Objective:The research group had previously developed an artificial intelligence algorithm to predict sepsis within 24 hours at the triage stage in emergency departments. This research studied the doctors’ response to algorithm-generated risk alerts and designs appropriate physician-algorithm collaboration strategies to further enhance sepsis risk identification capabilities.Methods:The research collected 40 cases of sepsis in the emergency departments from the open medical database MIMIC-IV (Medical Information Mart for Intensive Care) for a collaboration test. The cases were selected according to their typicality and classified according to the model’s confidence in its prediction. A total of 165 emergency doctors from 58 hospitals in China, stratified by professional rank, participated in the study. Four collaboration modes were designed with different information volumes and reading costs using the information offered by the algorithm. During the test, before and after the model presented its results and interpretive information according to the collaboration mode, the doctors were asked to rate the sepsis risk for each sample and record their confidence.Results:Analysis of the 4 704 valid evaluations done by 147 doctors showed that different collaboration modes caused no significant difference on doctors’ detection of sepsis risk. For cases with high model confidence, physicians’ diagnostic accuracy improved by 2.6%±0.6% ( P=0.02) post-algorithm input, with increased confidence in correct judgments. Conversely, for low-confidence model predictions, diagnostic accuracy decreased by 2.6%±1.4% ( P=0.06), accompanied by reduced clinician confidence in accurate assessments. Conclusions:The collaboration effect is mostly determined by the model’s confidence in its prediction. Different collaboration modes cause no significant difference, and doctors of different titles are influenced consistently with the same model confidence. Suggestions for collaboration design are as follow. When the model has low confidence in its own assessment of a patient’s sepsis risk, it should not directly demonstrate its assessment. When the model has high confidence, its assessment can be offered to the doctors as a reference. When predicting sepsis at the triage stage in the emergency departments, no extra interpretive information is needed.

To investigate the efficacy of amiodarone and lidocaine in cardiac arrest patients.

To analyze the clinical characteristics of acute diquat poisoning complicated by central nervous system injury (CNSI) and identify early risk factors, aiming to provide a theoretical basis for reducing mortality in diquat poisoning with CNSI.

OBJECTIVE: To observe the effects of Tiaoshu Anshen (regulating the hinge and calming the mind) acupuncture on sleep quality and serum levels of 5-hydroxytryptamine (5-HT) and dopamine (DA) in patients with chronic insomnia. METHODS: A total of 58 patients with chronic insomnia were randomly divided into an acupuncture group and a medication group, 29 cases in each group. Tiaoshu Anshen acupuncture was applied at Baihui (GV20) and bilateral Shenmen (HT7), Sanyinjiao (SP6), Benshen (GB13) in the acupuncture group, once a day, 1-day interval was taken after 6 consecutive days of treatment. Estazolam tablet was given orally before bed in the medication group, 1 mg each time. The 4-week treatment was required in both groups. Before and after treatment, the sleep quality was assessed by Pittsburgh sleep quality index (PSQI) and polysomnography (PSG), the serum levels of 5-HT and DA were detected by ELISA. RESULTS: After treatment, the item scores and total scores of PSQI were decreased compared with those before treatment in the two groups (P<0.05); in the acupuncture group, the scores of sleep quality, sleep latency, sleep time, sleep efficiency, sleep disorders and total score of PSQI were lower than those in the medication group (P<0.05). After treatment, the total sleep time (TST) was prolonged (P<0.05), the sleep latency (SL) and wake after sleep onset (WASO) were shortened (P<0.05), the sleep efficiency (SE%), percentage of non-rapid eye movement stage 3 (N3%), percentage of rapid eye movement stage (REM%) and serum levels of 5-HT were increased (P<0.05) compared with those before treatment; the percentage of non-rapid eye movement stage 1 (N1%), percentage of non-rapid eye movement stage 2 (N2%) and serum levels of DA were decreased (P<0.05) compared with those before treatment in the two groups. After treatment, in the acupuncture group, TST was longer, while SL and WASO were shorter than those in the medication group (P<0.05), SE%, N3%, REM% and serum level of 5-HT were higher, while N1%, N2% and serum level of DA were lower than those in the medication group (P<0.05). CONCLUSION Tiaoshu Anshen acupuncture may improve the sleep quality by regulating the serum neurotransmitter levels i.e. 5-HT and DA in patients with chronic insomnia.
Humans ; Sleep Initiation and Maintenance Disorders/physiopathology* ; Male ; Acupuncture Therapy ; Female ; Middle Aged ; Adult ; Serotonin/blood* ; Sleep Quality ; Acupuncture Points ; Dopamine/blood* ; Aged ; Neurotransmitter Agents/blood* ; Young Adult

