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Energy metabolism-related GLUD1 contributes to favorable clinical outcomes of IDH-mutant glioma 与能量代谢相关的GLUD1有助于改善IDH突变型胶质瘤的临床预后
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-13 DOI: 10.1186/s12883-024-03787-w
Renzhi Deng, Jianying Qin, Lei Wang, Haibin Li, Ning Wen, Ke Qin, Jianhui Dong, Jihua Wu, Dandan Zhu, Xuyong Sun
{"title":"Energy metabolism-related GLUD1 contributes to favorable clinical outcomes of IDH-mutant glioma","authors":"Renzhi Deng, Jianying Qin, Lei Wang, Haibin Li, Ning Wen, Ke Qin, Jianhui Dong, Jihua Wu, Dandan Zhu, Xuyong Sun","doi":"10.1186/s12883-024-03787-w","DOIUrl":"https://doi.org/10.1186/s12883-024-03787-w","url":null,"abstract":"Glioma is the most common brain tumor. IDH mutations occur frequently in glioma, indicating a more favorable prognosis. We aimed to explore energy metabolism-related genes in glioma to promote the research and treatment. Datasets were obtained from TCGA and GEO databases. Candidate genes were screened by differential gene expression analysis, then functional enrichment analysis was conducted on the candidate genes. PPI was also carried out to help determine the target gene. GSEA and DO analysis were conducted in the different expression level groups of the target gene. Survival analysis and immune cell infiltrating analysis were performed as well. We screened 34 candidate genes and selected GLUD1 as the target gene. All candidate genes were significantly enriched in 10 KEGG pathways and 330 GO terms. GLUD1 expression was higher in IDH-mutant samples than IDH-wildtype samples, and higher in normal samples than tumor samples. Low GLUD1 expression was related to poor prognosis according to survival analysis. Most types of immune cells were negatively related to GLUD1 expression, but monocytes and activated mast cells exhibited significantly positive correlation with GLUD1 expression. GLUD1 expression was significantly related to 119 drugs and 6 immune checkpoint genes. GLUD1 was able to serve as an independent prognostic indicator of IDH-mutant glioma. In this study, we identified an energy metabolism-related gene GLUD1 potentially contributing to favorable clinical outcomes of IDH-mutant glioma. In glioma, GLUD1 related clinical outcomes and immune landscape were clearer, and more valuable information was provided for immunotherapy.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142217078","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cascade testing in mitochondrial diseases: a cross-sectional retrospective study 线粒体疾病的级联检测:一项横断面回顾性研究
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-13 DOI: 10.1186/s12883-024-03850-6
Sameen Haque, Karen Crawley, Deborah Schofield, Rupendra Shrestha, Carolyn M. Sue
{"title":"Cascade testing in mitochondrial diseases: a cross-sectional retrospective study","authors":"Sameen Haque, Karen Crawley, Deborah Schofield, Rupendra Shrestha, Carolyn M. Sue","doi":"10.1186/s12883-024-03850-6","DOIUrl":"https://doi.org/10.1186/s12883-024-03850-6","url":null,"abstract":"Cascade testing can offer improved surveillance and timely introduction of clinical management for the at-risk biological relatives. Data on cascade testing and costs in mitochondrial diseases are lacking. To address this gap, we performed a cross-sectional retrospective study to provide a framework for cascade testing in mitochondrial diseases, to estimate the eligibility versus real-time uptake of cascade testing and to evaluate the cost of the genetic diagnosis of index cases and the cost of predictive cascade testing. Data was collected through retrospective chart review. The variant inheritance pattern guided the identification of eligible first-degree relatives: (i) Males with mitochondrial DNA (mtDNA) single nucleotide variants (SNVs) – siblings and mothers. (ii) Females with mtDNA SNVs – siblings, mothers and offspring. (iii) Autosomal Dominant (AD) nuclear DNA (nDNA) variants – siblings, offspring and both parents. (iv) Autosomal Recessive (AR) nDNA variants – siblings. We recruited 99 participants from the Adult Mitochondrial Disease Clinic in Sydney. The uptake of cascade testing was 55.2% in the mtDNA group, 55.8% in the AD nDNA group and 0% in AR nDNA group. Of the relatives in mtDNA group who underwent cascade testing, 65.4% were symptomatic, 20.5% were oligosymptomatic and 14.1% were asymptomatic. The mean cost of cascade testing for eligible first-degree relatives (mtDNA group: $694.7; AD nDNA group: $899.1) was lower than the corresponding index case (mtDNA group: $4578.4; AD nDNA group: $5715.1) (p < 0.001). The demand for cascade testing in mitochondrial diseases varies according to the genotype and inheritance pattern. The real-time uptake of cascade testing can be influenced by multiple factors. Early diagnosis of at-risk biological relatives of index cases through cascade testing, confirms the diagnosis in those who are symptomatic and facilitates implementation of surveillance strategies and clinical care at an early stage of the disease.