1.Construction and efficacy verification of an intelligent pharmaceutical Q&A platform based on AI hallucination-suppression
Zhengwang WEN ; Jiaying WANG ; Wenyue YANG ; Haoyu YANG ; Xiao MA ; Yun LIU
China Pharmacy 2026;37(2):226-231
OBJECTIVE To construct an intelligent pharmaceutical Q&A platform for precision medication with low “artificial intelligence (AI) hallucination”, aiming to enhance the accuracy, consistency, and traceability of medication consultations. METHODS Medication package inserts were batch-processed and converted into structured data through Python programming to build a local pharmaceutical knowledge base. The retrieval and question-answering processes were designed based on large language models, and system integration and localized deployment were completed on Dify platform. By designing typical clinical medication questions and comparing the output of the intelligent pharmaceutical Q&A platform with the online version of DeepSeek across dimensions such as peak time retrieval, half-life, and dosage adjustment reasoning for patients with renal impairment, the accuracy and reliability of its retrieval and reasoning results were evaluated. RESULTS The intelligent pharmaceutical Q&A platform, constructed based on local drug package inserts, achieved 100% accuracy in retrieval and reasoning for peak time, half-life, and dosage adjustment schemes. In comparison, the online version of DeepSeek demonstrated accuracies of 30%(6/20), 50%(10/20), and 38%(23/60) across these three dimensions, respectively. CONCLUSIONS The constructed intelligent pharmaceutical Q&A platform is capable of accurately retrieving and extracting information from the local knowledge base based on clinical inquiries, thereby avoiding the occurrence of AI hallucinations and providing reliable medication decision support for healthcare professionals.
2.Diagnostic Criteria of Spleen and Kidney Deficiency Syndrome in Ischemic Stroke Patients
Wenyue DONG ; Xiangzhe LIU ; Xinzhi WANG ; Yongkun LU ; Haiyan YANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(9):134-141
ObjectiveTo establish preliminary diagnostic criteria for spleen and kidney deficiency syndrome in ischemic stroke patients and provide a basis for standardized diagnosis and treatment of ischemic stroke. MethodsRelevant literature on the diagnostic criteria for spleen and kidney deficiency syndrome in ischemic stroke patients was retrieved, and data were mined and extracted to form an item pool. Based on the formation of the item pool, this study used the Delphi method to initiate two rounds of questionnaire surveys with selected experts to complete the initial screening of items and the discrimination of symptom importance. A prospective clinical investigation method was adopted to collect clinical information from patients, and statistical analysis methods and data mining techniques were comprehensively used to determine their primary and secondary symptoms. Based on the clear main and secondary symptoms identified, combined with expert group discussions, the study established preliminary diagnostic criteria for spleen and kidney deficiency syndrome in ischemic stroke patients. ResultsA total of 25 relevant syndrome differentiation standards were included. After splitting, standardizing, and screening the items, the study established a pool of 48 items. The first round of questionnaire survey consulted 30 experts, with both the positive coefficient of experts and the effectiveness rate of the questionnaire reaching 100%. The Kendall's coefficient of concordance was 0.359. According to the item screening criteria, 26 items were retained in this round of questionnaire survey. A total of 176 cases were collected through clinical information investigation, including 94 cases with spleen and kidney deficiency syndrome and 82 cases without spleen and kidney deficiency syndrome. The statistical results were as follows: ① Descriptive statistics: The main symptoms with a frequency of ≥ 30% included mental fatigue and lack of strength, weakness of the lower back and knees, etc. The secondary symptoms with a frequency of ≥ 10% and ≤ 30% were lassitude and disinclination to talk, shortness of breath, etc. ② Binary logistic regression analysis: The main symptoms with an odds ratio (OR) value of ≥ 3 were mental fatigue and lack of strength, weakness of the lower back and knees, etc. The secondary symptoms with an OR value of ≥ 1 and ≤ 3 were lassitude and disinclination to talk, shortness of breath, etc. Artificial neural network: The main symptoms with a weight value(Wij)of ≥ 0.5 and < 1 were mental fatigue and lack of strength, lassitude and disinclination to talk, etc. The secondary symptoms with Wij of ≥ 0.3 and < 0.5 were shortness of breath, flaccid limbs, etc. In the second round of questionnaire survey, a total of 37 experts were consulted, with both the positive coefficient of experts and the effectiveness rate of the questionnaire reaching 100%. The Kendall's coefficient of concordance was 0.237. According to the criteria to determine primary and secondary symptoms based on the Delphi method, the main symptoms included in this round of the questionnaire were mental fatigue and lack of strength, lassitude and disinclination to talk, etc., and the secondary symptoms were shortness of breath, dizziness, etc. ConclusionThe main symptoms of spleen and kidney deficiency syndrome in ischemic stroke patients are mental fatigue and lack of strength, weakness of the lower back and knees, loose stool, pale and edematous tongue texture possibly with tooth marks, and deep and thready pulse or weak pulse. The secondary symptoms include shortness of breath, dizziness, tinnitus and deafness, decreased appetite or postprandial abdominal distension, pale complexion, frequent micturition at night, dull tongue texture, and white and slippery tongue coating. The preliminarily established diagnostic criteria for spleen and kidney deficiency syndrome in ischemic stroke patients can provide a standardized and objective basis, thereby better guiding clinical diagnosis and treatment of ischemic stroke.
