1.Clinical decision and prescription generation for diarrhea in traditional Chinese medicine based on large language model
Jiaze WU ; Hao LIANG ; Haoran DAI ; Hongliang RUI ; Baoli LIU
Digital Chinese Medicine 2026;9(1):13-30
Objective:
To develop a clinical decision and prescription generation system (CDPGS) specifically for diarrhea in traditional Chinese medicine (TCM), utilizing a specialized large language model (LLM), Qwen-TCM-Dia, to standardize diagnostic processes and prescription generation.
Methods:
Two primary datasets were constructed: an evaluation benchmark and a fine-tuning dataset consisting of fundamental diarrhea knowledge, medical records, and chain-of-thought (CoT) reasoning datasets. After an initial evaluation of 16 open-source LLMs across inference time, accuracy, and output quality, Qwen2.5 was selected as the base model due to its superior overall performance. We then employed a two-stage low-rank adaptation (LoRA) fine-tuning strategy, integrating continued pre-training on domain-specific knowledge with instruction fine-tuning using CoT-enriched medical records. This approach was designed to embed the clinical logic (symptoms → pathogenesis → therapeutic principles → prescriptions) into the model’s reasoning capabilities. The resulting fine-tuned model, specialized for TCM diarrhea, was designated as Qwen-TCM-Dia. Model performance was evaluated for disease diagnosis and syndrome type differentiation using accuracy, precision, recall, and F1-score. Furthermore, the quality of the generated prescriptions was compared with that of established open-source TCM LLMs.
Results:
Qwen-TCM-Dia achieved peak performance compared to both the base Qwen2.5 model and five other open-source TCM LLMs. It achieved 97.05% accuracy and 91.48% F1-score in disease diagnosis, and 74.54% accuracy and 74.21% F1-score in syndrome type differentiation. Compared with existing open-source TCM LLMs (BianCang, HuangDi, LingDan, TCMLLM-PR, and ZhongJing), Qwen-TCM-Dia exhibited higher fidelity in reconstructing the “symptoms → pathogenesis → therapeutic principles → prescriptions” logic chain. It provided complete prescriptions, whereas other models often omitted dosages or generated mismatched prescriptions.
Conclusion
By integrating continued pre-training, CoT reasoning, and a two-stage fine-tuning strategy, this study establishes a CDPGS for diarrhea in TCM. The results demonstrate the synergistic effect of strengthening domain representation through pre-training and activating logical reasoning via CoT. This research not only provides critical technical support for the standardized diagnosis and treatment of diarrhea but also offers a scalable paradigm for the digital inheritance of expert TCM experience and the intelligent transformation of TCM.
2.Analysis of undernutrition and associated factors among left behind and nonleftbehind primary and secondary school students in the Nutrition Improvement Program areas in central and western China
Chinese Journal of School Health 2026;47(3):327-331
Objective:
To investigate the prevalence of undernutrition and its associated factors among left behind and non left behind primary and secondary school students in the Nutrition Improvement Program for Rural Compulsory Education Students (NIPRCES) areas of central and western China, so as to provide evidence for improving the nutritional status of children and adolescents.
Methods:
A survey was conducted among 123 782 students selected by random cluster sampling method in grades 3-9 from NIPRCES in central (Hebei, Shanxi, Heilongjiang, Jilin, Anhui, Jiangxi, Henan, Hunan, Hubei, and Hainan) and western (Gansu, Guangxi, Inner Mongolia, Ningxia, Tibet, Shaanxi, Guizhou, Sichuan, Xinjiang, the Xinjiang Production and Construction Corps, Yunnan, Qinghai, and Chongqing) China in 2023. Anthropometric measurements and questionnaires were used to assess nutritional and dietary status. The prevalence of undernutrition was compared between left behind and non left behind students by Chi square test, and associated factors were analyzed by three level Logistic mixed effects model.
