OBJECTIVE: To construct machine learning prediction model for sepsis-associated encephalopathy (SAE), and analyze the application value of the model on early identification of SAE risk in elderly septic patients. METHODS: Patients aged over 60 years with a primary diagnosis of sepsis admitted to intensive care unit (ICU) from 2008 to 2023 were selected from Medical Information Mart for Intensive Care-IV 2.2 (MIMIC-IV 2.2). Demographic variables, disease severity scores, comorbidities, interventions, laboratory indicators, and hospitalization details were collected. Key factors associated with SAE were identified using univariate Logistic regression analysis. The data were randomly divided into training and validation sets in a 7 : 3 ratio. Multivariable Logistic regression analysis was conducted in the training set and visualized using a nomogram model for prediction of SAE. The discrimination of the model was evaluated in the validation set using the receiver operator characteristic curve (ROC curve), and its calibration was assessed using calibration curve. Furthermore, multiple machine learning algorithms, including multi-layer perceptron (MLP), support vector machine (SVM), naive bayes (NB), gradient boosting machine (GBM), random forest (RF), and extreme gradient boosting (XGB), were constructed in the training set. Their predictive performance was subsequently evaluated on the validation set. Taking the XGB model as an example, the interpretability of the model through the SHapley Additive exPlanations (SHAP) algorithm was enhanced to identify the key predictive factors and their contributions. RESULTS: A total of 2 204 septic patients were finally enrolled, of whom 840 developed SAE (38.1%). A total of 21 variables associated with SAE were screened through univariate Logistic regression analysis. Multivariable Logistic regression analysis showed that endotracheal intubation [odds ratio (OR) = 0.40, 95% confidence interval (95%CI) was 0.19-0.88, P < 0.001], oxygen therapy (OR = 0.76, 95%CI was 0.53-0.95, P = 0.023), tracheotomy (OR = 0.20, 95%CI was 0.07-0.53, P < 0.001), continuous renal replacement therapy (CRRT; OR = 0.32, 95%CI was 0.15-0.70, P < 0.001), cerebrovascular disease (OR = 0.31, 95%CI was 0.16-0.60, P < 0.001), rheumatic disease (OR = 0.44, 95%CI was 0.19-0.99, P < 0.001), male (OR = 0.68, 95%CI was 0.54-0.86, P = 0.001), and maximum anion gap (AG; OR = 0.95, 95%CI was 0.93-0.97, P < 0.001) were associated with an decreased probability of SAE, and age (OR = 1.05, 95%CI was 1.03-1.06, P < 0.001), acute physiology score III (APSIII; OR = 1.02, 95%CI was 1.01-1.02, P < 0.001), Oxford acute severity of illness score (OASIS; OR = 1.04, 95%CI was 1.03-1.06, P < 0.001), and length of hospital stay (OR = 1.01, 95%CI was 1.01-1.02, P < 0.001) were associated with an increased probability of SAE. A nomogram model was constructed based on these variables. In the validation set, ROC curve analysis showed that the model achieved an area under the ROC curve (AUC) of 0.723, and the calibration curve showed good consistency between the predicted probability of the model and the observed probability. Among the machine learning algorithms, including MLP, SVM, NB, GBM, RF, and XGB, the SVM model and RF model demonstrated relatively good predictive performance, with AUC of 0.748 and 0.739, respectively, and the sensitivity was both exceeding 85%. The predictive performance of the XGB model was explained through SHAP analysis, and the results indicated that APSIII score (SHAP value was 0.871), age (SHAP value was 0.521), and OASIS score (SHAP value was 0.443) were important factors affecting the predictive performance of the model. CONCLUSIONS The machine learning-based SAE prediction model exhibits good predictive capability and holds significant application value for the early identification of SAE risk in elderly septic patients.
Humans ; Machine Learning ; Aged ; Sepsis-Associated Encephalopathy ; Sepsis/complications* ; Intensive Care Units ; Logistic Models ; Middle Aged ; Male ; ROC Curve ; Female ; Bayes Theorem ; Nomograms ; Support Vector Machine ; Algorithms

