1.Study on the new workflow of PIVAS based on intelligent auxiliary devices
Haiwen DING ; Sheng LIU ; Zhaolin CHEN ; Liqin TANG ; Tong TONG
China Pharmacy 2026;37(1):99-104
OBJECTIVE To build a new workflow of pharmacy intravenous admixture services (PIVAS), effectively connect intelligent equipment, and promote the intelligent development of PIVAS. METHODS Based on intelligent auxiliary equipment, PIVAS workflow was optimized, and a process-oriented model was established. This model integrated intelligent prescription review (automatic prescription review+manual intervention mode), intelligent labeling, intelligent allocation, intelligent sorting, and finished infusion quality inspection system. Furthermore, an assessment was conducted to examine unreasonable medical order rate of intelligent prescription review, the working efficiency and error rate of intelligent labeling machine and intelligent sorting machine, and the dispensing efficiency and accuracy of intelligent dispensing robot. RESULTS Under the intelligent prescription review mode, the rate of unreasonable medical orders decreased from 0.157% to 0.050% (P<0.05); automatic labeling efficiency reached 21.7 sheets/min, surpassing the manual labeling efficiency of 13.8 sheets/min (P<0.05), and the daily labeling error rate decreased from 6.1‰ to 2.5‰ (P<0.05). Simultaneously operating two dispensing robots significantly improved the efficiency of batch dispensing and reduced the residual amount of liquid medicine (P<0.05); additionally, a quality testing system for finished infusion was established, involving appearance, Tyndall effect, insoluble particles, turbidity, absorbance, pH and osmotic pressure, to ensure the quality of finished infusion and reduce the risk of infusion. CONCLUSIONS The new process of PIVAS connected with intelligent devices in our hospital can improve work efficiency, reduce dispensing errors, ensure the quality of finished infusion, and improve the level of pharmaceutical care.
2.QingNangTCM: a parameter-efficient fine-tuning large language model for traditional Chinese medicine
Xuming TONG ; Liyan LIU ; Yanhong YUAN ; Xiaozheng DING ; Huiru JIA ; Xu YANG ; Sio Kei IM ; Mini Han WANG ; Zhang XIONH ; Yapeng WANG
Digital Chinese Medicine 2026;9(1):1-12
Objective:
To develop QingNangTCM, a specialized large language model (LLM) tailored for expert-level traditional Chinese medicine (TCM) question-answering and clinical reasoning, addressing the scarcity of domain-specific corpora and specialized alignment.
Methods:
We constructed QnTCM_Dataset, a corpus of 100 000 entries, by integrating data from ShenNong_TCM_Dataset and SymMap v2.0, and synthesizing additional samples via retrieval-augmented generation (RAG) and persona-driven generation. The dataset comprehensively covers diagnostic inquiries, prescriptions, and herbal knowledge. Utilizing P-Tuning v2, we fine-tuned the GLM-4-9B-Chat backbone to develop QingNangTCM. A multi-dimensional evaluation framework, assessing accuracy, coverage, consistency, safety, professionalism, and fluency, was established using metrics such as bilingual evaluation understudy (BLEU), recall-oriented understudy for gisting evaluation (ROUGE), metric for evaluation of translation with explicit ordering (METEOR), and LLM-as-a-Judge with expert review. Qualitative analysis was conducted across four simulated clinical scenarios: symptom analysis, disease treatment, herb inquiry, and failure cases. Baseline models included GLM-4-9B-Chat, DeepSeek-V2, HuatuoGPT-II (7B), and GLM-4-9B-Chat (freeze-tuning).
Results:
QingNangTCM achieved the highest scores in BLEU-1/2/3/4 (0.425/0.298/0.137/0.064), ROUGE-1/2 (0.368/0.157), and METEOR (0.218), demonstrating a balanced and superior normalized performance profile of 0.900 across the dimensions of accuracy, coverage, and consistency. Although its ROUGE-L score (0.299) was lower than that of HuatuoGPT-II (7B) (0.351), it significantly outperformed domain-specific models in expert-validated win rates for professionalism (86%) and safety (73%). Qualitative analysis confirmed that the model strictly adheres to the “symptom-syndrome-pathogenesis-treatment” reasoning chain, though occasional misclassifications and hallucinations persisted when dealing with rare medicinal materials and uncommon syndromes.
Conclusion
Combining domain-specific corpus construction with parameter-efficient prompt tuning enhances the reasoning behavior and domain adaptation of LLMs for TCM-related tasks. This work provides a technical framework for the digital organization and intelligent utilization of TCM knowledge, with potential value for supporting diagnostic reasoning and medical education.
