1.Research status of automatic localization of acupoint based on deep learning.
Yuge DONG ; Chengbin WANG ; Weigang MA ; Weifang GAO ; Yuzi TANG ; Yonglong ZHANG ; Jiwen QIU ; Haiyan REN ; Zhongzheng LI ; Tianyi ZHAO ; Zhongxi LV ; Xingfang PAN
Chinese Acupuncture & Moxibustion 2025;45(5):586-592
This paper reviews the published articles of recent years on the application of deep learning methods in automatic localization of acupoint, and summarizes it from 3 key links, i.e. the dataset construction, the neural network model design, and the accuracy evaluation of acupoint localization. The significant progress has been obtained in the field of deep learning for acupoint localization, but the scale of acupoint detection needs to be expanded and the precision, the generalization ability, and the real-time performance of the model be advanced. The future research should focus on the support of standardized datasets, and the integration of 3D modeling and multimodal data fusion, so as to increase the accuracy and strengthen the personalization of acupoint localization.
Deep Learning
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Acupuncture Points
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Humans
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Neural Networks, Computer
2.The Role of Artificial Intelligence in Adverse Drug Reaction Monitoring: Current Status and Challenges
Yuge WEI ; Ronghao LI ; Chenyi SUN ; Congmin ZHU ; Ting CHEN ; Hong YANG ; Honglei LIU
Medical Journal of Peking Union Medical College Hospital 2025;16(6):1363-1370
Adverse drug reactions (ADRs) significantly impact clinical medication safety. The timely identification and prediction of ADRs rely on the efficient analysis of real-world data, such as electronic health records, social media, and spontaneous reporting databases. In recent years, the rapid advancement of artificial intelligence, particularly large language models, in natural language processing, causal reasoning, and complex data mining has provided new technological means for real-time ADRs monitoring and individualized prediction. This paper summarizes the latest research achievements in AI-driven ADRs monitoring. Focusing on diverse data sources, including structured databases and electronic health records, it elaborates on the advantages andchallenges of AI in ADRs event extraction, relationship identification, causal analysis, and risk prediction. The aim is to provide a theoretical reference for constructing more intelligent and efficient ADRs monitoring systems.
3.Epidemiological characteristics of scrub typhus in Lianyungang City in 2010-2022
Yanze ZHENG ; Yuge CHEN ; Jialing ZHANG ; Furong LYU ; Ming ZHI ; Haipeng LI ; Xing ZHAO ; Anlian ZHOU ; Lei XU
Journal of Public Health and Preventive Medicine 2024;35(3):95-98
Objective To understand the epidemiological characteristics of scrub typhus disease and to provide a scientific basis for the prevention and control of scrub typhus disease. Methods Descriptive epidemiological methods were used to analyze the population and regional distribution of scrub typhus. Seasonal characteristics were analyzed using concentration method and circular distribution method, and incidence trend was analyzed using joinpoint regression model. Results The annual incidence rate of scrub typhus was 0.95/100 000 from 2010 to 2022. The incidence rate of male was 0.77/100 000, lower than that of female 1.12/100 000 (χ2=18.89, P<0.05). The incidence rate of the 60-74 years old group was 3.38/100,000, and the total number of cases in the age group 45-74 years was 416 (74.95%). Occupational distribution was mainly among farmers, with 448 cases (80.72%). The top three regions with the highest number of reported cases (in order: Donghai County, Ganyu District, and Guannan County) reported a total of 416 cases, accounting for 74.95%. Concentration ratio was M=0.9408, and the incidence of scrub typhus disease was strictly seasonal. Circular distribution results showed a-=-62.3728, S=20.8960. The circular distribution results indicated that the peak day was October 19th, and the peak period was between October 7 to December 19. The average annual percentage change (AAPC) of the incidence rate from 2010 to 2022 was 13.70%, 95% CI (-8.62%~41.48%), and the incidence rate showed an upward trend (t=1.15, P=0.249). Conclusion The incidence of scrub typhus disease is strictly seasonal, and the incidence rate over the years shows an upward trend. It is necessary to strengthen monitoring and take various intervention measures to reduce the risk of scrub typhus disease.