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142216927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Brain abscesses: the first report of disseminated Nocardia beijingensis infection in an immunocompetent individual in China 脑脓肿:中国首次报告免疫功能正常者感染播散性北京诺卡氏菌
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-13 DOI: 10.1186/s12883-024-03826-6
Lihong Jin, Weiqun Zhang, Fang Su, Youqi Ji, Yumei Ge
{"title":"Brain abscesses: the first report of disseminated Nocardia beijingensis infection in an immunocompetent individual in China","authors":"Lihong Jin, Weiqun Zhang, Fang Su, Youqi Ji, Yumei Ge","doi":"10.1186/s12883-024-03826-6","DOIUrl":"https://doi.org/10.1186/s12883-024-03826-6","url":null,"abstract":"Nocardia is widely distributed in the natural environment and typically cause opportunistic infections. However, it is important to note that the pathogenicity of different Nocardia species may vary significantly. Here we reported the first case of brain abscess caused by Nocardia beijingensis (N. beijingensis) infection in China. A 70-year-old male immunocompetent individual came to our hospital for treatment due to headache. After examination, it was found that he had a brain abscess caused by N. beijingensis. By utilizing a combination of surgical intervention and antibiotic therapy, the patient ultimately achieved full recovery. In addition, we isolated this strain and displayed its ultrastructure through scanning electron microscopy. The phylogenetic tree was analyzed by 16 S rRNA sequence. A literature review of N. beijingensis infections in all immunocompetent and immunocompromised patients was presented. It highlighted that abscess formation appears to be a common manifestation of N. beijingensis infection, and N. beijingensis has become an emerging pathogen in immunocompetent individuals.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142216929","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The relationship between HbA1c and the activities of daily living in complex chronic patients with and without intracerebral hemorrhage 患有和未患有脑出血的复杂慢性病患者的 HbA1c 与日常生活活动之间的关系
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-13 DOI: 10.1186/s12883-024-03764-3
Ying Zheng, Chenju Zhan, Qixi Liu, Chengsheng Chen
{"title":"The relationship between HbA1c and the activities of daily living in complex chronic patients with and without intracerebral hemorrhage","authors":"Ying Zheng, Chenju Zhan, Qixi Liu, Chengsheng Chen","doi":"10.1186/s12883-024-03764-3","DOIUrl":"https://doi.org/10.1186/s12883-024-03764-3","url":null,"abstract":"Associations between HbA1c and adverse outcomes in ischemic and hemorrhagic stroke have been confirmed. It is still unclear whether HbA1c is related to the activities of daily living (ADL) score in complex chronic patients (CCP) with and without intracerebral hemorrhage (ICH). The associations between HbA1c and ADL (Barthel score) in CCP with ICH and without ICH were evaluated, respectively. We have analyzed data from a previous cohort study involving in 3594 CCPs without a ICH history at baseline, who were followed up for 5 years to assess ICH episode. One hundred sixty-one ICH case were detected in a total of 3594 patients during the period of follow up for 5 years. Our nonlinear analysis suggested positive trends on the association between HBA1c and Barthel score in ICH and non-ICH patients, respectively. The multivariate linear regression analysis showed that elevated HbA1c was positively associated with a higher Barthel score among all study population (β = 1.25, 95% CI: 0.92, 1.59; P < 0.0001) with adjusted age and sex. Among non-ICH patients, increased HbA1c was still positively associated with an increased Barthel score (β = 1.24, 95% CI: 0.90, 1.58; P < 0.001). However, HbA1c appeared to have no any relationship with Barthel score in ICH patients (β = 1.87, 95% CI: -0.07, 3.82; P = 0.0613) after adjustment for age and sex. By additionally using sensitivity analysis, we still observed that the strong relationship was still existed in non-ICH patients (β = 0.90, 95% CI: 0.56, 1.24; P < 0.001) but not in ICH patients (β = 1.88, 95% CI: -0.10, 3.86; P = 0.0649). We observed for the first time that elevated HbA1c is associated with better ADL in CCPs without ICH but not in those with ICH. This interesting discovery contradicts the traditional adverse effects of elevated HbA1c.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142216928","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pharmacological and physiological effects of cannabidiol: a dose escalation, placebo washout study protocol 大麻二酚的药理和生理效应:剂量递增、安慰剂冲洗研究方案
