1.Artificial intelligence in traditional Chinese medicine: from systems biological mechanism discovery, real-world clinical evidence inference to personalized clinical decision support.
Dengying YAN ; Qiguang ZHENG ; Kai CHANG ; Rui HUA ; Yiming LIU ; Jingyan XUE ; Zixin SHU ; Yunhui HU ; Pengcheng YANG ; Yu WEI ; Jidong LANG ; Haibin YU ; Xiaodong LI ; Runshun ZHANG ; Wenjia WANG ; Baoyan LIU ; Xuezhong ZHOU
Chinese Journal of Natural Medicines (English Ed.) 2025;23(11):1310-1328
Traditional Chinese medicine (TCM) represents a paradigmatic approach to personalized medicine, developed through the systematic accumulation and refinement of clinical empirical data over more than 2000 years, and now encompasses large-scale electronic medical records (EMR) and experimental molecular data. Artificial intelligence (AI) has demonstrated its utility in medicine through the development of various expert systems (e.g., MYCIN) since the 1970s. With the emergence of deep learning and large language models (LLMs), AI's potential in medicine shows considerable promise. Consequently, the integration of AI and TCM from both clinical and scientific perspectives presents a fundamental and promising research direction. This survey provides an insightful overview of TCM AI research, summarizing related research tasks from three perspectives: systems-level biological mechanism elucidation, real-world clinical evidence inference, and personalized clinical decision support. The review highlights representative AI methodologies alongside their applications in both TCM scientific inquiry and clinical practice. To critically assess the current state of the field, this work identifies major challenges and opportunities that constrain the development of robust research capabilities-particularly in the mechanistic understanding of TCM syndromes and herbal formulations, novel drug discovery, and the delivery of high-quality, patient-centered clinical care. The findings underscore that future advancements in AI-driven TCM research will rely on the development of high-quality, large-scale data repositories; the construction of comprehensive and domain-specific knowledge graphs (KGs); deeper insights into the biological mechanisms underpinning clinical efficacy; rigorous causal inference frameworks; and intelligent, personalized decision support systems.
Medicine, Chinese Traditional/methods*
;
Artificial Intelligence
;
Humans
;
Precision Medicine
;
Decision Support Systems, Clinical
2.Metabolic alkalosis induced by regional citrate anticoagulation in continuous renal replacement therapy: single-center retrospective study
Hanqi TANG ; Qinghong CUI ; Jing SHI ; Huadong ZHU ; Xuezhong YU ; Shengyong XU ; Jun XU
Chinese Journal of Emergency Medicine 2025;34(2):220-225
Objective:Metabolic alkalosis has raised concerns in patients receiving continuous renal replacement therapy (CRRT) via regional citrate anticoagulation (RCA). This study searched for alkalosis-related factors and mechanisms.Methods:It's a retrospective study of alkalosis in patients who received CRRT for at least 12 hours with RCA in a tertiary hospital between April 2017 and April 2020. Demographic features, baseline laboratory results, CRRT metrics and laboratory results at 12h after CRRT was recorded. Patients was grouped based on whether alkalosis exist at 12h after CRRT, and multivariable logistic regression analysis was used to identify risk factors for alkalosis during CRRT with citrate anticoagulation.Results:The 59 patients meeting the inclusion criteria were 49% male, with a mean age of (55±18) years old, and 42% had alkalosis by 12 hours after CRRT. No significant differences in demographic features or laboratory results were observed patients with or without alkalosis. CRRT metrics, including blood flow rate, citrate rate, replacement fluid rate and total effluent rate, were significantly different among groups ( P<0.01). Multivariable Logistic regression analysis indicated that the citrate rate was a risk factor for alkalosis ( OR=1.088, 95% CI 1.020-1.161, P =0.010). In patients receiving no NaHCO 3 and without alkalosis, the linear regression analysis described the relationships of citrate with replacement fluid rate (citrate rate = 0.090 × replacement fluid rate + 56.581; R2 = 0.6918) and total effluent rate (citrate rate = 0.099 × total effluent rate + 2.449). Conclusions:This retrospective observational study demonstrated that CRRT metrics are highly associated with alkalosis after 12 hours of CRRT. Without NaHCO3 infusion, a 10-fold linear correlation was observed between citrate and total effluent rate in patients without metabolic alkalosis.
