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1.
Neurol Sci ; 45(9): 4161-4171, 2024 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-38724752

RESUMEN

Cerebellar mutism syndrome (CMS) is a frequent complication of surgical intervention on posterior fossa in children. It has been only occasionally reported in adults and its features have not been fully characterized. In children and in young adults, medulloblastoma is the main reason for neurosurgery. A single case of postsurgical CMS is presented in an adult patient with a cerebellar hemorrhage and a systematic review of the published individual cases of CMS in adults was done. Literature review of individual cases found 30 patients, 18/30 (60%) males, from 20 to 71 years at diagnosis. All but one case was post-surgical, but in one of the post-surgical cases iatrogenic basilar artery occlusion was proposed as cause for CMS. The causes were: primary tumors of the posterior fossa in 16/22 (72.7%) metastasis in 3/30 (10%), ischemia in 3/30 (10%) cerebellar hemorrhage in 3/30 (10%), and benign lesions in 2/30 (6.7%) patients. 8/30 patients (26.7%) were reported as having persistent or incomplete resolution of CMS within 12 months. CMS is a rare occurrence in adults and spontaneous cerebellar hemorrhage has been reported in 3/30 (10%) adult patients. The generally accepted hypothesis is that CMS results from bilateral damage to the dentate nucleus or the dentate-rubro-thalamic tract, leading to cerebro-cerebellar diaschisis. Several causes might contribute in adults. The prognosis of CMS is slightly worse in adults than in children, but two thirds of cases show a complete resolution within 6 months.


Asunto(s)
Mutismo , Humanos , Mutismo/etiología , Masculino , Adulto , Enfermedades Cerebelosas/etiología , Enfermedades Cerebelosas/diagnóstico por imagen , Hemorragias Intracraneales/etiología , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/complicaciones , Persona de Mediana Edad
2.
World Neurosurg ; 185: e827-e834, 2024 05.
Artículo en Inglés | MEDLINE | ID: mdl-38453009

RESUMEN

BACKGROUND: Intracranial hemorrhage (ICH) is a severe condition that requires rapid diagnosis and treatment. Automated methods for calculating ICH volumes can reduce human error and improve clinical decisioPlease provide professional degrees (e.g., PhD, MD) for the corresponding author.n-making. A novel automated method has been developed that is comparable to the ABC/2 method in terms of speed and accuracy while providing more accurate volumetric data. METHODS: We developed a novel automated algorithm for calculating intracranial blood volume from computed tomography (CT) scans. The algorithm consists of a Python script that processes Digital Imaging and Communications in Medicine images and determines the blood volume and ratio. The algorithm was validated against manual calculations performed by neurosurgeons. RESULTS: Our novel automated algorithm for calculating intracranial blood volume from CT scans demonstrated excellent agreement with the ABC/2 method, with a median overall difference of just 1.46 mL. The algorithm was also validated in patient groups with ICH, epidural hematoma (EDH), and SDH, with agreement coefficients of 0.992, 0.983, and 0.997, respectively. CONCLUSIONS: The study introduces a novel automated algorithm for calculating the volumes of various ICHs (EDH, and SDH) within CT scans. The algorithm showed excellent agreement with manual calculations and outperformed the commonly used ABC/2 method, which tends to overestimate ICH volume. The automated algorithm offers a more accurate, efficient, and time-saving approach to quantifying ICH, EDH, and SDH volumes, making it a valuable tool for clinical evaluation and decision-making.


Asunto(s)
Algoritmos , Tomografía Computarizada por Rayos X , Humanos , Tomografía Computarizada por Rayos X/métodos , Hemorragias Intracraneales/diagnóstico por imagen , Femenino , Masculino , Persona de Mediana Edad , Anciano , Hematoma Epidural Craneal/diagnóstico por imagen
3.
Int J Surg ; 110(6): 3839-3847, 2024 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-38489547

