1.Effectiveness Evaluation of Exhalation-Inhalation Exercise on Early Pulmonary Rehabilitation for Patients with Acute Exacerbation of Chronic Obstructive Pulmonary Disease
Jiaojiao WANG ; Lin HAN ; Pengcheng ZHOU
Journal of Traditional Chinese Medicine 2026;67(4):432-438
ObjectiveTo evaluate the effectiveness of exhalation-inhalation exercise on early pulmonary rehabi-litation for patients with acute exacerbation of chronic obstructive pulmonary disease (AECOPD). MethodsA total of 120 participants with AECOPD were randomly divided into a treatment group and a control group, with 60 participants in each group. The control group treated with conventional western medicine, while the treatment group received exhalation-inhalation exercise training on the basis of conventional western medicine treatment, with 30 minutes per session and 5 sessions per week. The course of treatment for both groups was 12 weeks. The primary outcome was the 6-minute walking distance (6MWD). The secondary outcomes included pulmonary function indexes including forced expiratory volume in one second/forced vital capacity (FEV1/FVC), percentage of predicted forced expiratory volume in one second (FEV1%) and percentage of predicted forced vital capacity (FVC%), St.George's Respiratory Questionnaire (SGRQ) score, modified Medical Research Council (mMRC) dyspnea scale score, COPD assessment test (CAT) score, hospital anxiety and depression scale-anxiety subscale [HADS(A)] score, and hospital anxiety and depression scale-depression subscale [HADS(D)] score. Meanwhile, safety of all participants was recorded and assessed. ResultsDuring the treatment, 12 participants dropped out from both the treatment group and the control group, with 48 participants in each group finally included in the analysis. The 6MWD of both groups after treatment was higher than that before treatment, and the 6MWD of the treatment group was higher than that of the control group (P<0.05 or P<0.01). After treatment, the SGRQ score, mMRC score and CAT score of the treatment group were lower than those before treatment, while FEV1%, FVC% and FEV1/FVC were higher than those before treatment (P<0.05). Moreover, after treatment, the FEV1/FVC of the treatment group was higher than that of the control group, while the SGRQ score, mMRC score and CAT score were lower than those of the control group (P<0.05 or P<0.01). There was no statistically significant difference in pulmonary function indexes, SGRQ score, mMRC score and CAT score after treatment in the control group (P>0.05). No statistically significant difference was observed in HADS(A) score and HADS(D) score after treatment within and between groups (P>0.05). The incidence of adverse reactions in the treatment group was 6.25% (3/48), and 0 in the control group, with no statistically significant difference between groups (P>0.05). ConclusionExhalation-inhalation exercise for patients with AECOPD in early pulmonary rehabilitation can improve patients' exercise tole-rance, quality of life, clinical symptoms and pulmonary function, with good safety.
2.Impact of DRG payment on length of stay and medical costs in COPD patients from Kashgar region
Jiale YANG ; Ningning WANG ; Aierken AIZEZIJIANG ; Lingkai LIAN ; Xinyi LYU ; Pengcheng LIU ; Wenbing YAO
China Pharmacy 2026;37(8):991-997
OBJECTIVE To analyze the impact of the diagnosis-related groups (DRG) payment reform on the length of stay and medical costs in patients with chronic obstructive pulmonary disease (COPD) in Kashgar region, aiming to provide localized empirical evidence for the optimization of regional medical insurance payment methods. METHODS Based on the inpatient settlement database of the Xinjiang Uygur Autonomous Region Healthcare Security Administration, settlement data of COPD inpatients from 17 medical institutions in Kashgar region between January 1, 2022, and December 31, 2024, were extracted. The overall changes in patients’ length of stay and costs were compared before and after the reform. Subsequently, interrupted time series analysis (ITSA) was employed to explore the impact of the DRG payment reform on these variables. RESULTS Following the reform, both the average length of stay and various cost decreased significantly compared to the pre-reform period ( P <0.001). At the overall sample level, the average length of stay, average total cost, average drug cost, average medical service cost, and average examination cost per admission all demonstrated significant long-term downward trends after the reform ( P <0.05). However, the decrease in average out-of-pocket costs and the increase in average consumable costs per admission were not statistically significant ( P >0.05). In tertiary medical institutions, the average length of stay and all categories of costs (except average consumable costs per admission) exhibited significant long-term upward trends after the reform ( P <0.05); conversely, in secondary and lower-level medical institutions, the average length of stay, average total cost, average drug cost, average medical service cost, and average examination cost per admission showed significant long-term downward trends ( P <0.05). CONCLUSIONS The DRG payment reform has achieved an overall effect of reducing the length of stay and controlling costs in COPD patients from Kashgar region. However, the effects vary across different levels of medical institutions: secondary and lower-level institutions show a long-term downward trend in length of stay and costs, whereas tertiary institutions exhibit a long-term upward trend. Furthermore, patients’ out-of-pocket financial burden does not show significant improvement.
