1.Advances in computational approaches to herbal prescription recommendation in traditional Chinese medicine: A review
Xin DONG ; Geyan PAN ; Juxian TANG ; Xuchen ZHANG ; Yutong HOU ; Peng ZHANG ; Xiaohan MAO ; Zhipeng KE ; Zongyao ZHAO ; Xuezhong ZHOU
Science of Traditional Chinese Medicine 2026;4(2):119-131
Intelligent prescription recommendation has become an important research direction in traditional Chinese medicine (TCM), offering new opportunities to support clinical decision-making and promote the modernization of TCM practice. With the rapid development of artificial intelligence (AI), a variety of computational approaches have been proposed to learn prescription patterns from clinical data and generate personalized treatment recommendations. However, despite increasing research activity, systematic and comprehensive reviews of AI-driven methods for TCM prescription recommendation remain limited. In this study, we present a comprehensive review of computational approaches for herbal prescription recommendation (HPR) in TCM. Existing methods are systematically categorized into several major paradigms, including traditional machine learning methods, topic model methods, sequential generative methods, deep learning and graph-based methods, and large language model–based frameworks. In addition to summarizing methodological developments, we also review commonly used public datasets and evaluation metrics in this field. Furthermore, representative models with publicly available implementations are experimentally evaluated on multiple benchmark datasets to provide a comparative analysis of their performance on the HPR task. Finally, we discuss the key challenges that hinder the practical deployment of intelligent prescription recommendation systems, including data heterogeneity, limited interpretability, and insufficient integration of TCM domain knowledge. Future research directions are outlined to facilitate the development of more reliable, interpretable, and clinically applicable AI-assisted HPR systems for TCM.
2.Impact of the number of microsatellite markers on the analysis of population genetic diversity of Schistosoma japonicum
Juan LONG ; Lang MA ; Hongying ZONG ; Zhipeng ZHOU ; Hao YAN ; Qinping ZHAO
Chinese Journal of Schistosomiasis Control 2025;37(3):239-246
Objective To examine the impact of different numbers of microsatellite markers on the analysis of population genetic diversity of Schistosoma japonicum, so as to provide insights into studies on the population genetic diversity of S. japonicum. Methods Oncomelania hupensis snails were collected from a wasteland in Gong’an County, Hubei Province, and 37 S. japonicum-infected O. hupensis snails were identified using the cercarial shedding method. A single cercaria released from each S. japonicum-infected O. hupensis snail was collected, and 10 cercariae were randomly collected from DNA extraction. Nine previously validated microsatellite loci and 15 additional microsatellite loci screened from literature review and the GenBank database and confirmed with stable amplification efficiency were selected as molecular markers. Genomic DNA from cercariae was subjected to three multiplex PCR amplifications of microsatellite markers with the Type-it Microsatellite PCR kit, and genotyped using capillary electrophoresis. The population genetic diversity of S. japonicum cercariae DNA was analyzed with observed number of alleles (Na), effective number of alleles (Ae), observed heterozygosity (Ho), expected heterozygosity (He), and polymorphism information content (PIC), and tested for Hardy-Weinberg equilibrium (HWE) and linkage disequilibrium (LD). To further investigate the impact of the number of microsatellite loci on the population genetic diversity of S. japonicum, the number of microsatellite markers was sequentially assigned from 1 to 24, and the mean and standard deviation of Na were calculated for S. japonicum populations at different locus numbers. In addition, the coefficient of variation (CV) of allelic number (defined as the ratio of the standard deviation to the mean) was determined, and the variation in Na with increasing microsatellite locus numbers was analyzed. Results Genomic DNA from 345 S. japonicum cercariae was selected for genotyping of 24 microsatellite markers, and all 24 microsatellite loci met linkage equilibrium (standardized linkage disequilibrium coefficient D′ < 0.7, r2 < 0.3) and deviated from Hardy-Weinberg equilibrium (P < 0.001). The mean Na, Ae, Ho and He were 27.46 ± 2.18, 12.46 ± 0.95, 0.46 ± 0.03, and 0.91 ± 0.01 for 24 microsatellite loci in S. japonicum cercarial populations, respectively, and PIC ranged from 0.85 to 0.96, indicating high genome-wide representativeness of 24 microsatellite loci. The mean value of Na-Ae was higher in genotyping with 9 previously validated microsatellite loci (19.88 ± 8.43) than with all 24 loci (14.99 ± 8.09). As the number of microsatellite loci increased, the mean Na showed no significant variation; however, the standard deviation gradually decreased. Notably, if the locus number reached 18 or more, the variation in the standard deviation of Na remarkably reduced. In addition, the standard deviation of Na at 18 loci was less than 5% of the mean Na at 24 loci, with a CV of 4.6%. Conclusions The number of microsatellite loci significantly affects the population genetic diversity analysis of S. japonicum. Eighteen or more microsatellite loci are recommended for analysis of the population genetic diversity of S. japonicum under the current conditions of low-prevalence infection and unbalanced genetic distribution of S. japonicum.