Results:
The prevalence of undernutrition was 8.5% (4 326) in left behind students and 8.1% (5 905) in non left behind students. Three level Logistic mixed effect model analysis showed that whether left behind or non left behind, the undernutrition rates of primary and secondary students in western regions were higher than those of students in central regions [ OR (95% CI )=1.72(1.57-1.87),2.25(2.07- 2.43 )]; the undernutrition risk was lower for those whose fathers had a cultural level of high school or above [ OR (95% CI )=0.69(0.62-0.77),0.90(0.82-0.98)] or junior high school [ OR (95% CI )=0.72(0.66-0.79),0.92(0.85-0.99)] compared to those with primary school or below; picky eating or selective eating increased the risk of undernutrition [ OR (95% CI )=2.36(2.07-2.68),2.28(2.04-2.55)], and primary and secondary school students without nutritional content in health education classes had higher rates of undernutrition [ OR (95% CI )=1.12(1.03-1.23),1.09(1.01-1.17)](all P <0.05).
Conclusion
The prevalence of undernutrition is slightly higher in left behind primary and secondary students than in non left behind primary and secondary students in central and western NIPRCES areas, with variations across different characteristics.
3.Epidemiological characteristics, outcome analysis, and management strategies for DAT-positive blood donors
Shiyu YIN ; Zhihua XU ; Xueqin GENG ; Zhuan LIU ; Hongliang HUANG
Chinese Journal of Blood Transfusion 2026;39(3):360-366
Objective: To investigate the epidemiological characteristics, outcome patterns, and management strategies for blood donors with a positive direct antiglobulin test (DAT). Methods: A retrospective analysis was conducted on donation data from 808 386 donors from 2013 to 2023, focusing on those whose blood was discarded due to DAT positivity. Follow-up was performed on 125 DAT-positive donors, and 98 blood samples were collected. The samples were re-tested for DAT, DAT typing (IgG/C3d), and unexpected antibody screening using both the tube method and the microcolumn gel method. Results: Epidemiological characteristics: Retrospective data revealed 147 DAT-positive blood donors, yielding a positivity rate of 1/5 500. The DAT positivity rate using the tube method was 0.118‰ (49/416 893), lower than that of the microcolumn gel method at 0.25‰ (98/391 493). Among DAT-positive individuals, 44.2% (65/147) exhibited agglutination intensity<2+. Outcome analysis: The proportion of donors with positive DAT test results that converted to negative was 54.1% (53/98), with a conversion interval ranging from 8 to 117 months (mean 49.9 months). All donors in the negative conversion group had a previous DAT intensity<2+, whereas 95.6% (43/45) of the non-negative conversion group had intensity ≥2+ (P<0.001). Unexpected antibodies (anti-E, anti-M, etc.) were detected in 18 cases. Methodological differences: Review of results revealed 35 cases positive by both the DAT tube assay and microcolumn gel method. An additional 10 cases were positive by only one method: 5 were positive only by the tube assay, and 5 were positive only by the microcolumn gel method. Clinical validation: Among 14 DAT-positive donors who became negative and donated blood again, the clinical infusion efficacy of red blood cell products could be assessed in 10 cases, with 9 cases demonstrating effective infusion. Conclusion: Some DAT-positive blood donors may naturally convert to negative status, with the intensity of previous test results potentially serving as a key predictive factor for conversion. It is recommended to employ a combined approach of tube-based and microcolumn gel-based methods for retesting, concurrently screening for irregular antibodies. A tentative tiered management strategy is proposed: individuals with DAT intensity <2+ should be deferred for 12 months before retesting, while those with ≥2+ intensity should be permanently deferred.