BACKGROUND:Long non-coding RNA(LncRNA)plays an important role in nervous system development and neurological diseases.Previous studies by the research team have demonstrated that human umbilical cord mesenchymal stem cells overexpressing erythropoietin(EPO-MSCs)under ischemic and hypoxic conditions have better neuroprotective functions and significantly activate the expression of LncRNA XIST.Research suggests that XIST is related to the pathogenesis of hypoxic-ischemic encephalopathy,but the role and mechanism of its regulation by EPO-MSCs in protecting ischemic-hypoxic neurons remain unclear.OBJECTIVE:To explore the new mechanism by which LncRNA XIST,in response to EPO-MSC signaling,affects the apoptosis of ischemic-hypoxic SH-SY5Y cells.METHODS:(1)SH-SY5Y cell lines with knockdown of LncRNA XIST(sh-XIST)and negative control(NC-XIST)were constructed through lentiviral transfection.Oxygen-glucose deprivation was used to induce ischemic-hypoxic injury in the cells.Transwell chambers were used to create a non-contact co-culture system with EPO-MSCs,sh-XIST,and NC-XIST ischemic-hypoxic SH-SY5Y cells.Cell proliferation ability was detected using the CCK-8 assay.Cell migration ability was assessed using the scratch assay,and cell apoptosis was measured by flow cytometry.(2)RNA-seq bioinformatics analysis was performed to screen for differentially expressed genes and pathways between sh-XIST and NC-XIST cell lines.Dual-luciferase experiments were used to verify the relationship between miR-124-3p and the target genes XIST and GRIN1.qRT-PCR was conducted to validate the expression levels of downstream miR-124-3p and GRIN1 genes.(3)miR-124-3p inhibitors and mimics were added to verify phenotypic changes in SH-SY5Y cells after ischemic-hypoxic injury and co-culture with EPO-MSCs.RESULTS AND CONCLUSION:(1)Compared with the NC-XIST group,SH-SY5Y cells in the sh-XIST group showed reduced proliferation and migration abilities and increased apoptosis after ischemic-hypoxic injury and co-culture with EPO-MSCs.(2)Dual-luciferase experiments showed that miR-124-3p interacted with the target gene XIST.SH-SY5Y cells transfected with miR-124-3p mimics and co-cultured with EPO-MSCs showed decreased apoptosis after ischemic-hypoxic injury,while SH-SY5Y cells transfected with miR-124-3p inhibitors showed increased apoptosis after co-culture with EPO-MSCs.(3)Transcriptomic sequencing and bioinformatics analysis of sh-XIST revealed significant downregulation of the neuroactive ligand-receptor pathway and the key receptor gene GRIN1 for central nervous system development.(4)Dual-luciferase experiments showed that miR-124-3p interacted with GRIN1.GRIN1 expression was significantly downregulated in the sh-XIST group after ischemic-hypoxic injury compared with the NC-XIST group.These findings indicate that LncRNA XIST promotes GRIN1 expression by upregulating miR-124-3p,thereby reducing cell apoptosis after ischemic-hypoxic injury and co-culture with EPO-MSCs and enhancing proliferation and migration.sh-XIST can block this protective function.

Objective To systematically review current status and trends of alexithymia research and identify key research hotspots and frontiers in China through a visualised analysis,thereby to provide a reference for future studies.Methods The literature related to alexithymia in China from the establishment of CNKI and Web of Science core collection databases to July 7,2024 was searched,and the visual analysis was carried out through CiteSpace.Results The number of papers published in alexithymia in China showed a steady upward trend,and the publishing institutions were relatively concentrated,the cooperation between various institutions was less,and the research was relatively scattered.The research hotspots mainly focused on exploring the correlation and influencing factors between neurosis,mood disorders,mental health,personality characteristics,depression and alexithymia,etc.,and the current situation of elderly care and its correlation with alexithymia have become the current research hotspots.The key populations were mainly students,the elderly and teenagers.Conclusion The number and depth of papers published on alexithymia is on the rise of researchers.In the future,we should encourage and strengthen the cooperation and exchange of scholars and research institutions,and formulate evaluation plans and interventions based on the cultural characteristics of China,so as to form an accurate and standardized research system.