3.Research progress in transcranial ultrasound stimulation for modulation of Alzheimer′s disease
Xiaoyu SONG ; Xu LIU ; Xiaoqing ZHOU ; Tao YIN ; Zhipeng LIU
International Journal of Biomedical Engineering 2025;48(2):197-204
Transcranial ultrasound stimulation (TUS) is a non-invasive brain stimulation technique that demonstrates great potential in treatment of neurological disorders due to its high spatial resolution and focused penetration ability, enabling millimetre-level precision modulation of specific brain regions with ultrasound to achieve neuromodulation of targeted areas. At present, numerous animal experiments and human studies have been carried out on the regulation of Alzheimer′s disease by TUS. In this review, the regulation effects of TUS on Alzheimer′s disease were introduced from the perspective of targeting different brain regions, including the hippocampus, frontal lobe and whole brain.
4.Establishment of HPLC fingerprint of Gentiana rigescens and determination of four iridoid glycosides
Zhenyu LI ; Yueyi LIANG ; Jie YANG ; Tianrui XIA ; Fangping ZHANG ; Roushan CHEN ; Zhipeng CHEN ; Lin ZHOU ; Xiangdong CHEN ; Dongmei SUN
International Journal of Traditional Chinese Medicine 2025;47(4):522-528
Objective:To establish HPLC fingerprint and methods for determining the contents of four iridoid glycosides of Gentiana rigescens; To evaluate the quality of Gentiana rigescens from different origins; To improve the quality control level of Gentiana rigescens medicinal materials.Methods:Using 15 batches of Gentiana rigescens from the main production areas and authentic production areas as raw materials, the common mode of HPLC fingerprints of Gentiana rigescens was established, and the chemical components of the common peaks were identified. Referring to the common mode of fingerprints, similarity analysis was conducted on the fingerprints of Gentiana rigescens from different origins. Using chemometric methods, cluster analysis (HCA), principal component analysis (HCA), and orthogonal partial least squares discriminant analysis (OPLS-DA) were performed on 15 batches of Gentiana rigescens, with the common peak area of fingerprint as the variable. The contents of four types of iridoid glycosides in Gentiana rigescens were determined. Combined with the fingerprints and the content results of four types of iridoid glycosides, the quality of Gentiana rigescens from different origins was evaluated.Results:The fingerprints of Gentiana rigescens contained 9 common peaks, with 4 identified iridoid glycosides. The similarity of the fingerprints of 15 batches of Gentiana rigescens ranged from 0.962 to 0.999. HCA and PCA divided the 15 batches of Gentiana rigescens into two categories. OPLS-DA analyzed 3 significantly different components, namely gentiopicroside, peak 7, and loganic acid. The content determination results showed that the average contents of loganic acid, swertiamarin, and gentiopicroside in Gentiana rigescens from Dali Bai Autonomous Prefecture and Yunnan Province were the highest, and the total amount of four iridoid glycosides was also significantly higher than that from other regions, indicating that the overall quality of Gentiana rigescens from Dali Bai Autonomous Prefecture and Yunnan Province was relatively good.Conclusion:This method is simple, fast, accurate, and can provide reference for improving the quality standards of Gentiana rigescens.