3.Facial and tongue features in traditional Chinese medicine for coronary artery stenosis warning and their association chain with cardiac biomarkers
Yu Wang ; Pengcheng Ding ; Zhentao Li ; Jiyu Zhang ; Liping Tu ; Jijie Xu ; Jiatuo Xu
Digital Chinese Medicine 2026;9(2):184-196
Objective:
To explore whether digital facial and tongue diagnostic technologies can support the assessment of coronary heart disease (CHD) patients for coronary artery stenosis severity, and examine potential associations between digital tongue diagnosis features and myocardial biomarkers.
Methods:
The TFDA-1 face and tongue diagnosis instrument and the TDAS analysis system were used to perform intelligent visual examination and analysis of the facial and tongue in CHD patients who attended the Department of Cardiology at Shanghai Baoshan Hospital of Integrated Traditional Chinese and Western Medicine between October 2, 2023 and July 31, 2024. Variables were screened using principal component analysis (PCA) and multicollinearity analysis to construct four machine learning models, including random forest, LightGBM, decision tree, and naive Bayes, for the early prediction of coronary artery stenosis severity. Model performance metrics, including sensitivity, specificity, precision, F1 score, accuracy, and the area under the receiver operating characteristic (ROC) curve (AUC), were evaluated. Visual analyses were performed using the SHapley Additive exPlanations (SHAP) interpreter and decision curve analysis. For patients after percutaneous coronary intervention (PCI), a conceptual model linking cardiac biomarkers and tongue diagnosis was constructed using the partial least squares structural equation modeling (PLS-SEM), and its validity was assessed.
Results:
A total of 459 CHD patients were enrolled and assigned to a PCI group and a non-PCI group (which comprised two subgroups: mild stenosis or less group, moderate stenosis or greater group). For sublingual vein (SV) features, the PCI group had lower SV-a and SV-b than the other groups (P < 0.01 and P < 0.05, respectively). For tongue surface features, the PCI group had significantly higher tongue body (TB)-L, TB-a, and TB-b (P < 0.05, P < 0.01, and P < 0.001, respectively), as well as higher tongue coating (TC)-a and TC-b (P < 0.01 and P < 0.001, respectively). Age, SV-a, SV-b, creatine kinase-myocardial band (CK-MB), CK, TC-a, lip-L, and lip-b were incorporated in the machine learning models. The random forest model performed best, with an AUC of 0.924, an F1 score of 0.839, precision of 0.807, accuracy of 0.864, sensitivity of 0.873, and specificity of 0.839. Decision curve analysis indicated that both LightGBM and random forest had clinical utility. PLS-SEM confirmed the pathway relationships: myocardial biomarkers → TB and myocardial biomarkers → TC (coefficient = – 0.238, t = 2.239, P = 0.025, and coefficient = – 0.270, t = 2.522, P = 0.012, respectively).