RESUMEN

BACKGROUND: Deep learning (DL)-assisted detection and segmentation of intracranial hemorrhage stroke in noncontrast computed tomography (NCCT) scans are well-established, but evidence on this topic is lacking. MATERIALS AND METHODS: PubMed and Embase databases were searched from their inception to November 2023 to identify related studies. The primary outcomes included sensitivity, specificity, and the Dice Similarity Coefficient (DSC); while the secondary outcomes were positive predictive value (PPV), negative predictive value (NPV), precision, area under the receiver operating characteristic curve (AUROC), processing time, and volume of bleeding. Random-effect model and bivariate model were used to pooled independent effect size and diagnostic meta-analysis data, respectively. RESULTS: A total of 36 original studies were included in this meta-analysis. Pooled results indicated that DL technologies have a comparable performance in intracranial hemorrhage detection and segmentation with high values of sensitivity (0.89, 95% CI: 0.88-0.90), specificity (0.91, 95% CI: 0.89-0.93), AUROC (0.94, 95% CI: 0.93-0.95), PPV (0.92, 95% CI: 0.91-0.93), NPV (0.94, 95% CI: 0.91-0.96), precision (0.83, 95% CI: 0.77-0.90), DSC (0.84, 95% CI: 0.82-0.87). There is no significant difference between manual labeling and DL technologies in hemorrhage quantification (MD 0.08, 95% CI: -5.45-5.60, P =0.98), but the latter takes less process time than manual labeling (WMD 2.26, 95% CI: 1.96-2.56, P =0.001). CONCLUSION: This systematic review has identified a range of DL algorithms that the performance was comparable to experienced clinicians in hemorrhage lesions identification, segmentation, and quantification but with greater efficiency and reduced cost. It is highly emphasized that multicenter randomized controlled clinical trials will be needed to validate the performance of these tools in the future, paving the way for fast and efficient decision-making during clinical procedure in patients with acute hemorrhagic stroke.


Asunto(s)
Aprendizaje Profundo , Hemorragias Intracraneales , Accidente Cerebrovascular , Tomografía Computarizada por Rayos X , Humanos , Hemorragias Intracraneales/diagnóstico por imagen , Accidente Cerebrovascular/diagnóstico por imagen , Sensibilidad y Especificidad
4.
Acta Neurochir (Wien) ; 166(1): 116, 2024 Feb 29.
Artículo en Inglés | MEDLINE | ID: mdl-38421418

RESUMEN

This case report details the pathological findings of a vessel wall identified as the bleeding point for intracranial hemorrhage associated with Moyamoya disease. A 29-year-old woman experienced intracranial hemorrhage unrelated to hyperperfusion following superficial temporal artery-middle cerebral artery bypass surgery. A pseudoaneurysm on the lenticulostriate artery (LSA) was identified as the causative vessel and subsequently excised. Examination of the excised pseudoaneurysm revealed a fragment of the LSA, with a disrupted internal elastic lamina and media degeneration. These pathological findings in a perforating artery, akin to the circle of Willis, provide insights into the underlying mechanisms of hemorrhage in Moyamoya disease.


Asunto(s)
Aneurisma Falso , Enfermedad de Moyamoya , Femenino , Humanos , Adulto , Enfermedad de Moyamoya/complicaciones , Enfermedad de Moyamoya/diagnóstico por imagen , Enfermedad de Moyamoya/cirugía , Arteria Cerebral Media/diagnóstico por imagen , Arteria Cerebral Media/cirugía , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/etiología
7.
Eur J Trauma Emerg Surg ; 50(1): 157-172, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-36707437