5.Extracorporeal shock wave therapy combined with functional exercise in treating rotator cuff injuries in military pilots
Zhipeng YUE ; You ZHOU ; Zhenyu WANG ; Qirong QIAN
Journal of Navy Medicine 2025;46(7):678-682
Objective To investigate the state of rotator cuff injury in flight crew and to explore the effectiveness of extracorporeal shock wave therapy combined with functional exercise in treating rotator cuff injury.Methods A total of 60 flight crew with rotator cuff injuries in Dalian Rehabilitation Center from June 2022 to June 2023 were enrolled in this study.They were randomly assigned to experimental group(shock wave therapy combined with functional exercise)or the control group(functional exercise).The clinical efficacy was compared between the two groups after 4 weeks of treatment.Results All the research objects were male.There was no significant difference in the general information,such as age,flight duration,or course of the disease between the two groups(P>0.05).The visual analogue scale(VAS)scores were decreased,and Constant-Murley scores(CMS)and range of motion(ROM)were increased in both groups after treatment.The above-mentioned indexes in the experimental group were better than those in the control group(P<0.001).Conclusion The shock wave therapy and functional exercise has a more significant therapeutic effect on rotator cuff injuries than functional exercise alone.
6.Effect of Hei Xiaoyaosan on Neuroinflammation and NLRP3/Caspase-1/GSDMD Signaling Pathway in APP/PS1 Mice
Jun ZHOU ; Mingcheng LI ; Yujie LYU ; Zhipeng MENG ; Yunyun HU ; Huping WANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(9):124-133
ObjectiveTo observe the effects of Hei Xiaoyaosan on the learning and memory abilities of Alzheimer's disease model mice (APP/PS1 mice), and to explore its mechanism through the inflammatory cascade mediated by nucleotide-binding oligomerization domain-like receptor family pyrin domain-containing 3 (NLRP3)/cysteine aspartate-specific protease (Caspase-1)/gasdermin D (GSDMD) signaling pathway. MethodsSPF-grade 4-month-old APP/PS1 mice were randomly divided into the model group, MCC950 group, and Hei Xiaoyaosan high-, medium-, and low-dose groups. C57BL/6J mice were used as the blank group. After 7 days of adaptive feeding, mice in each group were intervened. The Hei Xiaoyaosan high-, medium-, and low-dose groups were given corresponding doses by gavage (25.79, 12.90, 6.45 g·kg-1·d-1), the MCC950 group was intraperitoneally injected with 10 mg·kg-1·2 d-1, and the blank group received the same volume of physiological saline by gavage. After 90 days of intervention, the learning and memory abilities were assessed using the Y maze and Morris water maze tests. The structural changes of hippocampal neurons were observed by hematoxylin-eosin (HE) staining. The expression of amyloid precursor protein (APP) in the hippocampal CA3 region was detected by immunohistochemistry. Enzyme-linked immunosorbent assay (ELISA) was used to measure the levels of interleukin (IL)-10, IL-18, and IL-1β in the hippocampus. Western blot was applied to detect the protein expression of NLRP3, Caspase-1, GSDMD, and GSDMD-N in the hippocampus. Immunofluorescence was used to detect the co-localization of GSDMD-N and ionized calcium-binding adapter molecule-1 (Iba-1) in the hippocampus. Results① In the Y maze test, compared with the blank group, the spontaneous alternation rate of the model group was significantly reduced (P<0.01). Compared with the model group, the spontaneous alternation rate in the Hei Xiaoyaosan high- and low-dose groups was significantly increased (P<0.01). ② In the Morris water maze test, during the 1-4 days of the location navigation test, the escape latency time of mice decreased with the extension of training time. On day 4, compared with the blank group, the model group showed a significantly increased escape latency (P<0.05). Compared with the model group, the MCC950 group and the Hei Xiaoyaosan low-dose group showed significantly reduced escape latency (P<0.05). In the spatial exploration experiment, compared with the blank group, the number of platform crossings in the model group was significantly reduced (P<0.01). Compared with the model group, the Hei Xiaoyaosan low-dose group showed significantly increased platform crossings (P<0.05). ③ HE staining showed that, compared with the blank group, the hippocampal CA3 cells of the model group were damaged, arranged loosely and irregularly, swollen, with unclear boundaries, and the nuclei were pyknotic and deeply stained. MCC950 and all doses of Hei Xiaoyaosan improved the hippocampal CA3 cell damage in APP/PS1 mice to varying degrees. ④ Immunohistochemical results indicated that, compared with the blank group, the expression of APP