3.Application value of pulse oximetry in condition assessment of patients with sepsis: a prospective descriptive study
Chen LI ; Yuxin DONG ; Yali NIU ; Youran WANG ; Jun XU ; Xuezhong YU ; Songtao SHOU ; Yanfen CHAI
Chinese Journal of Emergency Medicine 2025;34(10):1390-1395
Objective:To evaluate the utility of pulse oximetry-derived parameters—specifically, the pulse oximetry plethysmographic waveform area under the curve (POP AUC) and the peripheral perfusion index (PPI)—in assessing disease severity and predicting prognosis in patients with sepsis. Methods:In this prospective descriptive study, 68 patients with sepsis were categorized based on illness severity into septic shock and non-shock groups, and by 28-day outcome into survival and non-survival groups. POP AUC, PPI, and lactate (Lac) levels were recorded at 0, 24, 48, 72, and 96 hours after admission. APACHEⅡ and SOFA scores were calculated within the first 24 hours. The prognostic value of these parameters was evaluated. Results:Significant differences were observed between the septic shock and non-shock groups in POP AUC, PPI, Lac (all P < 0.05 except at 96 h), APACHEⅡ, and SOFA scores (all P < 0.05). These differences were most pronounced at admission: POP AUC0 (2475.1 ± 899.0) vs. (4260.3 ± 1028.5), PPI 0 (0.78 ± 0.74) vs. (3.13 ± 2.18), Lac 0 (4.95 ± 4.32) vs. (2.07 ± 1.55), APACHE Ⅱ (16.78 ± 5.59) vs. 11.82 ± 4.89), and SOFA (8.89 ± 3.25) vs. (5.06 ± 2.60). Optimal prognostic cut-off values were 2741.43 for POP AUC, 0.97 for PPI, 2.05 for Lac, 12.5 for APACHEⅡ, and 5.5 for SOFA. ROC curve analysis showed that at 24 hours, POP AUC and PPI had significantly larger AUC values than Lac ( P < 0.05), while no significant differences were found among other parameters. Significant differences between non-survivors and survivors were also found in POP AUC, PPI (at 0, 24, and 48 h), APACHE II, and SOFA (all P < 0.05). No significant differences were observed in PPI (72 h and 96 h) or Lac between the two outcome groups. Conclusions:POP AUC and PPI, as derived from pulse oximetry, are non-inferior to Lac, SOFA, and APACHEⅡ scores in evaluating disease severity and predicting 28-day mortality in sepsis patients. These parameters show promise as practical and non-invasive tools for clinical assessment in sepsis.
4.Experimental study on the effect of cardiopulmonary resuscitation ventilation mode on cardiopulmonary resuscitation in pigs with ventricular fibrillation
Qunpeng QIAO ; Yudie XIA ; Dingyu TAN ; Xuezhong YU ; Peng CAO ; Bingxia WANG ; Ping GENG
Chinese Journal of Emergency Medicine 2025;34(11):1546-1553
Objective:To explore the potential advantages and application prospects of cardiopulmonary resuscitation ventilation mode (CPRV) for ventilation during CPR, through comparing of the resuscitation effect of CPRV, intermittent positive pressure ventilation (IPPV) and impedance threshold device (ITD) during advanced cardiovascular life support (ACLS).Methods:30 miniature landrace pigs [weighing (31.7±4.5) kg] were randomly divided into three groups: CPRV group, IPPV group and ITD group (10 pigs in each group). Each animal received 5 min of chest compressions only CPR after 3 min of untreated ventricular fibrillation. Then in the ACLS stage, chest compressions and mechanical ventilation (tidal volume of 7 mL/kg, respiratory rate 10 times/min) were performed according to the divided groups. Defibrillation was delivered after 16 min of ACLS, and intravenous epinephrine was administered for the pigs without return of spontaneous circulation (ROSC). A second defibrillation was delivered after 2 more minutes of CPR. Blood gases, respiratory parameters, and hemodynamic parameters were collected at baseline, ACLS 8 min and ACLS 16 min. ROSC after defibrillation was also recorded.Results:At ACLS 8 min and 16 min, intrathoracic high pressure and intrathoracic pressure variability of CPRV group were significantly higher than those of IPPV and ITD group, while the absolute value of intrathoracic negative pressure in CPRV group was higher than that in IPPV group (all P <0.01), but no difference was found between CPRV group and ITD group. The levels of arterial pH, PaO 2 and venous oxygen saturation in CPRV group were significantly higher than those in IPPV group and ITD group during ACLS, while PaCO 2 was significantly lower in CPRV group than in IPPV group and ITD group (all P <0.05). Aortic blood pressure, coronary perfusion pressure and carotid blood flow during ACLS in CPRV group were significantly higher than those in IPPV group, and right atrial pressure of CPRV group was significantly lower than that of IPPV group (all P <0.05). Coronary perfusion pressure of CPRV group was significantly higher than that of ITD group at ACLS 16 min but not ACLS 8 min, and there were no differences of aortic blood pressure and carotid blood flow between CPRV group and ITD group. The total ROSC rate in the CPRV group (90%) was significantly higher than that in the IPPV group (30%) and the ITD group (40%) (P <0.05). Conclusion:Ventilation with CPRV during ACLS showed better ventilation, oxygenation, hemodynamic effects and higher ROSC than IPPV and ITD, and the use of CPRV during CPR shows a certain application prospect.
