1.Construction of a machine learning-based risk prediction model for inter-hospital transfer of critically ill children
Yuanhong YUAN ; Hui ZHANG ; Yeyu OU ; Xiayan KANG ; Juan LIU ; Zhiyue XU ; Lifeng ZHU ; Zhenghui XIAO
Chinese Journal of Emergency Medicine 2024;33(5):690-697
Objective:To construct a risk prediction model for the inter-hospital transfer of critically ill children using machine learning methods, identify key medical features affecting transfer outcomes, and improve the success rate of transfers.Methods:A prospective study was conducted on critically ill children admitted to the pediatric transfer center of Hunan Children's Hospital from January 2020 to January 2021. Medical data on critical care features and relevant data from the Pediatric Risk of Mortality (PRISMⅢ) scoring system were collected and processed. Three machine learning models, including logistic regression, decision tree, and Relief algorithm, were used to construct the risk prediction model. A back propagation neural network was employed to build a referral outcome prediction model to verify and analyze the selected medical features from the risk prediction model, exploring the key medical features influencing inter-hospital transfer risk.Results:Among the 549 transferred children included in the study, 222 were neonates (40.44%) and 327 were non-neonates (59.56%). There were 50 children in-hospital deaths, resulting in a mortality rate of 9.11%. After processing 151 critical care medical feature data points, each model selected the top 15 important features influencing transfer outcomes, with a total of 34 selected features. The decision tree model had an overlap of 72.7% with PRISMⅢ indicators, higher than logistic regression (36.4%) and Relief algorithm (27.3%). The training prediction accuracy of the decision tree model was 0.94, higher than the accuracy of 0.90 when including all features, indicating its clinical utility. Among the top 15 important features selected by the decision tree model, the impact on transfer outcomes was ranked as follows based on quantitative feature violin plots: base excess, total bilirubin, ionized calcium, total time, arterial oxygen pressure, blood parameters (including white blood cells, platelets, prothrombin time/activated partial thromboplastin time), carbon dioxide pressure, blood glucose, systolic blood pressure, heart rate, organ failure, lactate, capillary refill time, temperature, and cyanosis. Eight of these important features overlapped with PRISMⅢ indicators, including systolic blood pressure, heart rate, temperature, pupillary reflex, consciousness, acidosis, arterial oxygen pressure, carbon dioxide pressure, blood parameters, and blood glucose. The decision tree was used to select the top 15 medical features with high impact on the neonatal and non-neonatal datasets, respectively. A total of 19 features were selected, among which there were 8 differences and 11 overlap terms between the important features of the neonatal and non-neonatal.Conclusions:Machine learning models could serve as reliable tools for predicting the risk of inter-hospital transfer of critically ill children. The decision tree model exhibits superior performance and helps identify key medical features affecting inter-hospital transfer risk, thereby improving the success rate of inter-hospital transfers for critically ill children.
2.Prevalence and risk factors of metabolic syndrome among adults in Hainan Province
JIANG Juan ; WANG Xing-ren ; WU Hong-ying ; WANG Xiao-huan ; OU Ting-ting
China Tropical Medicine 2023;23(6):625-
Abstract: Objective This study aims to explore the prevalence and risk factors of metabolic syndrome (MS) among the adults in Hainan Province, and to provide scientific basis for MS prevention and control. Methods A multi-stage cluster random sampling method was applied to select 3 690 permanent residents aged 18 years and above in Hainan Province. The survey was conducted by trained investigators using household appointments and centralized surveys. A questionnaire survey, physical measurement, and laboratory examination were conducted after the collection of blood samples. The processed samples were then tested by a quality-controlled laboratory. Finally, we analysed the prevalence of metabolic syndrome (MS) and its relationship with population characteristics and health-related behaviors. Results The crude prevalence of MS in the population aged 18 and above in Hainan province was 19.46% and the standardized prevalence was 13.21%, with a higher rate in urban areas (22.21%) than in rural areas (18.13%). The prevalence of MS increased with age (P<0.001), and there were significant differences in MS prevalence among different marital and occupational statuses (P<0.01). Logistic regression results indicated that the age groups of 40-<50 years (OR=2.986, 95%CI:1.355-6.580), 50-<60 years (OR=3.739, 95%CI: 1.715-8.151), 60-<70 years (OR=3.890, 95%CI: 1.769-8.556), 70 years and above (OR=3.927, 95%CI: 1.758-8.771), technical, transportation and production personnel (OR=1.579, 95%CI: 1.033-2.412), retired (OR=1.788, 95%CI: 1.415-2.259), unemployed (OR=1.503, 95%CI: 1.044-2.165), smoking cessation (OR=1.582, 95%CI: 1.162-2.154), insufficient intake of fruits and vegetables (OR=1.196, 95%CI: 1.005-1.422), and insufficient physical activity (OR=1.437, 95%CI: 1.155-1.787) were all associated with the prevalence of MS. Among the investigated subjects, 30.22% of them had one abnormal component, with hyperglycemia being the highest (54.44%); 24.25% of them had two abnormal components, with "hyperglycemia + hypertension" being the highest (33.30%); and 19.46% had three or more components, with "overweight/obesity + hyperglycemia + hypertension" being the highest (24.79%). Conclusions The prevalence of MS in Hainan Province is on the rise, and effective lifestyle intervention measures are needed to reduce the risk of MS.