4.Clinical characteristics and prognostic factors of hypertriglyceridemia acute pancreatitis
Yuanyuan LIU ; Zhuo DIAO ; Gang LI ; Hongliang SHANG ; Zhuo ZHANG
Journal of Public Health and Preventive Medicine 2026;37(2):104-107
Objective To explore the clinical characteristics and related prognostic factors of hypertriglyceridemia acute pancreatitis (HTG-AP). Methods A retrospective analysis was conducted on 350 patients with HTG-AP admitted to HanZhong Central Hospital from March 2019 to March 2024. All patients received conventional treatment. They were followed up for one year after treatment. The prognosis of the patients was statistically analyzed, and logistic regression was used to analyze the related factors of prognosis. Results HTG-AP patients had an acute onset, with clinical symptoms of sudden upper abdominal pain (329/350), nausea and vomiting (275/350), acidosis (101/350), and multiple organ failure (38/350). All patients had elevated serum TG. During the follow-up period, 123 cases had a poor prognosis (poor prognosis group), and 227 cases had a good prognosis (good prognosis group). Compared with the good prognosis group, the patients in the poor prognosis group had higher levels of TG, creatinine and C-reactive protein at admission, lower levels of serum calcium and albumin, and higher proportions of diabetes mellitus history and severe conditions (P<0.05). Logistic regression analysis found that the factors related to the prognosis of patients with HTG-AP were TG level, C-reactive protein level, albumin level, history of diabetes mellitus, and moderate to severe condition (P<0.05). Conclusion HTG-AP patients have an acute onset and have main clinical symptoms of sudden upper abdominal pain, nausea and vomiting. Some patients experience systemic inflammatory reactions such as acidosis and multiple organ failure, and they may also have significantly increased serum TG. TG, C-reactive protein, albumin, history of diabetes mellitus, and severe disease conditions are associated with the prognosis of HTG-AP patients.
5.Guidelines for standardized implementation of pharmacist-managed clinics (2026 edition)
Pengxiang ZHOU ; Maobai LIU ; Xiaoli DU ; Xiaoyang LU ; Mei DONG ; Rong DUAN ; Ruigang HOU ; Xiaoyu LI ; Qi CHEN ; Yanxiao XIANG ; Weiyi FENG ; Rong CHEN ; Deshi DONG ; Yong YANG ; Li LI ; Xiaocong ZUO ; Jinfang HU ; Hongliang ZHANG ; Qingchun ZHAO ; Qi LIN ; Yang HU ; Jiaying WU ; Rongsheng ZHAO
China Pharmacy 2026;37(9):1105-1112
OBJECTIVE To formulate Guidelines for the standardized implementation of pharmacist-managed clinics ( 2026 edition ) in response to the challenges faced by such clinics in China, including uneven development, large discrepancies in service specifications, insufficient patient awareness, and limited medical insurance coverage. METHODS Led by the Pharmaceutical Affairs Professional Committee of the Chinese Hospital Association, the Evidence-based Pharmacy Professional Committee of the Chinese Pharmaceutical Association, and the Hospital Pharmacy Professional Committee of the Cross-strait Medical and Health Exchange Association, a total of 19 domestic hospital pharmacy experts were organized. Through a systematic review of national policies and literature research, current practical experience was summarized. Consensus on the contents of the guidelines was reached after in-depth discussions. RESULTS &CONCLUSIONS The guidelines covered five sections: definition and connotation of pharmacist-managed clinics, establishment requirements, implementation and management, post competency, and practical research. Firstly, the definition and connotation included three operational forms of pharmacist-managed clinics (independent mode, physician-pharmacist joint mode, and online pharmacist-managed clinic mode) and classified service modes (specialty-specific, drug-specific, and disease-specific pharmacist-managed clinics). The establishment requirements were further refined, covering system construction (pharmaceutical service management system, quality control and assessment mechanism), personnel qualifications (professional credentials, continuing education and professional training, etc), service recipients, as well as service venues and facilities. Subsequently, the implementation and management of pharmacist-managed clinics were proposed, involving service procedures, intervention measures, documentation and records, patient education and follow-up, humanistic care, as well as risk management and quality control. Finally, post competency encompassed the competency requirements for pharmacists providing services in pharmacist-managed clinics, as well as the suggestions on teaching methods; practical research encouraged the conduct of high-quality pharmaceutical practice in the setting of pharmacist-managed clinics. The guidelines provide valuable guidance for the standardized implementation of pharmacist-managed clinics in China in terms of establishment, management, teaching, and research, fill the guideline gap in this field, and can promote the high-quality development of pharmacist-managed clinics.
