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This article systematically reviews the research results related to the machine learning based suicide ideation prediction on social networking platforms, so as to provide references for group and individual suicide prediction. This article will address the current states (issues of algorithm accuracy and efficiency, privacy leakage and stigma) and limitations of machine learning based suicide prediction on different platforms (light blogging, acquaintance social platforms, forums, picture and video sharing applications and clinical databases).
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The diagnosis of insomnia includes not only complaints of dissatisfaction with sleep quantity or quality, but also accomplished with daytime dysfunction.Cognitive impairment is one of the daytime dysfunction that insomnia patients often complain about, but the objective measures of cognitive function have no obtained consistent results.Executive functions consist of three core areas, including inhibitory control, working memory and cognitive flexibility.Executive functions represent advanced cognitive processes and are related to daily activities and academic achievement.Executive functions are sensitive to insufficient sleep.However, the relationship between insomnia and executive functions has not attracted enough attention, and it is unclear whether insomnia is related to impairment of executive functions.This article reviews the influence of insomnia on executive functions.The potential mechanism and the role of hyperarousal on executive functions impairment in patients with insomnia is also discussed.
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Obstructive sleep apnea syndrome (OSAS) increases the risk of post-surgery complications. This study uses Berlin Questionnaire (BQ) to identify Chinese adult surgical patients who are at a high risk of OSAS and to determine if the BQ could be used to detect potential high risk of adverse respiratory events in the post anesthesia care unit (PACU). Results indicated that only 11.4% of the patients were considered at a high risk of OSAS. Age and body mass index are the key factors for the risk of OSAS prevalence in China and also gender specific. Furthermore, the incidence of adverse respiratory events in the PACU was higher in patients with high risk of OSAS than others (6.8% vs. 0.9%, P < 0.001). They also stayed longer than others in the PACU (95 ± 28 min vs. 62 ± 19 min, P < 0.001). Age, high risk for OSAS, and smoking were independent risk factors for the occurrence of adverse respiratory events in the PACU. The BQ may be adopted as a screening tool for anesthesiologists in China to identify patients who are at high risk of OSAS and determine the potential risk of developing postoperative respiratory complications in the PACU.
Subject(s)
Adolescent , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Young Adult , Age Distribution , Anesthesia Recovery Period , Berlin , Body Mass Index , China , Epidemiology , Logistic Models , Postoperative Complications , Epidemiology , Risk Assessment , Risk Factors , Severity of Illness Index , Sex Distribution , Sleep Apnea, Obstructive , Epidemiology , Surgical Procedures, Operative , Surveys and QuestionnairesABSTRACT
Rapid eye movement sleep behavior disorder (RBD) is currently considered as a prodromal stage of alphasynucleinopathies neurodegeneration. The update data suggested that over 80% patients with idiopathic RBD eventually developed neurodegenerative disease after a mean of 14 years interval from the onset of RBD. A series of potential biomarkers have been identified to predict the development of neurodegeneration in idiopathic RBD, including olfactory loss, color vision deficit, depression, mild cognitive impairment, excessive daytime sleepiness, dopamine dysfunction, and tonic electromyographic activity. Early recognition of the predictive markers of neurodegeneration in idiopathic RBD is essential for development of intervention or prevention strategies at the presymptomatic stage. Nonetheless, the current literature is lacking biomarkers that might reflect the alpha-synuclein neuropathology at the earliest stages. Future studies with large samples and systematic follow-up are needed to confirm more potential markers of neurodegeneration at its early stages.
Subject(s)
Humans , alpha-Synuclein , Biomarkers , Color Vision , Depression , Dopamine , Follow-Up Studies , Cognitive Dysfunction , Neurodegenerative Diseases , Parkinson Disease , Prodromal Symptoms , REM Sleep Behavior Disorder , Sleep, REMABSTRACT
Objective To investigate the effect of hydrogen peroxide (H2O2) pretreatment on free mitochondrial cyto-chrome c (Cyt-c) release in mitochondrial levels, and reveal the mechanism of the ischemic preconditioning (IPC) on the ischemia reperfusion (IR) injury thereof. Methods The rat liver mitochondria was isolated and made free mitochondria. Free mitochondria were divided into 5 groups:control group (C) and different concentrations of Ca2+groups (12.5, 25, 50 and 100 μmol/L). The levels of Cyt-c and second mitochondria-defived activator of caspase (Smac) were detected after 10 min stimulation of free mitochondria. The free mitochondrial IPC reperfusion model was made and divided into seven groups:C group, IR group and different concentrations of H2O2 groups (2 μL H2O2 in 200 μL system respectively, final concentration of 1, 2, 5, 20 and 100 μmol/L respectively). 100 μmol/L Ca2+was used again on the simulation of IR group. The level of Cyt-c release was detected. The changes in the activity of cardiolipin were detected in IR group and H2O2 (1 and 2 μmol/L of final concentration) groups.Results Compared with C group, there were significantly higher levels of Cyt-c and Smac emission in 25, 50, and 100 μmol/L Ca2+groups (P<0.05). Compared with IR group, there was significantly decreased level of Cyt-c emission in H2O2 (1 and 2 μmol/L) groups (P < 0.05). The activity of cardiolipin was changed when reducing release of Cyt-c. Conclusion Cyt-c was bonded with cardiolipin more closely when the low concentration of H2O2 pretreatment in mitochondria. There was a lower level of Cyt-c emission in mitochondria after stimulation with high concentration of Ca 2+(100 μmol/L Ca2+). The blocking apoptotic pathway plays a key fact in the effect of IPC on IR injury.
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This study seeks to explore the early signs of cognitive impairment in patients with obstructive sleep apnea hypopnea syndrome (OSAHS). According to polysomnography, twenty patients diagnosed with OSAHS and twenty normal controls underwent event-related potential (ERP) examination including mismatch negativity (MMN) and P300. Compared with normal controls, OSAHS patients showed significantly prolonged latency of MMN and P300 at Cz. After controlling age and body mass index (BMI), MMN latency positively correlated with apnea hypopnea index (AHI), oxygen reduction index, stage N1 sleep and arousal index, while MMN latency negatively correlated with stage N3 sleep and mean blood oxygen saturation; and P300 latency positively related to AHI and oxygen reduction index; no relationships were found among MMN latency, MMN amplitude, P300 latency and P300 amplitude. These results suggest that the brain function of automatic processing and controlled processing aere impaired in OSAHS patients, and these dysfunction are correlated with nocturnal repeatedly hypoxemia and sleep structure disturbance.
Subject(s)
Humans , Case-Control Studies , Cognition Disorders , Event-Related Potentials, P300 , Hypoxia , Oximetry , Polysomnography , Sleep Apnea, Obstructive , Sleep StagesABSTRACT
The use of actigraphy, which can be used to estimate sleep-wake patterns from activity levels, has become common in sleep research. Actigraphy is a simple, cost-effective and non-invasive method for healthcare providers and researchers to assess patients sleep quality and screen for potential sleep disorders in recent years. But, there is no wide recognition and application of actigraphy in China up till now. This review summarized the application of actigraphy in evaluation of sleep and diagnosis of sleep disorders.