1.Population screening for acupuncture treatment of neck pain: a machine learning study.
Zhen GAO ; Mengjie CUI ; Haijun WANG ; Cheng XU ; Nixuan GU ; Laixi JI
Chinese Acupuncture & Moxibustion 2025;45(4):405-412
OBJECTIVE:
To screen the population for acupuncture treatment of neck pain, using functional magnetic resonance imaging (fMRI) technology and based on machine learning algorithms.
METHODS:
Eighty patients with neck pain were recruited. Using FPX25 handheld pressure algometer, the tender points were detected in the areas with high-frequent onset of neck pain and high degree of acupoint sensitization. Acupuncture was delivered at 4 tender points with the lowest pain threshold, once every two days; and the treatment was given 3 times a week and for 2 consecutive weeks. The amplitude of low-frequency fluctuation (ALFF) of the brain before treatment was taken as a predictive feature to construct support vector machine (SVM), logistic regression (LR), and K-nearest neighbors (KNN) models to predict the responses of neck pain patients to acupuncture treatment. A longitudinal analysis of the ALFF features was performed before and after treatment to reveal the potential biological markers of the reactivity to the acupuncture therapy.
RESULTS:
The SVM model could successfully distinguish high responders (48 cases) and low responders (32 cases) to acupuncture treatment, and its accuracy rate reached 82.5%. Based on the SVM model, the ALFF values of 4 brain regions were identified as the consistent predictive features, including the right middle temporal gyrus, the right superior occipital gyrus, and the bilateral posterior cingulate gyrus. In the patients with high acupuncture response, the ALFF value in the left posterior cingulate gyrus decreased after treatment (P<0.05), whereas in the patients with low acupuncture response, the ALFF value in the right superior occipital gyrus increased after treatment (P<0.01). The longitudinal functional connectivity (FC) analysis found that compared with those before treatment, the high responders showed the enhanced FC after treatment between the left posterior cingulate gyrus and various regions, including the bilateral Crus1 of the cerebellum, the right insula, the bilateral angular gyrus, the left medial superior frontal gyrus, and the left middle cingulate gyrus (GRF: corrected, voxel level: P<0.05, mass level: P<0.05). In contrast, the low responders exhibited the enhanced FC between the left posterior cingulate gyrus and the left Crus2 of the cerebellum, the left middle temporal gyrus, the right posterior cingulate gyrus, and the left angular gyrus; besides, FC was reduced in low responders between the left posterior cingulate gyrus and the right supramarginal gyrus (GRF: corrected, voxel level: P<0.05, mass level: P<0.05).
CONCLUSION
This study validates the practicality of pre-treatment ALFF feature prediction for acupuncture efficacy on neck pain. The therapeutic effect of acupuncture on neck pain is potentially associated with its impact on the default mode network, and then, alter the pain perception and emotional regulation.
Humans
;
Neck Pain/physiopathology*
;
Acupuncture Therapy
;
Female
;
Male
;
Adult
;
Middle Aged
;
Machine Learning
;
Magnetic Resonance Imaging
;
Young Adult
;
Brain/physiopathology*
;
Acupuncture Points
;
Aged
2.Epidemiological study on injuries in children and adolescents based on pre-hospital emergency care
Baoliang WANG ; Meng WANG ; Haijun WANG ; Li LIN ; Shiyue MEI ; Chongyuan YAN ; Yibing CHENG
Chinese Pediatric Emergency Medicine 2025;32(10):739-742
Objective:To provide theoretical basis for exploring risk factors for injuries and formulating preventive measures by studying the epidemiological characteristics of injuries in specific populations based on the pre-hospital emergency data.Methods:A retrospective analysis was conducted on injury cases of children and adolescents treated by the Zhengzhou Emergency Medical Rescue Center(120)over the past five years.Analyzed factors related to injuries such as age,gender,injury type,location of call,and time of call.Results:Over the past five years,there were a total of 22 160 pre-hospital emergency injury patients in Zhengzhou,including 22 059 cases whose information were complete.The median age was 13(2,17)years-old,with the highest proportion being 13-18 years-old,accounting for 11 515 cases(52.5%).The top three types of injuries were trauma 10 094(45.8%),followed by traffic accidents 9 465(42.9%),and poisoning 2 080(9.4%).Trauma mainly occurred from 17:00 to 22:00,traffic injuries mainly occurred from 17:01 to 20:00,12:01 to 15:00,and 07:01 to 08:00,while poisoning mainly occurred from 20:01 to 03:00 the next day.Trauma was most common in May,September,and November,and least common in January to March;traffic injuries were most common from June to August,and least common from December to February;there was no significant difference in the distribution of poisoning by month.The main call locations for injuries were residential areas,roads,recreational places,and schools.Conclusion:Pre-hospital emergency data of injury patients can supplement research data on injuries.The injury among children and adolescents requires attention from society and families.
