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1.
Neurocrit Care ; 36(2): 441-451, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-34350554

RESUMO

BACKGROUND: Traumatic brain injury is a common and devastating injury that is the leading cause of neurological disability and death worldwide. Patients with cerebral lobe contusion received conservative treatment because of their mild manifestations, but delayed intracranial hematoma may increase and even become life-threatening. We explored the noninvasive method to predict the prognosis of progression and Glasgow Outcome Scale (GOS) by using a quantitative radiomics approach and statistical analysis. METHODS: Eighty-eight patients who were pathologically diagnosed were retrospectively studied. The radiomics method developed in this work included image segmentation, feature extraction, and feature selection. The nomograms were established based on statistical analysis and a radiomics method. We conducted a comparative study of hematoma progression and GOS between the clinical factor alone and fusion radiomics features. RESULTS: Nineteen clinical factors, 513 radiomics features, and 116 locational features were considered. Among clinical factors, international normalized ratio, prothrombin time, and fibrinogen were enrolled for hematoma progression. As for GOS, treatment strategy, age, Glasgow Coma Scale score, and blood platelet were associated factors. Eight features for GOS and five features for hematoma progression were filtered by using sparse representation and locality preserving projection-combined method. Four nomograms were constructed. After fusion radiomics features, area under the curve of hematoma progression prediction increased from 0.832 to 0.899, whereas GOS prediction went from 0.794 to 0.844. CONCLUSIONS: A radiomic-based model that merges radiomics and clinical features is a noninvasive approach to predict hematoma progression and clinical outcomes of cerebral contusions in traumatic brain injury.


Assuntos
Contusão Encefálica , Lesões Encefálicas Traumáticas , Contusão Encefálica/diagnóstico por imagem , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Lesões Encefálicas Traumáticas/terapia , Escala de Resultado de Glasgow , Hematoma/diagnóstico por imagem , Hematoma/etiologia , Humanos , Nomogramas , Estudos Retrospectivos
2.
J Neurol Neurosurg Psychiatry ; 91(11): 1154-1157, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32848013

RESUMO

BACKGROUND: Traumatic brain injury (TBI) causes early seizures and is the leading cause of post-traumatic epilepsy. We prospectively assessed structural imaging biomarkers differentiating patients who develop seizures secondary to TBI from patients who do not. DESIGN: Multicentre prospective cohort study starting in 2018. Imaging data are acquired around day 14 post-injury, detection of seizure events occurred early (within 1 week) and late (up to 90 days post-TBI). RESULTS: From a sample of 96 patients surviving moderate-to-severe TBI, we performed shape analysis of local volume deficits in subcortical areas (analysable sample: 57 patients; 35 no seizure, 14 early, 8 late) and cortical ribbon thinning (analysable sample: 46 patients; 29 no seizure, 10 early, 7 late). Right hippocampal volume deficit and inferior temporal cortex thinning demonstrated a significant effect across groups. Additionally, the degree of left frontal and temporal pole thinning, and clinical score at the time of the MRI, could differentiate patients experiencing early seizures from patients not experiencing them with 89% accuracy. CONCLUSIONS AND RELEVANCE: Although this is an initial report, these data show that specific areas of localised volume deficit, as visible on routine imaging data, are associated with the emergence of seizures after TBI.


Assuntos
Contusão Encefálica/diagnóstico por imagem , Hemorragia Encefálica Traumática/diagnóstico por imagem , Afinamento Cortical Cerebral/diagnóstico por imagem , Epilepsia Pós-Traumática/diagnóstico por imagem , Lobo Frontal/diagnóstico por imagem , Hipocampo/diagnóstico por imagem , Lobo Temporal/diagnóstico por imagem , Adulto , Contusão Encefálica/complicações , Hemorragia Encefálica Traumática/complicações , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Regras de Decisão Clínica , Biologia Computacional , Eletroencefalografia , Epilepsia Pós-Traumática/epidemiologia , Epilepsia Pós-Traumática/etiologia , Feminino , Lobo Frontal/patologia , Escala de Coma de Glasgow , Hipocampo/patologia , Humanos , Processamento de Imagem Assistida por Computador , Modelos Logísticos , Imageamento por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Tamanho do Órgão , Estudos Prospectivos , Lobo Temporal/patologia , Fatores de Tempo , Adulto Jovem
3.
Neurocase ; 26(5): 270-276, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32755336

RESUMO

Several studies have reported a strong association between semantic system impairment and LARC error production. However, our patient with a left temporal lobe contusion, including the fusiform gyrus, showed LARC errors even in two-Kanji compound words, the meanings of which the patient understood. Also, the poor results of lexical decision and picture naming suggested problems in orthographic and phonological retrieval. From these results, we concluded that at least some LARC errors are independent of semantic impairment, and other explanations are needed for this type of error.