RESUMEN

PURPOSE: The primary aim was to compare the prevalence of acute and delayed intracranial haemorrhage (ICH) following mild traumatic brain injury (mTBI) in patients on antithrombotic medication referred to a clinic for oral and plastic maxillofacial surgery. The secondary aim was to evaluate the need for short-term hospitalisation based on initial radiological and clinical findings. METHODS: This was an observational retrospective single-centre study of all patients on antithrombotic medication who were admitted to our department of oral and plastic maxillofacial surgery with mTBI over a 5 year period. Demographic and anamnesis data, injury characteristics, antithrombotic medication, radiological findings, treatment, and outcome were analysed. Patients were divided into the following four groups based on their antithrombotic medication: (1) single antiplatelet users, (2) vitamin K antagonist users, (3) direct oral anticoagulant users, and (4) double antithrombotic users. All patients underwent an emergency cranial CT (CT0) at admission. Based on clinical and radiological evaluation, different treatment protocols were applied. Patients with positive CT0 findings and patients with secondary neurological deterioration received a control CT (CT1) before discharge. Acute and delayed ICH and patient's outcome during hospitalisation were evaluated using descriptive statistical analysis. RESULTS: A total of 696 patients (mean age, 71.6 years) on antithrombotic medication who presented at our department with mTBI were included in the analysis. Most injuries were caused by a ground-level fall (76.9%). Thirty-six patients (5.1%) developed an acute traumatic ICH, and 47 intracerebral lesions were detected by radiology-most of these in patients taking acetylsalicylic acid. No association was detected between ICH and antithrombotic medication (p = 0.4353). In total, 258 (37.1%) patients were admitted for 48 h in-hospital observation. The prevalence of delayed ICH was 0.1%, and the mortality rate was 0.1%. Multivariable analysis identified a Glasgow Coma Scale (GCS) of < 15, loss of consciousness, amnesia, headache, dizziness, and nausea as clinical characteristics significantly associated with an increased risk of acute ICH, whereas age, sex, and trauma mechanism were not associated with ICH prevalence. Of the 39 patients who underwent a control CT1, most had a decreasing or at least constant intracranial lesion; in three patients, intracranial bleeding increased but was not clinically relevant. CONCLUSION: According to our experience, antithrombotic therapy does not increase the rate of ICH after mTBI. A GCS of < 15, loss of consciousness, amnesia, headache, dizziness, and nausea are indicators of higher ICH risk. A second CT scan is more effective in patients with secondary neurological deterioration. Initial CT findings were not clinically relevant and should not indicate in-hospital observation.


Asunto(s)
Conmoción Encefálica , Humanos , Anciano , Conmoción Encefálica/complicaciones , Fibrinolíticos/efectos adversos , Estudios Retrospectivos , Mareo/inducido químicamente , Mareo/complicaciones , Mareo/tratamiento farmacológico , Hemorragias Intracraneales/inducido químicamente , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/epidemiología , Anticoagulantes/efectos adversos , Hospitalización , Tomografía Computarizada por Rayos X/efectos adversos , Inconsciencia/inducido químicamente , Inconsciencia/complicaciones , Inconsciencia/tratamiento farmacológico , Cefalea/inducido químicamente , Cefalea/complicaciones , Cefalea/tratamiento farmacológico , Amnesia/inducido químicamente , Amnesia/complicaciones , Amnesia/tratamiento farmacológico , Náusea/inducido químicamente , Náusea/complicaciones , Náusea/tratamiento farmacológico
8.
J Int Med Res ; 51(11): 3000605231193935, 2023 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-37994049

RESUMEN

OBJECTIVE: To evaluate the application value of dual-energy computed tomography (DECT) in the differential diagnosis of acute intracranial hemorrhage and calcification. METHODS: This retrospective study involved patients who underwent non-contrast-enhanced cranial DECT in Anhui Wannan Rehabilitation Hospital from January 2015 to November 2022. The processed mixed images obtained after DECT were used as the conventional CT images. Each hyperdense lesion was analyzed based on virtual non-calcium and calcium overlay and classified as calcification or hemorrhage. The sensitivity, specificity, and accuracy of conventional CT and DECT were calculated by the chi-square test according to the unified reference standard. RESULTS: Sixty-six hyperdense intracranial lesions of 60 patients were analyzed; of these lesions, 41 (62.12%) were calcifications and 25 (37.88%) were hemorrhages. The sensitivity, specificity, and accuracy of DECT in identifying hemorrhage were 96.00%, 100%, and 98.48%, respectively, while those of conventional CT were 72.00%, 97.56%, and 87.88%, respectively. Of the 66 lesions, 4 (6.06%) could not be qualitatively identified and 3 (4.55%) were misdiagnosed by conventional CT but correctly identified by DECT. CONCLUSIONS: DECT can accurately distinguish acute intracranial hemorrhage from calcification, especially in cases that are difficult to diagnose by conventional CT.


Asunto(s)
Calcinosis , Tomografía Computarizada por Rayos X , Humanos , Diagnóstico Diferencial , Estudios Retrospectivos , Tomografía Computarizada por Rayos X/métodos , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragia , Calcinosis/diagnóstico por imagen , Sensibilidad y Especificidad
9.
J Cardiothorac Surg ; 18(1): 295, 2023 Oct 17.
Artículo en Inglés | MEDLINE | ID: mdl-37848921

RESUMEN

BACKGROUND: The timing of cardiac surgery with cardiopulmonary bypass (CPB) for intracranial hemorrhage is controversial. CASE PRESENTATION: We report the case of an 82-year-old woman who was transferred to our hospital because of a head injury. Brain computed tomography (CT) revealed traumatic intracranial hemorrhage, and transthoracic echocardiography revealed a giant right atrial myxoma. After confirming the disappearance of intracranial hemorrhage on brain CT, cardiac surgery with CPB was performed, which was uneventful. CONCLUSIONS: For an uneventful surgery, the optimal timing of cardiac surgery with CPB in patients with giant right atrial myxoma and intracranial hemorrhage should be based on brain CT.


