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*
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Artificial Intelligence
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Humans
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Precision Medicine
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Decision Support Systems, Clinical
2.Comprehensive evaluation of powder-liquid double-chamber bag products: a systematic review
Fei SHU ; Rui SUN ; Kai SONG ; Yuanlin ZHANG ; Jiaming YAN ; Lixin SHU
Journal of Pharmaceutical Practice and Service 2025;43(2):92-96
Objective To evaluate the advantages of powder-liquid double-chamber bag products compared with traditional powder injection. Methods The systematic review method was used to collect the literature on powder-liquid double-chamber bag, extract common evaluation indicators, evaluate the use value of powder-liquid double-chamber bag products, and conduct a comprehensive comparison with traditional powder injection products. Results A total of 23 articles were included in the literature. The effectiveness indicators used for evaluation were the stability of the liquid medicine, the accuracy of the preparation concentration, and the residual amount of the liquid medicine; the safety indicators were the incidence of insoluble particles and the incidence of punctures and scratches. The economic indicators were preparation cost, occupied volume of preparation supplies, waste weight, hospitalization cost and incidence of blood infection. The applicability indicators were preparation time, average occupation of medical staff, packaging weight and storage and transportation volume, environmental adaptability, and ease of waste disposal. Accessibility indicators are the number of manufacturers, raw material supply capacity, and patient affordability. Through the evaluation of literature evidence, it was found that the stability and concentration accuracy of the powder-liquid double-chamber bag were higher than those of the traditional powder injection, and the domestic supply had been achieved. The double-chamber bag method can reduce the infusion reaction and shorten the preparation time of the liquid medicine. Conclusion Compared with traditional powder injectabler products, powder-liquid double-chamber bags have advantages in the dimensions of effectiveness, safety, economy, suitability and innovation, and the accessibility dimension meets the requirements.
3.Relationship between frailty and acute kidney injury after hip fracture surgery in the elderly
Shu-Jun YE ; Kai-Hong ZHANG ; Xiao-Man SUN ; Huan-Kai ZHANG ; Zhi-Liang HUANG ; Duo YANG ; Long-Sheng ZHANG
Medical Journal of Chinese People's Liberation Army 2025;50(7):831-838
Objective To analyze the relationship between frailty and acute kidney injury(AKI)after hip fracture surgery in the elderly.Methods A total of 405 elderly patients who underwent hip fracture surgery in Jieyang People's Hospital from August 2021 to January 2023 were retrospectively analysed.According to the modified frailty index(mFI),they were divided into frail group(mFI≥0.27,n=112)and non-frail group(mFI<0.27,n=293).Postoperative AKI was defined according to the Kidney Disease:Improving Global Outcomes(KDIGO)criteria.After 1:1 propensity score matching(PSM),100 cases in each group were successfully matched.Univariable and multivariable logistic regression models,propensity score adjustment,PSM,inverse probability of treatment weighting(IPTW),standardized mortality ratio weighting(SMRW),pairwise algorithm(PA)weighting,and overlap weighting(OW)methods were used to analyze the relationship between frailty and postoperative AKI.Stratified analyses were performed according to age(≥80 or<80 years),gender,whether angiotensin-converting enzyme inhibitors(ACEI)/angiotensin Ⅱreceptor antagonists(ARB)were used,and whether intraoperative hypotension occurred.Results After PSM,there were no significant differences between the two groups in age,sex,surgical type,ACEI/ARB,blood urea nitrogen,serum creatinine,intraoperative blood loss,and intraoperative hypotension[standardized mean difference(SMD)<0.1].In both the original cohort and the matched cohort,the incidence of AKI was higher in frail group than in non-frail group(25.9%vs.8.9%,P<0.001;28.0%vs.11.0%,P=0.002).Analysis of the risk of postoperative AKI in elderly hip fracture patients in frail group found that compared with the non-frail group,in the univariate logistic regression model the odds ratio(OR)and a 95%confidence interval(CI)for the frail group was 3.59(2.00-6.43),P<0.001,and in the multivariable logistic regression model,the OR(95%CI)for frail group was 3.04(1.55-5.95),P=0.001.After adjustment for propensity score,the OR(95%CI)for frail group was 2.85(1.52-5.34),P=0.001,and the OR(95%CI)for frail group after PSM was 3.15(1.47-6.75),P=0.003.After IPTW,SMRW,PA weighting,and OW,the OR(95%CI)for frail group were 2.48(1.37-4.50),2.43(1.41-4.19),2.63(1.25-5.54),and 2.69(1.07-6.78),respectively,with P<0.05.The interaction tests were not statistically significant for age,sex,use of ACEI/ARB,and intraoperative hypotension(P>0.05).Conclusion In elderly patients with hip fractures,preoperative frailty may be a risk factor for postoperative AKI.