3.Clinical features and long-term prognosis of primary biliary cholangitis in patients with past hepatitis B virus infection.
Shu Xiang LI ; Wei Jia DUAN ; Bu Er LI ; Sha CHEN ; Ting Ting LYU ; Xiao Ming WANG ; Yu WANG ; Xin Yan ZHAO ; Xiao Juan OU ; Hong MA ; Hong YOU ; Ji Dong JIA
Chinese Journal of Hepatology 2023;31(7):705-709
Objective: To investigate the clinical features and long-term prognosis of primary biliary cholangitis (PBC) in patients with past hepatitis B virus (HBV) infection. Methods: 353 cases with PBC who visited the Liver Disease Center of Beijing Friendship Hospital Affiliated to Capital Medical University between January 2000 and January 2018 were retrospectively analyzed and were divided into the past HBV infection group (156 cases) and the no HBV infection group (197 cases). The two groups' baseline clinical features were compared. Ursodeoxycholic acid response rate after one year, GLOBE score, UK-PBC score, and long-term liver transplantation-free survival rate were compared through outpatient and telephone follow-up. Results: PBC with past HBV infection had a significantly reduced female proportion compared to the no HBV infection group (91.9% vs. 79.5%, P = 0.001). However, there were no statistically significant differences in age, biochemical indices, immunological indicators, platelet count, cirrhosis proportion, and others. Ursodeoxycholic acid biochemical response rate was reduced in patients with past HBV infection at the end of one year of treatment, but the difference was not statistically significant (65.8% vs. 78.2%, P = 0.068). In addition, there were no statistically significant differences between the GLOBE score (0.57 vs. 0.59, P = 0.26) and UK-PBC 5-year (2.87% vs. 2.87%, P = 0.38), 10-year (9.29% vs. 8.2%, P = 0.39) and 15-year liver transplantation rates (16.6% vs. 14.73%, P = 0.39). Lastly, the overall 5-year liver transplantation-free survival rate had no statistically significant difference between the two groups of patients (86.4% vs. 87.5%, P = 0.796). Conclusion: Primary biliary cholangitis had no discernible effect in terms of age at onset, biochemical indices, immunological indicators, cirrhosis proportion, ursodeoxycholic acid response rate after one year, GLOBE score, UK-PBC score, or overall liver transplantation-free survival rate in patients with past hepatitis B virus infections.
4.Oxygen Metabolism-induced Stress Response Underlies Heart-brain Interaction Governing Human Consciousness-breaking and Attention.
Xiao-Juan XUE ; Rui SU ; Ze-Feng LI ; Xiao-Ou BU ; Peng DANG ; Si-Fang YU ; Zhi-Xin WANG ; Dong-Mei CHEN ; Tong-Ao ZENG ; Ming LIU ; Hai-Lin MA ; De-Long ZHANG
Neuroscience Bulletin 2022;38(2):166-180
Neuroscientists have emphasized visceral influences on consciousness and attention, but the potential neurophysiological pathways remain under exploration. Here, we found two neurophysiological pathways of heart-brain interaction based on the relationship between oxygen-transport by red blood cells (RBCs) and consciousness/attention. To this end, we collected a dataset based on the routine physical examination, the breaking continuous flash suppression (b-CFS) paradigm, and an attention network test (ANT) in 140 immigrants under the hypoxic Tibetan environment. We combined electroencephalography and multilevel mediation analysis to investigate the relationship between RBC properties and consciousness/attention. The results showed that RBC function, via two independent neurophysiological pathways, not only triggered interoceptive re-representations in the insula and awareness connected to orienting attention but also induced an immune response corresponding to consciousness and executive control. Importantly, consciousness played a fundamental role in executive function which might be associated with the level of perceived stress. These results indicated the important role of oxygen-transport in heart-brain interactions, in which the related stress response affected consciousness and executive control. The findings provide new insights into the neurophysiological schema of heart-brain interactions.
