1.An interpretable machine learning modeling method for the effect of manual acupuncture manipulations on subcutaneous muscle tissue.
Wenqi ZHANG ; Yanan ZHANG ; Yan SHEN ; Chun SUN ; Jie CHEN ; Yuhe WEI ; Jian KANG ; Ziyi CHEN ; Jingqi YANG ; Jingwen YANG ; Chong SU
Chinese Acupuncture & Moxibustion 2025;45(10):1371-1382
OBJECTIVE:
To investigate the effect of manual acupuncture manipulations (MAMs) on subcutaneous muscle tissue, by developing quantitative models of "lifting and thrusting" and "twisting and rotating", based on machine learning techniques.
METHODS:
A depth camera was used to capture the acupuncture operator's hand movements during "lifting and thrusting" and "twisting and rotating" of needle. Simultaneously, the ultrasound imaging was employed to record the muscle tissue responses of the participants. Amplitude and angular features were extracted from the movement data of operators, and muscle fascicle slope features were derived from the data of ultrasound images. The dynamic time warping barycenter averaging algorithm was adopted to align the dual-source data. Various machine learning techniques were applied to build quantitative models, and the performance of each model was compared. The most optimal model was further analyzed for its interpretability.
RESULTS:
Among the quantitative models built for the two types of MAMs, the random forest model demonstrated the best performance. For the quantitative model of the "lifting and thrusting" technique, the coefficient of determination (R2) was 0.825. For the "twisting and rotating" technique, R2 reached 0.872.
CONCLUSION
Machine learning can be used to effectively develop the models and quantify the effects of MAMs on subcutaneous muscle tissue. It provides a new perspective to understand the mechanism of acupuncture therapy and lays a foundation for optimizing acupuncture technology and designing personalized treatment regimen in the future.
Humans
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Acupuncture Therapy/methods*
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Machine Learning
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Male
;
Adult
;
Female
;
Subcutaneous Tissue/diagnostic imaging*
;
Young Adult
2.Association between Fish Consumption and Stroke Incidence Across Different Predicted Risk Populations: A Prospective Cohort Study from China.
Hong Yue HU ; Fang Chao LIU ; Ke Yong HUANG ; Chong SHEN ; Jian LIAO ; Jian Xin LI ; Chen Xi YUAN ; Ying LI ; Xue Li YANG ; Ji Chun CHEN ; Jie CAO ; Shu Feng CHEN ; Dong Sheng HU ; Jian Feng HUANG ; Xiang Feng LU ; Dong Feng GU
Biomedical and Environmental Sciences 2025;38(1):15-26
OBJECTIVE:
The relationship between fish consumption and stroke is inconsistent, and it is uncertain whether this association varies across predicted stroke risks.
METHODS:
A cohort study comprising 95,800 participants from the Prediction for Atherosclerotic Cardiovascular Disease Risk in China project was conducted. A standardized questionnaire was used to collect data on fish consumption. Participants were stratified into low- and moderate-to-high-risk categories based on their 10-year stroke risk prediction scores. Hazard ratios ( HRs) and 95% confidence intervals ( CIs) were estimated using Cox proportional hazard models and additive interaction by relative excess risk due to interaction (RERI), attributable proportion (AP), and synergy index (SI).
RESULTS:
During 703,869 person-years of follow-up, 2,773 incident stroke events were identified. Higher fish consumption was associated with a lower risk of stroke, particularly among moderate-to-high-risk individuals ( HR = 0.53, 95% CI: 0.47-0.60) than among low-risk individuals ( HR = 0.64, 95% CI: 0.49-0.85). A significant additive interaction between fish consumption and predicted stroke risk was observed (RERI = 4.08, 95% CI: 2.80-5.36; SI = 1.64, 95% CI: 1.42-1.89; AP = 0.36, 95% CI: 0.28-0.43).
CONCLUSION
Higher fish consumption was associated with a lower risk of stroke, and this beneficial association was more pronounced in individuals with moderate-to-high stroke risk.
Humans
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China/epidemiology*
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Male
;
Female
;
Stroke/etiology*
;
Middle Aged
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Prospective Studies
;
Incidence
;
Aged
;
Animals
;
Fishes
;
Risk Factors
;
Diet
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Seafood
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Adult
;
Cohort Studies
3.Independent and Interactive Effects of Air Pollutants, Meteorological Factors, and Green Space on Tuberculosis Incidence in Shanghai.