4.Establishment of an experimental animal platform for evaluating the feasibility and safety of intelligent acupuncture robotic acupuncture
Weigang MA ; Xingfang PAN ; Jiwen QIU ; Weifang GAO ; Yonglong ZHANG ; Yuge DONG ; Yuzi TANG ; Haiyan REN ; Zhongzheng LI
Acta Laboratorium Animalis Scientia Sinica 2024;32(5):600-609
Objective This study aimed to develop an experimental animal platform for evaluating the feasibility and safety of intelligent acupuncture robots and to lay the foundation for further research.Methods Six 2-month-old Guangxi Bama miniature pigs were used as experimental subjects for acupuncture verification after anesthesia.First,manual acupuncture verification was carried out.Six acupoints were selected for each experimental animal and the needles were left for 20 min after the lifting,inserting,and twisting manipulation.Before and after controls were included.The experiment was carried out for 28 days,and each experiment was conducted once every 2 days for a total of 10 times.After verification of manual acupuncture,a point 10 mm from each of the six selected acupoints was selected,with a total of 12 points,and acupuncture operations were carried out on the experimental animals using the intelligent acupuncture module of the acupuncture robot at different frequencies and angles,to further verify the stability and feasibility of the animal platform.Results Routine safety-related blood indicators and blood biochemistry indicators after the procedure were normal and stable compared with those before the procedure.The average heart rate of the animals was 124 beats/min,the average blood pressure was 87/36 mmHg,and the average body temperature of was 36℃at a room temperature of 25℃,with no significant change in body temperature during and after the experiment.On the basis of this experimental platform,acupuncture manipulation using the intelligent acupuncture module of the acupuncture robot was completed successfully,with no abnormalities related to acupuncture such as bending,breaking,or stagnation of needles during the experimental process,and the experimental animals showed no obvious abnormalities.Conclusions This study established a stable experimental animal platform for evaluating the feasibility and safety of acupuncture carried out by intelligent acupuncture robots,based on the existing experimental method of miniature pigs.These result lay a foundation for further research related to the use of intelligent acupuncture robots.
5.Preliminary experiment on simulated human manual acupuncture of intelligent acupuncture robot based on Bama miniature pigs.
Weigang MA ; Yuge DONG ; Changshuai ZHANG ; Kaiyao LUO ; Yonglong ZHANG ; Weifang GAO ; Yuzi TANG ; Jiwen QIU ; Haiyan REN ; Zhongzheng LI ; Xingfang PAN
Chinese Acupuncture & Moxibustion 2024;44(12):1472-1478
OBJECTIVE:
To evaluate the performance of a newly developed intelligent acupuncture robot that simulates human manual acupuncture techniques through an animal experiment using miniature pigs.
METHODS:
Two 3-month-old Bama miniature pigs were selected. One pig was used for the manual needling techniques of the practitioner, and the other pig was used for the intelligent acupuncture robot. The acupoints selected were "Qiangfeng" "Bojian" "Xiaokua" "Huiyang" (BL 35) and "Baihui" (GV 20), with a straight insertion depth of 25-35 mm. The manipulation techniques, including lifting-thrusting and twisting at a frequency of 90 times/min, were applied for 1 min, with 30 s each for lifting-thrusting (10 mm amplitude) and twisting (180° angle). The practitioner's needling techniques were captured using an optical motion capture system, and the collected data were input into the intelligent acupuncture robot for replication on the second miniature pig. A complete needling session of five acupoints was considered one round, and three rounds were performed per session, every other day, for a total of five sessions, completing 15 rounds. The Fréchet distance method was used to compare the robot's replicated needling data with the practitioner's data, and curve fitting analysis was conducted to evaluate the robot's performance and precision.
RESULTS:
The intelligent acupuncture robot achieved a total completion rate of 96.00% for 75 needling operations, with a non-completion rate of 4.00%. The robot's replication of the practitioner's needling techniques showed a good fit, with many characteristic points overlapping. The average Fréchet distance was 18.67. The Fréchet distance for the lifting-thrusting and twisting techniques at Baihui (GV 20) and "Huiyang" (BL 35) acupoints was smaller than that at "Xiaokua" and "Qiangfeng" points (P<0.01). The accuracy of the lifting-thrusting technique at "Xiaokua" and "Qiangfeng" acupoints was lower than the twisting technique (P<0.01).
CONCLUSION
The intelligent acupuncture robot is able to replicate the pre-recorded manual needling parameters with a high degree of accuracy.