BACKGROUND:Sepsis is one of the main causes of mortality in intensive care units(ICUs).Early prediction is critical for reducing injury.As approximately 36%of sepsis occur within 24 h after emergency department(ED)admission in Medical Information Mart for Intensive Care(MIMIC-IV),a prediction system for the ED triage stage would be helpful.Previous methods such as the quick Sequential Organ Failure Assessment(qSOFA)are more suitable for screening than for prediction in the ED,and we aimed to find a light-weight,convenient prediction method through machine learning. METHODS:We accessed the MIMIC-IV for sepsis patient data in the EDs.Our dataset comprised demographic information,vital signs,and synthetic features.Extreme Gradient Boosting(XGBoost)was used to predict the risk of developing sepsis within 24 h after ED admission.Additionally,SHapley Additive exPlanations(SHAP)was employed to provide a comprehensive interpretation of the model's results.Ten percent of the patients were randomly selected as the testing set,while the remaining patients were used for training with 10-fold cross-validation. RESULTS:For 10-fold cross-validation on 14,957 samples,we reached an accuracy of 84.1%±0.3%and an area under the receiver operating characteristic(ROC)curve of 0.92±0.02.The model achieved similar performance on the testing set of 1,662 patients.SHAP values showed that the five most important features were acuity,arrival transportation,age,shock index,and respiratory rate. CONCLUSION:Machine learning models such as XGBoost may be used for sepsis prediction using only a small amount of data conveniently collected in the ED triage stage.This may help reduce workload in the ED and warn medical workers against the risk of sepsis in advance.

Pin site infection is the most common complication during external skeletal fixation. Its incidence ranges from 12% to 69%. Domestic and international guidelines and consensus recommend that patients be cared for by dressing change at pin sites during external fixation. However, there have been no standardized procedures in clinic for dressing change at pin sites. Therefore, this tutorial intends to propose for domestic nursing colleagues standardized procedures for dressing change at pin sites during external skeletal fixation, based on the guidelines and consensus published, relevant literature and our own working experience.