Assuntos
Afasia/etiologia , Contusão Encefálica/complicações , Dislexia/etiologia , Lobo Temporal/lesões , Idoso , Afasia/fisiopatologia , Contusão Encefálica/diagnóstico por imagem , Dislexia/fisiopatologia , Feminino , Humanos , Japão , Reconhecimento Visual de Modelos/fisiologia , Lobo Temporal/diagnóstico por imagem
4.
Neurocrit Care ; 32(2): 373-382, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-31797278

RESUMO

BACKGROUND: Failure of cerebral autoregulation and progression of intracranial lesion have both been shown to contribute to poor outcome in patients with acute traumatic brain injury (TBI), but the interplay between the two phenomena has not been investigated. Preliminary evidence leads us to hypothesize that brain tissue adjacent to primary injury foci may be more vulnerable to large fluctuations in blood flow in the absence of intact autoregulatory mechanisms. The goal of this study was therefore to assess the influence of cerebrovascular reactivity measures on radiological lesion expansion in a cohort of patients with acute TBI. METHODS: We conducted a retrospective cohort analysis on 50 TBI patients who had undergone high-frequency multimodal intracranial monitoring and for which at least two brain computed tomography (CT) scans had been performed in the acute phase of injury. We first performed univariate analyses on the full cohort to identify non-neurophysiological factors (i.e., initial lesion volume, timing of scan, coagulopathy) associated with traumatic lesion growth in this population. In a subset analysis of 23 patients who had intracranial recording data covering the period between the initial and repeat CT scan, we then correlated changes in serial volumetric lesion measurements with cerebrovascular reactivity metrics derived from the pressure reactivity index (PRx), pulse amplitude index (PAx), and RAC (correlation coefficient between the pulse amplitude of intracranial pressure and cerebral perfusion pressure). Using multivariate methods, these results were subsequently adjusted for the non-neurophysiological confounders identified in the univariate analyses. RESULTS: We observed significant positive linear associations between the degree of cerebrovascular reactivity impairment and progression of pericontusional edema. The strongest correlations were observed between edema progression and the following indices of cerebrovascular reactivity between sequential scans: % time PRx > 0.25 (r = 0.69, p = 0.002) and % time PAx > 0.25 (r = 0.64, p = 0.006). These associations remained significant after adjusting for initial lesion volume and mean cerebral perfusion pressure. In contrast, progression of the hemorrhagic core and extra-axial hemorrhage volume did not appear to be strongly influenced by autoregulatory status. CONCLUSIONS: Our preliminary findings suggest a possible link between autoregulatory failure and traumatic edema progression, which warrants re-evaluation in larger-scale prospective studies.


Assuntos
Pressão Arterial/fisiologia , Edema Encefálico/fisiopatologia , Lesões Encefálicas Traumáticas/fisiopatologia , Circulação Cerebrovascular/fisiologia , Hemorragia Intracraniana Traumática/fisiopatologia , Pressão Intracraniana/fisiologia , Adulto , Contusão Encefálica/diagnóstico por imagem , Contusão Encefálica/fisiopatologia , Edema Encefálico/diagnóstico por imagem , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Progressão da Doença , Feminino , Escala de Coma de Glasgow , Escala de Resultado de Glasgow , Homeostase/fisiologia , Humanos , Unidades de Terapia Intensiva , Hemorragia Intracraniana Traumática/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Tomografia Computadorizada por Raios X , Adulto Jovem
5.
Neurocrit Care ; 30(3): 557-568, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-30972614

