1.Construction and Validation of a Large Language Model-Based Intelligent Pre-Consultation System for Traditional Chinese Medicine
Yiqing LIU ; Ying LI ; Hongjun YANG ; Linjing PENG ; Nanxing XIAN ; Kunning LI ; Qiwei SHI ; Hengyi TIAN ; Lifeng DONG ; Lin WANG ; Yuping ZHAO
Journal of Traditional Chinese Medicine 2025;66(9):895-900
ObjectiveTo construct a large language model (LLM)-based intelligent pre-consultation system for traditional Chinese medicine (TCM) to improve efficacy of clinical practice. MethodsA TCM large language model was fine-tuned using DeepSpeed ZeRO-3 distributed training strategy based on YAYI 2-30B. A weighted undirected graph network was designed and an agent-based syndrome differentiation model was established based on relationship data extracted from TCM literature and clinical records. An agent collaboration framework was developed to integrate the TCM LLM with the syndrome differentiation model. Model performance was comprehensively evaluated by Loss function, BLEU-4, and ROUGE-L metrics, through which training convergence, text generation quality, and language understanding capability were assessed. Professional knowledge test sets were developed to evaluate system proficiency in TCM physician licensure content, TCM pharmacist licensure content, TCM symptom terminology recognition, and meridian identification. Clinical tests were conducted to compare the system with attending physicians in terms of diagnostic accuracy, consultation rounds, and consultation duration. ResultsAfter 100 000 iterations, the training loss value was gradually stabilized at about 0.7±0.08, indicating that the TCM-LLM has been trained and has good generalization ability. The TCM-LLM scored 0.38 in BLEU-4 and 0.62 in ROUGE-L, suggesting that its natural language processing ability meets the standard. We obtained 2715 symptom terms, 505 relationships between diseases and syndromes, 1011 relationships between diseases and main symptoms, and 1 303 600 relationships among different symptoms, and constructed the Agent of syndrome differentiation model. The accuracy rates in the simulated tests for TCM practitioners, licensed pharmacists of Chinese materia medica, recognition of TCM symptom terminology, and meridian recognition were 94.09%, 78.00%, 87.50%, and 68.80%, respectively. In clinical tests, the syndrome differentiation accuracy of the system reached 88.33%, with fewer consultation rounds and shorter consultation time compared to the attending physicians (P<0.01), suggesting that the system has a certain pre- consultation ability. ConclusionThe LLM-based intelligent TCM pre-diagnosis system could simulate diagnostic thinking of TCM physicians to a certain extent. After understanding the patients' natural language, it collects all the patient's symptom through guided questioning, thereby enhancing the diagnostic and treatment efficiency of physicians as well as the consultation experience of the patients.
2.Visualization Analysis of Research Hotspots and Trends in Field of Tumor Therapy Based on CiteSpace and VOSviewer
Yuhang FANG ; Chuchu ZHANG ; Bailu SUI ; Yan WANG ; Runxi WANG ; Yu CHEN ; Xinhe YUAN ; Hongjun YANG ; Ying ZHANG
Cancer Research on Prevention and Treatment 2025;52(4):297-304
Objective To explore the research hotspots and development trends in the field of cancer treatment in the past decade. Methods The CNKI and Web of Science Core Collection databases were searched for Chinese and English articles related to cancer treatment published over the last 10 years. Bibliometric research methods were employed, including keyword cluster analysis of published literature. Results A total of 45 455 Chinese articles and 866 958 English articles were retrieved. Combining the visualization analysis results and the current research dilemma of tumor treatment revealed that the current research hotspots of tumor treatment domestically and internationally can primarily focus on four key areas. In the realm of targeted therapy, efforts are directed towards the discovery of new drug targets, overcoming resistance to targeted therapy, and the development of monoclonal antibodies and antibody–drug conjugates. In the field of immunotherapy, the emphasis lies in enhancing the response rate to immune checkpoint inhibitors, determining the mechanisms behind resistance to immunotherapy, and improving the safety of treatment. The research in traditional Chinese medicine (TCM) covers evidence-based evaluation studies on TCM treatment, the identification of populations that can gain the most benefit from TCM, and strategies for improving the quality of life. In the area of novel drug development, cutting-edge technologies, such as organoid-based screening for anticancer drugs, synthetic biology, and artificial intelligence, are under investigation. Conclusion New targeted drugs, immune efficacy improvement, multidisciplinary integration, nano-delivery, and TCM innovation are the key research directions in the field of tumor therapy in the future.