Objective To describe the clinical characteristics of acute dichlorvos poisoning and analyzed the risk factors affecting patient prognosis,in order to provide important treatment guidance and theoretical reference for reducing the mortality of patients with acute dichlorvos poisoning.Methods A retrospective study method was conduct to collect the clinical data of patients admitted to the department of emergency of Fuyang People's Hospital from November 2019 to November 2023 and analyze the clinical poisoning characteristics.The patients were divided into death group and survival group according to the prognosis to compare the differences in the clinical characteristics of patients with different outcomes.This study conducted binary multifactor Logistic regression analysis of statistically significant indicators to select the independent risk factors affecting the prognosis of patients,and drew the receiver operator characteristic(ROC)curve to predict value of the risk factors on the prognosis.Results In 82 patients,22(26.83%)died,39(47.56%)developed capillary leak syndrome(CLS),31(37.80%)had acute respiratory failure,and 35(42.68%)had shock.Compared with the survival group,patients in the death group were older(years:57.73±17.67 vs.44.25±13.74),the proportion of gastric lavage,cholinesterase activity,Glasgow coma scale(GCS),albumin,pH value were all significantly decreased[proportion of gastric lavage:81.82%(18/22)vs.100.00%(60/60),cholinesterase activity(U/L):235.96(200.00,401.67)vs.450.00(240.26,739.25),GCS scores:4.00(3.00,6.00)vs.12.00(4.00,15.00),albumin(g/L):39.35±12.02 vs.45.21±4.51,pH value:7.14(7.04,7.26)vs.7.38(7.28,7.40)],dichlorvos concentration,dipterex concentration,sequential organ failure assessment(SOFA),acute physiology and chronic health evaluationⅡ(APACHEⅡ),alanine transaminase(ALT),blood urea nitrogen(BUN),serum creatinine(SCr),MB isoenzyme of creatine kinase(CK-MB),blood lactate acid(Lac),and concurrent acute respiratory failure,shock,CLS ratio were significantly increased[dichlorvos concentration(μg/L):271.00(49.25,908.25)vs.64.00(16.75,211.00),dipterex concentration(μg/L):1 337.50(397.25,3 614.00)vs.494.00(71.00,1 679.80),SOFA score:12.50(9.00,15.50)vs.2.00(0.00,6.75),APACHEⅡscore:28.50(23.00,32.50)vs.6.50(2.25,19.00),ALT(U/L):40.40(17.28,66.33)vs.19.65(13.70,34.68),BUN(mmol/L):6.30±2.78 vs.5.05±1.48,SCr(μmol/L):87.59±39.67 vs.58.87±14.85,CK-MB(U/L):164.80(86.13,284.85)vs.116.05(81.65,160.60),Lac(mmol/L):3.00(1.68,9.15)vs.1.20(1.00,2.40),the proportion of concurrent acute respiratory failure:95.45%(21/22)vs.33.33%(20/60),proportion of concurrent shock:100.00%(22/22)vs.21.67%(13/60),proportion of concurrent CLS:95.45%(21/22)vs.30.00%(18/60)],the differences were statistically significant(all P<0.05).The binary multivariate Logistic regression analysis showed that age,SOFA score,and CLS were independent risk factors affecting the prognosis of dichlorvos poisoning[age:odds ratio(OR)=1.090,95%credibility interval(95%CI)was 1.019-1.167;SOFA score:OR=1.454,95%CI was 1.159-1.825;CLS:OR=122.473,95%CI was 7.954-1 885.787,all P<0.05].The ROC curve analysis shows that the age,SOFA score and CLS had a certain predictive value for the prognosis of patients with acute dichlorvos poisoning[area under the curve(AUC)were 0.752,0.864,0.827,95%CI were 0.622-0.881,0.767-0.960,0.735-0.919,the Youden index were 0.453,0.681,0.655,sensitivity were 63.6%,86.4%,95.5%,specific features were 81.7%,81.6%,70.0%,all P<0.05].Conclusions Age,SOFA score,and CLS are independent risk factors affecting the prognosis of patients with acute dichlorvos poisoning.In particular,CLS is the most important risk factor affecting the prognosis of patients.When managing acute dichlorvos poisoning,it is crucial to closely monitor the occurrence of CLS and administer prompt,proactive treatment.

Pin site infection is the most common complication during external skeletal fixation. Its incidence ranges from 12% to 69%. Domestic and international guidelines and consensus recommend that patients be cared for by dressing change at pin sites during external fixation. However, there have been no standardized procedures in clinic for dressing change at pin sites. Therefore, this tutorial intends to propose for domestic nursing colleagues standardized procedures for dressing change at pin sites during external skeletal fixation, based on the guidelines and consensus published, relevant literature and our own working experience.