3.Percutaneous coronary intervention vs . medical therapy in patients on dialysis with coronary artery disease in China.
Enmin XIE ; Yaxin WU ; Zixiang YE ; Yong HE ; Hesong ZENG ; Jianfang LUO ; Mulei CHEN ; Wenyue PANG ; Yanmin XU ; Chuanyu GAO ; Xiaogang GUO ; Lin CAI ; Qingwei JI ; Yining YANG ; Di WU ; Yiqiang YUAN ; Jing WAN ; Yuliang MA ; Jun ZHANG ; Zhimin DU ; Qing YANG ; Jinsong CHENG ; Chunhua DING ; Xiang MA ; Chunlin YIN ; Zeyuan FAN ; Qiang TANG ; Yue LI ; Lihua SUN ; Chengzhi LU ; Jufang CHI ; Zhuhua YAO ; Yanxiang GAO ; Changan YU ; Jingyi REN ; Jingang ZHENG
Chinese Medical Journal 2025;138(3):301-310
BACKGROUND:
The available evidence regarding the benefits of percutaneous coronary intervention (PCI) on patients receiving dialysis with coronary artery disease (CAD) is limited and inconsistent. This study aimed to evaluate the association between PCI and clinical outcomes as compared with medical therapy alone in patients undergoing dialysis with CAD in China.
METHODS:
This multicenter, retrospective study was conducted in 30 tertiary medical centers across 12 provinces in China from January 2015 to June 2021 to include patients on dialysis with CAD. The primary outcome was major adverse cardiovascular events (MACE), defined as a composite of cardiovascular death, non-fatal myocardial infarction, and non-fatal stroke. Secondary outcomes included all-cause death, the individual components of MACE, and Bleeding Academic Research Consortium criteria types 2, 3, or 5 bleeding. Multivariable Cox proportional hazard models were used to assess the association between PCI and outcomes. Inverse probability of treatment weighting (IPTW) and propensity score matching (PSM) were performed to account for potential between-group differences.
RESULTS:
Of the 1146 patients on dialysis with significant CAD, 821 (71.6%) underwent PCI. After a median follow-up of 23.0 months, PCI was associated with a 43.0% significantly lower risk for MACE (33.9% [ n = 278] vs . 43.7% [ n = 142]; adjusted hazards ratio 0.57, 95% confidence interval 0.45-0.71), along with a slightly increased risk for bleeding outcomes that did not reach statistical significance (11.1% vs . 8.3%; adjusted hazards ratio 1.31, 95% confidence interval, 0.82-2.11). Furthermore, PCI was associated with a significant reduction in all-cause and cardiovascular mortalities. Subgroup analysis did not modify the association of PCI with patient outcomes. These primary findings were consistent across IPTW, PSM, and competing risk analyses.
CONCLUSION
This study indicated that PCI in patients on dialysis with CAD was significantly associated with lower MACE and mortality when comparing with those with medical therapy alone, albeit with a slightly increased risk for bleeding events that did not reach statistical significance.