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-12 DOI: 10.1186/s12883-024-03847-1
J. Patrick Neary, Jyotpal Singh, Jane Alcorn, Robert B. Laprairie, Payam Dehghani, Cameron S. Mang, Bruce H. Bjornson, Thomas Hadjistavropoulos, Holly A. Bardutz, Lanishen Bhagaloo, Zachary Walsh, Michael Szafron, Kim D. Dorsch, Elizabeth S. Thompson
{"title":"Pharmacological and physiological effects of cannabidiol: a dose escalation, placebo washout study protocol","authors":"J. Patrick Neary, Jyotpal Singh, Jane Alcorn, Robert B. Laprairie, Payam Dehghani, Cameron S. Mang, Bruce H. Bjornson, Thomas Hadjistavropoulos, Holly A. Bardutz, Lanishen Bhagaloo, Zachary Walsh, Michael Szafron, Kim D. Dorsch, Elizabeth S. Thompson","doi":"10.1186/s12883-024-03847-1","DOIUrl":"https://doi.org/10.1186/s12883-024-03847-1","url":null,"abstract":"Cannabinoids such as cannabidiol (CBD) exhibit anti-inflammatory properties and have the potential to act as a therapeutic following mild traumatic brain injury. There is limited evidence available on the pharmacological, physiological and psychological effects of escalating CBD dosages in a healthy, male, university athlete population. Furthermore, no dosing regimen for CBD is available with implications of improving physiological function. This study will develop an optimal CBD dose based on the pharmacokinetic data in contact-sport athletes. The physiological and psychological data will be correlated to the pharmacokinetic data to understand the mechanism(s) associated with an escalating CBD dose. Forty participants will receive escalating doses of CBD ranging from 5 mg CBD/kg/day to 30 mg CBD/kg/day. The CBD dose is escalated every two weeks in increments of 5 mg CBD/kg/day. Participants will provide blood for pharmacological assessments at each of the 10 visits. Participants will complete a physiological assessment at each of the visits, including assessments of cerebral hemodynamics, blood pressure, electrocardiogram, seismocardiogram, transcranial magnetic stimulation, and salivary analysis for genomic sequencing. Finally, participants will complete a psychological assessment consisting of sleep, anxiety, and pain-related questionnaires. This study will develop of an optimal CBD dose based on pharmacological, physiological, and psychological properties for future use during contact sport seasons to understand if CBD can help to reduce the frequency of mild traumatic injuries and enhance recovery. Clinicaltrials.gov: NCT06204003.\u0000","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142216930","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hypophysitis and central nervous system involvement in association with Sjögren’s syndrome along with hypoparathyroidism: a case report 伴有甲状旁腺功能减退症的斯约格伦综合征患者的肾上腺皮质炎和中枢神经系统受累:病例报告
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-12 DOI: 10.1186/s12883-024-03845-3
Jungyon Yum, Sang-Won Lee, Yumie Rhee, Kyoung Heo
{"title":"Hypophysitis and central nervous system involvement in association with Sjögren’s syndrome along with hypoparathyroidism: a case report","authors":"Jungyon Yum, Sang-Won Lee, Yumie Rhee, Kyoung Heo","doi":"10.1186/s12883-024-03845-3","DOIUrl":"https://doi.org/10.1186/s12883-024-03845-3","url":null,"abstract":"Patients with autoimmune diseases can develop multiple autoimmune diseases over a long period of time, and the presence of more than one autoimmune disease in a single patient is defined as polyautoimmunity. Polyautoimmunity may be clinical evidence that autoimmune diseases share similar immunological mechanisms. We report a 30-year-old woman with a unique combination of autoimmune diseases predominantly affecting the central nervous system, with hypoparathyroidism, hypophysitis, medulla involvement, and pons and temporal lobe involvement associated with primary Sjögren's syndrome (pSS), occurring independently over a long period. The patient who had a history of muscle cramps and one