Objective:To analyse the changes in color Doppler and contrast-enhanced ultrasound (CEUS) blood flow parameters in patients with septic acute kidney injury (AKI) from the perspective of macroscopic circulation and microscopic circulation perfusion, in order to explore the value of clinical application of ultrasound in this disease.Methods:A total of 53 ICU-admitted patients diagnosed with septic AKI at the Second Affiliated Hospital of Soochow University from January 2021 to May 2022 were selected.Patients with septic AKI were classified into stages 1-3 according to the 2012 Kidney Disease: Improving Global Outcomes (KDIGO) AKI diagnostic criteria, with stage 1 being the mild group(17 cases), stages 2 and 3 being the severe group(21 cases), and septic patients without AKI in the same period being the control group(15 cases). The ultrasound parameters such as the relative blood flow(RBF) and time-averaged velocity(TAV) of the renal artery as well as the cardiac output (CO) and cardiac index (CI) in the macroscopic circulation were measured, and the time-intensity curve was analysed by the CEUS analysis software to calculate the microscopic parameters such as time to peak(TTP), rise time(RT), fall half time(FHT) and mean transit time(MTT), and the cardiac output and cardiac index were also measured. The differences in ultrasound Doppler and CEUS parameters among the various groups were compared. The diagnostic effectiveness of each parameter for severe AKI was assessed using ROC curve analysis.Results:①In macrocirculation, the renal blood flow (RBF) and time-averaged velocity (TAV) gradually decreased ( P=0.004, P<0.001) as the disease progressed in AKI patients. But the difference of CO and CI among the three groups were not statistically significant in each group ( P=0.17, 0.12). ②In microcirculation, the renal interlobar artery Doppler parameters pulsatility index (PI), resistance index (RI), and systolic/diastolic flow ratio (S/D) gradually increase in patients with septic AKI ( P<0.05) and the CEUS parameters TTP, RT, FHT and MTT were prolonged ( P<0.001, P=0.003, P=0.004, P=0.009). ③The combined diagnosis of RI and TTP was more beneficial in diagnosing septic AKI in critically ill patients [AUC=0.93(0.85-1.00)]. Conclusions:Color Doppler ultrasound combined with CEUS can detect reduced macroscopic and microscopic circulation in patients with septic AKI, especially in those with severe AKI, and this is independent of changes in CO or CI.

OBJECTIVE: To explore the genetic etiology of a child with D bifunctional protein deficiency (DBPD) born to a consanguineous pedigree. METHODS: A child with DBPD who was admitted to the First Affiliated Hospital of Hainan Medical College on January 6, 2022 due to hypotonia and global developmental delay was selected as the study subject. Clinical data of her pedigree members were collected. Peripheral blood samples of the child, her parents and elder sisters were collected and subjected to whole exome sequencing. Candidate variant was validated by Sanger sequencing and bioinformatic analysis. RESULTS: The child, a 2-year-and-9-month-old female, had featured hypotonia, growth retardation, unstable head lift, and sensorineural deafness. Serum long-chain fatty acids were elevated, and auditory brainstem evoked potentials had failed to elicit V waves in both ears with 90 dBnHL stimulation. Brain MRI revealed thinning of corpus callosum and white matter hypoplasia. The child's parents were secondary cousins. Their elder daughter had a normal phenotype and no clinical symptoms related to DBPD. Elder son had frequent convulsions, hypotonia and feeding difficulties after birth, and had died one and a half month later. Genetic testing revealed that the child had harbored homozygous c.483G>T (p.Gln161His) variants of the HSD17B4 gene, for which both of her parents and elder sisters were carriers. Based on the guidelines from the American College of Medical Genetics and Genomics, the c.483G>T (p.Gln161His) was rated as a pathogenic variant (PM1+PM2_Supporting+PP1+PP3+PP4). CONCLUSION The homozygous c.483G>T (p.Gln161His) variants of the HSD17B4 gene caused by the consanguineous marriage probably underlay the DBPD in this child.
Female ; Humans ; Pedigree ; Muscle Hypotonia ; Hearing Loss, Sensorineural ; Protein Deficiency ; Mutation