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1.
Chin Med Sci J ; 35(4): 297-305, 2020 Dec 31.
Article in English | MEDLINE | ID: mdl-33413745

ABSTRACT

Objective Asymptomatic carotid stenosis (ACS) is closely associated to the incidence of severe cerebrovascular diseases. Early identifying the individuals with ACS and its associated risk factors could be beneficial for primary prevention of stroke. This study aimed to investigate a machine-learning algorithm for the detection of ACS among high-risk population of stroke based on the associated risk factors.Methods A novel model of machine learning was utilized to screen the associated predictors of ACS based on 30 potential risk factors. The algorithm of this model adopted a random forest pattern based on the training data and then was verified using the testing data. All of the original data were retrieved from the China National Stroke Screening and Prevention Project (CNSSPP), including demographic, clinical and laboratory characteristics. The individuals with high risk of stroke were enrolled and randomly divided into a training group and a testing group at a ratio of 4:1. The identification of carotid stenosis by carotid artery duplex scans was set as the golden standard. The receiver operating characteristic (ROC) curve and the area under the curve (AUC) was used to evaluate the efficacy of the model in detecting ACS.Results Of 2841 high risk individual of stroke enrolled, 326 (11.6%) were diagnosed as ACS by ultrasonography. The top five risk factors contributing to ACS in this model were identified as family history of dyslipidemia, high level of low-density lipoprotein cholesterol (LDL-c), low level of high-density lipoprotein cholesterol (HDL-c), aging, and low body mass index (BMI). Their weights were 11.8%, 7.6%, 7.1%, 6.1%, and 6.1%, respectively. The total weight of the top 15 risk factors was 85.5%. The AUC values of the model for detecting ACS with training dataset and testing dataset were 0.927 and 0.888, respectively.Conclusions This study demonstrated that the machine-learning algorithm could be used to identify the risk factors for ACS among high risk population of stroke. Family history of dyslipidemia may be the most important risk factor for ACS. This model could be a suitable tool to optimize the clinical approach for the primary prevention of stroke.


Subject(s)
Algorithms , Carotid Stenosis/diagnosis , Carotid Stenosis/etiology , Machine Learning , Stroke/complications , Decision Trees , Female , Humans , Male , Middle Aged , ROC Curve , Risk Factors
2.
Neurologist ; 19(4): 93-5, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25888194

ABSTRACT

OBJECTIVES: In immunocompetent person, varicella-zoster virus (VZV)-induced myelitis is rare and the lesion usually comprise focal spinal cord segment. VZV-induced hemorrhagic myelitis with lesions comprising longitudinal spinal cord has never been reported. METHODS: We report a 15-year-old male patient who developed acute flaccid quadriplegia, days after a common cold. One week after the quadriplegia developed, he presented a typical herpes zoster on the lateral side of his left waist. RESULTS: IgG antibody for VZV was detected in cerebrospinal fluid and the spinal cord magnetic resonance imaging findings were consistent with that of small vessel vasculitis. Treatment with acyclovir and corticosteroids resulted in no significant clinical improvement. CONCLUSIONS: In this report, we wanted to emphasize the hemorrhage, the extensiveness of inflammatory changes induced by VZV in spinal cord. It is suggested that VZV should be considered as a possible cause of a severe hemorrhagic myelitis even in immunocompetent adolescent.


Subject(s)
Herpes Zoster/pathology , Myelitis/pathology , Myelitis/virology , Quadriplegia/virology , Adolescent , Hemorrhage/pathology , Hemorrhage/virology , Herpes Zoster/complications , Herpes Zoster/immunology , Humans , Immunocompetence , Male , Myelitis/etiology , Quadriplegia/etiology
3.
Neuromolecular Med ; 16(2): 457-72, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24519742