Conclusion
This study developed a noninvasive early warning model for coronary artery stenosis in patients with CHD. It applied PLS-SEM to investigate the association between post-PCI cardiac biomarkers and tongue diagnosis, and validated the proposed association chain. These findings suggest that intelligent traditional Chinese medicine (TCM) visual diagnosis integrated with modern digital technology may support CHD risk assessment and comprehensive health management.
4.Multi-omics analysis of hormesis effect of lanthanum chloride on carotenoid synthesis in Rhodotorula mucilaginosa.
Hong ZHANG ; Tong WEN ; Zhihong WANG ; Xin ZHAO ; Hao WU ; Pengcheng XIANG ; Yong MA
Chinese Journal of Biotechnology 2025;41(4):1631-1648
Hormesis effect has been observed in the secondary metabolite synthesis of microorganisms induced by rare earth elements. However, the underlying molecular mechanism remains unclear. To analyze the molecular mechanism of the regulatory effect of Rhodotorula mucilaginosa in the presence of lanthanum chloride, different concentrations of lanthanum chloride were added to the fermentation medium of Rhodotorula mucilaginosa, and the carotenoid content was subsequently measured. It was found that the concentrations of La3+ exerting the promotional and inhibitory effects were 0-100 mg/L and 100-400 mg/L, respectively. Furthermore, the expression of 33 genes and the synthesis of 55 metabolites were observed to be up-regulated, while the expression of 85 genes and the synthesis of 123 metabolites were found to be down-regulated at the concentration range of the promotional effect. Notably, the expression of carotenoid synthesis-related genes except AL1 was up-regulated. Additionally, the content of β-carotene, lycopene, and astaxanthin demonstrated increases of 10.74%, 5.02%, and 3.22%, respectively. The expression of 5 genes and the synthesis of 91 metabolites were up-regulated, while the expression of 35 genes and the synthesis of 138 metabolites were down-regulated at the concentration range of the inhibitory effect. Meanwhile, the content of β-carotene, lycopene, and astaxanthin decreased by 21.73%, 34.81%, and 35.51%, respectively. In summary, appropriate concentrations of rare earth ions can regulate the synthesis of secondary metabolites by modulating the activities of various enzymes involved in metabolic pathways, thereby exerting the hormesis effect. The findings of this study not only contribute to our comprehension for the mechanism of rare earth elements in organisms but also offer a promising avenue for the utilization of rare earth elements in diverse fields, including agriculture, pharmaceuticals, and healthcare.
Lanthanum/pharmacology*
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Rhodotorula/genetics*
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Carotenoids/metabolism*
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Hormesis/drug effects*
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Fermentation
;
Multiomics
5.Analysis of the Current Application Status and Enlightenment of Artificial Intelligence in Post-marketing Pharmacovigilance in China
Tao WANG ; Lin ZHANG ; Qing WANG ; Pengcheng LIU ; Chuanyong SHEN
Herald of Medicine 2025;44(4):560-564
Objective Pharmacovigilance,as an essential component of post-marketing drug regulation,plays a crucial role in ensuring the safety of public medication use.In recent years,Artificial intelligence(AI)technology,with its powerful data processing and analysis capabilities,has shown tremendous potential in the field of Pharmacovigilance.This article introduced and analyzed the application background of AI technology in Pharmacovigilance,its exploration and current status both internationally and within China,highlighted its application in the country,as well as the associated problems and challenges from the perspective of post-marketing regulation.It aims to provide reference for post-marketing regulation in China.Currently,China's exploration and application of AI in pharmacovigilance have just begun,and efforts should be intensified and the pace accelerated.Regulatory agencies should actively develop and implement regulatory standards or relevant guidelines for AI technologies throughout the product lifecycle,strengthen personnel training,talent cultivation,and introduction,actively promote close cooperation among regulatory agencies,pharmaceutical companies,research institutes,and universities,and jointly promote the innovative application of AI technology in the field of drug regulation.