3.HAN Mingxiang's Experience in Clinical Application of Zeqi (Euphorbia HelioscopiaL.)
Jian DING ; Weizhen GUO ; Jiabing TONG ; Zegeng LI ;
Journal of Traditional Chinese Medicine 2025;66(4):340-343
This paper summarizes Professor HAN Mingxiang's clinical experience in the use of Zeqi (Euphorbia HelioscopiaL.). It is believed that Zeqi (Euphorbia HelioscopiaL.) has the effects of promoting qi, relieving water retention and swelling, resolving phlegm, stopping cough, dissipating masses, activating blood, removing stasis, and detoxifying. In clinical practice, Zeqi (Euphorbia HelioscopiaL.) is flexibly applied in the treatment of skin diseases, respiratory diseases, tumors, etc. For instance, in treating psoriasis with the pathogenesis of damp-heat toxin, a compound prescription of Zeqi Decoction (泽漆汤) is formulated. For bronchial asthma with kidney deficiency and water retention, Zeqi Decoction is commonly combined with Wuling Powder (五苓散) in adjusted doses. For lung nodules with a combination of deficiency, phlegm, stasis, and toxin, a Lung Nodule Prescription is proposed. For advanced lung cancer with both qi and yin deficiency and toxin accumulation, Qiyu Sanlong Decoction (芪玉三龙汤) is suggested, and for cancer-related ascites with qi deficiency and water retention, Wuling Powder combined with Zeqi (Euphorbia HelioscopiaL.)is chosen.
5.Untargeted Metabolomics of Plasma From Coronavirus Disease 2019 Patients One Year After Recovery.
Xu-Tong ZHANG ; Ye-Hong YANG ; Yue WU ; Rong HAN ; Qiao-Chu WANG ; Tao DING ; Jiang-Feng LIU ; Jun-Tao YANG
Acta Academiae Medicinae Sinicae 2025;47(4):519-526
Objective To investigate the recovery of plasma metabolism in asymptomatic and mild patients of coronavirus disease 2019(COVID-19)one year after recovery.Methods A total of 174 participants were recruited from the communities in Wuhan,including 80 healthy volunteers and the COVID-19 patients who had recovered for one year.According to the disease severity,the recovered COVID-19 patients were grouped as asymptomatic patients(n=80)and mild patients(n=14).The liquid chromatography mass spectrometry platform was employed to study the metabolomic characteristics of the plasma from all the participants.Results The plasma metabolites in asymptomatic patients and mild patients remained abnormal compared with those in healthy volunteers.Among the differential metabolites in asymptomatic patients and mild patients,some metabolites showed a downward trend only in mild patients,such as phosphatidylethanolamine[20∶3(5Z,8Z,11Z)/P-18∶0],sphingomyelin(d18∶1/24∶0),and cholesteryl(15∶0).The metabolic pathway involving the differential metabolites in mild patients was mainly glycerophospholipid metabolism.Conclusions Even one year after recovery,the mild COVID-19 patients still exhibit metabolic abnormalities.Hence,these patients may experience an extended period of time for recovery.
Humans
;
COVID-19/metabolism*
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Metabolomics
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SARS-CoV-2
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Metabolome
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Female
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Male
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Adult
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Middle Aged
6.Quality control protocol for adult overweight and obesity screening in health management (examination) institutions (2025 edition)
Jianling FAN ; Tiejun WANG ; Pengfei YANG ; Keke DING ; Xiaoning HAO ; Sunfang JIANG ; Ankang LÜ ; Jianping LU ; Sheng RONG ; Weibin SHI ; Shengwei SUN ; Yan TAN ; Qilei TU ; Zhiping WANG ; Bing WANG ; Jianyun WANG ; Weijian WANG ; Yan WANG ; Qun XU ; Chenli ZHANG ; Fan ZHANG ; Ping ZHANG ; Yansong ZHENG ; Jieru ZHOU ; Dan CHEN ; Jiaoyang ZHENG
Chinese Journal of Clinical Medicine 2025;32(6):1097-1111
Obesity, as a chronic recurrent disease, has become a major public health challenge in China. To implement the requirements of the Healthy China Initiative (2019—2030), under domestic guidelines or consensus statements on overweight and obesity, and in alignment with the latest scientific advances globally, the Quality control protocol for adult overweight and obesity screening in health management (examination) institutions (2025 edition) was developed. This protocol was drafted by the Health Management Center of Shanghai Changzheng Hospital and formulated through multiple rounds of deliberation by experts in China’s health examination quality control field. The protocol establishes unified standards for screening facilities, personnel qualifications, and measurement or testing procedures. It defines specific screening items, outlines a standardized screening pathway, and sets requirements for the final medical review, ensuring the scientific validity, effectiveness, and safety of the screening process. The implementation of this protocol will enhance the consistency of weight management practices for adults across health examination institutions and strengthen the quality control of overweight and obesity screening programs.
