel additional tool for detecting the conventionally invisible changes in cerebral tissue in MTBI and help the clinicians to make an early diagnosis.
format Online
Article
Text
id pubmed-3161385
institution National Center for Biotechnology Information
language English
publishDate 2010
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-31613852011-08-26 Texture analysis of MR images of patients with Mild Traumatic Brain Injury Holli, Kirsi K Harrison, Lara Dastidar, Prasun Wäljas, Minna Liimatainen, Suvi Luukkaala, Tiina Öhman, Juha Soimakallio, Seppo Eskola, Hannu BMC Med Imaging Research Article BACKGROUND: Our objective was to study the effect of trauma on texture features in cerebral tissue in mild traumatic brain injury (MTBI). Our hypothesis was that a mild trauma may cause microstructural changes, which are not necessarily perceptible by visual inspection but could be detected with texture analysis (TA). METHODS: We imaged 42 MTBI patients by using 1.5 T MRI within three weeks of onset of trauma. TA was performed on the area of mesencephalon, cerebral white matter at the levels of mesencephalon, corona radiata and centrum semiovale and in different segments of corpus callosum (CC) which have been found to be sensitive to damage. The same procedure was carried out on a control group of ten healthy volunteers. Patients' TA data was compared with the TA results of the control group comparing the amount of statistically significantly differing TA parameters between the left and right sides of the cerebral tissue and comparing the most discriminative parameters. RESULTS: There were statistically significant differences especially in several co-occurrence and run-length matrix based parameters between left and right side in the area of mesencephalon, in cerebral white matter at the level of corona radiata and in the segments of CC in patients. Considerably less difference was observed in the healthy controls. CONCLUSIONS: TA revealed significant changes in texture parameters of cerebral tissue between hemispheres and CC segments in TBI patients. TA may serve as a novel additional tool for detecting the conventionally invisible changes in cerebral tissue in MTBI and help the clinicians to make an early diagnosis. BioMed Central 2010-05-12 /pmc/articles/PMC3161385/ /pubmed/20462439 http://dx.doi.org/10.1186/1471-2342-10-8 Text en Copyright ©2010 Holli et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Holli, Kirsi K
Harrison, Lara
Dastidar, Prasun
Wäljas, Minna
Liimatainen, Suvi
Luukkaala, Tiina
Öhman, Juha
Soimakallio, Seppo
Eskola, Hannu
Texture analysis of MR images of patients with Mild Traumatic Brain Injury
title Texture analysis of MR images of patients with Mild Traumatic Brain Injury
title_full Texture analysis of MR images of patients with Mild Traumatic Brain Injury
title_fullStr Texture analysis of MR images of patients with Mild Traumatic Brain Injury
title_full_unstemmed Texture analysis of MR images of patients with Mild Traumatic Brain Injury
title_short Texture analysis of MR images of patients with Mild Traumatic Brain Injury
title_sort texture analysis of mr images of patients with mild traumatic brain injury
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3161385/
https://www.ncbi.nlm.nih.gov/pubmed/20462439
http://dx.doi.org/10.1186/1471-2342-10-8
work_keys_str_mv AT hollikirsik textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT harrisonlara textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT dastidarprasun textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT waljasminna textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT liimatainensuvi textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT luukkaalatiina textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT ohmanjuha textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT soimakallioseppo textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury
AT eskolahannu textureanalysisofmrimagesofpatientswithmildtraumaticbraininjury