RESUMO

BACKGROUND: Spreading depolarizations (SDs) occur in 50-60% of patients after surgical treatment of severe traumatic brain injury (TBI) and are independently associated with unfavorable outcomes. Here we performed a pilot study to examine the relationship between SDs and various types of intracranial lesions, progression of parenchymal damage, and outcomes. METHODS: In a multicenter study, fifty patients (76% male; median age 40) were monitored for SD by continuous electrocorticography (ECoG; median duration 79 h) following surgical treatment of severe TBI. Volumes of hemorrhage and parenchymal damage were estimated using unbiased stereologic assessment of preoperative, postoperative, and post-ECoG serial computed tomography (CT) studies. Neurologic outcomes were assessed at 6 months by the Glasgow Outcome Scale-Extended. RESULTS: Preoperative volumes of subdural and subarachnoid hemorrhage, but not parenchymal damage, were significantly associated with the occurrence of SDs (P's < 0.05). Parenchymal damage increased significantly (median 34 ml [Interquartile range (IQR) - 2, 74]) over 7 (5, 8) days from preoperative to post-ECoG CT studies. Patients with and without SDs did not differ in extent of parenchymal damage increase [47 ml (3, 101) vs. 30 ml (- 2, 50), P = 0.27], but those exhibiting the isoelectric subtype of SDs had greater initial parenchymal damage and greater increases than other patients (P's < 0.05). Patients with temporal clusters of SDs (≥ 3 in 2 h; n = 10 patients), which included those with isoelectric SDs, had worse outcomes than those without clusters (P = 0.03), and parenchymal damage expansion also correlated with worse outcomes (P = 0.01). In multivariate regression with imputation, both clusters and lesion expansion were significant outcome predictors. CONCLUSIONS: These results suggest that subarachnoid and subdural blood are important primary injury factors in provoking SDs and that clustered SDs and parenchymal lesion expansion contribute independently to worse patient outcomes. These results warrant future prospective studies using detailed quantification of TBI lesion types to better understand the relationship between anatomic and physiologic measures of secondary injury.


Assuntos
Contusão Encefálica/patologia , Contusão Encefálica/fisiopatologia , Depressão Alastrante da Atividade Elétrica Cortical/fisiologia , Hematoma Subdural Agudo/patologia , Hematoma Subdural Agudo/fisiopatologia , Hemorragia Subaracnoídea Traumática/patologia , Hemorragia Subaracnoídea Traumática/fisiopatologia , Adulto , Contusão Encefálica/diagnóstico por imagem , Eletrocorticografia , Feminino , Seguimentos , Escala de Resultado de Glasgow , Hematoma Subdural Agudo/diagnóstico por imagem , Humanos , Masculino , Pessoa de Meia-Idade , Projetos Piloto , Índice de Gravidade de Doença , Hemorragia Subaracnoídea Traumática/diagnóstico por imagem , Tomografia Computadorizada por Raios X
6.
Brain Inj ; 32(7): 816-831, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29648462

RESUMO

BACKGROUND: Sport-related concussion (SRC) generally does not result in structural anomalies revealed through clinical imaging techniques such as MRI and CT. While advanced neuroimaging techniques offer another avenue to investigate the subtle alterations following SRC, the current pediatric literature in this area has yet to be reviewed. The aim of this review is to systematically explore the literature on magnetic resonance spectroscopy (MRS), diffusion tensor imaging (DTI), functional magnetic resonance imaging (fMRI), and cortical thickness following SRC in children and adolescents. METHODS: A systematic Pubmed search using the preferred reporting items for systematic reviews and meta-analysis guidelines was conducted independently for each neuroimaging method. Studies were screened for inclusion based on pre-determined criteria. RESULTS: A total of 26 studies were included (MRS = 4, DTI = 10, fMRI = 11, cortical thickness = 1). A total of 16 studies were conducted solely with male athletes, while 10 studies recruited an unequal number of male and female athletes. CONCLUSIONS: While MRI and CT are generally unrevealing, advanced neuroimaging techniques demonstrated neurometabolic, microstructural, and functional alterations following SRC in athletes younger than 19 years of age in the acute, subacute, and chronic phases of recovery. However, more studies are needed to fully understand the impact of SRC on the developing brain in children and adolescents.


Assuntos
Traumatismos em Atletas/complicações , Contusão Encefálica/diagnóstico por imagem , Contusão Encefálica/etiologia , Neuroimagem/métodos , Adolescente , Traumatismos em Atletas/diagnóstico por imagem , Criança , Humanos , Processamento de Imagem Assistida por Computador
7.
J Neurochem ; 139(4): 659-675, 2016 11.
Artigo em Inglês | MEDLINE | ID: mdl-27591733