Qi YE ; Jing CHEN ; Ya Ting JI ; Xiao Yu LU ; Jia le DENG ; Nan LI ; Wei WEI ; Ren Jie HOU ; Zhi Yuan LI ; Jian Bang XIANG ; Xu GAO ; Xin SHEN ; Chong Guang YANG
Biomedical and Environmental Sciences 2025;38(7):792-809
OBJECTIVE:
To assess the independent and combined effects of air pollutants, meteorological factors, and greenspace exposure on new tuberculosis (TB) cases.
METHODS:
TB case data from Shanghai (2013-2018) were obtained from the Shanghai Center for Disease Control and Prevention. Environmental data on air pollutants, meteorological variables, and greenspace exposure were obtained from the National Tibetan Plateau Data Center. We employed a distributed-lag nonlinear model to assess the effects of these environmental factors on TB cases.
RESULTS:
Increased TB risk was linked to PM 2.5, PM 10, and rainfall, whereas NO 2, SO 2, and air pressure were associated with a reduced risk. Specifically, the strongest cumulative effects occurred at various lags: PM 2.5 ( RR = 1.166, 95% CI: 1.026-1.325) at 0-19 weeks; PM 10 ( RR = 1.167, 95% CI: 1.028-1.324) at 0-18 weeks; NO 2 ( RR = 0.968, 95% CI: 0.938-0.999) at 0-1 weeks; SO 2 ( RR = 0.945, 95% CI: 0.894-0.999) at 0-2 weeks; air pressure ( RR = 0.604, 95% CI: 0.447-0.816) at 0-8 weeks; and rainfall ( RR = 1.404, 95% CI: 1.076-1.833) at 0-22 weeks. Green space exposure did not significantly impact TB cases. Additionally, low temperatures amplified the effect of PM 2.5 on TB.
CONCLUSION
Exposure to PM 2.5, PM 10, and rainfall increased the risk of TB, highlighting the need to address air pollutants for the prevention of TB in Shanghai.
China/epidemiology*
;
Humans
;
Air Pollutants/analysis*
;
Tuberculosis/epidemiology*
;
Incidence
;
Meteorological Concepts
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Particulate Matter/adverse effects*
;
Environmental Exposure
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Male
;
Female
;
Adult
;
Air Pollution
;
Middle Aged
4.Associations of onset age, diabetes duration and glycated hemoglobin level with ischemic stroke risk in type 2 diabetes patients: a prospective cohort study
Xikang FAN ; Mengyao LI ; Yu QIN ; Chong SHEN ; Yan LU ; Zhongming SUN ; Jie YANG ; Ran TAO ; Jinyi ZHOU ; Dong HANG ; Jian SU
Chinese Journal of Epidemiology 2024;45(4):498-505
Objective:To investigate the associations of onset age, diabetes duration, and glycated hemoglobin (HbA1c) levels with ischemic stroke risk in type 2 diabetes patients.Methods:The participants were from Comprehensive Research on the Prevention and Control of the Diabetes in Jiangsu Province. The study used data from baseline survey from December 2013 to January 2014 and follow-up until December 31, 2021. After excluding the participants who had been diagnosed with stroke at baseline survey and those with incomplete information on onset age, diabetes duration, and HbA1c level, a total of 17 576 type 2 diabetes patients were included. Cox proportional hazard model was used to calculate the hazard ratio ( HR) and 95% CI of onset age, diabetes duration, and HbA1c level for ischemic stroke. Results:During the median follow-up time of 8.02 years, 2 622 ischemic stroke cases were registered. Multivariate Cox proportional risk regression model showed that a 5-year increase in type 2 diabetes onset age was significantly associated with a 5% decreased risk for ischemic stroke ( HR=0.95, 95% CI: 0.92-0.99). A 5-year increase in diabetes duration was associated with a 5% increased risk for ischemic stroke ( HR=1.05, 95% CI: 1.02-1.10). Higher HbA1c (per 1 standard deviation increase: HR=1.17, 95% CI: 1.13-1.21) was associated with an increased risk for ischemic stroke. Conclusion:The earlier onset age of diabetes, longer diabetes duration, and high levels of HbA1c are associated with an increased risk for ischemic stroke in type 2 diabetes patients.