Asunto(s)
Fibrilación Atrial , Procedimientos Quirúrgicos Cardíacos , Neoplasias Cardíacas , Hemorragia Intracraneal Traumática , Mixoma , Femenino , Humanos , Anciano de 80 o más Años , Atrios Cardíacos/cirugía , Hemorragia Intracraneal Traumática/complicaciones , Hemorragia Intracraneal Traumática/diagnóstico , Hemorragia Intracraneal Traumática/cirugía , Neoplasias Cardíacas/diagnóstico , Neoplasias Cardíacas/diagnóstico por imagen , Mixoma/diagnóstico , Mixoma/diagnóstico por imagen , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/etiología , Hemorragias Intracraneales/cirugía
10.
Oper Neurosurg (Hagerstown) ; 25(5): 408-416, 2023 11 01.
Artículo en Inglés | MEDLINE | ID: mdl-37668988

RESUMEN

BACKGROUND AND OBJECTIVES: Prognosticators of good functional outcome after minimally invasive surgical (MIS) intracranial hemorrhage (ICH) evacuation are poorly defined. This study aims to investigate clinical and radiographic prognosticators of poor functional outcome after MIS evacuation of ICH with tubular retractor systems. METHODS: Single-center retrospective review of adult (age ≥18 years) patients who underwent surgical evacuation of a spontaneous supratentorial ICH evacuation using tubular retractors from 2013 to 2022 was performed. Clinical and radiographic factors, such as antiplatelet/anticoagulant use, initial NIH Stroke Scale, ICH score, premorbid modified Rankin Scale (mRS), intraventricular hemorrhage (IVH) severity according to the modified Graeb scale, and preoperative/postoperative ICH volume, were collected. The main outcome was poor functional outcome, defined as mRS score of 4-6 within 1 year postoperatively. RESULTS: Eighty-eight patients were included. Clinical follow-up data were available for 64 (73%) patients. Of those, 43 (67%) had a poor functional outcome. On multivariate Cox regression, postoperative ICH volume ≥15 mL (hazard ratio [HR] = 2.46 [95% CI: 1.25-4.87]; P = .010) and higher modified Graeb score (HR = 1.04 [95% CI: 1-1.1]; P = .035] significantly increased the risk of poor functional outcome. Elevated postoperative ICH volume was predicted by the presence of lobar ICH (vs nonlobar, OR = 3.32 [95% CI: 1.01-11.55]; P = .043) and higher preoperative ICH volume (OR = 1.05 [1.02-1.08]; P < .001). A minimum of 60% ICH evacuation yielded an improvement in mRS 4-6 rates (HR 0.3 [95% CI: 0.1-0.8], P = .013). In patients without IVH and with a >80% ICH evacuation, the rate of mRS 4-6 was 42% compared with 67% in the whole patient sample ( P = .017). CONCLUSION: Increased IVH volumes and residual postoperative ICH volumes are associated with poor functional outcome after MIS ICH evacuation. Postoperative ICH volume was associated with lobar ICH location as well as preoperative ICH volume. These factors may help to prognosticate patient outcomes and improve selection criteria for MIS ICH evacuation techniques.


Asunto(s)
Hemorragia Cerebral , Hemorragias Intracraneales , Adulto , Humanos , Adolescente , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/cirugía , Hemorragia Cerebral/cirugía , Factores de Riesgo , Procedimientos Quirúrgicos Mínimamente Invasivos , Hemorragia Posoperatoria
12.
Am J Surg ; 226(6): 808-812, 2023 12.
Artículo en Inglés | MEDLINE | ID: mdl-37394349