seizure incident, presented with vomiting and blurred vision. She was diagnosed with hypophysitis and hypoparathyroidism with calcifications in the basal ganglia and cerebellum. She recovered after four months of corticosteroid treatment for hypophysitis and was started on treatment for hypoparathyroidism. Eight months later, she developed vomiting, hiccups, vertigo, and ataxia with a focal lesion in the medulla. She recovered with immunosuppressive treatment for 2 years. Fifty-eight months after the onset of hypophysitis, she developed diplopia and dry mouth and eyes. MRI showed infiltrative lesions in the left pons and left temporal lobe. Based on positive anti-Sjögren's syndrome-related antigen A antibodies and low unstimulated whole salivary flow rate, pSS was diagnosed. She received corticosteroids and continued mycophenolate mofetil treatment with recovery of neurological symptoms. This case highlights the need for long-term follow-up to detect autoimmune disease processes involving various organs.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142217028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Diagnostic utility of brain MRI volumetry in comparing traumatic brain injury, Alzheimer disease and behavioral variant frontotemporal dementia 脑磁共振成像容积测量在比较脑外伤、阿尔茨海默病和行为变异性额颞叶痴呆症时的诊断效用
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-11 DOI: 10.1186/s12883-024-03844-4
Cyrus A. Raji, Somayeh Meysami, Verna R. Porter, David A. Merrill, Mario F. Mendez
{"title":"Diagnostic utility of brain MRI volumetry in comparing traumatic brain injury, Alzheimer disease and behavioral variant frontotemporal dementia","authors":"Cyrus A. Raji, Somayeh Meysami, Verna R. Porter, David A. Merrill, Mario F. Mendez","doi":"10.1186/s12883-024-03844-4","DOIUrl":"https://doi.org/10.1186/s12883-024-03844-4","url":null,"abstract":"Brain MRI with volumetric quantification, MRI volumetry, can improve diagnostic delineation of patients with neurocognitive disorders by identifying brain atrophy that may not be evident on visual assessments. To investigate diagnostic utility of MRI volumetry in traumatic brain injury (TBI), early-onset Alzheimer disease (EOAD), late-onset Alzheimer disease, and behavioral variant frontotemporal dementia (bvFTD). We utilized 137 participants of TBI (n = 40), EOAD (n = 45), LOAD (n = 32), and bvFTD (n = 20). Participants had 3D T1 brain MRI imaging amendable to MRI volumetry. Scan volumes were analyzed with Neuroreader. One-way ANOVA compared brain volumes across diagnostic groups. Discriminant analysis was done with leave-one-out cross validation on Neuroreader metrics to determine diagnostic delineation across groups. LOAD was the oldest compared to other groups (F = 27.5, p < .001). There were no statistically significant differences in sex (p = .58) with women comprising 54.7% of the entire cohort. EOAD and LOAD had the lowest Mini-Mental State Exam (MMSE) scores compared to TBI (p = .04 for EOAD and p = .01 for LOAD). LOAD had lowest hippocampal volumes (Left Hippocampus F = 13.1, Right Hippocampus F = 7.3, p < .001), low white matter volume in TBI (F = 5.9, p < .001), lower left parietal lobe volume in EOAD (F = 9.4, p < .001), and lower total gray matter volume in bvFTD (F = 32.8, p < .001) and caudate atrophy (F = 1737.5, p < .001). Areas under the curve ranged from 92.3 to 100%, sensitivity between 82.2 and 100%, specificity of 78.1-100%. TBI was the most accurately delineated diagnosis. Predictive features included caudate, frontal, parietal, temporal lobar and total white matter volumes. We identified the diagnostic utility of regional volumetric differences across multiple neurocognitive disorders. Brain MRI volumetry is widely available and can be applied in distinguishing these disorders.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142217071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Informing future randomized controlled trials of amantadine hydrochloride in neurocritical care and post-neurocritical care stroke patients through a retrospective study 通过一项回顾性研究,为今后在神经重症监护和神经重症监护后脑卒中患者中开展盐酸金刚烷胺随机对照试验提供依据
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-11 DOI: 10.1186/s12883-024-03854-2
Enzo G. Plaitano, Rebecca A. Scharf, Pakinam E. Aboutaleb, Andrea L. Glennon, Emiliya Melkumova, Deborah M. Green-LaRoche