5.Association of serum gamma-glutamyl transferase levels with cardiovascular disease risk in type 2 diabetes patients: a prospective cohort study
Mian WANG ; Xikang FAN ; Jian SU ; Yu QIN ; Chong SHEN ; Yan LU ; Zhongming SUN ; Jie YANG ; Ran TAO ; Jinyi ZHOU ; Ming WU
Chinese Journal of Epidemiology 2024;45(10):1339-1347
To investigate the associations of serum gamma-glutamyl transferase (GGT) levels with the risk of cardiovascular disease (CVD) and its subtypes in patients with type 2 diabetes mellitus (T2DM) in Jiangsu Province.Methods:The participants were enrolled in the Comprehensive Research project regarding 'Prevention and Control of Diabetes' in Jiangsu Province. The baseline survey was conducted from 2013 to 2014, and follow-up until December 31, 2021. After excluding the participants who self-reported with chronic liver disease/stroke/coronary heart disease at baseline survey and those with incomplete information on GGT, a total of 16 147 T2DM patients were included in the final analysis. Cox proportional hazard regression models were used to calculate the hazard ratio ( HR) and their 95% CI of GGT for CVD, myocardial infarction, and stroke. Restricted cubic spline models were applied to analyze the dose-response relationship between GGT and the risk of CVD and its subtypes. Results:During the median follow-up time of 8.02 years, 2 860 CVD cases were registered, including 196 cases of myocardial infarction and 2 730 cases of stroke. Multivariate Cox proportional risk regression model indicated that compared to the lowest serum GGT level group, the highest GGT level group had a 24% increased risk of CVD ( HR=1.24, 95% CI: 1.09-1.41) and a 23% increased risk of stroke ( HR=1.23, 95% CI: 1.08-1.40). The restricted cubic spline model showed a nonlinear dose-response relationship between GGT and the risk of CVD, myocardial infarction, and stroke in T2DM patients. Conclusions:High levels of GGT may be associated with an increased risk of cardiovascular disease in T2DM patients, which needs further exploration and validation in future clinical practice.
6.Mechanisms of Transcription-translation Coupling in Escherichia coli
Progress in Biochemistry and Biophysics 2024;51(3):515-524
In prokaryotes like Escherichia coli (E. coli), transcription tends to be coupled with translation, which is usually manifested in the mutual regulation of transcription and translation such as transcription polarity, transcription attenuation and synchronization of transcription and translation rates. Indirect coupling and physical coupling are two different models of the coupling. Indirect coupling maintained by the alarmone (p)ppGpp may require the assistance of DksA and TufA proteins. Physical coupling could be divided into those mediated by NusG or RfaH factors and those induced via “collision” under non-factor condition. Changes in transcription or translation in response to pressure will lead to mutual transitions among several coupling modes. Coupling is necessary for normal gene expression, and its release will contribute to adverse events such as transcription termination, R-loop formation, conflict between replication and transcription and mRNA cleavage. The related technologies of structural biology have clearly demonstrated the structural details and characteristics of partial coupled expressomes. These technologies, combined with methods like multiomics analysis, will provide deeper insights into the coupling. Significantly, the study of the coupling may bring new ideas for development of the targeted antibiotics.