RESUMEN

INTRODUCTION: Patients with small volume intracranial hemorrhage (ICH) are categorized as modified Brain Injury Guidelines (mBIG) 1 and are managed with a 6-h emergency department (ED) observation period. The current study aimed to describe the mBIG 1 patient population and determine the utility of the ED observation period. METHODS: A retrospective analysis was performed on trauma patients with small volume ICH. Exclusion criteria were Glasgow Coma Scale (GCS) < 13 and penetrating injuries. RESULTS: 359 patients were identified over the 8-year study period. The most common ICH was SDH (52.7%) followed by SAH (50.1%). Two patients (0.56%) had neurologic deterioration, but neither had radiographic progression. Overall, 14.3% of the cohort had radiographic progression; none required neurosurgical intervention. Four patients (1.1%) had readmission related to TBI from the index admission. CONCLUSION: There were no patients with small volume ICH that required neurosurgical intervention despite a small subset of patients having radiographic or clinical deterioration. Patients who meet the mBIG 1 criteria may be managed safely without an ED observation period.


Asunto(s)
Lesiones Encefálicas , Humanos , Estudios Retrospectivos , Servicio de Urgencia en Hospital , Hospitalización , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/etiología , Hemorragias Intracraneales/cirugía , Escala de Coma de Glasgow
13.
Int J Stroke ; 18(10): 1219-1227, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-37243540

RESUMEN

BACKGROUND: An increased risk of intracranial hemorrhage (ICH) associated with statins has been reported, but data on the relationship between statin use and cerebral microbleeds (CMBs) in patients with atrial fibrillation (AF), a population at high bleeding and cardiovascular risk, are lacking. AIMS: To explore the association between statin use and blood lipid levels with the prevalence and progression of CMBs in patients with AF with a particular focus on anticoagulated patients. METHODS: Data of Swiss-AF, a prospective cohort of patients with established AF, were analyzed. Statin use was assessed during baseline and throughout follow-up. Lipid values were measured at baseline. CMBs were assessed using magnetic resonance imagining (MRI) at baseline and at 2 years follow-up. Imaging data were centrally assessed by blinded investigators. Associations of statin use and low-density lipoprotein (LDL) levels with CMB prevalence at baseline or CMB progression (at least one additional or new CMB on follow-up MRI at 2 years compared with baseline) were assessed using logistic regression models; the association with ICH was assessed using flexible parametric survival models. Models were adjusted for hypertension, smoking, body mass index, diabetes, stroke/transient ischemic attack, coronary heart disease, antiplatelet use, anticoagulant use, and education. RESULTS: Of the 1693 patients with CMB data at baseline MRI (mean ± SD age 72.5 ± 8.4 years, 27.6% women, 90.1% on oral anticoagulants), 802 patients (47.4%) were statin users. The multivariable adjusted odds ratio (adjOR) for CMBs prevalence at baseline for statin users was 1.10 (95% CI = 0.83-1.45). AdjOR for 1 unit increase in LDL levels was 0.95 (95% CI = 0.82-1.10). At 2 years, 1188 patients had follow-up MRI. CMBs progression was observed in 44 (8.0%) statin users and 47 (7.4%) non-statin users. Of these patients, 64 (70.3%) developed a single new CMB, 14 (15.4%) developed 2 CMBs, and 13 developed more than 3 CMBs. The multivariable adjOR for statin users was 1.09 (95% CI = 0.66-1.80). There was no association between LDL levels and CMB progression (adjOR 1.02, 95% CI = 0.79-1.32). At follow-up 14 (1.2%) statin users had ICH versus 16 (1.3%) non-users. The age and sex adjusted hazard ratio (adjHR) was 0.75 (95% CI = 0.36-1.55). The results remained robust in sensitivity analyses excluding participants without anticoagulants. CONCLUSIONS: In this prospective cohort of patients with AF, a population at increased hemorrhagic risk due to anticoagulation, the use of statins was not associated with an increased risk of CMBs.


Asunto(s)
Fibrilación Atrial , Inhibidores de Hidroximetilglutaril-CoA Reductasas , Accidente Cerebrovascular , Humanos , Femenino , Persona de Mediana Edad , Anciano , Anciano de 80 o más Años , Masculino , Accidente Cerebrovascular/epidemiología , Fibrilación Atrial/complicaciones , Fibrilación Atrial/tratamiento farmacológico , Fibrilación Atrial/epidemiología , Inhibidores de Hidroximetilglutaril-CoA Reductasas/uso terapéutico , Hemorragia Cerebral/diagnóstico por imagen , Hemorragia Cerebral/epidemiología , Hemorragia Cerebral/complicaciones , Estudios Prospectivos , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/epidemiología , Hemorragias Intracraneales/inducido químicamente , Anticoagulantes/uso terapéutico , Factores de Riesgo , Imagen por Resonancia Magnética
14.
J Thromb Haemost ; 21(5): 1148-1155, 2023 05.
Artículo en Inglés | MEDLINE | ID: mdl-36740041