Humans
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Percutaneous Coronary Intervention/methods*
;
Male
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Female
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Coronary Artery Disease/drug therapy*
;
Retrospective Studies
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Renal Dialysis/methods*
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Middle Aged
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Aged
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China
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Proportional Hazards Models
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Treatment Outcome
4.Mediating effect of psychological stress between sleep disorder and fatigue in patients with acute coronary syndrome undergoing PCI
Wenyue SUN ; Shan JIANG ; Ting QI ; Ping YANG ; Jing GUO ; Jingru LIU
Chinese Journal of Modern Nursing 2025;31(30):4164-4169
Objective:To investigate the mediating effect of psychological stress between sleep disorder and fatigue in patients with acute coronary syndrome (ACS) undergoing percutaneous coronary intervention (PCI) .Methods:Convenience sampling was used to select 305 ACS patients with PCI from August to September 2024 in China-Japan Union Hospital of Jilin University. General Information Questionnaire, Multidimensional Fatigue Inventory-20 (MFI-20), Symptom Checklist 90 (SCL-90), and Pittsburgh Sleep Quality Index (PSQI) were used to survey the patients at discharge, and one month after discharge.Results:The MFI-20, SCL-90, and PSQI scores at discharge of 305 patients with PCI for ACS were (59.27±18.33), (141.09±49.08), and (10.72±4.95), respectively. The MFI-20, SCL-90, and PSQI scores at one month after discharge were (55.58±19.28), (134.08±44.29), and (9.17±5.20), respectively. Mediating effect analysis showed that at discharge, the direct effect of sleep disorder on fatigue was 0.403, the mediating effect was 0.216, and the total effect was 0.619, with the mediating effect accounting for 34.89% of the total effect. One month after discharge, the direct effect of sleep disorder on fatigue was 0.385, the mediating effect was 0.355, and the total effect was 0.740, with the mediating effect accounting for 47.97% of the total effect.Conclusions:Psychological stress plays a mediating role between sleep disorder and fatigue at different time points in ACS patients undergoing PCI. Clinical attention should be paid to sleep disorders and psychological stress of ACS patients undergoing PCI, so as to improve their fatigue.
5.Exploration of relationship between IL-17/IL-23 immunoinflammatory axis and chronic heart failure and clinical prognosis
Mingyan CHENG ; Jinghua WANG ; Wenyue WANG ; Na TIAN ; Yanfei GAO ; Yanchun WANG ; Tao YANG
Chinese Journal of Immunology 2025;41(1):153-156,162
Objective:To investigate relationship between IL-17/IL-23 immunoinflammatory axis and chronic heart failure(CHF)and clinical prognosis.Methods:A total of 112 patients with CHF in Chengde Central Hospital from January 2020 to Septem-ber 2021 were selected as observation group,and another 112 patients admitted to same period for healthy physical examination were selected as control group.Serum IL-17 and IL-23 levels of two groups were compared,relationship between serum IL-17 and IL-23 levels and degree of disease were analyzed;clinical data,serum IL-17 and IL-23 levels of patients with different prognosis were compared,relationship between serum IL-17 and IL-23 levels and clinical prognosis of CHF patients were analyzed.Predictive value of serum IL-17 and IL-23 levels on clinical prognosis of CHF patients was evaluated,and predictive value of each prediction scheme was compared.Results:Serum IL-17 and IL-23 levels were higher in observation group than control group(P<0.05);serum IL-17 and IL-23 levels of CHF patients were positively correlated with NYHA classification(P<0.05).Serum IL-17 and IL-23 levels were higher in patients with poor prognosis than in those with good prognosis(P<0.05).Serum IL-17 and IL-23 were independently associated with clinical prognosis of CHF patients,and the higher the serum IL-17 and IL-23 levels,the greater risk of poor clinical prognosis of CHF patients.AUC of serum IL-17 and IL-23 levels for predicting clinical prognosis of CHF patients were 0.787 and 0.726,respectively,and combined predicted AUC was 0.918(P<0.001);combined predicted AUC of serum IL-17 and IL-23 was significantly higher than single index(P<0.05).Conclusion:IL-17 and IL-23 levels in IL-17/IL-23 immunoinflammatory axis of CHF patients are significantly elevated and involve in disease occurence and development,whose clinical detection can help predict clinical prognosis of CHF.
