PURPOSE: Septic shock is associated with high mortality and poor outcomes among sepsis patients with coagulopathy. Although traditional statistical methods or machine learning (ML) algorithms have been proposed to predict septic shock, these potential approaches have never been systematically compared. The present work aimed to develop and compare models to predict septic shock among patients with sepsis. METHODS: It is a retrospective cohort study based on 484 patients with sepsis who were admitted to our intensive care units between May 2018 and November 2022. Patients from the 908th Hospital of Chinese PLA Logistical Support Force and Nanchang Hongdu Hospital of Traditional Chinese Medicine were respectively allocated to training (n=311) and validation (n=173) sets. All clinical and laboratory data of sepsis patients characterized by comprehensive coagulation indexes were collected. We developed 5 models based on ML algorithms and 1 model based on a traditional statistical method to predict septic shock in the training cohort. The performance of all models was assessed using the area under the receiver operating characteristic curve and calibration plots. Decision curve analysis was used to evaluate the net benefit of the models. The validation set was applied to verify the predictive accuracy of the models. This study also used Shapley additive explanations method to assess variable importance and explain the prediction made by a ML algorithm. RESULTS: Among all patients, 37.2% experienced septic shock. The characteristic curves of the 6 models ranged from 0.833 to 0.962 and 0.630 to 0.744 in the training and validation sets, respectively. The model with the best prediction performance was based on the support vector machine (SVM) algorithm, which was constructed by age, tissue plasminogen activator-inhibitor complex, prothrombin time, international normalized ratio, white blood cells, and platelet counts. The SVM model showed good calibration and discrimination and a greater net benefit in decision curve analysis. CONCLUSION The SVM algorithm may be superior to other ML and traditional statistical algorithms for predicting septic shock. Physicians can better understand the reliability of the predictive model by Shapley additive explanations value analysis.
Humans ; Shock, Septic/blood* ; Machine Learning ; Male ; Female ; Retrospective Studies ; Middle Aged ; Aged ; Sepsis/complications* ; ROC Curve ; Cohort Studies ; Adult ; Intensive Care Units ; Algorithms ; Blood Coagulation ; Critical Illness

With the rapid development of generative artificial intelligence(GAI)technologies,their widespread application in academic research and writing is continuously expanding the boundaries of sci-entific inquiry.However,this trend has also raised a series of ethical and regulatory challenges,inclu-ding issues related to authorship,content authenticity,citation accuracy,and accountability.In light of the growing involvement of AI in generating academic content,establishing an open,controllable,and trustworthy ethical governance framework has become a key task for safeguarding research integrity and maintaining trust within the academic community.This expert consensus outlines ethical requirements across key stages of AI-assisted academic writing-including topic selection,data management,citation practices,and authorship attribution.It aims to clarify the boundaries and ethical obligations surrounding AI use in academic writing,ensuring that technological tools enhance efficiency without compromising in-tegrity.The goal is to provide guidance and institutional support for building a responsible and sustainable research ecosystem.

With the rapid development of generative artificial intelligence(GAI)technologies,their widespread application in academic research and writing is continuously expanding the boundaries of sci-entific inquiry.However,this trend has also raised a series of ethical and regulatory challenges,inclu-ding issues related to authorship,content authenticity,citation accuracy,and accountability.In light of the growing involvement of AI in generating academic content,establishing an open,controllable,and trustworthy ethical governance framework has become a key task for safeguarding research integrity and maintaining trust within the academic community.This expert consensus outlines ethical requirements across key stages of AI-assisted academic writing-including topic selection,data management,citation practices,and authorship attribution.It aims to clarify the boundaries and ethical obligations surrounding AI use in academic writing,ensuring that technological tools enhance efficiency without compromising in-tegrity.The goal is to provide guidance and institutional support for building a responsible and sustainable research ecosystem.