Body weight abnormalities, including overweight, obesity, and underweight, have become a dual public health challenge in Chinese adults: overweight and obesity lead to a variety of chronic complications, while underweight increases the risks of malnutrition, sarcopenia, and organ dysfunction. To systematically address these issues, multidisciplinary experts in endocrinology, sports science, nutrition, and psychiatry from various regions have held multiple weight management seminars. Based on the latest epidemiological data and clinical evidence, they expanded the guideline to include assessment and intervention strategies for underweight, in addition to the core content of obesity management. This guideline outlines the etiological mechanisms, evaluation methods, and multidimensional management strategies for overweight and obesity, covering key areas such as diagnosis and assessment, medical nutrition therapy, exercise prescription, pharmacological intervention, and psychological support. It is intended to provide a scientific and standardized approach to weight management across the adult population, aiming to curb the rising prevalence of obesity, mitigate complications associated with abnormal body weight, and improve nutritional status and overall quality of life.

Objective:To investigate risk factors for adverse pregnancy outcomes(APO) in women with hypertriglyceridemia(HTG) during late pregnancy despite normal thyroid function, focusing on thyroid-stimulating hormone receptor(TSHR) levels.Methods:A total of 242 pregnant women with normal thyroid function who delivered in General Hospital of Central Theater Command from October 2023 to June 2024 were divided into HTG( n=111) and non-HTG groups( n=131). Clinical data, lipid profiles, thyroid function, TSHR levels, and APO were compared, and the influencing factors of APO were analyzed. Results:Compared with non-HTG group, APO, adverse maternal outcomes, and gestational diabetes mellitus(GDM) were significantly more frequent in the HTG group( P<0.05). The HTG group also had higher triglyceride(TG), fasting plasma glucose(FPG), triglyceride glucose index(TyG), triglyceride/high density lipoprotein cholesterol(TG/HDL-C), thyroid stimulating hormone(TSH) and TSHR, with lower free triiodothyronine (FT 3)( P<0.05). TSHR was an independent risk factor for APO, maternal adverse outcomes, and GDM in all pregnant women( OR=1.112, 95% CI 1.007-1.229; OR=1.126, 95% CI 1.020-1.243; OR=1.133, 95% CI 1.025-1.253) and was also an independent risk factor for APO in the HTG group( OR=1.165, 95% CI 1.005-1.351). Conclusion:Pregnant women with normal thyroid function and HTG in late pregnancy are more likely to have APO, manifested as maternal adverse outcomes and GDM. TSHR is an independent risk factor for APO.

Objective:To investigate and analyze the safety of empirical or experimental medication (EEM) for adult-onset Still disease (AOSD) before diagnosis.Methods:The AOSD inpatients admitted to the Second Hospital of Jilin University from January 1, 2019 to December 31, 2023 were collected through hospital information system, and those who were misdiagnosed on admission were screened out. The main clinical characteristics, laboratory tests, misdiagnosis situation, the use of EEM and their adverse drug reactions (ADR), and the potential drug-drug interactions in the misdiagnosed patients were analyzed by descriptive statistics.Results:During the set time period, a total of 49 patients with AOSD were admitted to the hospital, of which 16 (32.7%) were misdiagnosed with other diseases on admission. Among the 16 patients, 10 were male and 6 were female, with a median age of 53 years. The main clinical manifestations were fever (in 15 patients), arthralgia/arthritis (in 10 patients), lymphadenopathy (in 10 patients), rash (in 9 patients), pleural or pericardial effusion (in 6 patients), pneumonia (in 5 patients), splenomegaly (in 4 patients) and sore throat (in 4 patients). Abnormalities in laboratory tests included white blood cell count elevation (in 13 patients), platelets count elevation (in 8 patients), serum ferritin elevation (>500 μg/L, in 12 patients), and abnormal liver function (in 9 patients). The median time of treatment before admission was 5.5 months (11 days to 27.0 months), and the median time from admission to diagnosis of AOSD was 12 days. Before the diagnosis of AOSD, all patients received a long time of EEM, including antibiotics, traditional Chinese medicine preparations, liver-protection drugs, anti-allergic drugs and antiviral drugs in 15, 12, 11, 3 and 2 patients, respectively. Four patients experienced ADRs related to EEM, all of which were caused by antibiotics. There were potential interactions in the therapeutic drugs in 4 patients.Conclusion:The misdiagnosis rate of AOSD was high. Patients might had accepted multiple EEMs before the definite diagnosis, which posed risks of ADRs and drug interactions.