Animals
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Swine
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Swine, Miniature
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Acupuncture Therapy/methods*
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Robotics/instrumentation*
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Humans
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Acupuncture Points
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Female
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Male
6.Quality evaluation of infectious disease surveillance data in Lianyungang City in 2017 - 2021
Yanze ZHEN ; Xing ZHAO ; Haipeng LI ; Yuge CHEN ; Mengjie ZHU ; Li YIN ; Lei XYU
Journal of Public Health and Preventive Medicine 2023;34(2):69-72
Objective To evaluate the quality of infectious disease surveillance data and provide scientific basis for improving data quality and health decision-making. Methods The comprehensive index of infectious disease monitoring system evaluation and the integrity, accuracy and reliability of infectious disease report data were used to evaluate the quality of infectious disease monitoring data in multiple dimensions. Results In 2021, The comprehensive evaluation index of infectious disease surveillance system was 98.40%. In terms of data integrity, 1 105 data were missing, and the incomplete rate was 1.46%; In terms of data accuracy, 1978 cases were not accurately, rate of accuracy was 26.72%; In terms of data reliability, the card reporting rate of tertiary medical institutions accounted for 67.05%, the diagnosis rate of confirmed cases was 27.74%, and the correction rate of report card was 28.48%. Conclusion The accuracy and reliability of infectious disease data are insufficient, and new methods for infectious disease monitoring data quality are expanded to make up for the lack of data quality evaluation of the current national epidemic system.
7.Research on the Current Situation of Traditional Chinese Medicine Talents Development and the Effect of Talent Policy Implementation
Wei WANG ; Yuge LIU ; Chen GUAN ; Jingnan SUN ; Chuwei LI ; Zuoqi DING ; Haiping HAO
World Science and Technology-Modernization of Traditional Chinese Medicine 2023;25(6):1901-1913
Objective To investigate the role and existing dilemmas of policies related to traditional Chinese medicine talents in China in terms of their growth paths and attitudes towards existing policies.Methods A questionnaire survey was conducted to investigate the current situation of the development of traditional Chinese medicine talents and their views on the existing policies.Results 278 valid questionnaires were collected.In general,traditional Chinese medicine talents are quite satisfied with the current talent policy,the interviewees with senior professional titles have a better understanding of the talent policy,and the young members and members of the Chinese society of traditional Chinese medicine have a more positive and urgent attitude towards building a talent policy and evaluation index system with traditional Chinese medicine characteristics.Respondents generally believe that the current financial support for talent projects of traditional Chinese medicine is average,but it can stimulate the growth of young scholars.The title of talents and the achievements of scholars'scientific research complement each other.Conclusion In the process of the development of the field of traditional Chinese medicine,we should speed up the training of innovative talents of traditional Chinese medicine,establish talent evaluation indicators with traditional Chinese medicine characteristics,improve the evaluation and project management system of traditional Chinese medicine talents,and reasonably optimize the incentive mechanism brought by the title of talents.
8.Improving access to quality of care for drug-resistant tuberculosis patients: a qualitative study on patient-centered support system
Yuge ZHANG ; Jingting LU ; Limei ZHU ; Song YAO ; Bin CHEN ; Xubin ZHENG ; Beibei CHE ; Zhipeng LI ; Qi ZHAO ; Biao XU
Chinese Journal of Hospital Administration 2022;38(4):274-279
Objective:To analyze the role of patient support system in multidrug-resistant/rifampicin-resistant tuberculosis (MDR/RR-TB) treatment adherence and outcome, and provide evidence for deepening the patient-centered support system.Methods:Based on the stakeholder analysis, definite stakeholders (administrators from the Department of Medical Insurance, and those from the provincial CDC), expectant stakeholders (administrators from regional CDC, health workers from primary CDCs, medical workers from designated MDR/RR-TB hospitals and MDR/RR-TB patients), and latent stakeholders (MDR/RR-TB patient families and their neighbors or colleagues) were selected using a purposive sampling. These stakeholders were subject to a semi-structured interview on patient support. The inclusion of participants ceased after reaching code or thematic saturation and meaning saturation, while thematic framework analysis was applied in interview data.Results:The 25 interviewees included could be categorized into three groups of stakeholders, i. e., 4 definite stakeholders, 19 expectant stakeholders and 2 latent stakeholders. Three themes summarized in this regard were definite stakeholders providing policy support to advance these patients′ access to standardized diagnosis and treatment services; diagnosis and treatment and management support of expectant stakeholders of these patients to encourage their compliance to treatment and enable their access to high quality medical care; and support from latent stakeholders as a critical guarantee for the patients to welcome a desirable treatment outcome. Psychological support provided under MDR/RR-TB basic care program in some provinces contributed positively to raising patients′ compliance. Economic support, treatment support from family menmbers ccould help the patients to welcome desirable outcomes.Conclusions:MDR/RR-TB patient-centered support system operating in the Yangtze River delta provide the patients with MDR/RR-TB diagnostic and treatment services of some accessibility. Given the progress, there are still shortcomings for the respective stakeholders to enhance their attention and collaboration to improve the access and equity to medical service.