Objective To evaluate the bioequivalence and safety of ezetimibe tablets in healthy Chinese subjects.Methods The study was designed as a single-center,randomized,open-label,two-period,two-way crossover,single-dose trail.Subjects who met the enrollment criteria were randomized into fasting administration group and postprandial administration group and received a single oral dose of 10 mg of the subject presparation of ezetimibe tablets or the reference presparation per cycle.The blood concentrations of ezetimibe and ezetimibe-glucuronide conjugate were measured by high-performance liquid chromatography-tandem mass spectrometry(HPLC-MS/MS),and the bioequivalence of the 2 preparations was evaluated using the WinNonlin 7.0 software.Pharmacokinetic parameters were calculated to evaluate the bioequivalence of the 2 preparations.The occurrence of all adverse events was also recorded to evaluate the safety.Results The main pharmacokinetic parameters of total ezetimibe in the plasma of the test and the reference after a single fasted administration:Cmax were(118.79±35.30)and(180.79±51.78)nmol·mL-1;tmax were 1.40 and 1.04 h;t1/2 were(15.33±5.57)and(17.38±7.24)h;AUC0-t were(1 523.90±371.21)and(1 690.99±553.40)nmol·mL-1·h;AUC0-∞ were(1 608.70±441.28),(1 807.15±630.00)nmol·mL-1·h.The main pharmacokinetic parameters of total ezetimibe in plasma of test and reference after a single meal:Cmax were(269.18±82.94)and(273.93±87.78)nmol·mL-1;Tmax were 1.15 and 1.08 h;t1/2 were(22.53±16.33)and(16.02±5.84)h;AUC0_twere(1 463.37±366.03),(1 263.96±271.01)nmol·mL-1·h;AUC0-∞ were(1 639.01±466.53),(1 349.97±281.39)nmol·mL-1·h.The main pharmacokinetic parameters Cmax,AUC0-tand AUC0-∞ of the two preparations were analyzed by variance analysis after logarithmic transformation.In the fasting administration group,the 90％CI of the log-transformed geometric mean ratios were within the bioequivalent range for the remaining parameters in the fasting dosing group,except for the Cmax of ezetimibe and total ezetimibe,which were below the lower bioequivalent range.The Cmax of ezetimibe,ezetimibe-glucuronide,and total ezetimibe in the postprandial dosing group was within the equivalence range,and the 90％CI of the remaining parameters were not within the equivalence range for bioequivalence.Conclusion This test can not determine whether the test preparation and the reference preparation of ezetimibe tablets have bioequivalence,and further clinical trials are needed to verify it.

Objective To establish a method based on high performance liquid chromatography for the determination of 3-demethylcolchicine(3 DMC)in rat plasma and to study its pharmacokinetic behavior in rats.Methods The concentration of 3 DMC in rat plasma was determined by high performance liquid chromatography(HPLC).Plasma samples were precipitated by acetonitrile and supernatant was centrifuged for analysis.The determination conditions were as follows:The chromatography was performed on Alphasil VC-C18 column(4.6 mm × 150.0 mm,5.0 μm)with mobile phase consisted of water-acetonitrile-methanol(79∶16∶5),iso-elution at the flow rate of 0.8 mL·min-1.The detection wavelength was set at 240 nm,with polydacryin as the internal standard.The specificity,standard curve and lower limit of quantitation,precision and recovery,matrix effect and stability of the method were investigated.The rats were randomly divided into low,medium and high dose groups(1,2 and 4 mg·kg-1 3DMC were injected into the tail vein,respectively),and blood was collected from orbital venous plexus.The concentration of 3DMC in plasma samples was measured;the pharmacokinetic parameters were calculated using Drug And Statistics(DAS)2.0.Results 3DMC has a good linear relationship between 0.39 and 25.00 μg·mL-1,and its standard curve is y=5.96 × 10-2x+7.60 × 10-3(r=0.999 5).The lower limit of quantitation was 0.39 μg·mL-1,the intra-day and inter-day relative standard deviations were-5.08％to 0.75％,the recovery was 93.23％to 108.90％,the matrix effect was 94.88％to 104.00％,and the stability relative standard deviation(RSD)was less than 8.72％.All the results met the requirements.Pharmacokinetic parameters of low,medium and high dose groups:Cmax were(1.66±0.24),(4.36±0.78)and(9.73±1.42)mg·L-1,respectively;t1/2 were(0.31±0.02),(0.32±0.11)and(0.48±0.06)h,respectively;AUC0-t were(0.50±0.09),(1.53±0.16)and(2.67±0.11)mg·L-1·h,respectively.Conclusion The established method for the determination of 3DMC concentration in rat plasma is simple,specific and sensitive,and is suitable for the determination of 3DMC concentration and pharmacokinetic study in rat plasma.

