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1.
World Neurosurg ; 182: e262-e269, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38008171

RESUMO

OBJECTIVE: The role of surgery in spontaneous intracerebral hemorrhage (SICH) remains controversial. We aimed to use explainable machine learning (ML) combined with propensity-score matching to investigate the effects of surgery and identify subgroups of patients with SICH who may benefit from surgery in an interpretable fashion. METHODS: We conducted a retrospective study of a cohort of 282 patients aged ≥21 years with SICH. ML models were developed to separately predict for surgery and surgical evacuation. SHapley Additive exPlanations (SHAP) values were calculated to interpret the predictions made by ML models. Propensity-score matching was performed to estimate the effect of surgery and surgical evacuation on 90-day poor functional outcomes (PFO). RESULTS: Ninety-two patients (32.6%) underwent surgery, and 57 patients (20.2%) underwent surgical evacuation. A total of 177 patients (62.8%) had 90-day PFO. The support vector machine achieved a c-statistic of 0.915 when predicting 90-day PFO for patients who underwent surgery and a c-statistic of 0.981 for patients who underwent surgical evacuation. The SHAP scores for the top 5 features were Glasgow Coma Scale score (0.367), age (0.214), volume of hematoma (0.258), location of hematoma (0.195), and ventricular extension (0.164). Surgery, but not surgical evacuation of the hematoma, was significantly associated with improved mortality at 90-day follow-up (odds ratio, 0.26; 95% confidence interval, 0.10-0.67; P = 0.006). CONCLUSIONS: Explainable ML approaches could elucidate how ML models predict outcomes in SICH and identify subgroups of patients who respond to surgery. Future research in SICH should focus on an explainable ML-based approach that can identify subgroups of patients who may benefit functionally from surgical intervention.


Assuntos
Hemorragia Cerebral , Máquina de Vetores de Suporte , Humanos , Estudos Retrospectivos , Pontuação de Propensão , Hemorragia Cerebral/complicações , Hematoma/cirurgia , Resultado do Tratamento
2.
Neurology ; 100(24): 1151-1155, 2023 06 13.
Artigo em Inglês | MEDLINE | ID: mdl-36797068

RESUMO

Cytokine profiling before immunotherapy is increasingly prevalent in febrile infection-related epilepsy syndrome (FIRES). In this case, an 18-year-old man presented with first-onset seizure after a nonspecific febrile illness. He developed super-refractory status epilepticus requiring multiple antiseizure medications and general anesthetic infusions. He was treated with pulsed methylprednisolone and plasma exchange and started on ketogenic diet. Contrast-enhanced MRI brain revealed postictal changes. EEG findings showed multifocal ictal runs and generalized periodic epileptiform discharges. CSF analysis, autoantibody testing, and malignancy screening were unremarkable. Genetic testing revealed variants of uncertain significance in the CNKSR2 and OPN1LW genes. Initial serum and CSF cytokine analyses performed on days 6 and 21 revealed that interleukin (IL)-6, IL-1RA, monocyte chemoattractant protein-1, macrophage inflammatory protein 1ß, and interferon γ were elevated predominantly in the CNS, a profile consistent with cytokine release syndrome. Tofacitinib was initially trialed on day 30 of admission. There was no clinical improvement, and IL-6 continued to rise. Tocilizumab was given on day 51 with significant clinical and electrographic response. Anakinra was subsequently trialed from days 99 to 103 because clinical ictal activity re-emerged on weaning anesthetics but stopped because of poor response. Serial cytokine profiles showed improvement after 7 doses of tocilizumab. There was corresponding improved seizure control. This case illustrates how personalized immunomonitoring may be helpful in cases of FIRES, where proinflammatory cytokines are postulated to act in epileptogenesis. There is an emerging role for cytokine profiling and close collaboration with immunologists for the treatment of FIRES. The use of tocilizumab may be considered in patients with FIRES with upregulated IL-6.


Assuntos
Síndromes Epilépticas , Estado Epiléptico , Masculino , Humanos , Adolescente , Interleucina-6 , Convulsões/complicações , Estado Epiléptico/diagnóstico , Citocinas , Síndromes Epilépticas/diagnóstico , Proteínas Adaptadoras de Transdução de Sinal
3.
J Thromb Thrombolysis ; 54(2): 339-349, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-35699873