RESUMO

Traumatic brain injury (TBI) leads to changes in ion fluxes, alterations in mitochondrial function, and increased generation of reactive oxygen species, resulting in secondary tissue damage. Mitochondria play important signaling roles in coordination of multiple metabolic platforms in addition to their well-known role in bioenergetics. Mitochondrial signaling strongly depends on cardiolipin (CL), a mitochondria-specific structurally unusual anionic phospholipid containing four fatty acyl chains. While our previous reports indicated that CL is selectively oxidized and presents itself as a target for the redox therapy following TBI, the topography of changes of CL in the injured brain remained to be defined. Here, we present a matrix-assisted laser desorption/ionization imaging study which reports regio-specific changes in CL, in a controlled cortical impact model of TBI in rats. Matrix-assisted laser desorption/ionization imaging revealed that TBI caused early decreases in CL in the contusional cortex, ipsilateral hippocampus, and thalamus with the most highly unsaturated CL species being most susceptible to loss. Phosphatidylinositol was the only other lipid species that exhibited a significant decrease, albeit to a lesser extent than CL. Signals for other lipids remained unchanged. This is the first study evaluating the spatial distribution of CL loss after acute brain injury. We propose that the CL loss may constitute an upstream mechanism for CL-driven signaling in different brain regions as an early response mechanism and may also underlie the bioenergetic changes that occur in hippocampal, cortical, and thalamic mitochondria after TBI.


Assuntos
Lesões Encefálicas Traumáticas/diagnóstico por imagem , Cardiolipinas , Córtex Cerebral/diagnóstico por imagem , Hipocampo/diagnóstico por imagem , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz , Tálamo/diagnóstico por imagem , Animais , Contusão Encefálica/diagnóstico por imagem , Contusão Encefálica/metabolismo , Lesões Encefálicas Traumáticas/metabolismo , Cardiolipinas/metabolismo , Córtex Cerebral/metabolismo , Hipocampo/metabolismo , Masculino , Ratos , Ratos Sprague-Dawley , Tálamo/metabolismo
8.
Acta Neurochir Suppl ; 122: 133-5, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27165893

RESUMO

Controversy exists regarding the brain tissue oxygen (PbtO2) monitor's optimal tip location and what it actually measures. Recent work [2] identified a "PbtO2 change point" (CPPbt), below which PbtO2 displays pressure-passive behavior, showing significant correlation with optimal cerebral perfusion pressure (CPPopt) as defined by the pressure reactivity index (PRx). This would further support the concept of CPPopt [1] as an individualized target. We endeavored to validate these findings and further explore the relationship between PbtO2 and suboptimal CPP. CPPopt can be determined 55 % of the time [1]. It is undetermined whether PbtO2 can be an adjunctive modality for determining CPPopt.


Assuntos
Contusão Encefálica/metabolismo , Lesões Encefálicas Difusas/metabolismo , Lesões Encefálicas Traumáticas/metabolismo , Encéfalo/metabolismo , Circulação Cerebrovascular/fisiologia , Oxigênio/metabolismo , Adulto , Pressão Arterial , Encéfalo/irrigação sanguínea , Contusão Encefálica/diagnóstico por imagem , Lesões Encefálicas Difusas/diagnóstico por imagem , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Lesões Encefálicas Traumáticas/fisiopatologia , Humanos , Pressão Intracraniana , Masculino , Pessoa de Meia-Idade , Monitorização Fisiológica , Tomografia Computadorizada por Raios X , Adulto Jovem
9.
Acta Neurochir Suppl ; 122: 193-7, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27165905

RESUMO

The pressure reactivity index (PRx) is calculated as a moving correlation coefficient between intracranial pressure (ICP) and mean arterial blood pressure (MABP), and this analytical value is viewed as reflecting a vasomotor response to MABP variability. At present, the factors influencing the PRx value during the acute stage of traumatic brain injury (TBI) are not known. We observed significant cases where changes in the calculated value of PRx seemed to be influenced by changes in brain temperature during the course of acute stage TBI. In one case, a patient was treated for 72 h with therapeutic brain hypothermia after a decompressive hemicraniectomy. During the hypothermic condition, the mean value of PRx was -0.019; however, after gradual rewarming, the value of PRx increased drastically, and the mean value during the rewarming period, when the brain temperature exceeded 35 °C, was 0.331. Similarly, in another case where the patient underwent therapeutic brain hypothermia, the PRx showed a mean value of -0.038 during the hypothermic condition, and a mean value of 0.052 during the rewarming period. In both cases, a trend toward a negative correlation between ICP and MABP during brain hypothermia shifted to a positive correlation upon rewarming.