6.Clinical Study on Tongfu Xiere Quyu Shuli Prescription in the Treatment of Functional Dyspepsia of Spleen and Stomach Damp-Heat and Qi Stagnation and Blood Stasis Type
Mingli WANG ; Pengcheng SONG ; Haiyan ZHANG ; Ling ZHOU ; Weiguo ZHAO ; Nannan WANG ; Na YANG
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(7):961-968
OBJECTIVE To study the clinical efficacy of Professor Li Bingmao's Tongfu Xiere Quyu Shuli Prescription in the treatment of patients with functional dyspepsia(FD)of spleen and stomach damp-heat and qi stagnation and blood stasis type.METH-ODS A total of 206 patients with functional dyspepsia of spleen and stomach damp-heat and qi stagnation and blood stasis type diag-nosed by Hengshui People's Hospital were included in the study and randomly divided into a study group and a control group with 103 cases in each group.During the treatment,3 cases dropped out in each group.The control group adopted the conventional Western medicine treatment plan for functional dyspepsia(mosapride+rabeprazole),and the study group took Tongfu Xiere Quyu Shuli Pre-scription on the basis of the treatment of the control group.The treatment course of both groups was 4 weeks.The traditional Chinese medicine(TCM)syndrome scores,psychological status[self-rating anxiety scale(SAS),self-rating depression scale(SDS),and quality of life[Nepean dyspepsia life quality index(NDLQI)of the two groups of patients before and after treatment were observed and the clinical efficacy was evaluated;serum motilin(MTL),ghrelin,gastrin(GAS),corticotropin-releasing hormone(CRH)and pep-sinogen(PG Ⅰ,PG Ⅱ)were measured by enzyme-linked immunosorbent assay;changes in gastric motility indexes were analyzed by electrogastrogram analyzer;changes in intestinal flora were detected by instillation method.The occurrence of adverse reactions in the two groups of patients was monitored during treatment.RESULTS After treatment,the TCM syndrome scores of the two groups were significantly reduced(P<0.05,P<0.01),and the score in the study group was lower than that in the control group(P<0.01).The total effective rate of the study group was significantly higher than that in the control group(P<0.01).After treatment,the expression levels of MTL,Ghrelin,GAS,PG Ⅰ and PG Ⅱ in the two groups increased,and CRH decreased,and the improvement degree of the study group was better than that of the control group(P<0.01).After treatment,the main frequency and slow wave percentage of the electrogastrogram increased in the two groups,and the study group was better than that of the control group(P<0.01).After treat-ment,the number of bifidobacteria and lactobacilli in the two groups increased,and the number in the study group was greater than that in the control group,while the number of enterobacteria,enterococci and yeast decreased,and the number in the study group was less than that in the control group(P<0.01).There was no significant difference in adverse reactions between the two groups(P>0.05).CONCLUSION Tongfu Xiere Quyu Shuli Prescription is effective in the treatment of FD patients with spleen and stomach damp-heat syndrome,and can improve FD clinical symptoms,quality of life,anxiety and depression symptoms,regulate gastrointesti-nal hormone expression levels,gastric motility and intestinal flora expression,and does not increase adverse reactions,and is safe and reliable.
