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.Scoping review of medication-related risk factors for falls in older adults
Liyu QIN ; Xufeng LONG ; Hongya CAO ; Keyuan LIANG ; Mingmei HUANG ; Hongliang ZHANG
China Pharmacy 2026;37(7):960-964
OBJECTIVE To systematically review medication-related risk factors for falls in older adults, to provide references for ensuring medication safety among older adults. METHODS A systematic search was conducted in PubMed, Embase, Web of Science, and CNKI for relevant literature published from database inception to November 1, 2025. Relevant studies on medication-related falls in older adults, both domestic and international, were included. Drug factors influencing falls in older adults were summarized and analyzed. RESULTS A total of 22 studies were included. Four major classes of fall-risk-increasing drugs were identified: psychotropic medications [12 studies, odds ratio (OR) range 1.500-5.790], cardiovascular system drugs (5 studies, OR range 1.236-4.784), analgesics (3 studies, OR range 1.500-4.490), and hypoglycemic agents (3 studies, OR range 2.070-2.751). Additionally, anticholinergic burden (1 study, OR was 2.610) and polypharmacy (7 studies, OR range 2.902-25.897 for the use of ≥4 medications) were identified as significant risk factors for falls. CONCLUSIONS Falls in older adults are significantly associated with psychotropic medications, cardiovascular system drugs, analgesics, and hypoglycemic agents, among which psychotropic medications pose the highest risk. Anticholinergic burden and polypharmacy are also important risk factors. In clinical practice, interventions should be implemented through deprescribing and risk monitoring to effectively reduce the risk of falls in older adults.
3.Monotropein resists atherosclerosis by reducing inflammation, oxidative stress, and abnormal proliferation and migration of vascular smooth muscle cells
Hongliang LI ; Bingqian YE ; Jiping TIAN ; Bofan WANG ; Yiwen ZHA ; Shuying ZHENG ; Tan MA ; Wenwen ZHUANG ; Won Sun PARK ; Jingyan LIANG
The Korean Journal of Physiology and Pharmacology 2025;29(2):245-255
Monotropein is a compound classified into iridoid which is found in herbaceous plants Morindae officinalis. It possesses anti-inflammatory, antioxidant, and anti-osteoarthritic activities. Previous study indicates that monotropein may have the potential to combat cardiovascular disease, although the related mechanism remains unclear. In this study, we constructed the model of atherosclerosis by oxidized low density lipoprotein-induced vascular smooth muscle cells and LDLR –/–mice given high-fat diet to investigate the effects of monotropein on atherosclerosis.Our results showed that monotropein treatment significantly reduced the area of atherosclerotic plaques and necrotic cores in mice, inhibited the proliferation and migration of vascular smooth muscle cells, and reduced inflammatory responses and oxidative stress, which in turn alleviated atherosclerosis. In addition, we found that monotropein reduced the expression levels of P-NF-κB and P-AP-1. In conclusion, our data suggest that monotropein inhibited the proliferation and migration of vascular smooth muscle cells by mediating the activity of NF-κB, AP-1, reducing the level of inflammation and oxidative stress, and thus resisting the development of atherosclerosis. These findings demonstrate the efficacious therapeutic impact of monotropein on atherosclerosis and elucidate its specific target.