{"title":"Informing future randomized controlled trials of amantadine hydrochloride in neurocritical care and post-neurocritical care stroke patients through a retrospective study","authors":"Enzo G. Plaitano, Rebecca A. Scharf, Pakinam E. Aboutaleb, Andrea L. Glennon, Emiliya Melkumova, Deborah M. Green-LaRoche","doi":"10.1186/s12883-024-03854-2","DOIUrl":"https://doi.org/10.1186/s12883-024-03854-2","url":null,"abstract":"Amantadine hydrochloride has been increasingly prescribed as a neurostimulant for neurocritical care stroke patients to promote wakefulness during inpatient recovery. However, a lack of guidelines makes it difficult to decide who may benefit from this pharmacotherapy and when amantadine should be initiated during the hospital stay. This study aims to determine some factors that may be associated with favorable response to amantadine to inform future randomized controlled trials of amantadine in critical care or post-critical care stroke patients. Retrospective chart review for this study included neurocritical care and post-neurocritical care patients with acute ischemic or hemorrhagic stroke who were started on amantadine (N = 34) in the years 2016–2019. Patients were labeled as either responders or nonresponders of amantadine within 9 days of initiation using novel amantadine scoring criteria utilized and published in Neurocritical Care in the year 2021, which included spontaneous wakefulness and Glasgow Coma Scale (GCS). Amantadine response status and predictive variables were analyzed using nonparametric tests and adjusted multivariable regression models. There were large but nonsignificant variations in the median total milligrams of amantadine received in the first 9 days (IQR = 700-1,450 mg, p = 0.727). GCS on the day before amantadine initiation was significantly higher for responders (median = 12, IQR = 9–14) than nonresponders (median = 9, IQR = 8–10, p = 0.009). Favorable responder status was significantly associated with initiation in the critical care unit versus the step-down unit or the general medical/surgical floor [��=1.02, 95% CI (0.10, 1.93), p = 0.031], but there was no significant associations with hospital day number started [��=-0.003, 95% CI (-0.02, 0.02), p = 0.772]. Future randomized controlled trials of amantadine in hospitalized stroke patients should possibly consider examining dose-dependent relationships to establish stroke-specific dosing guidelines, minimum GCS threshold for which amantadine is efficacious, and the impact of patients’ determined level of acuity on clinical outcomes instead of solely examining the impact of earlier amantadine initiation by hospital day number. Future research with larger sample sizes is needed to further examine these relationships and inform future clinical trials.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142216932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of poststroke independent walking using machine learning: a retrospective study 利用机器学习预测卒中后独立行走:一项回顾性研究
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-10 DOI: 10.1186/s12883-024-03849-z
Zhiqing Tang, Wenlong Su, Tianhao Liu, Haitao Lu, Ying Liu, Hui Li, Kaiyue Han, Md. Moneruzzaman, Junzi Long, Xingxing Liao, Xiaonian Zhang, Lei Shan, Hao Zhang
{"title":"Prediction of poststroke independent walking using machine learning: a retrospective study","authors":"Zhiqing Tang, Wenlong Su, Tianhao Liu, Haitao Lu, Ying Liu, Hui Li, Kaiyue Han, Md. Moneruzzaman, Junzi Long, Xingxing Liao, Xiaonian Zhang, Lei Shan, Hao Zhang","doi":"10.1186/s12883-024-03849-z","DOIUrl":"https://doi.org/10.1186/s12883-024-03849-z","url":null,"abstract":"Accurately predicting the walking independence of stroke patients is important. Our objective was to determine and compare the performance of logistic regression (LR) and three machine learning models (eXtreme Gradient Boosting (XGBoost), Support Vector Machines (SVM), and Random Forest (RF)) in predicting walking independence at discharge in stroke patients, as well as to explore the variables that predict prognosis. 778 (80% for the training set and 20% for the test set) stroke patients admitted to China Rehabilitation Research Center between February 2020 and January 2023 were retrospectively included. The training set was used for training models. The test set was used to validate and compare the performance of the four models in terms of area under the curve (AUC), accuracy, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and F1 score. Among the three ML models, the AUC of the XGBoost model is significantly higher than that of the SVM and RF models (P < 0.001, P = 0.024, respectively). There was no significant difference in the AUCs between the XGBoost model and the LR model (0.891 vs. 0.880, P = 0.560). The