7.Meta-analysis of influencing factors of retinal re-detachment after the first silicone oil removal
Jiatao LU ; Zheng ZHENG ; Pengcheng HU ; Xi WANG ; Xiaoying HUANG
Chinese Journal of Experimental Ophthalmology 2025;43(1):60-68
Objective:To systematically evaluate the influencing factors of retinal re-detachment after the first silicone oil removal.Methods:Chinese databases (CNKI, CBM, VIP, Wanfang) and English databases (PubMed, Cochrane, Embase, Web of science) were searched to retrieve the factors affecting the retinal re-detachment after the first pars plana vitrectomy (PPV) combined with silicone oil removal from the inception of the databases to August 20, 2023.The quality of literature was evaluated according to the Newcastle-Ottawa Scale (NOS).The influencing factors related to the retinal re-detachment after the first silicone oil removal were extracted from the literature, and the influencing factors mentioned in <3 literatures were excluded.RevMan5.3 software was used for quantitative and comprehensive analysis.Results:A total of 14 articles were included, including 3 393 eyes, with 498 eyes in the recurrent group, and 2 895 eyes in the non-recurrent group.The results of meta-analysis showed that high myopia (odds ratio [ OR]=1.40, 95% confidence interval [ CI]: 1.08-1.81), giant retinal hole( OR=2.36, 95% CI: 1.63-3.41), vitreous residue ( OR=130.02, 95% CI: 66.03-256.02), intraocular lens status before PPV ( OR=1.86, 95% CI: 1.26-2.75) were the risk factors for retinal re-detachment after silicone oil removal.Rhegmatogenous retinal detachment ( OR=0.68, 95% CI: 0.50-0.92), PPV combined with external scleral compression ( OR=0.63, 95% CI: 0.45-0.88) and fundus laser photocoagulation 2-4 weeks before silicone oil removal ( OR=0.25, 95% CI: 0.13-0.49) were protective factors for retinal detachment after silicone oil removal.The results of sensitivity analysis showed that there was no significant change in the analysis results after changing the analysis model.There was no publication bias among the included studies. Conclusions:High myopia, giant retinal detachment, vitreous residue and intraocular lens status before PPV increased the risk of retinal re-detachment after the first silicone oil removal, Rhegmatogenous retinal detachment, PPV combined with external scleral pressure and fundus laser photocoagulation 2-4 weeks before silicone oil removal may be protective factors.
8.Application of full-length lower extremity CT with various noise index in robot-assisted total knee arthroplasty
Yi WANG ; Yaling GAO ; Peiyan HU ; Pengcheng SHAN ; Hui SUN ; Juan ZHANG
Journal of Practical Radiology 2025;41(3):496-500
Objective To investigate the application value of full-length lower extremity CT scans performed at different noise index(NI)in terms of image quality and radiation dose for robot-assisted total knee arthroplasty(RTKA).Methods Eighty patients who underwent RTKA were selected and randomly divided into four groups based on different NI:NI=8,NI=18,NI=28,and NI=38.Subjective scores were assigned to the full-length lower extremity CT images and the three-dimensional skeletal models generated by volume rendering(VR)post-processing.Objective evaluations were performed using three indicators:dose length product(DLP),volume CT dose index(CTDIvol),and hip-knee-ankle angle(HKA).The application value of full-length lower extremity CT scans in RTKA was analyzed.Results(1)As the NI value increased,the subjective scores of thin-slice images decreased.Images with NI between 8 and 18 met the imaging diagnostic standards,while those with NI higher than 18 were unacceptable.(2)As the NI value increased,all VR skeletal models met the acceptance criteria for RTKA.(3)As the NI value increased,DLP and CTDIvol gradually decreased,with statistically significant differences(P<0.05),However,in the comparison between the NI=28 and NI=38 groups,the difference was not statistically significant(P>0.05).Conclusion Performing full-length lower extremity CT scans with an NI of 28 not only meets the preoperative planning requirements for RTKA but also minimizes the radiation dose.