4.Monotropein resists atherosclerosis by reducing inflammation, oxidative stress, and abnormal proliferation and migration of vascular smooth muscle cells
Hongliang LI ; Bingqian YE ; Jiping TIAN ; Bofan WANG ; Yiwen ZHA ; Shuying ZHENG ; Tan MA ; Wenwen ZHUANG ; Won Sun PARK ; Jingyan LIANG
The Korean Journal of Physiology and Pharmacology 2025;29(2):245-255
Monotropein is a compound classified into iridoid which is found in herbaceous plants Morindae officinalis. It possesses anti-inflammatory, antioxidant, and anti-osteoarthritic activities. Previous study indicates that monotropein may have the potential to combat cardiovascular disease, although the related mechanism remains unclear. In this study, we constructed the model of atherosclerosis by oxidized low density lipoprotein-induced vascular smooth muscle cells and LDLR –/–mice given high-fat diet to investigate the effects of monotropein on atherosclerosis.Our results showed that monotropein treatment significantly reduced the area of atherosclerotic plaques and necrotic cores in mice, inhibited the proliferation and migration of vascular smooth muscle cells, and reduced inflammatory responses and oxidative stress, which in turn alleviated atherosclerosis. In addition, we found that monotropein reduced the expression levels of P-NF-κB and P-AP-1. In conclusion, our data suggest that monotropein inhibited the proliferation and migration of vascular smooth muscle cells by mediating the activity of NF-κB, AP-1, reducing the level of inflammation and oxidative stress, and thus resisting the development of atherosclerosis. These findings demonstrate the efficacious therapeutic impact of monotropein on atherosclerosis and elucidate its specific target.
5.Monotropein resists atherosclerosis by reducing inflammation, oxidative stress, and abnormal proliferation and migration of vascular smooth muscle cells
Hongliang LI ; Bingqian YE ; Jiping TIAN ; Bofan WANG ; Yiwen ZHA ; Shuying ZHENG ; Tan MA ; Wenwen ZHUANG ; Won Sun PARK ; Jingyan LIANG
The Korean Journal of Physiology and Pharmacology 2025;29(2):245-255
Monotropein is a compound classified into iridoid which is found in herbaceous plants Morindae officinalis. It possesses anti-inflammatory, antioxidant, and anti-osteoarthritic activities. Previous study indicates that monotropein may have the potential to combat cardiovascular disease, although the related mechanism remains unclear. In this study, we constructed the model of atherosclerosis by oxidized low density lipoprotein-induced vascular smooth muscle cells and LDLR –/–mice given high-fat diet to investigate the effects of monotropein on atherosclerosis.Our results showed that monotropein treatment significantly reduced the area of atherosclerotic plaques and necrotic cores in mice, inhibited the proliferation and migration of vascular smooth muscle cells, and reduced inflammatory responses and oxidative stress, which in turn alleviated atherosclerosis. In addition, we found that monotropein reduced the expression levels of P-NF-κB and P-AP-1. In conclusion, our data suggest that monotropein inhibited the proliferation and migration of vascular smooth muscle cells by mediating the activity of NF-κB, AP-1, reducing the level of inflammation and oxidative stress, and thus resisting the development of atherosclerosis. These findings demonstrate the efficacious therapeutic impact of monotropein on atherosclerosis and elucidate its specific target.
6.Monotropein resists atherosclerosis by reducing inflammation, oxidative stress, and abnormal proliferation and migration of vascular smooth muscle cells
Hongliang LI ; Bingqian YE ; Jiping TIAN ; Bofan WANG ; Yiwen ZHA ; Shuying ZHENG ; Tan MA ; Wenwen ZHUANG ; Won Sun PARK ; Jingyan LIANG
The Korean Journal of Physiology and Pharmacology 2025;29(2):245-255
Monotropein is a compound classified into iridoid which is found in herbaceous plants Morindae officinalis. It possesses anti-inflammatory, antioxidant, and anti-osteoarthritic activities. Previous study indicates that monotropein may have the potential to combat cardiovascular disease, although the related mechanism remains unclear. In this study, we constructed the model of atherosclerosis by oxidized low density lipoprotein-induced vascular smooth muscle cells and LDLR –/–mice given high-fat diet to investigate the effects of monotropein on atherosclerosis.Our results showed that monotropein treatment significantly reduced the area of atherosclerotic plaques and necrotic cores in mice, inhibited the proliferation and migration of vascular smooth muscle cells, and reduced inflammatory responses and oxidative stress, which in turn alleviated atherosclerosis. In addition, we found that monotropein reduced the expression levels of P-NF-κB and P-AP-1. In conclusion, our data suggest that monotropein inhibited the proliferation and migration of vascular smooth muscle cells by mediating the activity of NF-κB, AP-1, reducing the level of inflammation and oxidative stress, and thus resisting the development of atherosclerosis. These findings demonstrate the efficacious therapeutic impact of monotropein on atherosclerosis and elucidate its specific target.