4.Clinical characteristics of patients with pregnancy-related chronic pain visiting pain clinic
Dan WANG ; Qingshan LIU ; Lei HUA ; Kai SHA ; Beibei ZHOU ; Shu ZHANG ; Xiaofeng SHEN ; Li YUE
Chinese Journal of Anesthesiology 2025;45(10):1304-1308
Objective:To analyze the clinical characteristics of patients with pregnancy-related chronic pain visiting the pain clinic.Methods:The number of pregnant patients who completed a pregnancy registration at the Obstetrics and Gynecology Hospital Affiliated to Nanjing Medical University from 2022 to 2024 was collected. The medical records were reviewed to identify the patients who visited the department of pain of our hospital due to chronic pain related to pregnancy. The clinical characteristics such as the visiting situation, gestational weeks, age and types of pain were analyzed.Results:From 2022 to 2024, the total number of registered pregnant patients was 64, 818, of which, 2, 224 cases visited the pain clinic, and the annual proportions of pregnancy-related chronic pain visits were 2.540%, 3.836% and 3.889% respectively. Among the patients who attended the clinic, 77.97% were pregnant (5.82% in early pregnancy, 41.93% in mid-pregnancy, and 52.25% in late pregnancy), and 21.03% were postpartum patients. A total of 83.72% were aged 20-34 yr. The types of pain were pelvic girdle pain (40.96%), limb joint pain (28.82%), low back pain (14.16%), cervical spondylosis (3.64%), peripheral nerve entrapment syndrome (3.42%), headache (2.97%), chest and back pain (2.79%), pelvic and perineal pain (1.66%), neuralgia (0.94%) and other pains (0.63%).Conclusions:From 2022 to 2024, the proportion of registered pregnant women at our hospital who visited to the pain clinic due to pregnancy-related chronic pain increases year by year. The common types of pain are pelvic girdle pain, limb joint pain and low back pain.
5.Catheter-associated and non-catheter-associated urinary tract infection in hospitalized patients in Suzhou City:a multicenter study on epidemiologi-cal characteristics
Jingxue LIU ; Xiuzhen WANG ; Meizhen QIAO ; Junji ZHANG ; Wei DING ; Shu-kai ZHU ; Meijuan JIN ; Xiaochao SONG
Chinese Journal of Infection Control 2025;24(8):1056-1065
Objective To explore the epidemiological characteristics and differences in antimicrobial resistance be-tween catheter-associated urinary tract infection(CAUTI)and non-CAUTI of healthcare-associated infection(HAI),and provide scientific basis for precise clinical prevention and control.Methods Based on the regional HAI surveillance platform in Suzhou City,urinary tract infection(UTI)surveillance data reported by 61 member units from January 2020 to December 2024 were analyzed retrospectively.Pathogen distribution,detection rate of multi-drug-resistant organisms(MDROs),and antimicrobial resistance spectrum characteristics of patients in the CAUTI group and non-CAUTI group were compared.Results The incidence of CAUTI in patients in CAUTI group was 0.99‰,the incidence of healthcare-associated UTI in patients in non-CAUTI group was 0.14%.There was statis-tically significant difference in the distribution of UTI pathogens between the two groups(P<0.05).The patho-gens of the CAUTI group were mainly Gram-negative bacteria(56.1%),with high proportions of Escherichia coli(19.6%)and Klebsiella pneumoniae(15.0%).In the non-CAUTI group,the proportion of Gram-negative bacteria was higher(64.7%).Antimicrobial susceptibility testing results showed that the resistance rates of Escherichia co-li to tobramycin,cephalosporins,and carbapenems in the CAUTI group were all higher than those in the non-CAU-TI group(all P<0.05).Except for tigecycline,the resistance rates of Klebsiella pneumoniae to other antimicrobial agents in the CAUTI group were all significantly different from the non-CAUTI group(all P<0.05).The resis-tance rates of Acinetobacterbaumannii to ticarcillin/clavulanic acid,quinolones,most cephalosporins,carbapenems,and aminoglycosides in the CAUTI group were higher than those of the non-CAUTI group(all P<0.05).The de-tection rates of MDROs were higher in the CAUTI group,especially that of carbapenem-resistant Klebsiella pneu-moniae,accounting for 57.8%.Conclusion There are significant differences in pathogen distribution and antimi-crobial resistance of UTI between the CAUTI group and the non-CAUTI group.It is necessary to establish a re-gional antimicrobial resistance surveillance system for pathogens in UTI,and provide basis for the rational use of an-timicrobial agents in clinical practice.