Assuntos
Pressão Arterial/fisiologia , Contusão Encefálica/fisiopatologia , Lesões Encefálicas Traumáticas/fisiopatologia , Circulação Cerebrovascular/fisiologia , Homeostase/fisiologia , Pressão Intracraniana/fisiologia , Adolescente , Adulto , Idoso , Contusão Encefálica/diagnóstico por imagem , Contusão Encefálica/mortalidade , Contusão Encefálica/terapia , Lesões Encefálicas Traumáticas/mortalidade , Lesões Encefálicas Traumáticas/terapia , Feminino , Escala de Resultado de Glasgow , Humanos , Hipotermia Induzida/métodos , Masculino , Pessoa de Meia-Idade , Temperatura , Tomografia Computadorizada por Raios X , Adulto Jovem
10.
Klin Khir ; (11): 55-7, 2016.
Artigo em Ucraniano | MEDLINE | ID: mdl-30265786

RESUMO

Retrospective analysis of cranio­cerebral trauma (CCT) in 141 injured persons, ageing (38.3 ± 14.3) yrs at average, severity of which in accordance to Glasgow scale was estimated in 13 ­ 15 points, was performed. The injured persons were managed in accordance to actual recommendations of Ministry of Health of Ukraine. In accordance to CT data, the brain commotion was noted in 40 patients, the brain contusion type І ­ in 25, the brain contusion type ІІ with the skull fornix fracture ­ in 30, with linear fracture of the skull bones and traumatic hematomas into the brain­tunics ­ in 30, with fracture of the temporal bone pyramid ­ in 16. In indices 14 points and less (in accordance to Glasgow scale) in terms up to 24 h after CCT and absence of alcohol intoxication in 76.9% injured persons in accordance to CT data the intracranial traumatic affections were revealed. In indices of 15 points in 21% of injured persons false­negative results were determined, witnessing disparity of CCT signs with a CT data.


Assuntos
Concussão Encefálica/diagnóstico por imagem , Contusão Encefálica/diagnóstico por imagem , Hemorragia Encefálica Traumática/diagnóstico por imagem , Lesões Encefálicas/diagnóstico por imagem , Traumatismos Craniocerebrais/diagnóstico por imagem , Fraturas Cranianas/diagnóstico por imagem , Adulto , Concussão Encefálica/patologia , Concussão Encefálica/cirurgia , Contusão Encefálica/patologia , Contusão Encefálica/cirurgia , Hemorragia Encefálica Traumática/patologia , Hemorragia Encefálica Traumática/cirurgia , Lesões Encefálicas/patologia , Lesões Encefálicas/cirurgia , Traumatismos Craniocerebrais/patologia , Traumatismos Craniocerebrais/cirurgia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Fraturas Cranianas/patologia , Fraturas Cranianas/cirurgia , Tomografia Computadorizada por Raios X , Índices de Gravidade do Trauma
11.
Neurocrit Care ; 32(1): 353-356, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31342448

Assuntos
Velocidade do Fluxo Sanguíneo , Edema Encefálico/fisiopatologia , Lesões Encefálicas Traumáticas/fisiopatologia , Falência Renal Crônica/terapia , Artéria Cerebral Média/diagnóstico por imagem , Diálise Renal/efeitos adversos , Estado Epiléptico/fisiopatologia , Resistência Vascular , Idoso , Barreira Hematoencefálica/metabolismo , Contusão Encefálica/complicações , Contusão Encefálica/diagnóstico por imagem , Contusão Encefálica/metabolismo , Contusão Encefálica/fisiopatologia , Edema Encefálico/diagnóstico por imagem , Edema Encefálico/etiologia , Edema Encefálico/metabolismo , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Lesões Encefálicas Traumáticas/metabolismo , Hemorragia Cerebral Traumática/complicações , Hemorragia Cerebral Traumática/diagnóstico por imagem , Hemorragia Cerebral Traumática/metabolismo , Hemorragia Cerebral Traumática/fisiopatologia , Transtornos da Consciência/etiologia , Transtornos da Consciência/metabolismo , Transtornos da Consciência/fisiopatologia , Cefaleia/etiologia , Cefaleia/metabolismo , Cefaleia/fisiopatologia , Hematoma Subdural Agudo/complicações , Hematoma Subdural Agudo/diagnóstico por imagem , Hematoma Subdural Agudo/metabolismo , Hematoma Subdural Agudo/fisiopatologia , Humanos , Falência Renal Crônica/complicações , Falência Renal Crônica/metabolismo , Masculino , Artéria Cerebral Média/fisiopatologia , Monitorização Fisiológica , Náusea/etiologia , Náusea/metabolismo , Náusea/fisiopatologia , Fluxo Pulsátil , Estado Epiléptico/etiologia , Estado Epiléptico/metabolismo , Ultrassonografia Doppler Transcraniana , Vômito/etiologia , Vômito/metabolismo , Vômito/fisiopatologia
13.
J La State Med Soc ; 166(3): 119-20, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25075728