RESUMO

BACKGROUND AND AIMS: Patients with Moyamoya disease (MMD) can present with ischaemic or haemorrhagic stroke. There is no good evidence for treatment strategies in MMD-associated acute ischaemic stroke (AIS), particularly for treatments like intravenous thrombolysis (IVT) and endovascular thrombectomy (ET). As the intracranial vessels are friable in MMD, and the risk of bleeding is high, the use of IVT and ET is controversial. To clarify the safety and efficacy of IVT/ET in the treatment of MMD-associated AIS, we performed a systematic review and meta-summary to examine this issue. METHODS: A systematic search was performed from four electronic databases: PubMed (MEDLINE), Cochrane Library, EMBASE and Scopus, profiling data from inception till 21 November 2021, as well as, manually on Google Scholar. RESULTS: Ten case reports detailing 10 MMD patients presenting with AIS and undergoing IVT or ET, or both, were included in the analysis. The median National Institute of Health Stroke Scale score at presentation was 10 (Interquartile Range [IQR] = 6.0-16.5). IVT alone was instituted in 6 patients, primary ET was attempted in 2, and 2 had received bridging IVT with ET. Of the 4 patients who underwent ET, 2 patients achieved successful reperfusion (modified Thrombolysis In Cerebral Infarction scale [mTICI] ≥ 2b). In terms of functional outcomes, One patient achieved complete recovery (modified Rankin Scale 0), 4 patients attained improvement in neurological status, and 4 had no improvement, whilst functional outcome was unreported in 1 patient. No patient experienced symptomatic intracranial haemorrhage. CONCLUSIONS: In this systematic review and meta-summary, the utility of IVT and ET in MMD-associated AIS appears feasible in selected cases. Further larger cohort studies are required to evaluate these treatment approaches. HIGHLIGHTS: · AIS in MMD was typically managed with bypass surgery but not via thrombolysis or thrombectomy. · In this meta-summary, all patients treated with thrombolysis and/or thrombectomy survived and some experienced symptomatic and/or functional improvement. · Further larger cohort studies are necessary for investigating the role of thrombolysis and/or thrombectomy as treatment of AIS in MMD.


Assuntos
Isquemia Encefálica , AVC Isquêmico , Doença de Moyamoya , Acidente Vascular Cerebral , Isquemia Encefálica/tratamento farmacológico , Fibrinolíticos/uso terapêutico , Humanos , AVC Isquêmico/terapia , Doença de Moyamoya/tratamento farmacológico , Doença de Moyamoya/terapia , Acidente Vascular Cerebral/tratamento farmacológico , Trombectomia/efeitos adversos , Terapia Trombolítica/efeitos adversos , Resultado do Tratamento
4.
J Thromb Thrombolysis ; 50(2): 473-476, 2020 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-32377956

RESUMO

Hypereosinophilic syndrome (HES) is a rare but life-threatening multi-organ disease which can be complicated by stroke, with devastating outcomes. Eosinophils can accumulate in multiple organs, most commonly involving the heart, skin, lungs, spleen, and liver. Neurological end-organ complications in hypereosinophilic syndrome are unusual and have been established to be of three types: brain infarction, encephalopathy and sensory polyneuropathy. We present a case where acute ischaemic stroke and encephalopathy are early manifestations of Idiopathic HES. It is important to consider HES as an aetiology for stroke and a high eosinophil count is an initial diagnostic clue. Early initiation of steroid therapy can potentially prevent disease progression.


Assuntos
Encefalopatias/etiologia , Síndrome Hipereosinofílica/complicações , AVC Isquêmico/etiologia , Idoso , Encefalopatias/diagnóstico , Encefalopatias/fisiopatologia , Feminino , Glucocorticoides/uso terapêutico , Humanos , Síndrome Hipereosinofílica/diagnóstico , Síndrome Hipereosinofílica/tratamento farmacológico , AVC Isquêmico/diagnóstico , AVC Isquêmico/fisiopatologia , Prednisolona/uso terapêutico , Recuperação de Função Fisiológica , Resultado do Tratamento
5.
Parkinsons Dis ; 2015: 348063, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26713170

RESUMO

Aim. This study sought to establish the discriminant validity of a rapid cognitive screen, that is, the National Institute of Neurological Disease and Stroke-Canadian Stroke Network (NINDS-CSN) 5-minute protocol, and compare its discriminant validity to the Montreal Cognitive Assessment (MoCA) and Mini Mental State Examination (MMSE) in detecting cognitive impairment (CI) in PD patients. Methods. One hundred and one PD patients were recruited from a movement disorders clinic in Singapore and they received the NINDS-CSN 5-minute protocol, MoCA, and MMSE. No cognitive impairment (NCI) was defined as Clinical Dementia Rating (CDR) = 0 and CI was defined as CDR ≥ 0.5. Results. Area under the receiver operating characteristic curve of NINDS-CSN 5-minute protocol was statistically equivalent to MoCA and larger than MMSE (0.86 versus 0.90, P = 0.07; 0.86 versus 0.76, P = 0.03). The sensitivity of NINDS-CSN 5-minute protocol (<9) was statistically equivalent to MoCA (<22) (0.77 versus 0.85, P = 0.13) and superior to MMSE (<24) (0.77 versus 0.52, P < 0.01) in detecting CI, while the specificity of NINDS-CSN 5-minute protocol (<9) was statistically equivalent to MoCA (<22) and MMSE (<24) (0.78 versus 0.88, P = 0.34). Conclusion. The NINDS-CSN 5-minute protocol is time expeditious while remaining statistically equivalent to MoCA and superior to MMSE and therefore is suitable for rapid cognitive screening of CI in PD patients.

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