Awareness
;
Brain
;
Consciousness
;
Humans
;
Oxygen
;
Visual Perception
5.Analysis of clinical phenotype and genotype of Chinese children with disorders of sex development.
Hu LIN ; Hao YANG ; Jun Fen FU ; Jin Na YUAN ; Ke HUANG ; Wei WU ; Guan Ping DONG ; Hong Juan TIAN ; De Hua WU ; Da Xing TANG ; Ding Wen WU ; Li Ying SUN ; Ya Lei PI ; Li Jun LIU ; Li Ping SHI ; Wei GU ; Lu Gang HUANG ; Yi Hua WANG ; Lin Qi CHEN ; Hong Ying LI ; Yang YU ; Hai Yan WEI ; Xin Ran CHENG ; Xiao Ou SHAN ; Yu LIU ; Xu XU ; Shu LIU ; Xiao Ping LUO ; Yan Feng XIAO ; Yu YANG ; Gui Mei LI ; Mei FENG ; Xiu Qi MA ; Dao Xiang PAN ; Jia Yan TANG ; Rui Min CHEN ; Mireguli MAIMAITI ; De Yun LIU ; Xin Hai CUI ; Zhe SU ; Zhi Qiao DONG ; Li ZOU ; Yan Ling LIU ; Jin WU ; Kun Xia LI ; Yuan LI
Chinese Journal of Pediatrics 2022;60(5):435-441
Objective: To explore the heterogeneity and correlation of clinical phenotypes and genotypes in children with disorders of sex development (DSD). Methods: A retrospective study of 1 235 patients with clinically proposed DSD in 36 pediatric medical institutions across the country from January 2017 to May 2021. After capturing 277 DSD-related candidate genes, second-generation sequencing was performed to analyzed the heterogeneity and correlation combined with clinical phenotypes. Results: Among 1 235 children with clinically proposed DSD, 980 were males and 255 were females of social gender at the time of initial diagnosis with the age ranged from 1 day of age to 17.92 years. A total of 443 children with pathogenic variants were detected through molecular genetic studies, with a positive detection rate of 35.9%. The most common clinical phenotypes were micropenis (455 cases), hypospadias (321 cases), and cryptorchidism (172 cases) and common mutations detected were in SRD5A2 gene (80 cases), AR gene (53 cases) and CYP21A2 gene (44 cases). Among them, the SRD5A2 mutation is the most common in children with simple micropenis and simple hypospadias, while the AMH mutation is the most common in children with simple cryptorchidism. Conclusions: The SRD5A2 mutation is the most common genetic variant in Chinese children with DSD, and micropenis, cryptorchidism, and hypospadias are the most common clinical phenotypes. Molecular diagnosis can provide clues about the biological basis of DSD, and can also guide clinicians to perform specific clinical examinations. Target sequence capture probes and next-generation sequencing technology can provide effective and economical genetic diagnosis for children with DSD.
3-Oxo-5-alpha-Steroid 4-Dehydrogenase/genetics*
;
Child
;
China/epidemiology*
;
Cryptorchidism/genetics*
;
Disorders of Sex Development/genetics*
;
Female
;
Genital Diseases, Male
;
Genotype
;
Humans
;
Hypospadias/genetics*
;
Male
;
Membrane Proteins/genetics*
;
Penis/abnormalities*
;
Phenotype
;
Retrospective Studies
;
Steroid 21-Hydroxylase/genetics*
6.Liver involvement in endocrine diseases.
Qian Yi WANG ; Xiao Juan OU ; Ji Dong JIA
Chinese Journal of Hepatology 2022;30(4):352-356
As a secondary endocrine organ, the liver is closely related to the endocrine system. Liver involvement is not uncommon in endocrine diseases, such as hyper/hypothyroidism, diabetes, dysfunction of adrenal and gonadal. It can be manifested in a variety of forms, including hepatocyte injury (elevated transaminase), bile duct injury (cholestasis), hepatocyte steatosis, vascular injury and liver tumor. Direct and indirect liver injury caused by abnormal hormone levels and side effects of drugs for the treatment of endocrine diseases are common pathogenesis. In addition, endocrine diseases can be concomitant with liver diseases, such as autoimmune thyroiditis and autoimmune hepatitis. Systemic diseases can also involve the endocrine system and liver at the same time, such as systemic lupus erythematosus and IgG4 related diseases. For patients with unexplained liver injury, endocrine system diseases should be considered as the differential diagnosis.