6.An in vitro experimental study on the efficiency of dissolving pediatric ammonium urate stones in solutions with different pH values
Ningkang ZOU ; Dong LIU ; Bide LIU ; Jiuzhi LI ; Yukui NAN ; Yusufu AINIWAER ; Peixin ZHANG ; Weili DU ; Chi YUAN ; Hongliang JIA
Journal of Modern Urology 2026;31(3):240-243
Objective To evaluate the dissolution effects of pediatric ammonium urate stones in solutions with different pH values, so as to provide reference for the clinical treatment of this type of stones. Methods Eight pure ammonium urate stones(ammonium urate content ≥90%)of similar size and mass(median mass 4.6 g)were obtained from 8 children(<14 years)undergoing percutaneous nephrolithotomy at the People's Hospital of Xinjiang Uygur Autonomous Region. The stones were placed in sodium chloride solutions with pH values of 5.0, 6.0, 7.0, and 8.5 and artificial urine with pH values of 4. 6, 5.0, 7.0, and 8.5 at a constant temperature of 37 ℃. The mass of the stones was recorded before placement and at 24, 48, and 72 h after placement. The dissolution rates of the stones were calculated. Results The pediatric ammonium urate stones could be dissolved in sodium chloride solution, and the total dissolution rate was the highest(94.6%)after 72 hours when the pH value was 6.0. The total dissolution rate of ammonium urate stones in artificial urine after 72 hours were all over 50%, and the total dissolution rate was the highest(79.7%)when the pH value was 4.6. Conclusion Pediatric ammonium urate stones are soluble in sodium chloride solution and artificial urine, and the total dissolution rate is higher in acidic environment.
7.Application of Pivot-Regulating and Orifices-Unblocking Acupuncture in Post-Stroke Dysphagia:from the Perspective of the Relationship among the Brain,Shaoyang (少阳) and Pharynx
Yingquan LIU ; Hongjie JI ; Yu YE ; Junhao CHU ; Lin BAI ; Xingxing SU ; Hongliang CHENG
Journal of Traditional Chinese Medicine 2026;67(17):1830-1834
Based on the close structural and functional associations of the Shaoyang (少阳) channel and related zang-fu (脏腑) organs with the brain and the pharynx, this paper proposes that the pathogenesis of post-stroke dysphagia involves constraint and stagnation of the pivot mechanism, binding of phlegm and stasis, frenetic stirring of ministerial fire, and incoordination of the spirit mechanism, ultimately leading to loss of pharyngeal function. An acupuncture therapy centered on regulating the pivot and unblocking the orifice is established. Acupoints of the Shaoyang channel, including Fengchi (GB 20), Wangu (GB 12), Yifeng (SJ 17), and Waiguan (SJ 5), are selected to regulate the pivot and treat the root; acupoints of the Du (督) and Ren (任) channels, including Fengfu (GV 16), Lianquan (CV 23), and Tiantu (CV 22), are used to unblock the orifice and treat the branch. In addition, staged treatment can be applied according to syndrome differentiation. In the acute stage with predominant phlegm turbidity, Fenglong (ST 40), Yinlingquan (SP 9), Jinjin (EX-HN 12), and Yuye (EX-HN 13) are added to resolve phlegm and facilitate orifice function. During the recovery stage with excess ministerial fire scorching the pharynx, Zulinqi (GB 41) and Zhaohai (KI 6) are added to drain fire and nourish yin; when ministerial fire disturbs the spirit, Tongli (HT 5) and Neiguan (PC 6) are added to calm the spirit and the heart. During the chronic stage with blood deficiency and collateral stasis, Zusanli (ST 36) and Sanyinjiao (SP 6) are added to nourish blood and unblock collaterals. In clinical practice, the angle and depth of needling are adjusted based on the stage of dysphagia, with the combination of elongated needles and medicinal moxibustion are used to enhance the therapeutic effect.