9.Disease Course and Outcomes in Patients With the Limited Form of Neuromyelitis Optica Spectrum Disorders and Negative AQP4-IgG Serology at Disease Onset:A Prospective Cohort Study
Xiaodong CHEN ; Jing ZHOU ; Rui LI ; Bingjun ZHANG ; Yuge WANG ; Xiaonan ZHONG ; Yaqing SHU ; Yanyu CHANG ; Wei QIU
Journal of Clinical Neurology 2022;18(4):453-462
Background:
and Purpose Patients presenting with clinical characteristics that are strongly suggestive of neuromyelitis optica spectrum disorders (NMOSD) have a high risk of developing definite NMOSD in the future. Little is known about the clinical course, treatment, and prognosis of these patients with likely NMOSD at disease onset.
Methods:
This study prospectively recruited and visited 24 patients with the limited form of NMOSD (LF-NMOSD) at disease onset from November 2012 to June 2021. Their demographics, clinical course, longitudinal aquaporin-4 immunoglobulin G (AQP4-IgG) serology, MRI, therapeutic management, and outcome data were collected and analyzed.
Results:
The onset age of the cohort was 38.1±12.0 years (mean±standard deviation). The median disease duration was 73.5 months (interquartile range=44.3–117.0 months), and the follow-up period was 54.2±23.8 months. At the end of the last visit, the final diagnosis was categorized into AQP4-IgG-seronegative NMOSD (n=16, 66.7%), AQP4-IgG-seropositive NMOSD (n=7, 29.2%), or multiple sclerosis (n=1, 4.2%). Seven of the 24 patients (29.2%) experienced conversion to AQP4-IgG seropositivity, and the interval from onset to this serological conversion was 37.9±21.9 months. Isolated/mixed area postrema syndrome (APS) was the predominant onset phenotype (37.5%). The patients with isolated/mixed APS onset showed a predilection for conversion to AQP4-IgG seropositivity. All patients experienced a multiphasic disease course, with immunosuppressive therapy reducing the incidence rates of clinical relapse and residual functional disability.
Conclusions
Definite NMOSD may be preceded by LF-NMOSD, particularly isolated/ mixed APS. Intensive long-term follow-up and attack-prevention immunotherapeutic management is recommended in patients with LF-NMOSD.
10.Epidemiology and functional outcome of venous thromboembolism after stroke in rehabilitation wards
Xiaoli WU ; Xueyan HU ; Yuge ZHANG ; Changqing YE ; Yudong CHEN ; Hanzhi LI ; Lingyu YANG ; Fei GAO ; Yuqi YANG ; Lei SHAN ; Lixu LIU
Chinese Journal of Rehabilitation Theory and Practice 2022;28(1):44-49
Objective To explore the risk of venous thromboembolism (VTE), especially lower-extremity deep vein thrombosis (DVT) and pulmonary embolism (PE), for stroke patients in rehabilitating, and the functional outcome. Methods A total of 3 557 stroke patients in the neurological rehabilitation center of Beijing Bo'ai Hospital for stroke rehabilitation from January, 2015 to October, 2020 were reviewed through the electronic medical record system. Demographic characteristics, stroke characteristics (type and location), laboratory data (D-dimer polymer and arterial partial pressure of oxygen), motor function (Brunnstrom stage, Fugl-Meyer Assessment of motor and balance, modified Ashworth Scale score of triceps crus, and Holden Walking Ability Classification), activities of daily living (Barthel Index), and anticoagulant/antiplatelet treatment data were collected and analyzed. Results The incidence of DVT and PE was 28.5% and 1.29%, respectively. Most were found 30 days later after onset. The incidence of PE was higher after ischemic stroke (χ2 = 12.49, P < 0.001) rather than hemorrhagic stroke. The patients with hemispheric stroke, severe lower-extremity paralysis, and poor activities of daily living were more prone to complications associated with VTE. After rehabilitation, the function of stroke patients with PE could be improved (|t| > 4.302, P < 0.001). Conclusion The risk of DVT and PE in patients during stroke convalescence may not be negligible, and those with older age, previous history of thrombosis, severe stroke, and severe limb paralysis may be stratified in high-risk. Following anticoagulation treatment, early individualized comprehensive rehabilitation can be done for patients with PE to improve their function and activities of daily living.


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