RESUMO

In the United States, traumatic brain injuries are an important cause of death and disability, often with significant financial and legal consequences. Although it is generally accepted by neuroradiologists that the density of cerebral contusions decreases over time, previous research has not addressed this phenomenon directly. In the current study, we reviewed charts of patients who had suffered cerebral contusions and had at least two subsequent computed tomography scans in order to determine whether Hounsfield Units, a measure of density, decreased over time. We found that 100% of contusions decreased in Hounsfield Units over time. In addition, we found that the rate of decrease in density appears to be higher in the first 100 days after the injury. These findings are especially applicable in the area of forensics. For example, they could be used to determine the relative age of two separate brain contusions in the same patient.


Assuntos
Contusão Encefálica/diagnóstico por imagem , Contusão Encefálica/epidemiologia , Tomografia Computadorizada por Raios X , Feminino , Humanos , Louisiana/epidemiologia , Masculino , Estudos Retrospectivos , Fatores de Tempo
14.
J Neurotrauma ; 41(11-12): 1337-1352, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38326935

RESUMO

Hemorrhagic progression of contusion (HPC) often occurs early in cerebral contusions (CC) patients, significantly impacting their prognosis. It is vital to promptly assess HPC and predict outcomes for effective tailored interventions, thereby enhancing prognosis in CC patients. We utilized the Attention-3DUNet neural network to semi-automatically segment hematomas from computed tomography (CT) images of 452 CC patients, incorporating 695 hematomas. Subsequently, 1502 radiomic features were extracted from 358 hematomas in 261 patients. After a selection process, these features were used to calculate the radiomic signature (Radscore). The Radscore, along with clinical features such as medical history, physical examinations, laboratory results, and radiological findings, was employed to develop predictive models. For prognosis (discharge Glasgow Outcome Scale score), radiomic features of each hematoma were augmented and fused for correlation. We employed various machine learning methodologies to create both a combined model, integrating radiomics and clinical features, and a clinical-only model. Nomograms based on logistic regression were constructed to visually represent the predictive procedure, and external validation was performed on 170 patients from three additional centers. The results showed that for HPC, the combined model, incorporating hemoglobin levels, Rotterdam CT score of 3, multi-hematoma fuzzy sign, concurrent subdural hemorrhage, international normalized ratio, and Radscore, achieved area under the receiver operating characteristic curve (AUC) values of 0.848 and 0.836 in the test and external validation cohorts, respectively. The clinical model predicting prognosis, utilizing age, Abbreviated Injury Scale for the head, Glasgow Coma Scale Motor component, Glasgow Coma Scale Verbal component, albumin, and Radscore, attained AUC values of 0.846 and 0.803 in the test and external validation cohorts, respectively. Selected radiomic features indicated that irregularly shaped and highly heterogeneous hematomas increased the likelihood of HPC, while larger weighted axial lengths and lower densities of hematomas were associated with a higher risk of poor prognosis. Predictive models that combine radiomic and clinical features exhibit robust performance in forecasting HPC and the risk of poor prognosis in CC patients. Radiomic features complement clinical features in predicting HPC, although their ability to enhance the predictive accuracy of the clinical model for adverse prognosis is limited.


Assuntos
Contusão Encefálica , Hematoma , Tomografia Computadorizada por Raios X , Humanos , Prognóstico , Masculino , Feminino , Hematoma/diagnóstico por imagem , Pessoa de Meia-Idade , Tomografia Computadorizada por Raios X/métodos , Adulto , Contusão Encefálica/diagnóstico por imagem , Idoso , Progressão da Doença , Adulto Jovem , Adolescente , Aprendizado de Máquina , Estudos Retrospectivos , Radiômica
16.
Medicine (Baltimore) ; 102(18): e33522, 2023 May 05.
Artigo em Inglês | MEDLINE | ID: mdl-37145014