8.Analysis of trends in potentially inappropriate medication among elderly cancer patients in the context of DRG-based medical insurance payment reform
Yonghui LIU ; Min ZHAO ; Xiaolin ZHANG ; Mingmei HUANG ; Hongliang ZHANG
China Pharmacy 2026;37(18):2430-2436
OBJECTIVE To analyze the trends of potentially inappropriate medication (PIM) among elderly cancer patients in the context of the diagnosis-related groups(DRG)-based medical insurance payment reform.METHODS Relevant data were extracted for elderly inpatients with cancer at a Grade-A Level-Ⅲ hospital from January 2018 to March 2025. Prescribed medications were screened for PIM using the 2024 Chinese Criteria for Identifying PIM in the Elderly and the US 2023 Beers Criteria, and consistency was evaluated. An interrupted time-series (ITS) model was established, with the period from January 2018 to December 2020 designated as the pre-implementation group, and January 2021 to March 2025 as the post-implementation group. The study analyzed the impact of the medical insurance DRG payment reform on per capita hospitalization costs, per capita length of stay, average number of medication specifications per patient, overall PIM incidence, and PIM incidences for target medications among elderly cancer inpatients. To eliminate the influence of baseline characteristics (age, sex), propensity score matching(PSM) was further applied, followed by an ITS model analysis to assess the impact of the DRG payment reform on the overall PIM incidence among elderly cancer inpatients.RESULTS A total of 16 910 elderly cancer inpatients were included (6 552 in the pre-implementation group, and 10 358 in the post-implementation group); PIMs occurred in 9 138 patients, with an incidence of 54.04%. PIMs involved 198 types of medications, among which six target medications (including Diclofenac sodium enteric capsules and Oxycodone hydrochloride sustained-release tablets), exhibited a higher average PIM incidence or a significant trend change; the Kappa value for the consistency evaluation of the assessments by two pharmacists was 0.931 ( P <0.001) . After the implementation of DRG, the per capita hospitalization costs showed a downward trend of 103.501 yuan per month ( P <0.001); the per capita length of stay showed a slight upward trend (increasing by 0.052 days per month, P =0.017), but the actual slope (-0.036) was less than 0; there was no significant change in the average number of medication specifications per patient ( P =0.193). The DRG payment reform under medical insurance can produce statistically significant instantaneous impact effects on the PIM incidences among users of Diclofenac sodium enteric capsules, Doxofylline injection, and Cimetidine injection ( P values of 0.041, 0.001, and 0.036, respectively), a statistically significant long-term trend effect on the PIM incidences among users of Oxycodone hydrochloride sustained-release tablets ( P =0.008), and statistically significant instantaneous shock and long-term trend effects on the PIM incidences among users of Spironolactone tablets ( P values of 0.035 and 0.031) and Aminophylline injection ( P values of 0.009 and 0.031). Regardless of whether PSM was applied, the overall PIM incidence among patients showed a slight upward trend [an increase of 0.228% per month, P =0.001 (without PSM), or an increase of 0.239% per month, P <0.001 (after PSM)].CONCLUSIONS Following the implementation of the DRG payment reform for medical insurance, the per capita hospitalization cost for elderly inpatients with cancer decreases significantly, while the decline in the per capita length of stay slows. The overall PIM incidence shows a slight upward trend, and the trends in PIM incidence vary across different drug formulations.