6.Comparison and Analysis of Tumorigenicity of Tumor Cells in Bile between PTBD and ERBD of Hilar Cholangiocarcinoma
Kai-Hua ZHU ; De-Xiang ZHANG ; Ying TAO ; Shu-Long ZHANG ; Kun FAN ; Hou-Bao LIU
Chinese Journal of Biochemistry and Molecular Biology 2025;41(1):112-124
Hilar cholangiocarcinoma is insidious in onset and often causes obstructive jaundice due to bile stasis,leading to impaired liver function.For tumors with malignant obstructive jaundice,biliary drainage is often performed before surgery in clinical practice.Currently,the commonly used drainage methods are percutaneous transhepatic biliary drainage(PTBD)and endoscopic retrograde biliary drain-age(ERBD),but there are controversies over the advantages and disadvantages of the two drainage methods.PTBD drainage can often lead to tumor implantation metastasis,but the underlying mechanism remains unclear.We detected tumor cells in PTBD and ERBD bile samples from hilar cholangiocarcino-ma patients,subsequently explored their tumorigenicity and mechanisms through tumorsphere assay in vitro and xenograft tumor models in vivo.The experiments included benign gallstones group(30 cases)as a negative control,PTBD group(14 cases)and ERBD group(13 cases).Tumorsphere formation was i-dentified in 3 cases(23%)among the 13 cases of ERBD group,in 6 cases(42%)among the 14 cases of PTBD group,but there were no tumor cells or formed tumorspheres in the 30 cases of benign gallstone group.The tumor sphere formation ability of cells in the PTBD group was significantly higher than that in ERBD group.Subcutaneous xenograft tumor assays showed that tumor growth in the PTBD group was sig-nificantly higher than that in the ERBD group.Tumor cells in PTBD bile possessed stronger tumorigenici-ty compared with the ERBD group.Mechanically,stem cell transcription factor Nanog mRNA levels were significantly higher in the PTBD group compared to the ERBD group.Both tumorsphere formation and xenograft tumor growth were reduced by Nanog knockdown in three cases of the PTBD group,indicating the important roles of Nanog in tumorigenicity of PTBD group tumor cells.The half-life of Nanog mRNA was longer in PTBD group cells than in ERBD group cells,suggesting potential post-transcriptional regu-lation on Nanog mRNA.The Nanog m6A level was higher in PTBD group tumor cells compared to the ERBD group.Analysis of methyltransferases and demethylases,ALKBH5(α-ketoglutarate dependent dioxygenase alkb family homolog 5)mRNA levels were lower in the PTBD group than in the ERBD group and significantly correlated with the m6A level of Nanog.ALKBH5 knockdown led to an increase in the m6A level of Nanog,while ALKBH5 overexpression decreased the m6A level of Nanog.Dual-luciferase activity assays demonstrated that ALKBH5 knockdown significantly enhanced luciferase activity,whereas ALKBH5 overexpression reduced it.Further studies confirmed that ALKBH5 knockdown upregulated both the mRNA and protein levels of Nanog,whereas overexpressing ALKBH5 downregulated them.ALKBH5 mediated the demethylation modification of Nanog mRNA,and the lower levels of ALKBH5 expression in the PTBD group promoted Nanog's m6A modification.Overexpressing ALKBH5 decreased tumorsphere growth,while ALKBH5 knockdown increased it,which was subsequently reduced by the simultaneous Nanog knockdown again.In sum,tumor cells in PTBD and ERBD drainage bile from hilar cholangiocar-cinoma patients exhibited tumorigenicity.Compared to the ERBD group,tumor cells in PTBD bile with lower ALKBH5 expression levels enhanced Nanog's m6A modification to upregulate Nanog expression levels,resulting in stronger tumorigenicity.These findings are significant for elucidating propensity to tumor implantation metastasis from PTBD drainage.