3.Discussion on the Prevention and Treatment of Epidemics Based on the Four-Dimensional Attributes of “Syndrome”
Journal of Traditional Chinese Medicine 2024;65(3):324-327
Syndrome is an important concept in the theoretical system of tradtional Chinese medicine (TCM), and the four-dimensional attributes of syndrome are proposed based on clinical practice, namely materiality, regularity, complexity and holism. The materiality of syndrome is an objective existence that can be perceived and seen, and it can be perceived from more levels by using modern science and technology to explore the visualisation, objectification and digitisation of syndrome; the regularity of syndrome is hierarchical, can be grasped, for example in the beginning of the epidemic the pathogen is unknown, and grasping the regularity of syndrome can make a rapid response in the treatment of the epidemic; the complexity of syndrome is not only reflected in the geographical, seasonal and individual differences, but also reflected in the development of the dynamics of a certain period of law, especially for the epidemic disease with characteristics of rapid onset, rapid change, so changeable syndrome, bad syndrome can appear at any time, and an objective and comprehensive grasp of the complexity of the syndrome can help improve the diagnosis and treatment of epidemic disease; the holism of syndrome not only embodied in the human body is a whole, the form of God as a whole, but also emphasised that man and nature are a whole, so more emphasis on man and nature as a whole. The occurrence of epidemics usually due to the unexpected qi appeared not the time, and the holism view of man and nature is an effective way to prevent and control epidemics. With the syndromes as the core, we explored the effective treatment strategy of epidemic disease combined with syndromes to provide ideas for the prevention and control of the epidemics.
4.Impact of therapeutic plasma exchange intervention timing and liver injury periodization on the prognosis of pa-tients with exertional heat stroke
Zongzhong HE ; Min WANG ; Yuan ZHUANG ; Jie LIN ; Leiying ZHANG ; Liyang ZOU ; Lingling LI ; Chunya MA ; Xiaomin LIU ; Xiang QUAN ; Ying JIANG ; Mou ZHOU ; Hongjun KANG ; Yang YU
Chinese Journal of Blood Transfusion 2024;37(7):728-733
Objective To explore the prognostic impact and clinical application value of therapeutic plasma exchange(TPE)intervention timing and liver injury periodization in patients with exertional heat stroke(EHS).Methods Data of 127 EHS patients from the First Medical Center of the General Hospital of the People′s Liberation Army from January 2011 to December 2023 were collected,then divided into the death group and the survival group based on therapeutic outcomes and into 5 stages according to the dynamic changes of ALT,AST,TBIL and DBIL.According to propensity score matching analysis,11 patients in the survival group and 12 patients in the death group were included in the statistical analysis,and 20 of them were treated with TPE.The changes in indicators and clinical outcomes before and after TPE were observed,in order to evaluate the impact of intervention timing on prognosis.Results Among the 23 patients,14 had no liver injury or could progress to the repair phase,resulting in 3 deaths(with the mortality rate of 21.43%),while 9 patients failed to pro-gress to the repair phase,resulting in 9 deaths(with the mortality rate of 100%),with significant differences(P<0.05).The mortality rate of the first TPE intervention before the third stage of liver injury was 23.08%(3/13),while that of interven-tion after reaching or exceeding the third stage was 85.71%(6/7),and the difference was statistically significant(P<0.05).Conclusion TPE should be executed actively in EHS patients combined with liver injury before the third phase to lock its pathological and physiological processes,thereby improving prognosis and reducing mortality.
5.Design and implementation of epidemiological survey on dementia in community residents in Tongliao City
Yuanyuan LI ; Linfeng ZHANG ; Guangming XU ; Xiaoyi TIAN ; Hongjun SUN ; Tingting ZHANG ; Hongmei YU ; Peilin XU ; Wujisiguleng ; Jiana MUHAI ; Ying CUI ; Junjie HUANG ; Muren ; Guifang LEI ; Yueqin HUANG ; Zhaorui LIU
Chinese Mental Health Journal 2024;38(9):752-758
Objective:To describe the detail sampling design,weighting,instruments,filed procedures and quality control methods of the epidemiological survey on dementia among community residents in Tongliao City.Methods:A three-stage disproportionate probability sampling design was used to investigate the inhabitants aged 65 years and over in Tongliao City,Inner Mongolia Autonomous Region.The 10/66 Dementia Research Group(10/66 DRG)assessment instruments were used to diagnose dementia,using computer-assisted personal interview mode in the selected older people.Comprehensive quality control methods were implemented throughout the field-work.Results:A total of 166 villages or communities were sampled from nine counties or districts in Tongliao Cit-y.Totally 4 345 older people were interviewed with 96.2%response rate.By calculating sampling design weights,non-response adjustment weights and post-stratification adjustment weights,these weights were multiplied and per-formed trimming adjustment and standardization adjustment to generate final weights.The 171 interviewers were well-trained and qualified to carry out filed interview.Quality control methods included computer data check,audio record check,and telephone check in order to ensure the quality of the survey.Conclusion:This survey is imple-mented using a rigorous sampling design and timely quality control methods,and uses the 10/66 DRG assessment instruments with satisfactory international validity and reliability as survey instruments,which has international cross-cultural comparability.It provides a valid and feasible methodology of epidemiological survey on dementia for further studies in different regions in China.