3.Research Progress on Evaluating the Blood Supply of Femoral Head Necrosis Using Imaging Techniques
Zixuan WU ; Haijun HE ; Shiyi SUN ; Cheng ZHANG ; Tongjie YANG ; Guangyi ZHANG
Chinese Journal of Medical Imaging 2025;33(5):571-576
Reduced or interrupted blood flow is an important pathological and physiological process in femoral head necrosis,so understanding the blood flow of the femoral head can help better understand the progression of femoral head necrosis.With the continuous development and improvement of imaging technology,the technical methods for detecting the blood flow of the femoral head are gradually being widely applied,allowing clinical physicians to better understand the blood flow situation of patients with femoral head necrosis.However,at present,the prognosis prediction of femoral head necrosis still mainly revolves around factors such as the area and angle of femoral head necrosis.Therefore,this article explores imaging techniques covering studies such as femoral head vascular imaging or blood flow perfusion parameters,summarizes their application research progress in femoral head necrosis blood flow assessment,and aims to provide more objective basis for exploring the prevention and prognosis of femoral head necrosis from the perspective of femoral head blood flow.
4.Risk factors for atrial high-rate episodes in elderly patients after dual-chamber pacemaker implantation
Wenkun CHENG ; Jianhua LI ; Lu WANG ; Haijun WANG ; Yan GUO
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(9):1208-1211
Objective To investigate the risk factors for AHRE after dual-chamber pacemaker im-plantation in elderly patients without history of atrial fibrillation.Methods A retrospective analy-sis was conducted on 159 elderly patients receiving implantation of cardiac dual-chamber pace-makers in the Chinese PLA General Hospital from January 2018 to December 2020.Based on oc-currence of AHRE or not,they were divided into an AHRE group(73 cases)and a non-AHRE group(86 cases).Cox proportional hazards analysis were performed to analyze the survival and risk factors of AHRE.Results Heart failure(HR=2.134,95%CI:1.212-3.758,P=0.009),his-tory of stroke/transient ischemic attack/thromboembolism(HR=2.378,95%CI:1.293-4.375,P=0.005),atrial sensing amplitude<2.0 mV(HR=2.258,95%CI:1.307-3.900,P=0.004),NT-proBNP>900 ng/L(HR=1.740,95%CI:1.024-2.955,P=0.040),and eGFR<60 ml/(min·1.73 m2)(HR=2.118,95%CI:1.227-3.655,P=0.007)were independent risk factors for new-onset AHRE in elderly patients after dual-chamber pacemaker implantation.Conclusion For elderly patients without history of atrial fibrillation after cardiac dual-chamber pacemaker implan-tations,the occurrence of AHRE is significantly associated with multiple risk factors such as heart failure,history of stroke/transient ischemic attack/thromboembolism,eGFR<60 ml/(min·1.73 m2),atrial sensing amplitude<2.0 mV,and NT-proBNP>900 ng/L.