7.Analysis of NXPH4 expression,clinical significance,and function in hepa-tocellular carcinoma based on bioinformatics methods
Shang-ru YANG ; Wen-kai JIANG ; Xin-ru LIU ; Shu-ze ZHANG ; Wen-ce ZHOU
Chinese Journal of Current Advances in General Surgery 2025;28(9):686-691
Objective:To investigate the expression of Neurexophilin 4(NXPH4)in hepatocellular carcinoma(HCC)and its clinical significance and function.Methods:Retrieved LIHC project data(mRNA expression profiles and clinical records)from TCGA,analyzed differential NXPH4 expression in HCC versus adjacent non-tumor tissues,and investi-gated correlations between NXPH4 expression and clinicopathological characteristics/prognostic outcomes in HCC.Using GOEA and GSEA to investigate potential biological functions of NXPH4 in hepatocellular carcinoma.Results:NXPH4 exhibited significant upregulation in 23 cancer types(P<0.05),with significant associations to advanced HCC progression markers including TNM stage(P<0.05),histologic grade(P<0.05),and vascular invasion(P<0.05).Clinically,elevated NXPH4 expression correlated with reduced OS(HR=1.64,95%CI:1.15-2.33,P=0.006)and DSS(HR=1.88,95%CI:1.19-2.96,P=0.007).The immune infiltration results showed that NXPH4 expression was significantly correlated with Th2 cells and Th17 cells(all P values<0.05).Furthermore,NXPH4 expression was positively correlated with the levels of several immune checkpoint markers:TIGIT(r=0.265),PD-1(r=0.297),CTLA-4(r=0.302),and LAG-3(r=0.179,all P<0.001).Gene enrichment analysis revealed NXPH4 was significantly enriched in:pattern specification process(P<0.001);receptor ligand activity(P<0.001);collagen formation(P=0.009);activation of matrix metalloproteinases(P<0.001);neuro-active ligand receptor interactions(P<0.001);and ALK2 signaling(P=0.039).Conclusion:NXPH4 is associated with clinical pathological staging and poor prognosis in HCC patients;NXPH4 is associated with oncogenic pathways and im-mune infiltration,and has high value in predicting patient prognosis and immunotherapy.
8.Analysis of NXPH4 expression,clinical significance,and function in hepa-tocellular carcinoma based on bioinformatics methods
Shang-ru YANG ; Wen-kai JIANG ; Xin-ru LIU ; Shu-ze ZHANG ; Wen-ce ZHOU
Chinese Journal of Current Advances in General Surgery 2025;28(9):686-691
Objective:To investigate the expression of Neurexophilin 4(NXPH4)in hepatocellular carcinoma(HCC)and its clinical significance and function.Methods:Retrieved LIHC project data(mRNA expression profiles and clinical records)from TCGA,analyzed differential NXPH4 expression in HCC versus adjacent non-tumor tissues,and investi-gated correlations between NXPH4 expression and clinicopathological characteristics/prognostic outcomes in HCC.Using GOEA and GSEA to investigate potential biological functions of NXPH4 in hepatocellular carcinoma.Results:NXPH4 exhibited significant upregulation in 23 cancer types(P<0.05),with significant associations to advanced HCC progression markers including TNM stage(P<0.05),histologic grade(P<0.05),and vascular invasion(P<0.05).Clinically,elevated NXPH4 expression correlated with reduced OS(HR=1.64,95%CI:1.15-2.33,P=0.006)and DSS(HR=1.88,95%CI:1.19-2.96,P=0.007).The immune infiltration results showed that NXPH4 expression was significantly correlated with Th2 cells and Th17 cells(all P values<0.05).Furthermore,NXPH4 expression was positively correlated with the levels of several immune checkpoint markers:TIGIT(r=0.265),PD-1(r=0.297),CTLA-4(r=0.302),and LAG-3(r=0.179,all P<0.001).Gene enrichment analysis revealed NXPH4 was significantly enriched in:pattern specification process(P<0.001);receptor ligand activity(P<0.001);collagen formation(P=0.009);activation of matrix metalloproteinases(P<0.001);neuro-active ligand receptor interactions(P<0.001);and ALK2 signaling(P=0.039).Conclusion:NXPH4 is associated with clinical pathological staging and poor prognosis in HCC patients;NXPH4 is associated with oncogenic pathways and im-mune infiltration,and has high value in predicting patient prognosis and immunotherapy.