7.Correlation between triglyceride-glucose index-body mass index product and hypertension
Yangyi ZHENG-LIU ; Zihao DING ; Tianyao LONG ; Tong YU ; Minqi LI ; Ling LI ; Xiuqin HONG
Journal of Chinese Physician 2025;27(8):1191-1196
Objective:To explore the correlation between triglyceride-glucose (TyG) index-body mass index (BMI) product (TyG-BMI) and hypertension.Methods:Based on the cross-sectional survey data of adult hypertension prevalence in Hunan Province from June 2013 to May 2014, 4 012 subjects aged ≥18 years with complete key data were included. Binary logistic regression analysis was used to analyze the correlation between TyG-BMI and hypertension, and receiver operating characteristic (ROC) curve was used to compare the ability of TyG index and TyG-BMI to identify hypertension.Results:A total of 4 012 subjects were included in this study, with an average age of (54.6±12.6)years, and males accounted for 40.98%(1 644/4 012). The prevalence of hypertension was 38.33%(1 538/4 012). Logistic regression analysis showed that elevated TyG-BMI was an independent risk factor for hypertension ( P<0.05). In the fully adjusted model, each 1/4 increase in TyG-BMI was associated with a 1.017-fold increase in the risk of hypertension ( OR=1.017, 95% CI: 1.014-1.019). Compared with the lowest quartile group (Q 1), the higher quartile groups (Q 2, Q 3, Q 4) of TyG-BMI had a higher risk of hypertension, with OR values of 1.841, 2.265, and 4.386, respectively. Restricted cubic spline plot showed a linear dose-response relationship between TyG-BMI and the risk of hypertension (overall trend P<0.001). In subgroup analyses stratified by age, gender, smoking and drinking status, TyG-BMI was positively correlated with hypertension. In addition, ROC curve analysis showed that TyG-BMI had better diagnostic value for hypertension compared with TyG index. Conclusions:TyG-BMI is an independent risk factor for hypertension. Excessively high TyG-BMI or gradual increase of TyG-BMI will increase the risk of hypertension, and TyG-BMI has higher value in identifying hypertension compared with TyG index.
8.Quality evaluation of Croci Stigma from different producing areas
Rui-qi WANG ; Yi-qi SHEN ; XU CHEN SI-HAN ; Yong ZHANG ; Tong ZHANG ; Yue DING
Chinese Traditional Patent Medicine 2025;47(4):1084-1091
AIM To evaluate the quality of Croci Stigma from different producing areas.METHODS The analysis was performed on a 25 ℃ thermostatic Waters Acquity UPLC HSS T3 column(2.1 mm× 100 mm,1.8μm),with the mobile phase comprising of 0.1%phosphoric acid-acetonitrile flowing at 0.35 mL/min in a gradient elution manner,and the detection wavelengths were set at 254,440 nm.The UPLC fingerprints were established,after which orthogonal partial least squares discriminant analysis was performed,picrocrocin,crocin-Ⅰ,crocin-Ⅱ,crocin-Ⅲ,crocin-Ⅳ contents and chromaticity values(L*,a*,b*,E*ab)were determined,Pearson correlation analysis was adopted in the investigation of correlations between chromaticity values and internal constituent contents.RESULTS There were 14 common peaks in the fingerprints for 22 batches of medicinal materials with the similarities of more than 0.98.Various batches of medicinal materials were clustered into 2 types,7 quality difference components were screened.crocin-Ⅰ content in medicinal materials from different producing areas demonstrated significant differences(P<0.05);the redder the color of medicinal material,the higher the contents of crocins.Picrocrocin,crocin-Ⅰ,crocin-Ⅱ,crocin-Ⅳ contents displayed highly significant correlations with colorimetric values(P<0.01),while crocin-Ⅲ content exhibited no significant correlation with the latter(P>0.05).CONCLUSION This accurate and reliable method can provide references for the quality control and color-quality relationship elucidation of Croci Stigma.