Objective To establish a method based on high performance liquid chromatography for the determination of 3-demethylcolchicine(3 DMC)in rat plasma and to study its pharmacokinetic behavior in rats.Methods The concentration of 3 DMC in rat plasma was determined by high performance liquid chromatography(HPLC).Plasma samples were precipitated by acetonitrile and supernatant was centrifuged for analysis.The determination conditions were as follows:The chromatography was performed on Alphasil VC-C18 column(4.6 mm × 150.0 mm,5.0 μm)with mobile phase consisted of water-acetonitrile-methanol(79∶16∶5),iso-elution at the flow rate of 0.8 mL·min-1.The detection wavelength was set at 240 nm,with polydacryin as the internal standard.The specificity,standard curve and lower limit of quantitation,precision and recovery,matrix effect and stability of the method were investigated.The rats were randomly divided into low,medium and high dose groups(1,2 and 4 mg·kg-1 3DMC were injected into the tail vein,respectively),and blood was collected from orbital venous plexus.The concentration of 3DMC in plasma samples was measured;the pharmacokinetic parameters were calculated using Drug And Statistics(DAS)2.0.Results 3DMC has a good linear relationship between 0.39 and 25.00 μg·mL-1,and its standard curve is y=5.96 × 10-2x+7.60 × 10-3(r=0.999 5).The lower limit of quantitation was 0.39 μg·mL-1,the intra-day and inter-day relative standard deviations were-5.08％to 0.75％,the recovery was 93.23％to 108.90％,the matrix effect was 94.88％to 104.00％,and the stability relative standard deviation(RSD)was less than 8.72％.All the results met the requirements.Pharmacokinetic parameters of low,medium and high dose groups:Cmax were(1.66±0.24),(4.36±0.78)and(9.73±1.42)mg·L-1,respectively;t1/2 were(0.31±0.02),(0.32±0.11)and(0.48±0.06)h,respectively;AUC0-t were(0.50±0.09),(1.53±0.16)and(2.67±0.11)mg·L-1·h,respectively.Conclusion The established method for the determination of 3DMC concentration in rat plasma is simple,specific and sensitive,and is suitable for the determination of 3DMC concentration and pharmacokinetic study in rat plasma.

SARS-CoV-2 infection causes complicated clinical manifestations with variable multi-organ injuries, however, the underlying mechanism, in particular immune responses in different organs, remains elusive. In this study, comprehensive transcriptomic alterations of 14 tissues from rhesus macaque infected with SARS-CoV-2 were analyzed. Compared to normal controls, SARS-CoV-2 infection resulted in dysregulation of genes involving diverse functions in various examined tissues/organs, with drastic transcriptomic changes in cerebral cortex and right ventricle. Intriguingly, cerebral cortex exhibited a hyperinflammatory state evidenced by significant upregulation of inflammation response-related genes. Meanwhile, expressions of coagulation, angiogenesis and fibrosis factors were also up-regulated in cerebral cortex. Based on our findings, neuropilin 1 (NRP1), a receptor of SARS-CoV-2, was significantly elevated in cerebral cortex post infection, accompanied by active immune response releasing inflammatory factors and signal transmission among tissues, which enhanced infection of the central nervous system (CNS) in a positive feedback way, leading to viral encephalitis. Overall, our study depicts a multi-tissue/organ transcriptomic landscapes of rhesus macaque with early infection of SARS-CoV-2, and provides important insights into the mechanistic basis for COVID-19-associated clinical complications.
Animals ; COVID-19/genetics* ; Macaca mulatta ; SARS-CoV-2/genetics* ; Transcriptome

Carcinoma, Squamous Cell/pathology* ; Endometrial Hyperplasia/pathology* ; Endometrial Neoplasms/pathology* ; Endometrium/pathology* ; Female ; Humans ; Hyperplasia/pathology*

