RESUMO
BACKGROUND: Hypoxic-ischemic encephalopathy (HIE) appears in neurological conditions where some brain areas are likely to be injured, such as deep grey matter, basal ganglia area, and white matter subcortical periventricular áreas. Moreover, modeling these brain areas in a newborn is challenging due to significant variability in the intensities associated with HIE conditions. This paper aims to evaluate functional measurements and 3D machine learning models of a given HIE case by correlating the affected brain areas with the pathophysiology and clinical neurodevelopmental. CASE PRESENTATION: A comprehensive analysis of a term infant with perinatal asphyxia using longitudinal 3D brain information from Machine Learning Models is presented. The clinical analysis revealed the perinatal asphyxia diagnosis with APGAR <5 at 5 and 10 minutes, umbilical arterial pH of 7.0 BE of -21.2 mmol / L), neonatal seizures, and invasive ventilation mechanics. Therapeutic interventions: physical, occupational, and language neurodevelopmental therapies. Epilepsy treatment: vagus nerve stimulation, levetiracetam, and phenobarbital. Furthermore, the 3D analysis showed how the volume decreases due to age, exhibiting an increasing asymmetry between hemispheres. The results of the basal ganglia area showed that thalamus asymmetry, caudate, and putamen increase over time while globus pallidus decreases. CLINICAL OUTCOMES: spastic cerebral palsy, microcephaly, treatment-refractory epilepsy. CONCLUSIONS: Slight changes in the basal ganglia and cerebellum require 3D volumetry for detection, as standard MRI examinations cannot fully reveal their complex shape variations. Quantifying these subtle neurodevelopmental changes helps in understanding their clinical implications. Besides, neurophysiological evaluations can boost neuroplasticity in children with neurological sequelae by stimulating new neuronal connections.
Assuntos
Asfixia Neonatal , Epilepsia , Hipóxia-Isquemia Encefálica , Recém-Nascido , Lactente , Gravidez , Feminino , Criança , Humanos , Asfixia/complicações , Encéfalo/diagnóstico por imagem , Hipóxia-Isquemia Encefálica/diagnóstico por imagem , Hipóxia-Isquemia Encefálica/terapia , Hipóxia-Isquemia Encefálica/complicações , Asfixia Neonatal/complicações , Asfixia Neonatal/diagnóstico por imagem , Asfixia Neonatal/terapia , Convulsões/complicaçõesRESUMO
OBJECTIVE: To assess the evolution of neonatal brain injury noted on magnetic resonance imaging (MRI), develop a score to assess brain injury on 3-month MRI, and determine the association of 3-month MRI with neurodevelopmental outcome in neonatal encephalopathy (NE) following perinatal asphyxia. METHODS: This was a retrospective, single-center study including 63 infants with perinatal asphyxia and NE (n = 28 cooled) with cranial MRI <2 weeks and 2-4 months after birth. Both scans were assessed using biometrics, a validated injury score for neonatal MRI, and a new score for 3-month MRI, with a white matter (WM), deep gray matter (DGM), and cerebellum subscore. The evolution of brain lesions was assessed, and both scans were related to 18- to 24-month composite outcome. Adverse outcome included cerebral palsy, neurodevelopmental delay, hearing/visual impairment, and epilepsy. RESULTS: Neonatal DGM injury generally evolved into DGM atrophy and focal signal abnormalities, and WM/watershed injury evolved into WM and/or cortical atrophy. Although the neonatal total and DGM scores were associated with composite adverse outcomes, the 3-month DGM score (OR 1.5, 95% CI 1.2-2.0) and WM score (OR 1.1, 95% CI 1.0-1.3) also were associated with composite adverse outcomes (occurring in n = 23). The 3-month multivariable model (including the DGM and WM subscores) had higher positive (0.88 vs 0.83) but lower negative predictive value (0.83 vs 0.84) than neonatal MRI. Inter-rater agreement for the total, WM, and DGM 3-month score was 0.93, 0.86, and 0.59. CONCLUSIONS: In particular, DGM abnormalities on 3-month MRI, preceded by DGM abnormalities on the neonatal MRI, were associated with 18- to 24-month outcome, indicating the utility of 3-month MRI for treatment evaluation in neuroprotective trials. However, the clinical usefulness of 3-month MRI seems limited compared with neonatal MRI.