BACKGROUND:Long non-coding RNA(LncRNA)plays an important role in nervous system development and neurological diseases.Previous studies by the research team have demonstrated that human umbilical cord mesenchymal stem cells overexpressing erythropoietin(EPO-MSCs)under ischemic and hypoxic conditions have better neuroprotective functions and significantly activate the expression of LncRNA XIST.Research suggests that XIST is related to the pathogenesis of hypoxic-ischemic encephalopathy,but the role and mechanism of its regulation by EPO-MSCs in protecting ischemic-hypoxic neurons remain unclear.OBJECTIVE:To explore the new mechanism by which LncRNA XIST,in response to EPO-MSC signaling,affects the apoptosis of ischemic-hypoxic SH-SY5Y cells.METHODS:(1)SH-SY5Y cell lines with knockdown of LncRNA XIST(sh-XIST)and negative control(NC-XIST)were constructed through lentiviral transfection.Oxygen-glucose deprivation was used to induce ischemic-hypoxic injury in the cells.Transwell chambers were used to create a non-contact co-culture system with EPO-MSCs,sh-XIST,and NC-XIST ischemic-hypoxic SH-SY5Y cells.Cell proliferation ability was detected using the CCK-8 assay.Cell migration ability was assessed using the scratch assay,and cell apoptosis was measured by flow cytometry.(2)RNA-seq bioinformatics analysis was performed to screen for differentially expressed genes and pathways between sh-XIST and NC-XIST cell lines.Dual-luciferase experiments were used to verify the relationship between miR-124-3p and the target genes XIST and GRIN1.qRT-PCR was conducted to validate the expression levels of downstream miR-124-3p and GRIN1 genes.(3)miR-124-3p inhibitors and mimics were added to verify phenotypic changes in SH-SY5Y cells after ischemic-hypoxic injury and co-culture with EPO-MSCs.RESULTS AND CONCLUSION:(1)Compared with the NC-XIST group,SH-SY5Y cells in the sh-XIST group showed reduced proliferation and migration abilities and increased apoptosis after ischemic-hypoxic injury and co-culture with EPO-MSCs.(2)Dual-luciferase experiments showed that miR-124-3p interacted with the target gene XIST.SH-SY5Y cells transfected with miR-124-3p mimics and co-cultured with EPO-MSCs showed decreased apoptosis after ischemic-hypoxic injury,while SH-SY5Y cells transfected with miR-124-3p inhibitors showed increased apoptosis after co-culture with EPO-MSCs.(3)Transcriptomic sequencing and bioinformatics analysis of sh-XIST revealed significant downregulation of the neuroactive ligand-receptor pathway and the key receptor gene GRIN1 for central nervous system development.(4)Dual-luciferase experiments showed that miR-124-3p interacted with GRIN1.GRIN1 expression was significantly downregulated in the sh-XIST group after ischemic-hypoxic injury compared with the NC-XIST group.These findings indicate that LncRNA XIST promotes GRIN1 expression by upregulating miR-124-3p,thereby reducing cell apoptosis after ischemic-hypoxic injury and co-culture with EPO-MSCs and enhancing proliferation and migration.sh-XIST can block this protective function.