Cholestasis/pathology*
;
Endocrine System Diseases/pathology*
;
Hepatitis, Autoimmune/pathology*
;
Humans
;
Liver/pathology*
;
Liver Diseases/pathology*
7.Connective tissue diseases and the liver injury.
Wei Jia DUAN ; Shu Xiang LI ; Ting Ting LYU ; Sha CHEN ; Li Juan FENG ; Xiao Ming WANG ; Xiao Juan OU ; Ji Dong JIA
Chinese Journal of Hepatology 2022;30(4):357-361
Connective tissue disease (CTD) are closely related to liver abnormality. CTD can affect the liver causing various degrees of liver injury, coexist with other liver diseases, especially autoimmune liver disease (ALD). Medications for CTD can also lead to liver injury or reactivate the hepatitis B virus. CTD patients can also be positive for ALD-related autoantibodies without corresponding manifestation; and vis versa. The diagnosis and differential diagnosis should be made on integrating clinical presentation, laboratory, imaging, and histological studies, not solely relying on autoantibody positivity.
Autoantibodies
;
Autoimmune Diseases/diagnosis*
;
Connective Tissue Diseases/diagnosis*
;
Diagnosis, Differential
;
Humans
;
Liver
8.Liver manifestation of circulatory disorders.
Yu WANG ; Min WANG ; Guan Hua ZHANG ; Fu Liang HE ; Xiao Juan OU ; Xiao Ming WANG ; Ji Dong JIA
Chinese Journal of Hepatology 2022;30(4):362-366
The liver is abundant in blood supply and receives 25% of the cardiac output via the hepatic artery and portal vein. Circulatory disorders may cause hepatic injury, resulting in congestive hepatopathy(CH) and ischemic hepatitis(IH). Hepatic congestion arising from increased hepatic venous pressure and decreased cardiac output is the common pathophysiological basis of both CH and IH. In addition, extensive arteriovenous shunts affect portal pressure and cardiac function, leading to alterations of hepatic blood supply. The current review summarizes the pathophysiology, clinical manifestations and therapeutic interventions of the above diseases, in order to provide reference for clinical practice.
Cardiovascular Diseases
;
Hepatic Artery
;
Humans
;
Liver
;
Liver Diseases
;
Portal Pressure
;
Portal Vein
9.Effect of Modified Chaiqin Wendantang on Blood Glucose Level and Gastrointestinal Dysfunction in Patients with Diabetic Gastroparesis
Xue-yi XU ; Xiao-fan OU ; Xiao-juan JIN ; Da-fei ZHAN ; Shun-cheng LI
Chinese Journal of Experimental Traditional Medical Formulae 2020;26(18):98-104
Objective:To explore the effect of modified Chaiqin Wendantang on blood glucose level and gastrointestinal dysfunction in patients with diabetic gastroparesis (DGP) of weak spleen and stomach. Method:A total of 138 patients with DGP of weak spleen and stomach in Hainan Provincial Fourth People's Hospital from February 2017 to March 2019 were enrolled, and divided into two groups according to the random number table methods. Both groups received the routine treatment. In addition to this, study group received Chaiqin Wendantang, while control group received domperidone tablets. Traditional Chinese medicine (TCM) syndrome scores, blood glucose, gastrointestinal function, hemorheology index, gastric emptying function and gastric electrical activity, Pittsburgh Sleep Quality Index (PSQI) scale and clinical efficacy were compared. Result:After treatment, TCM symptom scores and total scores decreased (
10.Effects of High-frequency Repetitive Transcranial Magnetic Stimulation in Different Frequencies on Upper Limb Function after Ischemic Stroke
Chang-lin XIAO ; Cui-huan PAN ; Yan CHEN ; Nan HU ; Shao-kuan HUANG ; Qian LI ; Zhen FU ; Xiu-jun OU ; Li-juan LUO
Chinese Journal of Rehabilitation Theory and Practice 2019;25(5):557-563
Objective:To observe the effect of 3 Hz and 10 Hz repetitive transcranial magnetic stimulation (rTMS) on upper limb motor function and activities of daily living in patients with ischemic stroke. Methods:From June, 2016 to September, 2017, 60 inpatients with ischemic stroke were randomly divided into sham rTMS group (

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