9.Clinical study on prognosis and occlusal evaluation of large area caries of deciduous molars restored by Hall technique
Pengcheng HE ; Yiting LI ; Siwei WANG ; Xin ZHOU ; Yuan ZHOU ; Yang LIU ; Liwei ZHENG
Chinese Journal of Stomatology 2025;60(10):1109-1119
Objective:To evaluate the prognosis of Hall technique and traditional performed metal crown (PMC) restoration technique, and to follow up the occlusal changes before and after treatment with Hall technique, providing references for the promotion of Hall technique.Methods:Children who visited the Department of Pediatric Dentistry, West China Hospital of Stomatology, Sichuan University from May 2021 to December 2022 were screened according to the inclusion and exclusion criteria. The therapeutic effects of the two groups were followed up at three time points: 1, 2 and 3 months after operation. The observation results were divided into three outcomes: success (crown in place, no symptoms of pulpitis or periapical periodontitis, no obvious abnormality in occlusion, no need for further treatment), partial failure (crown falling off or crown broken, tooth defect can be repaired, reversible pulpitis) and complete failure (irreversible pulpitis or periapical periodontitis, crown falling off and tooth defect irreparable), and statistical analysis was made. At the same time, the Hall technique group was followed up at five time points as before operation, immediately after operation, 2 weeks after operation, 4 weeks after operation and 8 weeks after operation respectively, in which the occlusion was analyzed by Dental Prescale Ⅱ system. The vertical dimension of occlusion (VDO), overbite and coverage, and canine relationship were recorded and compared. Three-dimensional finite element method was used to model and analyze the stress of the teeth treated with traditional PMC treatment and Hall technique, and the differences between them were compared.Results:Finally, 21 children were included in the Hall technique group, including 12 boys and 9 girls, with age of (5.0±1.4) years. Meanwhile, 22 children including 15 boys and 7 girls were in the traditional PMC group, with age of (5.1±1.3) years. There were 0 cases of complete failure and 0 cases of partial failure both in the Hall technique group and in the traditional PMC group within 1 month. There were 0 cases of complete failure and 1 case of partial failure in the Hall technique group, while 0 cases of complete failure and 0 cases of partial failure in the traditional PMC group within 2 months after operation. Hall technique group failed completely in 1 case and partially in 1 case, while the traditional pre-crown group failed completely in 0 cases and partially in 0 cases 3 months after operation. There was no significant difference in the incidence of primary index/complete failure and secondary index/partial failure between Hall technique group and traditional PMC group (all P>0.05). The occlusal area and occlusal force of children treated with Hall technique decreased immediately after operation compared with those before operation, but gradually recovered to the preoperative level at 2, 4 and 8 weeks after operation. To elaborate, the occlusal area decreased significantly from (14.79±3.55) mm 2 before operation to (10.15±3.17) mm 2 immediately after operation ( P=0.001), and recovered to (15.58±3.39) mm 2 at 8 weeks after operation ( P>0.05 compared with pre-operation). The occlusal force decreased significantly from (436.94±109.59) N before operation to (292.70±96.05) N immediately after operation ( P=0.001), and recovered to (441.86±104.31) N at 8 weeks after operation ( P>0.05 compared with pre-operation). Overbite decreased significantly from (2.54±1.05) mm before operation to (1.80±0.94) mm immediately after operation ( P=0.044) and then recovered to (2.35±1.02) mm ( P>0.05 compared with pre-operation). The coverage changed from (2.41±0.66) mm before operation to (2.27±0.61) mm immediately after operation ( P>0.05) and then recovered to (2.48±0.62) mm ( P>0.05 compared with pre-operation). The canine relationship was (3.12±0.54) mm before operation, and decreased significantly immediately after operation (2.17±0.89) mm ( P=0.001), and recovered to (3.05±0.61) mm after 8 weeks ( P>0.05 compared with pre-operation). In the three-dimensional finite element analysis, the maximum stress of all parts of the affected tooth increased immediately after Hall technique treatment, but with occlusal adjustment, the maximum stress of all parts of the affected tooth decreased, which was similar to that of the traditional metal pre-crown group. The vertical load and oblique load of pre-crown decreased from 180.11 and 496.16 MPa to 108.05 and 297.69 MPa, respectively. The vertical load and oblique load of enamel decreased from 94.83 and 255.94 MPa to 57.21 and 156.44 MPa, respectively. The vertical load and oblique load of dentin decreased from 55.19 and 124.77 MPa to 33.19 and 74.59 MPa, respectively. Conclusions:During the experimental observation period, there is no obvious difference between Hall technique and traditional PMC treatment technology in terms of post-treatment occlusion and clinical prognosis, which supports clinical application.
10.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

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