RESUMO

RATIONALE: It is rare for a traumatic intracranial hematoma to self-absorb rapidly after conservative treatment. To the best of our knowledge, there has been no report in the relevant literature of rapid absorption of hematoma formation following cerebral contusion and laceration. PATIENT CONCERNS: A 54-year-old male was admitted to our hospital with head trauma at 3 hours prior to admission. He was alert and oriented, glasgow coma scale score of 15. Head computed tomography (CT) showed left frontal brain contusion with hematoma, however, a reexamination of CT about 29 hours following the trauma revealed that the hematoma had been absorbed. DIAGNOSES: A diagnosis of contusion and laceration of left frontal lobe with hematoma formation was made based on the CT images. INTERVENTIONS: The patient underwent conservative treatment. OUTCOMES: After treatment, dizziness and headache subsided for the patient, and no special discomfort was reported. LESSONS: It is likely that the reason for rapid absorption in this case is that the hematoma is prone to liquefaction because of abnormal platelet values and coagulation dysfunction. As the liquefaction hematoma breaks into the lateral ventricle, it is redistributed and absorbed in the lateral ventricle and subarachnoid space. Further evidence is required to support this hypothesis.


Assuntos
Contusão Encefálica , Traumatismos Craniocerebrais , Lacerações , Masculino , Humanos , Pessoa de Meia-Idade , Hematoma/etiologia , Lobo Frontal/diagnóstico por imagem , Contusão Encefálica/complicações , Contusão Encefálica/diagnóstico por imagem
17.
Clin Neurol Neurosurg ; 212: 107079, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34871991

RESUMO

BACKGROUND AND OBJECTIVE: Cerebral Contusion (CC) is one of the most serious injury types in patients with traumatic brain injury (TBI). Traumatic intraparenchymal hematoma (TICH) expansion severely affects the patient's prognosis. In this study, the baseline data, imaging features, and laboratory examinations of patients with CC were summarized and analyzed to develop and validate a nomogram predictive model assessing the risk factors for TICH expansion. METHODS: Totally 258 patients were included and retrospectively analyzed herein, who met the CC inclusion criteria, from July 2018 to July 2021. TICH expansion was defined as increased hematoma volume ≥ 30% relative to primary volume or an absolute hematoma increase ≥ 5 ml at CT review. RESULTS: Univariate and binary logistic regression analyses were performed to screen out the independent predictors significantly correlated with TICH expansion: Age, subdural hematoma (SDH), contusion site, multihematoma fuzzy sign (MFS), contusion volume, and traumatic coagulation abnormalities (TCA). Based on these, the nomogram model was established. The differences between the contusion volume and glasgow outcome scale (GOS) were analyzed by the nonparametric tests. Larger contusion volume was associated with poor prognosis. CONCLUSION: This study established a Nomogram model to predict TICH expansion in patients with CC. Meanwhile, the study found that the risk of bleeding tended to decrease when the hematoma volume was > 15 ml, but the larger initial hematoma volume would indicate worse prognosis. We advocate the use of predictive models for TICH expansion risk assessment in hospitalized CC patients, which is low-cost and easy-to-apply, especially in acute settings.


Assuntos
Contusão Encefálica/diagnóstico , Hemorragia Intracraniana Traumática/diagnóstico , Modelos Neurológicos , Nomogramas , Adulto , Idoso , Contusão Encefálica/diagnóstico por imagem , Feminino , Humanos , Hemorragia Intracraniana Traumática/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Guias de Prática Clínica como Assunto , Prognóstico , Estudos Retrospectivos , Adulto Jovem
18.
J Neurotrauma ; 38(20): 2831-2840, 2021 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-34275326

RESUMO

The National Institutes of Health/National Institute of Neurological Disorders and Stroke (NIH-NINDS) Traumatic Brain Injury (TBI) Imaging Common Data Elements (CDEs) are standardized definitions for pathological intracranial lesions based on their appearance on neuroimaging studies. The NIH-NINDS TBI Imaging CDEs were designed to be as consistent as possible with the U.S. Food and Drug Administration (FDA) definition of biomarkers as "an indicator of normal biological processes, pathogenic processes, or biological responses to an exposure or intervention." However, the FDA qualification process for biomarkers requires proof of reliable biomarker test measurements. We determined the interrater reliability of TBI Imaging CDEs on subacute brain magnetic resonance imaging (MRI) performed on 517 mild TBI patients presenting to 11 U.S. level 1 trauma centers. Three U.S. board-certified neuroradiologists independently evaluated brain MRI performed 2 weeks post-injury for the following CDEs: traumatic axonal injury (TAI), diffuse axonal injury (DAI), and brain contusion. We found very high interrater agreement for brain contusion, with prevalence- and bias-adjusted kappa (PABAK) values for pairs of readers from 0.92 [95% confidence interval, 0.88-0.95] to 0.94 [0.90-0.96]. We found intermediate agreement for TAI and DAI, with PABAK values of 0.74-0.78 [0.70-0.82]. The near-perfect agreement for subacute brain contusion is likely attributable to the high conspicuity and distinctive appearance of these lesions on T1-weighted images. Interrater agreement for TAI and DAI was lower, because signal void in small vascular structures, and artifactual foci of signal void, can be difficult to distinguish from the punctate round or linear areas of slight hemorrhage that are a common hallmark of TAI/DAI on MRI.


