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.Effect of repetitive peripheral magnetic stimulation combined with upper limb intelligent robot training on upper limb function in children with unilateral spastic cerebral palsy
Mingdi LI ; Yin WANG ; Hewei ZHANG ; Mei HE ; Hongliang HUO ; Qin GU ; Guanjun LIANG
Chinese Journal of Rehabilitation Theory and Practice 2026;32(5):588-596
ObjectiveTo investigate the effect of repetitive peripheral magnetic stimulation (rPMS) combined with upper limb intelligent robotic training on muscle tension, motor function and cortical excitability in children with unilateral spastic cerebral palsy (USCP). MethodsFrom March, 2023 to December, 2024, 90 children with USCP admitted to Children's Hospital of Soochow University were selected and randomly divided into control group (n = 30), rPMS group (n = 30) and combined group (n = 30). The control group received conventional occupational therapy. The rPMS group received rPMS intervention followed by conventional occupational therapy. The combined group received rPMS followed by upper limb intelligent robot training, for four weeks. Before and after treatment, muscle tension of biceps brachii was assessed using the modified Ashworth Scale (MAS); upper limb motor function was evaluated using the Fugl-Meyer Assessment-Upper Extremity (FMA-UE) and upper limb intelligent parameters; and cortical excitability was measured using transcranial magnetic stimulation (TMS), including resting motor threshold (RMT) and motor-evoked potential (MEP) amplitude of the affected hemisphere. ResultsAfter treatment, MAS grades improved in all groups (|Z| > 3.523, P < 0.001), and the improvement in the combined group was superior to that in the control group (P < 0.05). Significant intra-group (F > 65.21, P < 0.001), inter-group (F > 17.94, P < 0.001) and interaction effects (F > 5.36, P < 0.01) were observed in FMA-UE scores, upper limb intelligent parameters and TMS parameters. Post Hoc analysis showed that the combined group demonstrated significantly greater improvements in FMA-UE scores, upper limb intelligent parameters, and TMS parameters compared with both the control and rPMS groups (all P < 0.01). Except for FMA-UE scores, the rPMS group showed significantly greater improvements than the control group in upper limb intelligent parameters (mechanical feedback, trajectory, and range of motion) and TMS parameters (RMT and MEP amplitude) (P < 0.05). ConclusionrPMS combined with upper limb intelligent robotic training can reduce upper limb muscle tension, improve motor function, and enhance cortical excitability in children with USCP.
4.Analysis of the disease burden of falls and influencing factors among the elderly from 1990 to 2023
Xufeng LONG ; Liyu QIN ; Hongya CAO ; Keyuan LIANG ; Mingmei HUANG ; Xiandan LUO ; Quanyuan HUANG ; Hongliang ZHANG
China Pharmacy 2026;37(12):1631-1637
OBJECTIVE To analyze trends in the burden of disease associated with falls from 1990 to 2023, identify risk factors for falls, and provide a reference for the development of measures to reduce the burden of disease associated with falls and the formulation of public health policies. METHODS Based on the data of 2023 from the Global Burden of Disease (GBD) database, the changes in fall-related prevalence, mortality, disability-adjusted life years (DALYs) and incidence in China and globally from 1990 to 2023 were analyzed, and the stratified analyses by gender, age and socio-demographic index (SDI) were conducted. The risk factors related to falls in 2023 were systematically analyzed, and the impact of multimorbidity and polypharmacy on the occurrence of falls by combining relevant literature evidence was explored. RESULTS & CONCLUSIONS Globally, the percentage changes in age-standardized rates of fall-related prevalence, mortality, DALYs and incidence from 1990 to 2023 were -2.4% (95%UI: -4.8% to -0.3%), -7.8% (95%UI: -20.5% to 10.9%), -10.6% (95%UI: -16.5% to -4.3%), and -4.6% (95%UI: -8.1% to -0.8%), respectively. However, in some regions, the percentage changes in age-standardized rates for these indicators were greater than 0 (e.g., prevalence, mortality and DALYs in Australasia, and incidence in Andean Latin America). In China, the percentage changes in age-standardized rates of fall-related mortality and DALYs from 1990 to 2023 were -18.3% (95%UI: -56.7% to 32.3%) and 1.9% (95%UI: -10.1% to 12.4%), while the percentage changes in age-standardized rates of prevalence and incidence were 25.9% (95%UI: 20.2% to 32.0%) and 35.7% (95%UI: 28.5% to 44.1%), respectively. Globally, in regions with high and medium-to-high SDI levels, the percentage changes in age-standardized rates of fall-related prevalence and incidence showed an upward trend, while DALYs showed a downward trend; however, the trend in mortality was unclear. In regions with a middle SDI level, the percentage changes in age-standardized rates of fall-related prevalence and incidence both showed an upward trend, while the trends in mortality and DALYs were unclear. In regions with low-to-medium SDI level, the percentage changes in age-standardized rate of fall-related prevalence, DALYs and incidence all showed a downward trend, while the trend in mortality was unclear; in regions with low SDI level, the trends for all above indicators were unclear. Correlation analyses of the burden of fall-related diseases in China and globally indicated that the risk of fall-related diseases was higher among younger and middle-to-older adult male populations, while women were concentrated in older age groups. Meanwhile, as the SDI levels increase, the percentage change in age-standardized rate of DALYs for fall-related diseases showed a clear upward trend, and this trend was more pronounced in high-SDI regions. Tobacco use, alcohol consumption, low bone density, and occupational risks were risk factors for falls, with low bone density and occupational risks contributing significantly (exceeding 20% in some regions); multimorbidity and polypharmacy could also significantly increase the risk of falls. It is recommended that clinical settings establish a list of fall-risk increasing drugs and a warning system, improve medication reviews, strengthen medication education and adherence management, foster multidisciplinary collaboration, and develop medication strategies for specific patient populations to reduce the incidence of falls and alleviate the burden of disease.