5.Improved discharge survival in pre-hospital cardiac arrest patients: the Shenzhen Bao'an experience
Wenwu ZHANG ; Jinfeng LIANG ; Qingli DOU ; Jun XU ; Jinle LIN ; Conghua WANG ; Wuyuan TAO ; Xianwen HUANG ; Wenhua LIU ; Yujie LI ; Xiaoming ZHANG ; Cuimei XING ; Huadong ZHU ; Xuezhong YU
Chinese Journal of Emergency Medicine 2024;33(11):1518-1523
Objective:Cardiac arrest (CA) represents a significant public health challenge, posing a substantial threat to individual health and survival. To enhance the survival rates of patients experiencing out-of-hospital cardiac arrest (OHCA), Baoan District in Shenzhen City has undertaken exploratory initiatives and practical interventions, yielding promising preliminary outcomes.Methods:1.Innovate emergency medical services by developing a "four-circle integration" system that connects to the hospital. This system encompasses the social emergency medical system, the out-of-hospital emergency medical system, the in-hospital emergency medical service system, and the intensive care treatment system. 2.Develop a comprehensive model for the construction of a social emergency medical training system, characterized by party leadership, government oversight, departmental coordination, professional guidance, technological support, and community involvement, termed the "Baonan Model." Additionally, establish evaluation criteria to assess the effectiveness of the social emergency medical training system in Baonan District; 3. Develop a cardiac arrest registration system and a social emergency medical training management system for Baonan District; 4. Enhance the proficiency in treatment techniques and the quality of cardiopulmonary resuscitation among emergency medical professionals; 5. Strengthen and advance the development of a "five-minute social rescue network" to address the critical "emergency window period." .Result:In Baonan District, 9.18% of the public is trained in emergency medical skills. The bystander CPR rate for OHCA is 26.11%, AED use is at 4.78%, the 30-day survival rate is 6.31%, and the discharge survival rate is 4.44%.Conclusion:The implementation of the aforementioned measures can substantially enhance the survival rate of patients experiencing OHCA at the time of discharge.
6.The Chinese guideline for management of snakebites
Lai RONGDE ; Yan SHIJIAO ; Wang SHIJUN ; Yang SHUQING ; Yan ZHANGREN ; Lan PIN ; Wang YONGGAO ; Li QI ; Wang JINLONG ; Wang WEI ; Ma YUEFENG ; Liang ZIJING ; Zhang JIANFENG ; Zhou NING ; Han XIAOTONG ; Zhang XINCHAO ; Zhang MAO ; Zhao XIAODONG ; Zhang GUOQIANG ; Zhu HUADONG ; Yu XUEZHONG ; Lyu CHUANZHU
World Journal of Emergency Medicine 2024;15(5):333-355
In 2009,the World Health Organization included snakebite on the list of neglected tropical diseases,acknowledging it as a common occupational hazard for farmers,plantation workers,and others,causing tens of thousands of deaths and chronic physical disabilities every year.This guideline aims to provide practical information to help clinical professionals evaluate and treat snakebite victims.These recommendations are based on clinical experience and clinical research evidence.This guideline focuses on the following topics:snake venom,clinical manifestations,auxiliary examination,diagnosis,treatments,and prevention.