in the hippocampal CA3 region was significantly increased in the model group (P<0.01). MCC950 and all doses of Hei Xiaoyaosan could reduce the expression of APP in the hippocampal CA3 region of APP/PS1 mice (P<0.01). ⑤ ELISA results showed that the levels of IL-18 and IL-1β in the hippocampus of mice in the model group were significantly increased, and IL-10 levels were significantly reduced (P<0.01). Compared with the model group, the IL-18 levels in the MCC950 group and the Hei Xiaoyaosan medium- and low-dose groups were significantly reduced (P<0.01). IL-1β levels in the hippocampus of the MCC950 group and Hei Xiaoyaosan high-, medium-, and low-dose groups were significantly decreased (P<0.01). The IL-10 levels in the hippocampus of the MCC950 group and the Hei Xiaoyaosan medium- and low-dose groups were increased (P<0.05, P<0.01). ⑥ Western blot results showed that compared with the blank group, the protein levels of NLRP3, Caspase-1, GSDMD, and GSDMD-N in the hippocampus of the model group were significantly elevated (P<0.01). Compared with the model group, the content of NLRP3 and Caspase-1 in the hippocampus of the treated groups was decreased (P<0.05, P<0.01). The content of GSDMD in the hippocampus of the Hei Xiaoyaosan high-, medium-, and low-dose groups was reduced (P<0.05, P<0.01), and the content of GSDMD-N in the hippocampus of the Hei Xiaoyaosan medium- and low-dose groups was decreased (P<0.05, P<0.01). ⑦ Immunofluorescence results showed that, compared with the blank group, the co-expression of GSDMD-N and Iba-1 in the hippocampus of the model group was significantly increased (P<0.01). Compared with the model group, the co-expression of GSDMD-N and Iba-1 in the treated groups was significantly reduced (P<0.01). ConclusionHei Xiaoyaosan may regulate the NLRP3/Caspase-1/GSDMD signaling pathway to affect the release of inflammatory factors, alleviate neuroinflammation,improve hippocampal histopathological changes,and improve learning and memory deficits,thus providing potential therapeutic benefits for Alzheimer's disease.
7.Analyzing the current status and influencing factors of occupational stress, job burnout and sleep quality of workers in the secondary industry in Jinshan District, Shanghai City
Shuang LIU ; Xuesong ZHOU ; Zhipeng DAI ; Xiaobin WU ; Fengyang LIANG ; Liping WANG ; Wei LI ; Yanping ZHANG ; Mingjia XU
China Occupational Medicine 2025;52(5):522-528
Objective To analyze the current status and influencing factors of occupational stress, job burnout and sleep quality among workers in the secondary industry in Jinshan District, Shanghai City. Methods A total of 1 418 workers from six key industries in Jinshan District, Shanghai City were selected as the study subjects by the stratified cluster sampling method. The Occupational Stress Core Scale, Maslash Burnout Inventory General Survey and Pittsburgh Sleep Quality Index were used to investigate occupational stress, job burnout and sleep quality of the workers. Results The detection rates of occupational stress, job burnout and sleep disturbance among the study subjects were 33.6%, 65.4% and 23.3%, respectively. Multivariate logistic regression analysis showed that the workers with a monthly income <5 000 yuan had a higher risk of occupational stress than those with a monthly income ≥5 000 yuan (P<0.01). The workers with ≥5.0 years of service had a higher risk than those with <1.0 year (P<0.05). Lack of physical exercise, employment in medium- and large-sized enterprises, and shift work were risk factors of occupational stress in the workers (all P<0.01). The workers aged 18-<30 years had a higher risk of job burnout than those aged 45-<60 years (P<0.05). The workers monthly income <5 000 yuan was associated with a higher risk of job burnout than those with ≥9 000 yuan (P<0.05). The workers with 1.0-<10.0 years or ≥15.0 years of service had higher job burnout risks than those with <1.0 year (all P<0.05). Being unmarried, lack of physical exercise, and employment in medium- and large-sized enterprises were risk factor of job burnout in the workers (all P<0.05). The workers with an educational level of high school or above had a higher risk of sleep disturbance than those with junior school or below (P<0.05). The workers who work >56 hours per week had a higher risk than those working ≤40 hours per week (P<0.01). Conclusion There is a high detection rate of occupational stress, job burnout, and sleep disturbance in the secondary industry workers in Jinshan District, Shanghai City. Special attention should be given to workers with low income, lack of physical exercise, employment in medium- and large-sized enterprises, shift work, long service duration, and long weekly working hours to protect their physical and mental health.