Objective To systematically review current status and trends of alexithymia research and identify key research hotspots and frontiers in China through a visualised analysis,thereby to provide a reference for future studies.Methods The literature related to alexithymia in China from the establishment of CNKI and Web of Science core collection databases to July 7,2024 was searched,and the visual analysis was carried out through CiteSpace.Results The number of papers published in alexithymia in China showed a steady upward trend,and the publishing institutions were relatively concentrated,the cooperation between various institutions was less,and the research was relatively scattered.The research hotspots mainly focused on exploring the correlation and influencing factors between neurosis,mood disorders,mental health,personality characteristics,depression and alexithymia,etc.,and the current situation of elderly care and its correlation with alexithymia have become the current research hotspots.The key populations were mainly students,the elderly and teenagers.Conclusion The number and depth of papers published on alexithymia is on the rise of researchers.In the future,we should encourage and strengthen the cooperation and exchange of scholars and research institutions,and formulate evaluation plans and interventions based on the cultural characteristics of China,so as to form an accurate and standardized research system.

Objective:To investigate and analyze the safety of empirical or experimental medication (EEM) for adult-onset Still disease (AOSD) before diagnosis.Methods:The AOSD inpatients admitted to the Second Hospital of Jilin University from January 1, 2019 to December 31, 2023 were collected through hospital information system, and those who were misdiagnosed on admission were screened out. The main clinical characteristics, laboratory tests, misdiagnosis situation, the use of EEM and their adverse drug reactions (ADR), and the potential drug-drug interactions in the misdiagnosed patients were analyzed by descriptive statistics.Results:During the set time period, a total of 49 patients with AOSD were admitted to the hospital, of which 16 (32.7%) were misdiagnosed with other diseases on admission. Among the 16 patients, 10 were male and 6 were female, with a median age of 53 years. The main clinical manifestations were fever (in 15 patients), arthralgia/arthritis (in 10 patients), lymphadenopathy (in 10 patients), rash (in 9 patients), pleural or pericardial effusion (in 6 patients), pneumonia (in 5 patients), splenomegaly (in 4 patients) and sore throat (in 4 patients). Abnormalities in laboratory tests included white blood cell count elevation (in 13 patients), platelets count elevation (in 8 patients), serum ferritin elevation (>500 μg/L, in 12 patients), and abnormal liver function (in 9 patients). The median time of treatment before admission was 5.5 months (11 days to 27.0 months), and the median time from admission to diagnosis of AOSD was 12 days. Before the diagnosis of AOSD, all patients received a long time of EEM, including antibiotics, traditional Chinese medicine preparations, liver-protection drugs, anti-allergic drugs and antiviral drugs in 15, 12, 11, 3 and 2 patients, respectively. Four patients experienced ADRs related to EEM, all of which were caused by antibiotics. There were potential interactions in the therapeutic drugs in 4 patients.Conclusion:The misdiagnosis rate of AOSD was high. Patients might had accepted multiple EEMs before the definite diagnosis, which posed risks of ADRs and drug interactions.

Body weight abnormalities, including overweight, obesity, and underweight, have become a dual public health challenge in Chinese adults: overweight and obesity lead to a variety of chronic complications, while underweight increases the risks of malnutrition, sarcopenia, and organ dysfunction. To systematically address these issues, multidisciplinary experts in endocrinology, sports science, nutrition, and psychiatry from various regions have held multiple weight management seminars. Based on the latest epidemiological data and clinical evidence, they expanded the guideline to include assessment and intervention strategies for underweight, in addition to the core content of obesity management. This guideline outlines the etiological mechanisms, evaluation methods, and multidimensional management strategies for overweight and obesity, covering key areas such as diagnosis and assessment, medical nutrition therapy, exercise prescription, pharmacological intervention, and psychological support. It is intended to provide a scientific and standardized approach to weight management across the adult population, aiming to curb the rising prevalence of obesity, mitigate complications associated with abnormal body weight, and improve nutritional status and overall quality of life.