9.Preventive suggestions and development trajectories of symptom clusters in 286 patients with acute pancreatitis
Hongliang SHANG ; Gang LI ; Yuanyuan LIU ; Cheng WANG ; Xue YAN
Journal of Public Health and Preventive Medicine 2025;36(5):154-158
Objective To explore the occurrence and development trajectories of symptoms at different time points in patients with acute pancreatitis (AP), and to analyze the influencing factors and preventive measures of development trajectories of AP symptom clusters. Methods A convenient sampling method was used to select AP who were admitted from January 2023 to December 2023 were selected and included in the study. The symptoms at different time points were recorded. The severities of symptom clusters in AP patients were explored, and the development trajectories of main symptom clusters were analyzed. Univariate and multivariate logistic regression analyses were used to analyze the influencing factors of development trajectories of symptom clusters in AP patients. Results The incidence rates of abdominal pain, dry mouth, abdominal distension and lack of energy were higher in AP patients during hospitalization. The incidence rates of lack of energy, anxiety, abdominal pain and sleep disturbance were higher on the 1st month after discharge. The incidence rates of abdominal distension, abdominal pain, sleep disturbance and anxiety were higher on the 3rd month after discharge. The incidence rates of anxiety, abdominal pain and irritability were higher on the 6th month after discharge. The fatigue symptom cluster, psychological symptom cluster and gastrointestinal symptom cluster were extracted during hospitalization and on the 1st month and the 3rd month after discharge, and the psychological symptom cluster and gastrointestinal symptom cluster were extracted on the 6th month. The severity scores of symptom clusters at each time point were statistically different (P<0.05). The development of gastrointestinal symptom cluster in AP patients was mainly low decline. The development of psychological symptom cluster was mainly high decline. Drinking history and diabetes mellitus were the influencing factors of development trajectory of gastrointestinal symptom cluster in AP patients (P<0.05). High disease severity, drinking history and biliary tract disease were the influencing factors of development trajectory of psychological symptom cluster in AP patients (P<0.05). Conclusion The symptom clusters of AP patients changes over time, with digestive, fatigue, and psychological symptoms being the main groups in the early stage, and psychological and digestive symptoms persisting in the later stage. Early identification and intervention are crucial for improving the prognosis of AP patients.
10.Exploration of an improved technique for the preparation of chromosomal specimens from peripheral blood lymphocytes
Donglin CHEN ; Lina WU ; Xin LIU ; Hongliang GAO ; Yuyang MA ; Caihong DUO ; Jingguang FAN
Chinese Journal of Radiological Health 2025;34(5):695-701
Objective To explore the application value of anhydrous ethanol as an alternative to methanol in the preparation of chromosomal specimens from peripheral blood lymphocytes, and to establish a set of quantitative analytical methods for objectively evaluating the effectiveness of specimen preparation. Methods Residual blood samples from routine laboratory slide preparation were used for lymphocyte culture. The standard slide preparation method was employed. The fixative in the control group was methanol and glacial acetic acid (3∶1). Four experimental groups were set up based on the ratio of anhydrous ethanol to glacial acetic acid in the fixative (volume ratios of 3∶1, 5∶1, 7∶1, and 9∶1 for experimental groups 1, 2, 3, and 4, respectively). A chromosomal analysis was conducted using an automated chromosome scanning/image analysis system to evaluate the morphology and dispersion of metaphase chromosomes in both control and experimental groups. Comparisons were made between the control and experimental groups regarding the dic + r aberration rate, ace aberration rate, chromosomal aberration rate, chromosome dispersion index, chromosome overlapping ratio, and dispersion index/overlapping ratio. Results Microscopic evaluation revealed that the preparation quality of experimental groups 1 and 2 was comparable to the control group. No statistically significant differences were observed in dic + r aberration rate between each of the experimental groups and the control (P > 0.05). All experimental groups except group 4 showed no significant differences in ace aberration rate and chromosome aberration rate compared with the control group (P > 0.05). Experimental groups 1 and 2 showed no significant differences in chromosome dispersion index, overlapping ratio, and dispersion index/overlapping ratio compared with the control group (P > 0.05). Conclusion A mixture of anhydrous ethanol and glacial acetic acid at a 5∶1 ratio is recommended for use as a fixative in the preparation of chromosomal specimens from peripheral blood lymphocytes. A quantitative index system for assessing the quality of chromosomal specimens was established, enabling objective evaluation of slide preparation effectiveness.


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