XGBoost model demonstrated superior accuracy (87.82% vs. 86.54%), sensitivity (50.00% vs. 39.39%), PPV (73.68% vs. 73.33%), NPV (89.78% vs. 87.94%), and F1 score (59.57% vs. 51.16%), with only slightly lower specificity (96.09% vs. 96.88%). Together, the XGBoost model and the stepwise LR model identified age, FMA-LE at admission, FAC at admission, and lower limb spasticity as key factors influencing independent walking. Overall, the XGBoost model performed best in predicting independent walking after stroke. The XGBoost and LR models together confirm that age, admission FMA-LE, admission FAC, and lower extremity spasticity are the key factors influencing independent walking in stroke patients at hospital discharge. Not applicable.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142216942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Further insights into anti-IgLON5 disease: a case with complex clinical presentation 进一步了解抗IgLON5疾病:一个临床表现复杂的病例
IF 2.6 3区 医学
BMC Neurology Pub Date : 2024-09-10 DOI: 10.1186/s12883-024-03837-3
Simone Pierro, Federico Verde, Alessio Maranzano, Anna De Gobbi, Eleonora Colombo, Alberto Doretti, Stefano Messina, Luca Maderna, Antonia Ratti, Floriano Girotti, Francesca Andreetta, Vincenzo Silani, Claudia Morelli, Nicola Ticozzi
{"title":"Further insights into anti-IgLON5 disease: a case with complex clinical presentation","authors":"Simone Pierro, Federico Verde, Alessio Maranzano, Anna De Gobbi, Eleonora Colombo, Alberto Doretti, Stefano Messina, Luca Maderna, Antonia Ratti, Floriano Girotti, Francesca Andreetta, Vincenzo Silani, Claudia Morelli, Nicola Ticozzi","doi":"10.1186/s12883-024-03837-3","DOIUrl":"https://doi.org/10.1186/s12883-024-03837-3","url":null,"abstract":"Anti-IgLON5 disease is an autoimmune encephalitis overlapping with neurodegenerative disorders due to pathological accumulation of hyperphosphorylated tau. It is characterized by several clinical manifestations determined by involvement of different brain areas, and mild response to first-line immunotherapies. We report a case of anti-IgLON5 disease with a multifaceted semiology and an unusually good response to glucocorticoid monotherapy. A 68-year-old man with type 2 diabetes was evaluated for an 8-month history of progressive gait disorder causing frequent falls. He also suffered from obstructive sleep apneas and complained of dysphonia, dysarthria, occasional dysphagia, urinary incontinence, and upper limb action tremor. Neurological examination demonstrated bilateral eyelid ptosis, limitation of ocular horizontal smooth pursuit movements, slow horizontal saccades, and lack of inhibition of the vestibulo-ocular reflex during rapid horizontal head torsions. The patient also displayed involuntary, slow, rhythmic movements of the left periorbital and perioral muscles, spreading to the ipsilateral hemipalate and hemitongue, along with bilateral negative upper limb myoclonus. There were proximal muscle wasting in the upper limbs, proximal weakness of the four limbs, and diffuse fasciculations. Ataxia of stance and gait and of the four limbs was noted. MRI of the brain and spine was unremarkable; nerve conduction studies revealed a chronic, predominantly demyelinating, sensory-motor polyneuropathy, probably due to diabetes. Routine CSF examination was unrevealing and serum GFAP level was 89.6 pg/mL; however, the autoimmunity tests revealed a high-titer positivity for anti-IgLON5 autoantibodies in both CSF and serum, leading to the diagnosis of anti-IgLON5 disease. Symptoms improved significantly after intravenous methylprednisolone. Hemifacial and hemiorolingual myorhythmia along with peculiar oculomotor abnormalities characterizes the multifaceted clinical picture of our case. The complex semiology of our patient may reflect multifocal targeting of the autoimmune process or sequential spreading of tau inclusions in different brain areas. Our patient’s optimal response to glucocorticoid monotherapy could be underpinned by a slightly different phenotype in which autoimmunity plays a greater pathogenic role than tauopathy, with a lower burden of tau deposition. In such patients, neurodegeneration and tau accumulation could be merely secondary to immune-mediated neuronal dysfunction, supporting the existence of a group of glucocorticoid-responsive patients.","PeriodicalId":9170,"journal":{"name":"BMC Neurology","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142216934","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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