Assuntos
Concussão Encefálica/diagnóstico por imagem , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Adolescente , Adulto , Idoso , Artefatos , Biomarcadores , Contusão Encefálica/diagnóstico por imagem , Elementos de Dados Comuns , Lesão Axonal Difusa/diagnóstico por imagem , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Variações Dependentes do Observador , Reprodutibilidade dos Testes , Estados Unidos , Adulto Jovem
19.
Neuroradiol J ; 33(2): 179-185, 2020 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-31964226

RESUMO

INTRODUCTION: Temporal contusions are common in patients with head injuries and require close monitoring due to the propensity of these patients to deteriorate rapidly and fatally. This study attempts to introduce a radiological grading system for temporal lobe contusions and analyse its prognostic value so as to better identify patients at risk of deterioration. METHODS: The study was conducted as a cross-sectional observational study from April 2011-March 2017 on 42 patients with temporal lobe contusion. Each patients was graded according to the proposed system from a minimum of four to a maximum of 13 and then further grouped in three grades - grade 1 (score = 4), grade 2 (score 5-7) and grade 3 (score > 7) - and their clinical course was closely observed. RESULTS: The minimum and maximum scores observed were four and 11 respectively. The proposed grading system has statistically significant correlation to the Glasgow Coma Scale (p-value < 0.05). All patients in grade 1 (17) could be managed conservatively, while all those in grade 3 (five) needed immediate surgical intervention. Of 20 patients in grade 2, 11 had a score of 5-6 and did not require surgery, whereas nine patients had a score of seven and of these eight required delayed surgical intervention. This correlation was statistically significant (p-value < 0.05). CONCLUSION: The proposed temporal lobe contusion grading system is a good radiological tool to predict the clinical course of patients and thereby identify patients at higher risk of delayed deterioration.


Assuntos
Contusão Encefálica/diagnóstico por imagem , Traumatismos Craniocerebrais/diagnóstico por imagem , Lobo Temporal/diagnóstico por imagem , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Criança , Estudos Transversais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prognóstico , Índice de Gravidade de Doença , Tomografia Computadorizada por Raios X , Adulto Jovem
20.
J Forensic Leg Med ; 74: 102024, 2020 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-33012312

RESUMO

Abusive head trauma (AHT) is the leading cause of child physical abuse fatalities, and survivors frequently face life-long consequences. Victims of AHT are typically infants, and many are subjected to repeat AHT if not accurately identified and protected. Identifying the timing of AHT is often a medical-forensic process, and investigative personnel use the determination of timing of AHT to guide safety decisions for the child victim. If the medical-forensic timing of AHT is incorrect, a child could be inappropriately placed and/or an innocent caregiver could be subject to prosecution. Victims of AHT who suffer severe/permanent injury are felt to demonstrate symptoms immediately after the trauma, and AHT victims with milder injury are thought to generally have persistent or recurrent clinical signs shortly after the trauma. Periods of normal neurologic appearance, in which a victim of AHT is completely asymptomatic for an extended time after the trauma, are felt to be rare and have not been well characterized in the literature. This case involves a 2-month-old infant victim of AHT who presented to medical care with mild neurologic symptoms that resolved without intervention from medical personnel. While hospitalized, the infant had an asymptomatic period of approximately 38 hours prior to more severe neurologic decompensation, then later returned to neurologic baseline. This case highlights the challenges in accurately timing AHT in very young victims who return to neurologic baseline by characterizing a verifiable prolonged period of normal neurologic appearance and function after AHT.


Assuntos
Maus-Tratos Infantis/diagnóstico , Traumatismos Craniocerebrais/etiologia , Abuso Físico , Contusão Encefálica/diagnóstico por imagem , Hematoma Subdural Agudo/diagnóstico por imagem , Humanos , Lactente , Imageamento por Ressonância Magnética , Masculino , Exame Neurológico , Convulsões/etiologia , Tomografia Computadorizada por Raios X
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