Objective: To explore the application effects of feedforward control theory in the rollover bed treatment of mass patients with burn-explosion combined injury. Methods: A retrospective observational research was conducted. From June 13 to 14, 2020, 15 patients with severe burn-explosion combined injury caused by liquefied natural gas tank car explosion and conforming to the inclusion criteria were admitted to the Second Affiliated Hospital of Zhejiang University School of Medicine. There were 13 males and 2 females, aged 33-92 (66±17) years. All the patients were treated with rollover bed from 48 h post admission, and the feedforward control theory was introduced, including establishing a special feedforward control management team for rollover bed, clarifying the duties of the medical staff in the rollover bed treatment of patients, implementing the cooperation strategy of multidisciplinary physician, training and examining for 80 nurses in the temporarily organized nurse team in the form of "rollover bed workshop", and formulating the checklist and valuation list of rollover bed treatment for continuous quality control. The frequency and the total number of turning over, and successful rate of one-time posture change with the rollover bed of patients within 30 days of admission were recorded, the occurrences of adverse events caused by improper operation for the rollover bed during the treatment were observed, including respiratory and cardiac arrests, treatment interruption, unplanned extubation, bed falling, and skin graft displacement. The lowest levels of arterial partial pressure of oxygen (PaO₂) and arterial partial pressure of carbon dioxide (PaCO₂), the number of patients with oxygenation index>300 mmHg (1 mmHg=0.133 kPa), and the occurrence of acute respiratory distress syndrome (ARDS) of patients within 2 days of admission and on the 30^th day of admission were recorded. Results: Within 30 days of admission, the patients were turned over with the rollover bed for 2 to 6 times each day, with a total of 1 320 turning over operations, the successful rate of one-time posture change reached 99.9% (1 319/1 320), and no adverse event occurred. Within 2 days of admission, the lowest levels of PaO₂ and PaCO₂ of the patients were (100±19) and (42±4) mmHg, respectively, and the number of patients with mild, moderate, and severe ARDS were 10, 2, and 3, respectively, and none of the patients had oxygenation index>300 mmHg. On the 30^th day of admission, the lowest levels of PaO₂ and PaCO₂ of the patients were (135±28) and (37±8) mmHg, respectively, 3 patients developed moderate ARDS, 1 patient developed severe ARDS, and 11 patients had oxygenation index>300 mmHg. Conclusions: The introduction of feedforward control theory in the treatment of rollover bed of mass patients with burn-explosion combined injury can ensure safe and successful completion of turning over with the rollover bed, promote the repair of burn wound, and improve respiratory function, and therefore improve the treatment quality of patients.
Blood Gas Analysis ; Burns/therapy* ; Explosions ; Female ; Humans ; Male ; Respiratory Distress Syndrome ; Retrospective Studies

OBJECTIVES: To study the clinical phenotype and genetic features of 16p11.2 microdeletion-related epilepsy in children. METHODS: The medical data of 200 children with epilepsy who underwent a genetic analysis of epilepsy by the whole exon sequencing technology were collected retrospectively, of whom 9 children with epilepsy had 16p11.2 microdeletion. The clinical phenotype and genetic features of the 9 children with 16p11.2 microdeletion were analyzed. RESULTS: The detection rate of 16p11.2 microdeletion was 4.5% (9/200). The 9 children with 16p11.2 microdeletion were 3-10 months old. They experienced focal motor seizures with consciousness disturbance, and some of the seizures developed into generalized tonic-clonic seizures. The interictal electroencephalogram showed focal or multifocal epileptiform discharge, and all 9 children responded well to antiepileptic drugs. The 9 children had a 16p11.2 deletion fragment size of 398-906 kb, and the number of deleted genes was 23-33 which were all pathogenic mutations. The mutation was of maternal origin in 2 children, of paternal origin in 1 child, and de novo in the other children. CONCLUSIONS 16p11.2 microdeletion can be detected in some children with epilepsy. Most of the 16p11.2 microdeletion is de novo mutation and large gene fragment deletion. The onset of 16p11.2 microdeletion-related epilepsy in children is mostly within 1 year of life, and the epilepsy is drug-responsive.
Anticonvulsants ; Epilepsy/genetics* ; Humans ; Phenotype ; Retrospective Studies ; Seizures/genetics*