7.Analytic method of the characteristics of acupuncture manipulation based on ultrasound imaging
Jie CHEN ; Jun ZHAO ; Yuhe WEI ; Yang BAI ; Jiyu HE ; Ziyi CHEN ; Liming SUN ; Lei WANG ; Jingli LI ; Yanan ZHANG ; Yan SHEN ; Chong SU
China Medical Equipment 2024;21(10):10-18
Objective:To construct an analytic method aimed at the characteristics of the commonly method of supplementing and pouring of acupuncture based on the analysis and modeling of ultrasound images around acupoint region in the process of acupuncture.Methods:A total of 7 healthy subjects who underwent physical examination in Beijing Zhongguancun Hospital from June,2022 to June,2023 were selected,and their Kongzui acupoints were acupunctured by 10 acupuncturists with associate senior title as 4 kinds of acupuncture manipulations included reinforcing by twisting and rotating(RFTR),reducing by twisting and rotating(RDTR),reinforcing by lifting and thrusting(RFLT),and reducing by lifting and thrusting(RDLT).The B-ultrasound diagnostic device was used to collect the images of muscle and fascial tissue below the acupoint,so as to construct the model of images.The definition of virtual acupuncture point was adopted to study the regulation of perturbation of subcutaneous tissue that was caused after the skin was acupunctured by needle.The change regulation of the virtual acupuncture point of muscle bundle below skin at Zuikong acupoint of subjects was analyzed.Results:The difference value of average absolution value between peak and trough of the trajectory of virtual acupuncture point of twisting and rotating was 0.066±0.045,and the average value of amplitude of this method was less than that(0.428±0.276)of lifting and thrusting method,and the twisting and rotating method was uniform and symmetrical,and there was difference between two kinds of acupuncture methods.The characteristics of computer graphics was used to qualify the work effect of lifting and thrusting,and reinforcing and reducing,which showed the heavy insertion and light lifting of RFLT,and showed heavy lifting and light insertion of RDLT,thus distinguished the two methods[(RFLT)and(RDLT)].Conclusions:The ultrasound imaging and computer graphics can be used to analyze the regularity of the common"reinforcing and reducing"method of acupuncture and moxibustion.
8.Spontaneous intracranial hypotension caused by high-flow spinal cerebrospinal fluid leaks: analysis of 6 patients
Yanfang DAI ; Zhen WANG ; Zheng WANG ; Tengda LIU ; Kang WANG ; Chong SHEN ; Yan LI ; Jie WU ; Dezhou QI ; Tianxinyu XIA ; Hong YE ; Junjie LI ; Liyong WU
Chinese Journal of Neurology 2023;56(2):178-186
Objective:To analyze the clinical features of 6 patients with spontaneous intracranial hypotension caused by high-flow spinal cerebrospinal fluid leaks.Methods:The clinical characteristics, auxiliary examinations, treatment, and outcomes in 6 patients of spontaneous intracranial hypotension caused by high-flow spinal cerebrospinal fluid leaks enrolled in the Xuanwu Hospital, Capital Medical University from February 2021 to April 2022 were retrospectively reviewed.Results:All the 6 patients had orthostatic headaches. Brain magnetic resonance imaging showed dural enhancement and brain sagging and magnetic resonance myelography showed longitudinal extradural collection in all the patients. The high-flow spinal cerebrospinal fluid leaks were demonstrated in upper thoracic segments by the dynamic myelography. The headache disappeared after conservative treatment in 2 patients and treatment with targeted epidural blood patch in 4 patients.Conclusions:The diagnosis of spontaneous intracranial hypotension caused by high-flow spinal cerebrospinal fluid leaks with typical orthostatic headache and brain magnetic resonance imaging and myelography findings is not difficult. However, the localization of the site of high-flow spinal cerebrospinal fluid leaks in spontaneous intracranial hypotension depends on the dynamic myelography. Targeted epidural blood patch is effective, but conservative treatment does not always work.