6.DEC2 deficiency promotes high incidence of post infectious cough and the therapeutic mechanism of ephedrine hydrochloride
Qingguo ZHANG ; Wenyue YANG ; Yue WANG ; Yue ZHANG ; Chengfang YAO
Chinese Journal of Immunology 2025;41(4):854-860
Objective:To explore the mechanism of DEC2 deficiency promoting high incidence of post infectious cough(PIC)and the therapeutic effects of ephedrine hydrochloride(EH).Methods:C57BL/6 wild-type(WT)mice and DEC2-knockout(DEC2-KO)mice were treated with lipopolysaccharide(LPS)nose drops and smoke stimulation to establish PIC models,and some model mice were treated with EH intervention.Counting capsaicin-induced cough at 12,14,16 and 17 day of modeling;Single-cell sequenc-ing,flow cytometry,RT-qPCR and other techniques were used to detect the expressions of IL-1,IL-6,IFN-γ and other inflammatory factors and receptors in the lungs of mice before and after PIC modeling and EH intervention.The expressions of inflammatory factors and their receptors,as well as NF-κB signaling molecules,were analyzed by RT-qPCR using mouse lung CD45-primary cell culture system under LPS stimulation or EH intervention.Results:The transcription of DEC2 was increased in WT-PIC model mice,and the deficiency of DEC2 in DEC2-KO-PIC mice induced the cough frequency 2-fold higher than that in WT-PIC mice.The absence of DEC2 exacerbated LPS-induced pulmonary inflammatory response,especially increased expressions of IL-1,IL-6,IL-1Ra,IL-6Ra,IFN-γR in lung CD45-cells(P<0.01),and excessive activation of NF-κB signal(P<0.01).After EH treatment,the cough frequency in DEC2-KO-PIC mice was significantly reduced(P<0.001),the expression of IL-1,IL-6,IFN-γ in lung and IL-1Ra,IL-6Ra,IFN-γR in pulmonary CD45-cells were down-regulated(P<0.01).The expression and activation of NF-κB induced by DEC2 deletion were sig-nificantly inhibited(P<0.01).Conclusion:The deficiency of DEC2 can activate NF-κB signal and promote the high expression of in-flammatory cytokine and receptors in pulmonary CD45-cells,which is a risk factor in the high incidence of PIC.EH can inhibit the ex-cessive-activation of NF-κB signal and the inflammatory characteristics of lung local stromal cells caused by DEC2 absence,and that is the main part of pharmacological mechanism for effective treatment of EH targeting PIC.
7.Mediating effect of psychological stress between sleep disorder and fatigue in patients with acute coronary syndrome undergoing PCI
Wenyue SUN ; Shan JIANG ; Ting QI ; Ping YANG ; Jing GUO ; Jingru LIU
Chinese Journal of Modern Nursing 2025;31(30):4164-4169
Objective:To investigate the mediating effect of psychological stress between sleep disorder and fatigue in patients with acute coronary syndrome (ACS) undergoing percutaneous coronary intervention (PCI) .Methods:Convenience sampling was used to select 305 ACS patients with PCI from August to September 2024 in China-Japan Union Hospital of Jilin University. General Information Questionnaire, Multidimensional Fatigue Inventory-20 (MFI-20), Symptom Checklist 90 (SCL-90), and Pittsburgh Sleep Quality Index (PSQI) were used to survey the patients at discharge, and one month after discharge.Results:The MFI-20, SCL-90, and PSQI scores at discharge of 305 patients with PCI for ACS were (59.27±18.33), (141.09±49.08), and (10.72±4.95), respectively. The MFI-20, SCL-90, and PSQI scores at one month after discharge were (55.58±19.28), (134.08±44.29), and (9.17±5.20), respectively. Mediating effect analysis showed that at discharge, the direct effect of sleep disorder on fatigue was 0.403, the mediating effect was 0.216, and the total effect was 0.619, with the mediating effect accounting for 34.89% of the total effect. One month after discharge, the direct effect of sleep disorder on fatigue was 0.385, the mediating effect was 0.355, and the total effect was 0.740, with the mediating effect accounting for 47.97% of the total effect.Conclusions:Psychological stress plays a mediating role between sleep disorder and fatigue at different time points in ACS patients undergoing PCI. Clinical attention should be paid to sleep disorders and psychological stress of ACS patients undergoing PCI, so as to improve their fatigue.