9.Quantitative transmitting rules of benchmark samples of Ganjiang Lingzhu Decoction
Yun LIU ; Ting LI ; Ling LI ; Lu SUI ; Yue DING ; Tong ZHANG
Chinese Traditional Patent Medicine 2025;47(5):1413-1420
AIM To invesigate the quantitative transmitting rules of benchmark samples of Ganjiang Lingzhu Decoction.METHODS HPLC fingerprints were established,after which principal component analysis and partial least squares discriminant analysis were performed.The contents of 6-gingerol,liquiritin and glycyrrhizic acid were determined,after which their transfer rates and dry paste rate were calculated.RESULTS There were 22 common peaks in the fingerprints for 15 batches of benchmark samples with the similarities of more than 0.9.Various batches of benchmark samples were clustered into 3 categories,4 principal components demonstrated the accumulative variance contribution rate of 92.676%,and liquiritin made a great contribution to grouping.In various batches of medicinal materials-decoction pieces,decoction pieces-standard decoctions and standard decoctions-benchmark samples,the transfer rates of 6-gingerol were 84.72%-100.00%,14.29%-24.14%,88.60%-99.36%,those of liquiritin were 74.38%-100.00%,38.54%-64.20%,96.91%-100.30%,and those of glycyrrhizic acid were 68.28%-103.27%,28.48%-49.79%,92.93%-100.49%,the dry paste rate was 13.75%-16.41%.CONCLUSION The preparation process for benchmark samples of Ganjiang Lingzhu Decoction is stable,6-gingerol,liquiritin and glycyrrhizic acid can be taken as their quality markers.Fingerprint combined with content determination can provides a reference for the quality control of Ganjiang Lingzhu Decoction and their related preparations.
10.Comparative study of 68Ga-Pentixafor PET/CT and adrenal venous sampling in guiding surgical treatment of primary aldosteronism
Shengyan LIU ; Guoyang ZHENG ; Yinjie GAO ; Jie DING ; Yushi ZHANG ; Anli TONG ; Li HUO
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(9):513-518
Objective:To compare the efficacy of 68Ga-Pentixafor PET/CT in guiding surgical treatment of primary aldosteronism (PA) with that of adrenal venous sampling (AVS), and to explore its value in the diagnosis and management of PA. Methods:A total of 83 patients (62 males, 21 females, age (48.5±10.4) years) who received unilateral adrenal PA based on 68Ga-Pentixafor PET/CT or AVS results at the Department of Urological Surgery of Peking Union Medical College Hospital from January 1, 2021 to May 31, 2023 were retrospectively enrolled. Clinical data of patients were collected and the postoperative benefit rates guided by the two examination methods were compared according to the international multi-center PA surgical outcome standard. Quantitative indexes in 68Ga-Pentixafor PET/CT (SUV max, ratio of lesion SUV max to normal-adrenal-tissue SUV mean (LAR), ratio of lesion SUV max to normal-liver SUV mean (LLR), and ratio of lesion SUV max to contralateral SUV max (LCR)) were obtained for comparative analysis in patients with different surgical outcomes. Mann-Whitney U test, χ2 test or Fisher′s exact test were used to analyze the data. Results:Among 83 patients, 35 underwent AVS-guided surgery and 48 underwent 68Ga-Pentixafor PET/CT-guided surgery, with no significant difference of surgical benefit rates (85.7%(30/35) vs 85.4%(41/48); χ2=0.01, P=0.970). There was no significant difference of surgical benefit rates between 2 methods in such subgroups: <35 years (2/3 vs 7/8), ≥35 years (87.5%(28/32) vs 85.0%(34/40)), males (85.2%(23/27) vs 88.6%(31/35), females (7/8 vs 10/13), patients with unilateral lesions indicated by CT results (13/15 vs 83.9%(26/31)), patients with bilateral lesions indicated by CT results (85.0%(17/20) vs 15/17) (all χ2<0.01, all P>0.05). In PET/CT group, the LCR of patients who benefited from surgery ( n=41) was higher than that of patients who did not benefit ( n=7; 3.19(2.24, 4.90) vs 1.89(1.59, 2.88); Z=-2.09, P=0.036), and other quantitative indicators also tended to be higher. Conclusions:The positive results of 68Ga-Pentixafor PET/CT and AVS have the same clinical value in guiding PA patients to receive unilateral adrenal surgery. 68Ga-Pentixafor PET/CT is expected to become a non-invasive examination method to guide the treatment decisions in PA patients.

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