8.Three-dimensional CT study on the position and length of anchor placement during anterior talofibular ligament repair in adolescents with unclosed epiphyseal plates
Jie WANG ; Mingliang CHEN ; Chengyi GU ; Zhipeng TIAN ; You ZHOU
Chinese Journal of Orthopaedics 2025;45(5):288-293
Objective:To explore the position and length of anchor placement during the repair of anterior talofibular ligament (ATFL) in adolescents with unclosed epiphyseal plates by measuring the relevant data in three-dimensional CT.Methods:A total of 100 three-dimensional CT images of adolescent patients with unclosed epiphyseal plates were collected from the database of the Radiology Center of Renhe Hospital Affiliated to China Three Gorges University from January 1, 2017 to January 1, 2024. There were 69 males and 31 females, aged 12.38±0.90 years (range, 11-14 years), 47 on the left side and 53 on the right side, with a height of 155.72±5.84 cm (range, 145-175 cm), a weight of 48.02±5.93 kg (range, 40-72 kg), and a body mass index (BMI) of 19.77±1.61 kg/m 2 (range, 17.69-24.91 kg/m 2). The built-in measurement tool of the picture archiving and communication system (PACS) was used to measure the angle (α) between the direction of the nail placement and the longitudinal axis of the fibula, the distance between the nail placement point and the posterior edge of the fibula ( d), and the height from the nail placement point to the level of the fibula tip ( h) to evaluate the position and length of the anchor placement. Results:In adolescent patients, α was 47.50°±3.28° (range, 40.00°-56.00°), d was 17.12±1.80 mm (range, 11.70-21.90 mm), and h was 5.21±1.17 mm (range, 3.40-7.90 mm). The α, d and h of male patients were 47.48°±3.13° (range, 42.00°-56.00°), 17.49±1.54 mm (range, 14.45-21.90 mm) and 5.25±1.07 mm (range, 3.70-7.90 mm), respectively. Those of female patients were 47.55°±3.66° (range, 40.00°-53.00°), 16.30±2.07 mm (range, 11.65-20.30 mm) and 5.07±1.56 mm (range, 3.40-7.00 mm), respectively. There was a significant difference in d between male and female patients ( t=3.193, P=0.002), but there was no significant difference in α and h ( t=0.098, P=0.922; t=0.296, P=0.770). Conclusions:The safe range of anchor placement during ATFL anatomical repair in adolescents with unclosed epiphyseal plates is about 3.40-7.90 mm above the tip of fibula and 56°-90° with the longitudinal axis of fibula. Male patients with unclosed epiphyseal plates should choose anchors with a length of 14 mm and shorter, while females should choose anchors with a length of 10.8 mm.