6.Relationship between symmetry of lower limb function and gait symmetry in patients with incomplete spinal cord injury
Yiji WANG ; Hongjun ZHOU ; Zejia HE ; Genlin LIU ; Ying ZHENG ; Chunxia HAO ; Bo WEI ; Haiqiong KANG ; Ying ZHANG ; Xiaolei LU ; Yuan YUAN ; Qianru MENG
Chinese Journal of Rehabilitation Theory and Practice 2023;29(6):639-645
ObjectiveTo observe the characteristics of gait symmetry and its influencing factors in patients with incomplete spinal cord injury (ISCI). MethodsFrom May, 2018 to November, 2021, 34 patients with ISCI in Beijing Bo'ai Hospital were divided into symmetrical injury of lower limb (SI) group and asymmetrical injury of lower limb (ASI) group according to the lower extremities motor score (LEMS). Three dimensional motion acquisition system and plantar pressure acquisition system were used for gait test. The symmetry indexes of step length, stance time and swing time were caculated. ResultsThe symmetry indexes of step length, stance time and swing time were significant lower in SI group than in ASI group (|t| > 2.619, P < 0.01). Stance time and swing time significantly correlated to the difference of bilateral LEMS in ASI group (r > 0.468, P < 0.01). Discriminant analysis showed that gait parameter equations were different for patients with different symmetry of lower limb injuries. ConclusionThe symmetry of lower limb motor function impacts gait symmetry for patients with ISCI, especially the difference value of bilateral total LEMS. Gait parameters can be used to determine the symmetry of lower limb injury in patients with ISCI.
7.Relationship between impairment and magnetic resonance imaging finding in patients with traumatic cervical spinal cord injury after surgery
Yuan YUAN ; Hongjun ZHOU ; Xinying CONG ; Genlin LIU ; Bo WEI ; Ying ZHENG ; Chunxia HAO ; Ying ZHANG ; Yiji WANG ; Haiqiong KANG ; Xiaolei LU ; Qianru MENG
Chinese Journal of Rehabilitation Theory and Practice 2023;29(6):725-730
ObjectiveTo explore the application of Brain and Spinal Injury Center (BASIC) score in evaluation of traumatic cervical spinal cord injury. MethodsFrom January, 2015 to December, 2021, 175 patients with traumatic cervical spinal cord injury in Beijing Bo'ai Hospital were analyzed. Gender, age, cause of injury, injury mechanism and American Spinal Injury Association Impairment Scale (AIS) grade were collected. The sagittal and axial T2 weighted imaging (T2WI) of the patients were evaluated with BASIC score, single/multi-segment injury, and with/without intramedullary hemorrhage. According to the injury mechanism, the patients were divided into two groups: with fracture/fracture dislocation (n = 92) and without fracture and dislocation (n = 83). The baseline demographic indicators and T2WI evaluation indicators were compared between the two groups, and the relationship between AIS grade and BASIC score, intramedullary hemorrhage, single/multi-segment injury were investigated. ResultsThere were significant differences in gender, age and AIS grade, BASIC score, and the rates of inntramedullary hemorrhage and single segment injury of T2WI between two groups (t = -10.276, χ2 > 8.703, P < 0.01); however, no difference was found in the cause of injury (P > 0.05). The AIS grade was significantly correlated with the BASIC score (r = 0.790, P < 0.001). There was significant difference in AIS grade between intramedullary hemorrhage or not, and single/multi-segment injury (χ2 > 5.516, P < 0.05). ConclusionThe BASIC score of T2WI is a predictor of the severity of spinal cord injury after traumatic cervical spinal cord injury, and is different with the injury mechanisms.