9.Spontaneous intracranial hypotension: analysis of 118 patients ' clinical characteristics
Zhen WANG ; Tianxinyu XIA ; Hong YE ; Jie WU ; Dezhou QI ; Zheng WANG ; Tengda LIU ; Chong SHEN ; Yan LI ; Yanfang DAI ; Zhongyun CHEN ; Junjie LI ; Liyong WU
Chinese Journal of Neurology 2023;56(9):1001-1008
Objective:To summarize the clinical features, radiological characteristics, therapy, and outcome of patients with spontaneous intracranial hypotension (SIH).Methods:The general information, clinical manifestations, auxiliary examinations, treatment, and outcomes in consecutive patients of SIH hospitalized in the Xuanwu Hospital, Capital Medical University from November 2018 to October 2022 were analyzed.Results:A total of 118 patients with a female-to-male ratio of 5∶4 were included and the ages were 17.00-71.00[39.00(34.00,46.75)]years with a preponderance in the age of 30-49 years. Almost all patients had orthostatic headaches (117/118, 99.2%), accompanied by nausea (90/118, 76.3%), vomiting (70/118, 59.3%), neck stiffness (88/118, 74.6%), tinnitus (57/118, 48.3%), and ear fullness (57/118, 48.3%). Brain magnetic resonance imaging (MRI) showed dural enhancement (97/113, 85.8%), enlarged venous sinus (88/113, 77.9%), subdural fluid collection (46/113, 40.7%), decreased suprasellar cistern (86/113, 76.1%), effacement of the prepontine cistern (86/113, 76.1%), diminished mamillopontine distance (80/113, 70.8%). The cerebrospinal fluid (CSF) leaks were detected in 90.7% (107/118) of the patients by magnetic resonance myelography but 54.3% (25/46) and 52.6% (20/38) by CT myelography and magnetic resonance myelography with gadolinium. Lumber puncture found CSF pressure<60 mmH 2O (1 mmH 2O=0.009 8 kPa) in 18.4% (19/103) of patients, increased CSF red blood cell counts in 50.6% (44/87) of patients, CSF pleocytosis in 44.8% (39/87) of patients, increased CSF protein concentrations in 57.5% (50/87) of patients. The headache completely disappeared after conservative treatment in 24.6% (31/118) of patients and after a single targeted epidural blood patch in 89.7% (78/87) of patients. A rebound headache after epidural blood patch treatment occurred in 66.0% (58/87) of patients. Conclusions:The patients with SIH almost manifested with orthostatic headache, and brain MRI and magnetic resonance myelography were suggested in those patients instead of CSF pressure by lumber puncture. Targeted epidural blood patch was effective and safe in SIH patients.
10.Association of category of dietary intake and physical activity with the risk of mortality in patients with type 2 diabetes mellitus: a prospective cohort study
Ke LIU ; Yijia CHEN ; Jian SU ; Xikang FAN ; Hao YU ; Yu QIN ; Jie YANG ; Zheng ZHU ; Haoyu GUAN ; Chong SHEN ; Enchun PAN ; Yan LU ; Jinyi ZHOU ; Ming WU
Chinese Journal of Epidemiology 2023;44(10):1591-1598
Objective:To investigate the association between dietary intake and physical activity category and their combined effects on all-cause and cause-specific mortality risk in patients with type 2 diabetes mellitus (T2DM).Methods:Between December 2013 and December 2021, a prospective cohort study was conducted on 19 863 T2DM patients in Changshu City, Qingjiangpu District (formerly Qinghe District), and Huai'an District, included in the national basic health service management. Information on deaths and underlying causes of death was obtained from the Jiangsu Provincial CDC and Prevention Death Surveillance System. Cox proportional hazards models were used to estimate the intensity of associations between dietary intake, physical activity, and their combined effects with all-cause and cause-specific mortality in patients with T2DM.Results:As of December 31, 2021, the research subjects had been followed up for 150 283 person-years, with a median follow-up time of 8.15 years. During the follow-up period, 3 293 people died, including 1 124 deaths from cardiovascular disease (CVD) and 875 deaths from cancer. Cox regression analysis showed that compared with the population of 0-1 recommended food group, those having more than five recommended food groups had a 19% lower risk of all-cause mortality [hazard ratio ( HR)=0.81, 95% CI: 0.70-0.94] and a 33% lower risk of all-cause mortality ( HR=0.67, 95% CI: 0.52-0.87). Compared with the T2DM population in the physical activity Q1 group, the risk of all-cause mortality, CVD mortality, and cancer mortality among the physical activity Q4 group reduced by 50% ( HR=0.50, 95% CI: 0.45-0.56), 50% ( HR=0.50, 95% CI: 0.41-0.61), and 27% ( HR=0.73, 95% CI: 0.60-0.88), respectively. The combined effect showed that compared with the population in the intake of food categories 0-2 and low physical activity groups, the risk of all-cause, CVD mortality, and cancer mortality in the intake of food categories 4-9 and high physical activity groups reduced by 55% ( HR=0.45, 95% CI: 0.38-0.53), 56% ( HR=0.44, 95% CI: 0.32-0.59), and 40% ( HR=0.60, 95% CI: 0.44-0.82), respectively. Conclusion:Type of dietary intake, physical activity, and their combined effects are associated with a reduced mortality risk in patients with T2DM.

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