7.Monotropein resists atherosclerosis by reducing inflammation, oxidative stress, and abnormal proliferation and migration of vascular smooth muscle cells
Hongliang LI ; Bingqian YE ; Jiping TIAN ; Bofan WANG ; Yiwen ZHA ; Shuying ZHENG ; Tan MA ; Wenwen ZHUANG ; Won Sun PARK ; Jingyan LIANG
The Korean Journal of Physiology and Pharmacology 2025;29(2):245-255
Monotropein is a compound classified into iridoid which is found in herbaceous plants Morindae officinalis. It possesses anti-inflammatory, antioxidant, and anti-osteoarthritic activities. Previous study indicates that monotropein may have the potential to combat cardiovascular disease, although the related mechanism remains unclear. In this study, we constructed the model of atherosclerosis by oxidized low density lipoprotein-induced vascular smooth muscle cells and LDLR –/–mice given high-fat diet to investigate the effects of monotropein on atherosclerosis.Our results showed that monotropein treatment significantly reduced the area of atherosclerotic plaques and necrotic cores in mice, inhibited the proliferation and migration of vascular smooth muscle cells, and reduced inflammatory responses and oxidative stress, which in turn alleviated atherosclerosis. In addition, we found that monotropein reduced the expression levels of P-NF-κB and P-AP-1. In conclusion, our data suggest that monotropein inhibited the proliferation and migration of vascular smooth muscle cells by mediating the activity of NF-κB, AP-1, reducing the level of inflammation and oxidative stress, and thus resisting the development of atherosclerosis. These findings demonstrate the efficacious therapeutic impact of monotropein on atherosclerosis and elucidate its specific target.
8.Early recumbent treadmill training can promote the recovery of balance and functional independence of children after stem cell transplantation
Huanlan XU ; Guangjun LIANG ; Hewei ZHANG ; Hongliang HUO ; Fan WEN ; Qin GU
Chinese Journal of Physical Medicine and Rehabilitation 2024;46(3):232-236
Objective:To observe any effect of early recumbent treadmill training on the balance and functional independence during hospitalization of children who have received hematopoietic stem cell transplantation (HSCT).Methods:This was a retrospective analysis of 106 children who had received HSCT. Sixty-nine of them were qualified for study. Of those, 32 had performed recumbent treadmill training and the other 37 had not. The children in both groups received routine clinical treatment and nursing care, and also health education advocating exercise and giving exercise programs before and after the transplantation. The daily exercise was conducted with the help of parents. It lasted 20 to 30 minutes each time, 4 or 5 times a week. The treadmill group additionally spent 30 minutes training on a recumbent treadmill 5 times a week for 6 weeks. Balance, functional independence and fatigue levels were quantified before and after the treatment using the Berg Balance Scale (BBS), the Functional Independence Measure for Children (WeeFIM) and the Pediatric Quality of Life Inventory-Multidimensional Fatigue Scale.Results:After the 6 weeks, significant improvement was observed in the experimental group′s average BBS score, motor function domain score, total WeeFIM score, general fatigue, and sleep/rest fatigue. All were then significantly better than the non-treadmill group′s results.Conclusion:Early recumbent treadmill training can promote the recovery of balance and functional independence of children after HSCT.