5.Research Progress on Evaluating the Blood Supply of Femoral Head Necrosis Using Imaging Techniques
Zixuan WU ; Haijun HE ; Shiyi SUN ; Cheng ZHANG ; Tongjie YANG ; Guangyi ZHANG
Chinese Journal of Medical Imaging 2025;33(5):571-576
Reduced or interrupted blood flow is an important pathological and physiological process in femoral head necrosis,so understanding the blood flow of the femoral head can help better understand the progression of femoral head necrosis.With the continuous development and improvement of imaging technology,the technical methods for detecting the blood flow of the femoral head are gradually being widely applied,allowing clinical physicians to better understand the blood flow situation of patients with femoral head necrosis.However,at present,the prognosis prediction of femoral head necrosis still mainly revolves around factors such as the area and angle of femoral head necrosis.Therefore,this article explores imaging techniques covering studies such as femoral head vascular imaging or blood flow perfusion parameters,summarizes their application research progress in femoral head necrosis blood flow assessment,and aims to provide more objective basis for exploring the prevention and prognosis of femoral head necrosis from the perspective of femoral head blood flow.
6.Epidemiological study on injuries in children and adolescents based on pre-hospital emergency care
Baoliang WANG ; Meng WANG ; Haijun WANG ; Li LIN ; Shiyue MEI ; Chongyuan YAN ; Yibing CHENG
Chinese Pediatric Emergency Medicine 2025;32(10):739-742
Objective:To provide theoretical basis for exploring risk factors for injuries and formulating preventive measures by studying the epidemiological characteristics of injuries in specific populations based on the pre-hospital emergency data.Methods:A retrospective analysis was conducted on injury cases of children and adolescents treated by the Zhengzhou Emergency Medical Rescue Center(120)over the past five years.Analyzed factors related to injuries such as age,gender,injury type,location of call,and time of call.Results:Over the past five years,there were a total of 22 160 pre-hospital emergency injury patients in Zhengzhou,including 22 059 cases whose information were complete.The median age was 13(2,17)years-old,with the highest proportion being 13-18 years-old,accounting for 11 515 cases(52.5%).The top three types of injuries were trauma 10 094(45.8%),followed by traffic accidents 9 465(42.9%),and poisoning 2 080(9.4%).Trauma mainly occurred from 17:00 to 22:00,traffic injuries mainly occurred from 17:01 to 20:00,12:01 to 15:00,and 07:01 to 08:00,while poisoning mainly occurred from 20:01 to 03:00 the next day.Trauma was most common in May,September,and November,and least common in January to March;traffic injuries were most common from June to August,and least common from December to February;there was no significant difference in the distribution of poisoning by month.The main call locations for injuries were residential areas,roads,recreational places,and schools.Conclusion:Pre-hospital emergency data of injury patients can supplement research data on injuries.The injury among children and adolescents requires attention from society and families.
7.Risk factors for atrial high-rate episodes in elderly patients after dual-chamber pacemaker implantation
Wenkun CHENG ; Jianhua LI ; Lu WANG ; Haijun WANG ; Yan GUO
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(9):1208-1211
Objective To investigate the risk factors for AHRE after dual-chamber pacemaker im-plantation in elderly patients without history of atrial fibrillation.Methods A retrospective analy-sis was conducted on 159 elderly patients receiving implantation of cardiac dual-chamber pace-makers in the Chinese PLA General Hospital from January 2018 to December 2020.Based on oc-currence of AHRE or not,they were divided into an AHRE group(73 cases)and a non-AHRE group(86 cases).Cox proportional hazards analysis were performed to analyze the survival and risk factors of AHRE.Results Heart failure(HR=2.134,95%CI:1.212-3.758,P=0.009),his-tory of stroke/transient ischemic attack/thromboembolism(HR=2.378,95%CI:1.293-4.375,P=0.005),atrial sensing amplitude<2.0 mV(HR=2.258,95%CI:1.307-3.900,P=0.004),NT-proBNP>900 ng/L(HR=1.740,95%CI:1.024-2.955,P=0.040),and eGFR<60 ml/(min·1.73 m2)(HR=2.118,95%CI:1.227-3.655,P=0.007)were independent risk factors for new-onset AHRE in elderly patients after dual-chamber pacemaker implantation.Conclusion For elderly patients without history of atrial fibrillation after cardiac dual-chamber pacemaker implan-tations,the occurrence of AHRE is significantly associated with multiple risk factors such as heart failure,history of stroke/transient ischemic attack/thromboembolism,eGFR<60 ml/(min·1.73 m2),atrial sensing amplitude<2.0 mV,and NT-proBNP>900 ng/L.