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.Evaluation of the efficacy of corticosteroids in male children with Duchenne muscular dystrophy
Jialu XU ; Qinrong HUANG ; Hongliang HUO ; Yuting ZHANG ; Xiaoyan SHEN ; Liang TAO ; Xujun CAO ; Qin GU ; Nong XIAO ; Haifeng LI
Chinese Journal of Pediatrics 2025;63(8):885-890
Objective:To evaluate the efficacy of corticosteroids in male children with Duchenne muscular dystrophy (DMD), and provide evidence for the rational clinical use of medication.Methods:This was a multicenter medical record series study which conducted from January 15 th to March 14 th, 2025. A total of 53 male children with DMD admitted to the Department of Rehabilitation of Children′s Hospital, Zhejiang University School of Medicine, Children′s Hospital of Chongqing Medical University and Affiliated Children′s Hospital of Soochow University from 2020 to 2024 were enrolled. Clinical data, corticosteroid usage, and the follow-up data were collected. The North star ambulatory assessment (NSAA) was used as the primary efficacy indicator. Generalized estimating equations (GEE) exchangeable working matrices were used for longitudinal analysis, and the least squares mean were used to compare the change trend of the efficacy evaluation index across different medication durations. Results:The age at the initiation of corticosteroid treatment was (6.3±1.9) years. The follow-up duration was 1.2 (0.9, 2.2) years. After treatment, the raw scores and linear scores of NSAA were both significantly higher than those before treatment ((22±7) vs. (19±5) points, (60±16) vs. (53±8) points; t=3.98, 3.69; both P<0.001). The 10 meter running time and time rising from floor were both shorter than those before treatment (6 (4, 8) vs. 7 (6, 9) s, 5 (3, 6) vs. 6 (5, 9) s; Z=2.62, 3.47; both P<0.01). GEE model analysis revealed all nonlinear correlation between motor function (NSAA linear score, 10-meter running velocity, and rising from floor velocity) and the duration of corticosteroid treatment (all P<0.05). Least squares mean comparison all showed that the medication effect first increased and then decreased with duration, reaching the peak at 1.1-2.0 years after treatment (all P<0.05). Conclusions:Corticosteroids can improve the motor function in male children with DMD, with the maximum treatment effect occurring 1 to 2 years after the initiation of treatment. It is necessary to comprehensively leverage time-varying efficacy of corticosteroids to optimize individualized treatment regimens for maximal motor function benefits in children with DMD.
8.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.
9.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.
10.Feasibility of deep learning reconstruction algorithm combined with adual-low protocol for thoracoabdominal aortic CT angiography
Yingying HU ; Yunpeng GAO ; Yan CHEN ; Nanxue LIANG ; Yue LIN ; Tongxi LIU ; Peiyao ZHANG ; Hongliang SUN
Chinese Journal of Radiology 2025;59(10):1149-1154
Objective:To investigate the feasibility of deep learning reconstruction (DLR) algorithm combined with a dual-low protocol (low radiation dose and low contrast medium dose) for thoracoabdominal aortic CT angiography (CTA).Methods:This cross-sectional study prospectively enrolled 56 patients suspected of aortic diseases who underwent aortic CTA at China-Japan Friendship Hospital from June 2023 to June 2024. All patients were randomly divided into two groups: Group A (28 cases) underwent CTA with a tube voltage of 100 kVp, automatic tube current modulation (noise index=10), and a contrast agent dose of 80 ml (flow rate 5 ml/s), with images reconstructed using the three-dimensional adaptive iterative dose reduction algorithm (AIDR). Group B (28 cases) underwent CTA with a tube voltage of 80 kVp, automatic tube current modulation (noise index=25), and a contrast agent dose of 40 ml (flow rate 3.5 ml/s), with images reconstructed using either the deep learning reconstruction algorithm-Advanced intelligent Clear-IQ Engine (AiCE subgroup) or the AIDR (AIDR subgroup). Two physicians evaluated the image quality of the three groups subjectively and objectively. Objective evaluation metrics included CT values, image noise (SD), signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR) at the ascending aorta, carina-level descending aorta, celiac trunk-origin abdominal aorta, and common iliac bifurcation abdominal aorta carina. Subjective evaluation metrics included image quality and noise scores. Comparisons among the three datasets (Group A, AiCE subgroup, AIDR subgroup) were performed using one-way ANOVA or the Kruskal-Wallis test, with appropriate post-hoc tests for pairwise comparisons.Results:No significant differences were observed in CT values of the ascending aorta, descending aorta, and abdominal aorta between Group A and the AiCE subgroup or the AIDR subgroup ( P0.05). However, significant overall differences were found in SD, SNR, and CNR values for the ascending aorta, descending aorta, and abdominal aorta ( P0.05). Pairwise comparisons revealed that, except for no significant differences in SD, SNR, and CNR values of the ascending and descending aorta between Group A and the AiCE subgroup, and no significant difference in SNR values of the ascending and abdominal aorta between Group A and the AIDR subgroup ( P0.05), all other intergroup comparisons showed statistically significant differences ( P0.05). Significant overall differences were also observed in image quality and noise scores between Group A and the AiCE and AIDR subgroups ( P0.05). Except for no significant differences in image quality and noise scores between Group A and the AiCE subgroup ( P0.05), all other pairwise comparisons showed statistically significant differences ( P0.05). Conclusions:The application of deep learning reconstruction algorithm combined with a dual-low protocol in thoracoabdominal aortic CTA can reduce radiation dose and contrast agent dose while maintaining diagnostic image quality, demonstrating significant clinical value for widespread adoption.

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