RESUMEN

BACKGROUND: Spontaneous intracranial hemorrhage (ICH) is a frequent and severe consequence of primary brain tumors. The safety of antiplatelet medications in this patient population is undefined. OBJECTIVE: The primary objective was to determine whether antiplatelet medications are associated with an increased risk of ICH in patients with primary brain tumors. PATIENTS/METHODS: We performed a matched, retrospective cohort study of patients with the diagnosis of primary brain tumor treated at our institution between 2010 and 2021. Radiographic images of all potential ICH events underwent blinded review. The primary end point of the study was the cumulative incidence of ICH at 1 year after tumor diagnosis. RESULTS AND CONCLUSIONS: A total of 387 patients with primary brain tumors were included in the study population (130 exposed to antiplatelet agents, 257 not exposed). The most common malignancy was glioblastoma (n = 256, 66.1%). Among the intervention cohort, 119 patients received aspirin monotherapy. The cumulative incidence of any ICH at 1 year was 11.0% (95% CI, 5.3-16.6) in those receiving antiplatelet medications and 13.0% (95% CI, 8.5-17.6) in those not receiving antiplatelet medications (Gray test, p = 0.6). The cumulative incidence of major ICH was similar between the cohorts (3.3% in antiplatelet cohort vs 2.9% in control cohort, p = 1.0). This study did not identify an increased incidence of ICH in patients with primary brain tumors exposed to antiplatelet medications.


Asunto(s)
Neoplasias Encefálicas , Inhibidores de Agregación Plaquetaria , Humanos , Inhibidores de Agregación Plaquetaria/uso terapéutico , Estudios Retrospectivos , Hemorragias Intracraneales/inducido químicamente , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/epidemiología , Aspirina/efectos adversos , Neoplasias Encefálicas/complicaciones , Neoplasias Encefálicas/tratamiento farmacológico
15.
Int J Neurosci ; 133(9): 977-986, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-35156526

RESUMEN

BACKGROUND: Intracranial hemorrhage (ICH) in acute leukemia (AL) patients leads to high morbidity and mortality, treatment approaches for ICH are generally ineffective. Thus, early identification of which subjects are at high risk of ICH is of key importance. Currently, machine learning can achieve well predictive capability through constructing algorithms that simultaneously exploit the information coming from clinical features. METHODS: After rigid data preprocessing, 42 different clinical features from 948 AL patients were used to train different machine learning algorithms. We used the feature selection algorithms to select the top 10 features from 42 clinical features. To test the performance of the machine learning algorithms, we calculated area under the curve (AUC) values from receiver operating characteristic (ROC) curves along with 95% confidence intervals (CIs) by cross-validation. RESULTS: With the 42 features, RF exhibited the best predictive power. After feature selection, the top 10 features were international normalized ratio (INR), prothrombin time (PT), creatinine (Cr), indirect bilirubin (IBIL), albumin (ALB), monocyte (MONO), platelet (PLT), lactic dehydrogenase (LDH), fibrinogen (FIB) and prealbumin (PA). Among the top 10 features, INR, PT, Cr, IBIL and ALB had high predictive performance with an AUC higher than 0.8 respectively. CONCLUSIONS: The RF algorithm exhibited a higher cross-validated performance compared with the classical algorithms, and the selected important risk features should help in individualizing aggressive treatment in AL patients to prevent ICH. Efforts that will be made to test and optimize in independent samples will warrant the application of such algorithm and predictors in the future.