8.Analysis of fatigue status and its influencing factors in acute coronary syndrome patients after PCI
Wenyue SUN ; Jingru LIU ; Ping YANG ; Haiyan SANG ; Yu LU ; Chunyan HAO ; Zhe AN
Chinese Journal of Modern Nursing 2025;31(9):1223-1226
Objective:To explore the fatigue status and its influencing factors in acute coronary syndrome (ACS) patients after percutaneous coronary intervention (PCI) .Methods:This study is a cross-sectional study. A convenient sampling method was used to select 98 ACS patients who underwent PCI in the Department of Cardiology at China-Japan Union Hospital of Jilin University in February 2024. A general data questionnaire and the Multidimensional Fatigue Inventory-20 (MFI-20) were used to investigate the patients.Results:The total score of MFI-20 for the 98 ACS patients post-PCI was (57.38±15.14). Multiple linear regression analysis showed that hypertension was influencing factor of fatigue in ACS patients after PCI ( P<0.05) . Conclusions:The fatigue level of ACS patients after PCI is at a moderate level. The degree of fatigue is influenced by hypertension. Clinical targeted nursing measures should be implemented to alleviate the fatigue of the patients.
9.Exploration of relationship between IL-17/IL-23 immunoinflammatory axis and chronic heart failure and clinical prognosis
Mingyan CHENG ; Jinghua WANG ; Wenyue WANG ; Na TIAN ; Yanfei GAO ; Yanchun WANG ; Tao YANG
Chinese Journal of Immunology 2025;41(1):153-156,162
Objective:To investigate relationship between IL-17/IL-23 immunoinflammatory axis and chronic heart failure(CHF)and clinical prognosis.Methods:A total of 112 patients with CHF in Chengde Central Hospital from January 2020 to Septem-ber 2021 were selected as observation group,and another 112 patients admitted to same period for healthy physical examination were selected as control group.Serum IL-17 and IL-23 levels of two groups were compared,relationship between serum IL-17 and IL-23 levels and degree of disease were analyzed;clinical data,serum IL-17 and IL-23 levels of patients with different prognosis were compared,relationship between serum IL-17 and IL-23 levels and clinical prognosis of CHF patients were analyzed.Predictive value of serum IL-17 and IL-23 levels on clinical prognosis of CHF patients was evaluated,and predictive value of each prediction scheme was compared.Results:Serum IL-17 and IL-23 levels were higher in observation group than control group(P<0.05);serum IL-17 and IL-23 levels of CHF patients were positively correlated with NYHA classification(P<0.05).Serum IL-17 and IL-23 levels were higher in patients with poor prognosis than in those with good prognosis(P<0.05).Serum IL-17 and IL-23 were independently associated with clinical prognosis of CHF patients,and the higher the serum IL-17 and IL-23 levels,the greater risk of poor clinical prognosis of CHF patients.AUC of serum IL-17 and IL-23 levels for predicting clinical prognosis of CHF patients were 0.787 and 0.726,respectively,and combined predicted AUC was 0.918(P<0.001);combined predicted AUC of serum IL-17 and IL-23 was significantly higher than single index(P<0.05).Conclusion:IL-17 and IL-23 levels in IL-17/IL-23 immunoinflammatory axis of CHF patients are significantly elevated and involve in disease occurence and development,whose clinical detection can help predict clinical prognosis of CHF.
10.Analysis of fatigue status and its influencing factors in acute coronary syndrome patients after PCI
Wenyue SUN ; Jingru LIU ; Ping YANG ; Haiyan SANG ; Yu LU ; Chunyan HAO ; Zhe AN
Chinese Journal of Modern Nursing 2025;31(9):1223-1226
Objective:To explore the fatigue status and its influencing factors in acute coronary syndrome (ACS) patients after percutaneous coronary intervention (PCI) .Methods:This study is a cross-sectional study. A convenient sampling method was used to select 98 ACS patients who underwent PCI in the Department of Cardiology at China-Japan Union Hospital of Jilin University in February 2024. A general data questionnaire and the Multidimensional Fatigue Inventory-20 (MFI-20) were used to investigate the patients.Results:The total score of MFI-20 for the 98 ACS patients post-PCI was (57.38±15.14). Multiple linear regression analysis showed that hypertension was influencing factor of fatigue in ACS patients after PCI ( P<0.05) . Conclusions:The fatigue level of ACS patients after PCI is at a moderate level. The degree of fatigue is influenced by hypertension. Clinical targeted nursing measures should be implemented to alleviate the fatigue of the patients.

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