ABSTRACT

To address the role of the transforming growth factor beta (TGFß)-Smad3 signaling pathway in dendrite growth and associated synaptogenesis, we used small inhibitory RNA to knockdown the Smad3 gene in either cultured neurons and or primary astrocytes. We found that TGFß1 treatment of primary neurons increased dendrite extensions and the number of synapsin-1-positive synapses. When Smad3 was knockdown in primary neurons, dendrite growth was inhibited and the number of synapsin-1-positive synapses reduced even with TGFß1 treatment. When astrocyte-conditioned medium (ACM), collected from TGFß1-treated astrocytes (TGFß1-stimulated ACM), was added to cultured neurons, dendritic growth was inhibited and the number of synapsin-1-positive puncta reduced. When TGFß1-stimulated ACM was collected from astrocytes with Smad3 knocked down, this conditioned media promoted the growth of dendrites and the number of synapsin-1-positive puncta in cultured neurons. We further found that TGFß1 signaling through Smad3 increased the expression of chondroitin sulfate proteoglycans, neurocan, and phosphacan in ACM. Application of chondroitinase ABC to the TGFß1-stimulated ACM reversed its inhibitory effects on the dendrite growth and the number of synapsin-1-positive puncta. On the other hand, we found that TGFß1 treatment caused a facilitation of Smad3 phosphorylation and translocation to the nucleus induced by status epilepticus (SE) in wild-type (Smad3(+/+)) mice, and this treatment also caused a promotion of γ-aminobutyric acid-ergic synaptogenesis impaired by SE in Smad3(+/+) as well as in Smad3(-/-) mice, but more dramatic promotion in Smad3(+/+) mice. Thus, we provide evidence for the first time that TGFß-Smad3 signaling pathways within neuron and astrocyte differentially regulate dendrite growth and synaptogenesis, and this pathway may be involved in the pathogenesis of some central nervous system diseases, such as epilepsy.


Subject(s)
Astrocytes/metabolism , Neurons/metabolism , Signal Transduction/physiology , Smad3 Protein/physiology , Synapses/ultrastructure , Transforming Growth Factor beta1/physiology , Active Transport, Cell Nucleus , Animals , Astrocytes/drug effects , Astrocytes/ultrastructure , Cells, Cultured , Chondroitin ABC Lyase/pharmacology , Chondroitin Sulfate Proteoglycans/biosynthesis , Chondroitin Sulfate Proteoglycans/genetics , Culture Media, Conditioned/pharmacology , Female , Gene Expression Regulation , Male , Mice , Mice, Inbred ICR , Mice, Knockout , Neurocan/biosynthesis , Neurocan/genetics , Neurons/ultrastructure , Protein Processing, Post-Translational/drug effects , RNA Interference , RNA, Small Interfering/pharmacology , Receptor-Like Protein Tyrosine Phosphatases, Class 5/biosynthesis , Receptor-Like Protein Tyrosine Phosphatases, Class 5/genetics , Smad3 Protein/antagonists & inhibitors , Smad3 Protein/deficiency , Smad3 Protein/genetics , Status Epilepticus/metabolism , Synapsins/analysis , Transforming Growth Factor beta1/pharmacology
6.
J Headache Pain ; 12(4): 497-500, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21607730

ABSTRACT

Cranial nerve neuralgia usually occurs sporadically. Nonetheless, familial cases of trigeminal neuralgia are not uncommon with a reported incidence of 1-2%, suggestive of an autosomal dominant inheritance. In contrast, familial occipital neuralgia is rarely reported with only one report in the literature. We present a Chinese family with five cases of occipital and nervus intermedius neuralgia alone or in combination in three generations. All persons afflicted with occipital neuralgia have suffered from paroxysmal 'electric wave'-like pain for years. In the first generation, the father (index patient) was affected, in the second generation all his three daughters (with two sons spared) and in the third generation a daughter's male offspring is affected. This familial pattern suggests an X-linked dominant or an autosomal dominant inheritance mode.


Subject(s)
Neuralgia/genetics , Neuralgia/physiopathology , Spinal Nerves , Aged, 80 and over , Asian People , Female , Humans , Male , Occipital Bone/innervation , Pedigree , Spinal Nerves/physiopathology
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