7.Efficacy of cut-and-replace internal fixation in the treatment of postrotation external rotation ankle fractures and its effect on patients' joint function and mobility
Liang LIU ; Enyu ZHOU ; Yulin WU ; Yukun TANG ; Langduoji SI ; Xuezhong ZENG ; Shan YU
Clinical Medicine of China 2024;40(5):321-327
To investigate the therapeutic effect of open reduction and internal fixation (ORIF) on supination external rotation (SER) ankle fractures (AF) and its impact on ankle joint function and range of motion in patients.Methods:The observation group patients were treated with ORIF, while the control group patients were treated with manual reduction combined with plaster external fixation. Both groups of patients were followed up after 3 and 6 months of treatment. Compare the ankle joint function levels of two groups of patients before treatment and after 3 and 6 months of treatment (Kofood score, AOFAS score, Olerud Molander subjective ankle score (OMAS)). Compare the joint range of motion (relative peak force, torque acceleration energy, endurance) between two groups of patients after 3 and 6 months of treatment. Compare the clinical indicators and incidence of adverse events between two groups of patients after 6 months of treatment. T-test was used for comparison between two groups. Multiple group comparisons were conducted using analysis of variance, while pairwise comparisons were conducted using Dunnett-t test. Comparison of count data between groups using χ2 inspections or Fisher exact test. Results:Before treatment, there was no statistically significant difference in the Kofoed score, AOFAS score, and OMAS score between the two groups of patients (all P>0.05). The Kofoed scores of patients in the observation group before treatment and at 3 and 6 months of treatment were (53.78±6.40), (76.73±4.12), and (89.07±5.78) points, respectively. The control group was (52.22±7.08), (71.68±4.82), and (84.05±5.45) points, respectively. The Kofoed scores of patients in both groups were higher than before treatment at 3 and 6 months of treatment (all P<0.05), and the observation group was higher than the control group (all P<0.01).The AOFAS scores of patients in the observation group before treatment and at 3 and 6 months of treatment were (70.13±5.39), (81.62±4.25), and (92.05±4.15) points, respectively. The control group was (69.85±5.41), (79.08±4.60), and (88.92±4.43) points, respectively. The AOFAS scores of patients in both groups were higher than before treatment at 3 and 6 months of treatment (all P<0.05), and the observation group was significantly higher than the control group (all P<0.01).The OMAS scores of the observation group patients before treatment and at 3 and 6 months of treatment were (53.43±5.07), (76.14±4.52), and (85.68±4.14) points, respectively. The control group was (54.42±4.86), (71.39±3.94), and (81.78±4.15) points, respectively. The OMAS scores of the two groups of patients at 3 and 6 months of treatment were higher than before treatment (all P<0.05), and the observation group was higher than the control group (all P<0.01). The fracture healing time (38.85±4.50) days and complete weight-bearing time (66.62±7.14) days of the observation group patients were shorter than those of the control group patients (49.42±5.43) days and (74.39±6.75) days, and the differences between the two groups were statistically significant (t-values were 12.89 and 6.80, respectively, all P<0.01); There was no statistically significant difference in the incidence of adverse events between the two groups of patients (5.41% (4/74) and 9.46% (7/74)), χ2=0.88, P=0.347). Conclusion:ORIF has a good therapeutic effect on SER-AF patients, promotes ankle joint function recovery, and has a low incidence of adverse events, indicating good safety.