8.Integration of single-cell RNA sequencing and network disturbance to elucidate cross-talk between multi-components drug and trigeminal ganglia cells in migraine
Bo ZHANG ; Yujie XI ; Ying HUANG ; Yi ZHANG ; Feifei GUO ; Hongjun YANG
Chinese Journal of Pharmacology and Toxicology 2023;37(z1):38-39
OBJECTIVE To clarify the mecha-nism of Tou Tong Ning capsule(TTNC)and elu-cidate crosstalk between multi-components drug and trigeminal ganglia cells in migraine.METH-ODS We integrated single-cell RNA sequencing data and a quantitative evaluation algorithm of the disturbance of multi-target drugs on the dis-ease network to explore the specific pathology of TTNC for migraine.Cerebrovascular smooth muscle spasmolytic activity experiment was car-ried out to verify the results of bioinformatics analysis.RESULTS TTNC can effectively regu-late the functions of synaptic signaling,inflamma-tion and immune response,and cerebrovascular smooth muscle.For different cell subtypes of tri-geminal ganglia,TTNC can significantly disturb the robustness on neuronal cell networks and non-neural networks(fibroblast and vascular cells),indicating TTNC vasodilation activity of brain vessels and neural regulation activities of various neuro types.Contraction of cerebrovas-cular smooth muscle of mouse ex vivo confirmed the vasodilation activity of TTNC and active com-pounds(Emodin,Luteolin and Levistilide A).And literature mining confirmed the vasospasmolytic activity and neuroprotective effect activity of TTNC.CONCLUSIONS Integrating single-cell data and network disturbance tools provides a new strategy for the MoA of multi-components drug through cell subtyping.
9.Analysis of TUBB2B gene variant in a fetus with complex cortical dysplasia with other brain malformations-7.
Lulu YAN ; Zhaier LU ; Yingwen LIU ; Chunxiao HAN ; Hongjun YING ; Youwei BAO ; Jiangyang XUE ; Haibo LI
Chinese Journal of Medical Genetics 2022;39(3):301-304
OBJECTIVE:
To explore the genetic basis for a fetus with dysgenesis of corpus callosum and other brain malformations.
METHODS:
Whole exome sequencing was carried out for the fetus and its parents. Suspected pathogenic variants were verified by Sanger sequencing.
RESULTS:
A novel de novo missense variant c.758T>A (p.L253Q) of the TUBB2B gene was identified, which was unreported previously. Based on the guidelines from the American College of Medical Genetics, the c.758T>A variant was predicted to be likely pathogenic. Bioinformatics analysis predicted that the leucine at position 253 was highly conserved among various species, and the c.758T>A variant may impact the formation of hydrogen bonds between Leu253 and Asp249 and Met257 residues, which in turn may affect the combination of GTP/GDP and function of the TUBB2B protein.
CONCLUSION
The c.758T>A variant of the TUBB2B gene probably underlay the fetal malformations in this Chinese family. Above discovery has enriched the spectrum of TUBB2B gene variants and provided a basis for genetic counseling and prenatal diagnosis.
Brain
;
Female
;
Fetus/abnormalities*
;
Humans
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Malformations of Cortical Development/genetics*
;
Pregnancy
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Prenatal Diagnosis
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Tubulin/genetics*
;
Whole Exome Sequencing
10.Advance in neurological classification of spinal cord injury with complications
Genlin LIU ; Hongjun ZHOU ; Jianjun LI ; Bo WEI ; Ying ZHENG ; Chunxia HAO ; Ying ZHANG ; Yiji WANG ; Haiqiong KANG ; Xiaolei LU ; Yuan YUAN ; Qianru MENG
Chinese Journal of Rehabilitation Theory and Practice 2022;28(8):934-938
ObjectivesTo introduce the progress in neurological classification of spinal cord injury (SCI) with complications. MethodsThe literatures in recent ten years were reviewed and summarized. ResultsIn January, 2022, a new neurological classification of SCI with complications in the International Standards for Neurological Classification of SCI (ISNCSCI) was published by the focus group of the American Spinal Injury Association (ASIA) International Standards Committee, with the extended "*"-tag concept, sensory and motor examination results impacted by SCI complication above, at, or below the neurological level of injury (NLI) could be consistently documented, scored, and classified. ConclusionThis new taxonomy in neurological classification of SCI with complications has overcome the shortcomings of the previous ISNCSCI versions and benefits the accuracy of ISNCSCI classifications, it could be tried in the clinical application.

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