Asunto(s)
Algoritmos , Leucemia , Humanos , Curva ROC , Aprendizaje Automático , Hemorragias Intracraneales/diagnóstico , Hemorragias Intracraneales/diagnóstico por imagen
16.
Metallomics ; 14(8)2022 08 25.
Artículo en Inglés | MEDLINE | ID: mdl-35906878

RESUMEN

Hemoglobin-iron is a red blood cell toxin contributing to secondary brain injury after intracranial bleeding. We present a model to visualize an intracerebral hematoma and secondary hemoglobin-iron distribution by detecting 58Fe-labeled hemoglobin (Hb) with laser ablation-inductively coupled plasma-mass spectrometry on mouse brain cryosections after stereotactic whole blood injection for different time periods. The generation of 58Fe-enriched blood and decisive steps in the acute hemorrhage formation and evolution were evaluated. The model allows visualization and quantification of 58Fe with high spatial resolution and striking signal-to-noise ratio. Script-based evaluation of the delocalization depth revealed ongoing 58Fe delocalization in the brain even 6 days after hematoma induction. Collectively, the model can quantify the distribution of Hb-derived iron post-bleeding, providing a methodological framework to study the pathophysiological basis of cell-free Hb toxicity in hemorrhagic stroke.


Asunto(s)
Hemorragias Intracraneales , Hierro , Modelos Biológicos , Animales , Hematoma/diagnóstico por imagen , Hemorragias Intracraneales/diagnóstico por imagen , Hierro/análisis , Espectrometría de Masas/métodos , Ratones
19.
Brain Inj ; 36(6): 703-713, 2022 05 12.
Artículo en Inglés | MEDLINE | ID: mdl-35476710

RESUMEN

BACKGROUND: Patients on antithrombotics experiencing mild traumatic brain injury (mTBI) may benefit from a routine repeat CT scan to detect delayed intracranial hemorrhage (dICH). OBJECTIVES: The primary outcome was the incidence of dICH on routine repeat CT scans of mTBI patients on antithrombotics within an intra-hospital observation period of up to 48 hours. The secondary outcomes were potential risk factors, readmissions, neurosurgical interventions, and mortality. METHODS: A systematic review and a meta-analysis of single proportions were performed according to the PRISMA and PRESS guidelines. The risk of bias was assessed using Newcastle-Ottawa Scale. RESULTS: Eighteen studies with 4613 patients were included. The pooled incidence of dICH was 2% [95% CI 1-2%] with similar rates between different antithrombotic regimens, even in combination. Of the 67 patients with dICH reported (1.45%), eleven required surgery (0.24%), while six died (0.13%). Loss of consciousness was a risk factor of dICH (risk ratio 3.04 [95%CI 0.96; 9.58]). A total of 48 patients were reported for readmission without associated death or surgical intervention. CONCLUSION: The contribution of this routine repeat CT scan should be questioned due to the low incidence, the limited clinical significance, and the unsubstantiated clinical benefit of early or systematic detection of dICH.


Asunto(s)
Conmoción Encefálica , Hemorragia Intracraneal Traumática , Conmoción Encefálica/complicaciones , Fibrinolíticos/efectos adversos , Humanos , Hemorragia Intracraneal Traumática/diagnóstico por imagen , Hemorragias Intracraneales/diagnóstico por imagen , Hemorragias Intracraneales/etiología , Estudios Retrospectivos , Tomografía Computarizada por Rayos X
20.
IEEE Trans Med Imaging ; 41(9): 2217-2227, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-35298377

RESUMEN

Brain midline delineation plays an important role in guiding intracranial hemorrhage surgery, which still remains a challenging task since hemorrhage shifts the normal brain configuration. Most previous studies detected brain midline on 2D plane and did not handle hemorrhage cases well. We propose a novel and efficient hemisphere-segmentation framework (HSF) for 3D brain midline surface delineation. Specifically, we formulate the brain midline delineation as a 3D hemisphere segmentation task, and employ an edge detector and a smooth regularization loss to generate the midline surface. We also introduce a distance-weighted map to keep the attention on the midline. Furthermore, we adopt rectification learning to handle various head poses. Finally, considering the complex situation of ventricle break-in for hemorrhages in bilateral intraventricular (B-IVH) cases, we identify those cases via a classification model and design a midline correction strategy to locally adjust the midline. To our best knowledge, it is the first study focusing on delineating the brain midline surface on 3D CT images of hemorrhage patients and handling the situation of ventricle break-in. Extensive validation on our large in-house datasets (519 patients) and the public CQ500 dataset (491 patients), demonstrates that our method outperforms state-of-the-art methods on brain midline delineation.


Asunto(s)
Cabeza , Imagenología Tridimensional , Encéfalo/diagnóstico por imagen , Humanos , Imagenología Tridimensional/métodos , Hemorragias Intracraneales/diagnóstico por imagen , Tomografía Computarizada por Rayos X/métodos
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