9.Effects of ACL Reconstruction in the Dominant or Nondominant Limb on Lower Limb Function and Biomechanics During Single-Leg Jump Landing
Boshi XUE ; Xiaowei YANG ; Xia WANG ; Zhipeng ZHOU ; Liangliang ZHENG
Journal of Medical Biomechanics 2025;40(4):939-947
Objective To determine the effect of limb dominance on landing biomechanics and lower limb functional outcomes in patients with anterior cruciate ligament reconstruction(ACLR).Methods Forty-nine participants were recruited and divided into the ACLR on dominant limb(ACLR-D)group,ACLR on nondominant limb(ACLR-ND)group and healthy control group.Single-leg jump landing,knee isokinetic muscle strength,Y balance,and single-leg hop distance were tested on both limbs of all participants.Kinematics and kinetics data during the single-leg jump landing were collected by an infrared motion capture system and a force platform,and knee joint muscle strength was collected using the isokinetic muscle strength testing system.Two-way mixed-design ANOVAs were used to observe the effects of limb and group on the outcomes of each test.Results The non-surgical limbs had greater knee valgus,knee external rotation angles and knee valgus moments during single-leg jump landing in the ACLR-D group compared with those in the ACLR-ND group,and the ACLR-D group had significantly smaller bilateral knee flexion angles than the control group.There were no differences in knee muscle strength,Y-balance composite scores and single-leg hop distance between ACLR-D and ACLR-ND groups,but the Y balance scores in the ACLR-ND group were smaller than those in the control group.Conclusions Limb dominance has no effects on knee muscle strength,dynamic postural control,and single-leg hop function in ACLR patients.The non-surgical limbs of ACLR-D patients are at a higher risk of ACL injury due to the presence of greater knee valgus and external rotation angles and knee valgus moments.
10.Impacts of Yiqi Wenfei Tongqiao Formula on inflammatory response and Th1/Th2 immune balance in rats with lung Qi deficiency cold type allergic rhinitis
Shan ZHU ; Wenjin ZHAO ; Xinlei TIAN ; Yijin ZHOU ; Zhipeng ZHU ; Wenjie HU
Chinese Journal of Immunology 2025;41(9):2220-2225
Objective:To explore the impacts of Yiqi Wenfei Tongqiao Formula on inflammatory response and T helper cell(Th)1/Th2 immune balance in rats with lung Qi deficiency cold type allergic rhinitis.Methods:Sixty SD rats were randomly divided into model group,low dose Yiqi Wenfei Tongqiao Formula group,medium dose Yiqi Wenfei Tongqiao Formula group,high dose Yiqi Wenfei Tongqiao Formula group,and desloratadine group,with 12 rats in each group,using a combination of smoking,cold stimula-tion combined with ovalbumin(OVA)sensitization and stimulation construct lung Qi deficiency cold type allergic rhinitis model.An-other 12 normal SD rats were selected as control group.Each group of rats was treated with corresponding drugs once a day for 14 days.Model group and control group rats were given physiological saline.Scoring method was used to analyze the behavioral score and lung index of rats with allergic rhinitis.HE staining was applied to detect pathological changes in rat nasal mucosa tissue.ELISA was ap-plied to detect levels of IFN-γ,IL-4 and TNF-α in rats serum;flow cytometry was applied to detect Th1/Th2.Western blot was applied to detect expressions of T-bet and GATA-3 protein in nasal mucosa tissues of rats in each group.Results:Compared with control group,pathological damage to nasal mucosa tissue of model group rats was severe,allergic rhinitis behavior score(days 41,48,56),lung index,levels of IL-4 and TNF-α,Th2 and protein expression of GATA-3 were increased,while levels of IFN-γ,Th1,Th1/Th2,and protein expression of T-bet were decreased(P<0.05);compared with model group,pathological damage to nasal mucosa tissue of rats in low,medium,high doses Yiqi Wenfei Tongqiao Formula groups and desloratadine group were alleviated,the allergic rhinitis behavior score(days 48,56),lung index,levels of IL-4 and TNF-α,Th2 and protein expression of GATA-3 were decreased,while levels of IFN-γ,Th1,Th1/Th2,and protein expression of T-bet were increased(P<0.05).Conclusion:Yiqi Wenfei Tongqiao Formula can inhibit inflammatory response of lung Qi deficiency cold type allergic rhinitis rats By regulating Th1/Th2 immune balance.

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