8.Research on self-regulated learning in the clinical environment of 8-year medical students
Jingjing CHAI ; Huadong ZHU ; Jihai LIU ; Xuezhong YU
Chinese Journal of Medical Education Research 2023;22(6):936-941
Objective:To explore the change of medical students' self-regulated learning from traditional medicine to clinical practice in emergency department, and to provide direction for optimizing the curriculum system and exploring new education and teaching methods.Methods:Through questionnaires and in-depth interviews, the self-regulated learning scale was applied, and the 6-level Likert scale was used for scoring. A total of 118 medical students, including 8-year undergraduates majoring in clinical medicine of Peking Union Medical College, were evaluated in the traditional medicine course stage (traditional group), emergency clinical practice stage (clinical group), and emergency clinical practice stage of the "4 + 4" reform pilot class ("4 + 4" pilot class group) of clinical medicine. The learning situation and related influencing factors were self-regulated. SPSS 23.0 was used for one-way analysis of variance.Results:Among the eight-year medical students of Peking Union Medical College, there were 48 males (40.7%) and 70 females (59.3%). The three groups of 8-year traditional medicine course stage, 8-year emergency clinical practice stage and "4 + 4" pilot class of emergency clinical practice stage were analyzed. The results showed that the total score of self-regulated learning ability in the clinical group was significantly lower than that in the traditional group [(326.2±31.9) vs. (347.7±40.2) points]. The subscales of self-regulated learning ability were analyzed respectively. In the learning motivation subscale, the score of external goal orientation of the clinical group is significantly lower than that of the traditional group [(8.9±2.3) vs. (10.0±2.9) points] and the score of the "4 + 4" pilot class group is significantly higher than that of the clinical group [(11.0±3.5) vs. (8.9±2.3) points]. In the learning strategy subscale, there was no significant difference among the three groups. In the resource management subscale, the scores of time and study environment [(6.5±1.1) vs. (7.5±1.9) points], learning management [(37.7±4.0) vs. (40.3±3.0) points] and help-seeking [(32.7±5.3) vs. (37.5±9.5) points] of the clinical group decreased significantly compared with those of the traditional group, while the scores of learning management [(40.2±7.3) vs. (37.7±4.0) points] and help-seeking [(38.7±7.6) vs. (32.7±5.3) points] of the "4+4" pilot class group increased significantly compared with those of the clinical group.Conclusion:The self-regulated learning of clinical medical students has changed significantly during the transition from traditional medical class to emergency clinical practice. The decrease of external goal orientation and resource management may be the important reason for the decline of the self-regulated learning ability of 8-year undergraduate medical students in the clinical environment during emergency practice.
9.Treatment and factors associated with prognosis of hyperkalemia in the emergency department
Yao WU ; Yangyang FU ; Hanqi TANG ; Meng LEI ; Wenlin HAO ; Huadong ZHU ; Shengyong XU ; Jun XU ; Xuezhong YU
Chinese Critical Care Medicine 2023;35(3):321-325
Objective:To survey treatment and prognosis of hyperkalemia patients in the emergency department and to analyze factors associated with all-cause in-hospital mortality.Methods:We implemented electronic hospital information system, extracted demographic characteristics, underlying diseases, laboratory findings, potassium lowering therapy and prognosis of hyperkalemia patients [age ≥ 18 years, serum potassium (K +) concentration ≥ 5.5 mmol/L] in the emergency department of Peking Union hospital in Beijing between June 1st 2019 to May 31st 2020. The enrolled subjects were divided into the non-survival group and the survival group according to their prognosis. Univariate analysis and Cox regression model were adopted to analyze factors affecting all-cause in-hospital mortality of hyperkalemia patients. Results:A total of 579 patients [median age 64 (22) years; 310 men (53.5%) and 269 women (46.5%)] with hyperkalemia were enrolled, among which, 317 (54.7%), 143 (24.7%) and 119 (20.6%) were mild, moderate, and severe hyperkalemia, respectively. 499 (86.20%) patients received potassium-lowering therapy, forty-four treatment regimens were administered. Insulin and glucose (I+G, 61.3%), diuretics (Diu, 57.2%), sodium bicarbonate (SB, 41.9%) and calcium gluconate/chloride (CA, 44.4%) were commonly used for the treatment of hyperkalemiain the emergency department. The combination of insulin and glucose, calcium gluconate/chloride, diuretics and sodium bicarbonate (I+G+CA+Diu+SB) was the most favored combined treatment regimen of hyperkalemia in the emergency department. The higher serum potassium concentration, the higher proportion of administrating combined treatment regimen and/or hemodialysis (HD) (the proportion of administrating combined treatment regimen in mild, moderate, and severe hyperkalemia patients were 58.4%, 82.5% and 94.8%; the proportion of administrating HD in mild, moderate, and severe hyperkalemia patients were 9.7%, 13.3% and 16.0%, respectively). The proportion of achievement of normokalaemia elevated as the kinds of potassium lowering treatment included in the combined treatment regimen increased. The proportion of achievement of normokalaemia was 100% in the combined treatment regimen including 6 kinds of potassium lowering therapy. Among various potassium lowering treatments, HD contributed to the highest rate of achievement of normokalaemia (93.8%). 111 of 579 (19.20%) hyperkalemia patients died in hospital. Cox regression model revealed that complicated with cardiac dysfunction predicted higher mortality [hazard ratio ( HR) = 1.757, 95% confidence interval (95% CI) was 1.155-2.672, P = 0.009]. Achievement of normokalaemia and administration of diuretics attributed to lower mortality ( HR = 0.248, 95% CI was 0.155-0.398, P = 0.000; HR = 0.335, 95% CI was 0.211-0.531, P = 0.000, respectively). Conclusions:Treatment of hyperkalemia in the emergency department were various. Complicated with cardiac dysfunction were associated with higher mortality. Achieving normokalaemia was associated with decreased mortality.