9.Analysis of the effects of national centralized drug volume-based procurement policy in public medical institutions of the Guangxi Zhuang Autonomous Region
Zheng ZENG ; Liucen WU ; Zhenguang HUANG ; Wenli HE ; Zhengcheng MI ; Xiangwei XIE ; Siduo SU ; Guicheng LIANG ; Yaoling LIAO ; Hongliang ZHANG
China Pharmacy 2024;35(5):518-523
OBJECTIVE To investigate the implementation effects of the national centralized drug volume-based procurement policy (abbreviated as “national centralized procurement policy”) in Guangxi Zhuang Autonomous Region prefecture, and to provide a reference for the future centralized drug procurement work of the medical institution. METHODS Drug procurement data before and after policy implementation were included in the study. The six secondary indicators (such as availability, affordability, and drug safety) and eighteen third-level indicators (such as completion rate of agreed purchase volume, affordability level, drug revenue proportion) were introduced, guided by the policy objectives and issues of concern to policy beneficiaries. Descriptive statistics was adopted to analyze the data before and after policy implementation (in 2019 and 2020) in terms of differences and change trends. RESULTS In terms of accessibility, the participation rate of medical institutions in Guangxi Zhuang Autonomous Region was 92.55%, the proportion of diseases involved and median completed procurement rate were 40.16%, and 287.82% respectively, and the total centralized delivery rate was 97.20%. In terms of affordability, the total reduction amplitude in drug price was 74.80% from 2019 to 2022; the charge for medicine per capita in hospitalization, the proportion of medicine used for outpatient service and hospitalization, decreased by 17.61%, 10.22%, and 20.10% in order; the burden levels on medical fares for patients were all below 1 in addition to chronic diseases, and anti-tumor drugs. In terms of the impact on medicine, the ratio of adverse drug reaction event cases in 2022 was 66.00%, an increase of 1.29% compared to the previous; since the implementation of the policy, 12 drugs from local pharmaceutical enterprises from Guangxi Zhuang Autonomous Region had passed the consistency evaluation, and the market concentration rate of the top 8 pharmaceutical companies was less than 20.00%. In terms of the impact on healthcare and medical insurance, the public medical institutions achieved generic substitution for originator drugs mostly until 2022; about 9.12% of drugs that were non- centrally purchased in the same category were used; 63.39% of people under investigation did not show a need for a second dressing change; drug expenditure decreased by 2.459 billion yuan. CONCLUSIONS The national centralized procurement policy achieves a significant effect in Guangxi Zhuang Autonomous Region. On the other hand, attention should be paid to these suggestions as follows: expanding the category of drugs used in clinic, conducting clinically comprehensive evaluation of selected drugs, and improving reasonable allocation strategy, etc.
10.Expression of nuclear receptor NURR1 in prostate cancer and its effects on the circRNA profile
Hongliang WANG ; Hui LIANG ; Qiong DENG ; Ying ZHANG ; Zhu WANG
Journal of Modern Urology 2024;29(3):261-267
【Objective】 To investigate the expression profile of circRNA in nuclear receptor NURR1 overexpressed prostate cancer (PCa) cells, so as to provide reference for revealing the mechanism of PCa progression. 【Methods】 The expression of NURR1 in PCa was analyzed with UALCAN and TNMplot. The distinct circRNAs in NURR1 overexpressed PCa cells were screened with RNA-sequencing. The functions and signal pathways of differentially expressed circRNA molecules were analyzed with GO and KEGG. 【Results】 The circ_0000915 was significantly downregulated in DU145, LNCaP and PC3 cells. In NURR1 overexpressed DU145 cells, circ_0005991 was up-regulated, while circ_0001460 and circ_0001315 were down-regulated. In NURR1 overexpressed LNCaP cells, circ_0040729 and circ_0000722 were significantly up-regulated. In NURR1 overexpressed PC3 cells, circ_0001577, circ_0000854 and circ_0018168 were up-regulated, while circ_013035, circ_0003028, circ_0082096 and circ_0005320 were down-regulated. KEGG analysis revealed that the differentially expressed circRNAs were significantly associated with dorsal/ventral neural tube patterns, protein folding chaperones, disordered domain specific binding, positive regulation of BMP signaling pathways, and neural tube patterning functions. 【Conclusion】 CircRNAs play an important role in NURR1 mediated PCa progression, but there are certain differences among different prostate cancer cell types. The regulatory mechanism between NURR1 and circ_0000915 in the progression of PCa needs further investigation.

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