Assuntos
Asfixia Neonatal , Lesões Encefálicas , Doenças do Recém-Nascido , Recém-Nascido , Gravidez , Feminino , Lactente , Humanos , Estudos Retrospectivos , Asfixia/complicações , Imageamento por Ressonância Magnética/métodos , Asfixia Neonatal/complicações , Asfixia Neonatal/diagnóstico por imagem , Lesões Encefálicas/patologia , Atrofia/patologia , Encéfalo/diagnóstico por imagem , Encéfalo/patologiaAssuntos
Asfixia Neonatal/etiologia , Traumatismos do Nascimento/complicações , Traumatismos do Nascimento/diagnóstico , Síndrome do Desconforto Respiratório do Recém-Nascido/etiologia , Paralisia Respiratória/diagnóstico , Asfixia Neonatal/diagnóstico por imagem , Asfixia Neonatal/terapia , Traumatismos do Nascimento/terapia , Humanos , Recém-Nascido , Masculino , Síndrome do Desconforto Respiratório do Recém-Nascido/diagnóstico por imagem , Síndrome do Desconforto Respiratório do Recém-Nascido/terapia , Paralisia Respiratória/etiologia , Paralisia Respiratória/terapiaRESUMO
OBJECTIVE: To assess the predictive value of a novel magnetic resonance imaging (MRI) score, which includes diffusion-weighted imaging as well as assessment of the deep grey matter, white matter, and cerebellum, for neurodevelopmental outcome at 2 years and school age among term infants with hypoxic-ischemic encephalopathy treated with therapeutic hypothermia. STUDY DESIGN: This retrospective cohort study (cohort 1, The Netherlands 2008-2014; cohort 2, Sweden 2007-2012) including infants born at >36 weeks of gestational age treated with therapeutic hypothermia who had an MRI in the first weeks of life. The MRI score consisted of 3 subscores: deep grey matter, white matter/cortex, and cerebellum. Primary adverse outcome was defined as death, cerebral palsy, Bayley Scales of Infant and Toddler Development, third edition, motor or cognitive composite scores at 2 years of <85, or IQ at school age of <85. RESULTS: In cohort 1 (n = 97) and cohort 2 (n = 76) the grey matter subscore was an independent predictor of adverse outcome at 2 years (cohort 1, OR, 1.6; 95% CI, 1.3-1.9; cohort 2, OR, 1.4; 95% CI, 1.2-1.6), and school age (cohort 1, OR, 1.3; 95% CI, 1.2-1.5; cohort 2, OR, 1.3; 95% CI, 1.1-1.6). The white matter and cerebellum subscore did not add to the predictive value. The positive predictive value, negative predictive value, and area under the curve for the grey matter subscore were all >0.83 in both cohorts, whereas the specificity was >0.91 with variable sensitivity. CONCLUSION: A novel MRI score, which includes diffusion-weighted imaging and assesses all brain areas of importance in infants with therapeutic hypothermia after perinatal asphyxia, has predictive value for outcome at 2 years of age and at school age, for which the grey matter subscore can be used independently.
Assuntos
Asfixia Neonatal/diagnóstico por imagem , Paralisia Cerebral/etiologia , Deficiências do Desenvolvimento/etiologia , Imagem de Difusão por Ressonância Magnética , Hipotermia Induzida , Hipóxia-Isquemia Encefálica/diagnóstico por imagem , Índice de Gravidade de Doença , Asfixia Neonatal/complicações , Asfixia Neonatal/mortalidade , Asfixia Neonatal/terapia , Encéfalo/diagnóstico por imagem , Paralisia Cerebral/diagnóstico , Criança , Pré-Escolar , Técnicas de Apoio para a Decisão , Deficiências do Desenvolvimento/diagnóstico , Feminino , Seguimentos , Humanos , Hipóxia-Isquemia Encefálica/complicações , Hipóxia-Isquemia Encefálica/mortalidade , Hipóxia-Isquemia Encefálica/terapia , Recém-Nascido , Modelos Logísticos , Masculino , Valor Preditivo dos Testes , Estudos Retrospectivos , Resultado do TratamentoRESUMO
PURPOSE: To evaluate the severity of cardiac complications of neonatal asphyxia in relation to the length and degree of hypoxia. METHODS: Ninety babies with an Apgar score < or = 6 were examined in the intensive care unit at our institution during seven years. Arterial blood for measuring pH, glucose, LDH and MB fraction of CK, together with serial electrocardiogram (ECG), echocardiogram and chest X rays was obtained. The fatal cases were studied with macro and microscopic examination. RESULTS: From a total of 90 cases, 73 were premature: 30 (41%) appropriate for gestation age (AGA) and 43 (59%) small for gestation age (SGA). Twenty one (23%) cases had arterial pH < 7.2. The most common clinical conditions were: pneumonia 28 (31%), anemia 24 (26%) and jaundice 12 (13%). The main cardiological findings were: systolic murmur in 46 (50%), signs of heart hypertrophy in 18 (20%) and heart failure in 8 (9%). On ECG the main findings were ST and T abnormalities. The echocardiogram showed a patent ductus arteriosus (PDA) in 20 (22%), tricuspid regurgitation in 6 (7%), pulmonary hypertension in 6 (7%), dyskinesia and ventricular dilatation in 4 (5%). Necropsy was performed in 23 cases and macro and microscopy obtained in 14; the most frequent findings were: myocite necrosis in 8 (54%), congestion, vacuolization and loss of striae in 4 (29%). CONCLUSION: In the majority of cases, patients had a benign course, even those presenting with severe acidemia. Many abnormal EKGs and echocardiograms became normal after a few weeks. Among those who had a fatal outcome, the severity of histological lesions was observed in babies who had suffered asphyxia for more prolonged periods.
Assuntos
Asfixia Neonatal/complicações , Cardiopatias/etiologia , Hipóxia/complicações , Asfixia Neonatal/diagnóstico por imagem , Asfixia Neonatal/patologia , Cardiopatias/diagnóstico por imagem , Cardiopatias/patologia , Humanos , Recém-Nascido , Isquemia Miocárdica/etiologia , Miocárdio/ultraestrutura , Estudos Prospectivos , Índice de Gravidade de Doença , UltrassonografiaRESUMO
Computed tomography brain scans were done during the first two weeks of life in 145 asphyxiated or apneic newborn infants with birth weights less than 1,500 gm. Sixty-two survived and were assessed neurodevelopmentally at 18 months from the term date. Follow-up CT scans were done at six months post term. There were major neurodevelopmental defects in 15 children, minor defects in 10, and no gross abnormalities in 37. The neonatal CT scans showed germinal layer hemorrhage in 45 (73%) of the survivors and was combined with ventricular bleeding in 29 cases (47%). Areas of hypodensity of brain tissue were present in all neonatal CT and were extensive in 84%. Ventricular dilatation occurred in 31%. There was a significant relationship between hydrocephalus and CT findings of IVH and dilated ventricles, but no relationship between outcome at 18 months and any other features of the neonatal CT. Only four of 56 CT scans done at six months post term were normal. Dilatation of the ventricles and subarachnoid spaces was common but was not related to subsequent neurodevelopmental status.