10.Analysis of the real situation of medication in the population with gout achieving T2T indicators: a multicentre real-world study
Weiqin GAO ; Xuezhong GONG ; Yuanyuan ZHANG ; Xingchen DU ; Ping JIANG ; Fengyuan GUAN ; Ying LU ; Xiao SU ; Hongze JIANG ; Hongbin LI ; Yongfei FANG ; Hengli ZHAO ; Jiangyun PENG ; Mingli GAO ; Li SU ; Fang HE ; Qingwen TAO ; Chunrong HU ; Peng LI ; Zeguang LI ; Yuelan ZHU ; Ying GU ; Ming ZHANG ; Rongsheng WANG ; Ting JIANG ; Xiaolin YANG ; Qi ZHU ; Quan JIANG ; Jianyong ZHANG ; Xiaolei FAN ; Yu XUE ; Dongyi HE
Chinese Journal of Rheumatology 2023;27(6):361-367
Objective:To explore the therapeutic characteristics of population with gout achieving treat-to-target (T2T) indicators through real-world research and evaluate their safety.Methods:A total of 3 287 patients diagnosed with gout by rheumatologists in 21 first-class tertiary hospitals in 10 provinces, municipalities, and autonomous regions in China from January 2015 to December 2021 were included in this polycentric cross-sectional study. The database included patients′ general information, disease characteristics, and clinical application of traditional Chinese and Western medicine treatment measures. SPSS and Excel software were used for data analysis. Frequency analysis, cluster analysis, and factor analysis were used to summarize the characteristics and rules of treatment measures for patients with gout who achieved the target after treatment. The occurrence of adverse events (AE) was recorded during treatment.Results:After treatment, 691 visits (7%) achieved the serum urate (SUA) target, and the most frequent use of urate-lowering therapy (ULT) was febuxostat, followed by benzbromarone. The most common treatment options were following: GroupⅠ: traditional Chinese medicine (TCM) decoction-TCM external treatment-physical exercise-proprietary Chinese medicine; GroupⅡ: ferulic acid-nonsteroidal anti-inflammatory drugs (NSAIDs); Group Ⅲ: allopurinol-sodium bicarbonate-benzbromarone; Group Ⅳ: glucocorticoid-colchicine; Group Ⅴ: febuxostat. A total of 5 898 visits (60%) chieved manifestations of joint pain VAS scores target, and the most frequently used drug to control joint symptoms was NSAIDs. The frequency of use of drugs to control joint symptoms were 2 118 times (usage rate reached 35.9%), while the frequency of ULT were 2 504 times (usage rate reached 42.5%), which was higher than the joint symptom control drug. The most common treatment options were following: Group Ⅰ: proprietary Chinese medicine-TCM decoction-TCM external treatment-physical exercise; Group Ⅱ: NSAIDs-colchicine hormones; Group Ⅲ: allopurinol, Group Ⅳ: benzbromarone; Group Ⅴ: febuxostat. A total of 59 adverse events occurred during treatment.Conclusion:The proportions of gout patients who reach target serum urate level & good control of joint symptoms are both very low, and ULT and anti-inflammatory prescription patterns are very different from international guidelines, so it is necessary to strengthen the standardized management of gout patients. At the same time, life intervention measures account for a certain proportion of the treatment plans for the T2T population, and further exploration is needed.

Result Analysis
Print
Save
E-mail