9.Clinical characteristics of patients with pregnancy-related chronic pain visiting pain clinic
Dan WANG ; Qingshan LIU ; Lei HUA ; Kai SHA ; Beibei ZHOU ; Shu ZHANG ; Xiaofeng SHEN ; Li YUE
Chinese Journal of Anesthesiology 2025;45(10):1304-1308
Objective:To analyze the clinical characteristics of patients with pregnancy-related chronic pain visiting the pain clinic.Methods:The number of pregnant patients who completed a pregnancy registration at the Obstetrics and Gynecology Hospital Affiliated to Nanjing Medical University from 2022 to 2024 was collected. The medical records were reviewed to identify the patients who visited the department of pain of our hospital due to chronic pain related to pregnancy. The clinical characteristics such as the visiting situation, gestational weeks, age and types of pain were analyzed.Results:From 2022 to 2024, the total number of registered pregnant patients was 64, 818, of which, 2, 224 cases visited the pain clinic, and the annual proportions of pregnancy-related chronic pain visits were 2.540%, 3.836% and 3.889% respectively. Among the patients who attended the clinic, 77.97% were pregnant (5.82% in early pregnancy, 41.93% in mid-pregnancy, and 52.25% in late pregnancy), and 21.03% were postpartum patients. A total of 83.72% were aged 20-34 yr. The types of pain were pelvic girdle pain (40.96%), limb joint pain (28.82%), low back pain (14.16%), cervical spondylosis (3.64%), peripheral nerve entrapment syndrome (3.42%), headache (2.97%), chest and back pain (2.79%), pelvic and perineal pain (1.66%), neuralgia (0.94%) and other pains (0.63%).Conclusions:From 2022 to 2024, the proportion of registered pregnant women at our hospital who visited to the pain clinic due to pregnancy-related chronic pain increases year by year. The common types of pain are pelvic girdle pain, limb joint pain and low back pain.
10.Catheter-associated and non-catheter-associated urinary tract infection in hospitalized patients in Suzhou City:a multicenter study on epidemiologi-cal characteristics
Jingxue LIU ; Xiuzhen WANG ; Meizhen QIAO ; Junji ZHANG ; Wei DING ; Shu-kai ZHU ; Meijuan JIN ; Xiaochao SONG
Chinese Journal of Infection Control 2025;24(8):1056-1065
Objective To explore the epidemiological characteristics and differences in antimicrobial resistance be-tween catheter-associated urinary tract infection(CAUTI)and non-CAUTI of healthcare-associated infection(HAI),and provide scientific basis for precise clinical prevention and control.Methods Based on the regional HAI surveillance platform in Suzhou City,urinary tract infection(UTI)surveillance data reported by 61 member units from January 2020 to December 2024 were analyzed retrospectively.Pathogen distribution,detection rate of multi-drug-resistant organisms(MDROs),and antimicrobial resistance spectrum characteristics of patients in the CAUTI group and non-CAUTI group were compared.Results The incidence of CAUTI in patients in CAUTI group was 0.99‰,the incidence of healthcare-associated UTI in patients in non-CAUTI group was 0.14%.There was statis-tically significant difference in the distribution of UTI pathogens between the two groups(P<0.05).The patho-gens of the CAUTI group were mainly Gram-negative bacteria(56.1%),with high proportions of Escherichia coli(19.6%)and Klebsiella pneumoniae(15.0%).In the non-CAUTI group,the proportion of Gram-negative bacteria was higher(64.7%).Antimicrobial susceptibility testing results showed that the resistance rates of Escherichia co-li to tobramycin,cephalosporins,and carbapenems in the CAUTI group were all higher than those in the non-CAU-TI group(all P<0.05).Except for tigecycline,the resistance rates of Klebsiella pneumoniae to other antimicrobial agents in the CAUTI group were all significantly different from the non-CAUTI group(all P<0.05).The resis-tance rates of Acinetobacterbaumannii to ticarcillin/clavulanic acid,quinolones,most cephalosporins,carbapenems,and aminoglycosides in the CAUTI group were higher than those of the non-CAUTI group(all P<0.05).The de-tection rates of MDROs were higher in the CAUTI group,especially that of carbapenem-resistant Klebsiella pneu-moniae,accounting for 57.8%.Conclusion There are significant differences in pathogen distribution and antimi-crobial resistance of UTI between the CAUTI group and the non-CAUTI group.It is necessary to establish a re-gional antimicrobial resistance surveillance system for pathogens in UTI,and provide basis for the rational use of an-timicrobial agents in clinical practice.

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