8.Impact of atrial high-rate episodes on new onset of atrial fibrillation and all-cause mortality in elderly patients over 90 years old with dual-chamber pacemaker implantation
Haijun WANG ; Yang SHI ; Wenkun CHENG ; Yan GUO ; Yutang WANG
Chinese Journal of Cardiology 2024;52(10):1148-1154
Objective:To investigate the impacts of atrial high-rate episodes (AHRE) on the risks of new onset of atrial fibrillation and all-cause mortality in elderly patients over 90 years old after cardiac dual-chamber pacemaker implantation.Methods:This study was a retrospective study. Patients aged 90 years and above who were implanted with cardiac dual-chamber pacemakers and followed up in the People′s Liberation Army General Hospital from January 2017 to June 2022 were enrolled and divided into AHRE≥6 h group and AHRE<6 h group according to the onset time of AHRE. The primary endpoint was new onset of atrial fibrillation, and the secondary endpoints were all-cause mortality and cardiovascular mortality. Kaplan-Meier survival curve was poltted, and log-rank test was used to compare the differences in the incidence of new onset of atrial fibrillation, all-cause death and cardiovascular death between AHRE≥6 h and AHRE<6 h groups. Multivariate Cox survival analysis was used to investigate the factors affecting new onset of atrial fibrillation, all-cause death and cardiovascular death in elderly patients aged 90 years and above with dual-chamber pacemaker implantation.Results:A total of 169 patients were enrolled, aged (93.95±3.28) years, including 18 females (11%). The median follow-up time was 28.9 months. There were 87 and 82 patients in AHRE≥6 h group and AHRE<6 h group, respectively. Kaplan-Meier survival curve analysis showed that the incidence of new onset of atrial fibrillation (log-rank P<0.001), all-cause death (log-rank P=0.004) and cardiovascular death (log-rank P=0.026) in AHRE≥6 h group was significantly higher than that in AHRE<6 h group.After adjusting for traditional risk factors, multivariate Cox survival analysis showed that AHRE≥6 h was an independent risk factor for new onset of atrial fibrillation ( HR=4.046, 95% CI 2.402-6.814, P<0.001) and all-cause mortality ( HR=1.668, 95% CI 1.119-2.487, P=0.012) in elderly patients over 90 years old with cardiac dual-chamber pacemaker implantation. However, AHRE≥6 h had no effect on cardiovascular mortality ( P>0.05). Anemia ( HR=3.098, 95% CI 1.342-7.153, P=0.008) and heart failure with reduced ejection fraction ( HR=3.028, 95% CI 1.181-7.763, P=0.021) were both independently associated with cardiovascular mortality. Conclusions:AHRE is common in cardiac dual-chamber pacemakers recipients aged 90 years and above, and AHRE≥6 h can be used as a predictor of new onset of atrial fibrillation or all-cause mortality in these patients.
9.Level of coagulation factor Xin patients with venous thrombosis of lower limbs and its correlation with recurrence risk
Haijun JIANG ; Ronghua LI ; Guoping CHEN ; Li WANG ; Jun HOU ; Xiaokang CHENG ; Liming YU
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2024;26(2):151-154
Objective To investigate the level of coagulation factor Ⅺ(FⅪ)in patients with venous thrombosis of lower limbs and its correlation with recurrence risk.Methods A total of 220 pa-tients with deep vein thrombosis(DVT)admitted in our hospital from February 2018 to February 2019 were enrolled as the study group,and another 50 healthy individuals taking physical exami-nation during same period served as the control group.After a 3 years followed,the study group ultimately included 197 cases,according to the results of restricted cubic spline(RCS),the study group was divided into low(FⅪ<10.3 U/L,94 cases),medium-(10.3-12.1 U/L,52 cases)and high-level groups(>12.1 U/L,51 cases).The plasma level of FⅪ was detected in the study group 1 month after the end of anticoagulant therapy,and the results were compared with those of the control group during physical examination.Cox model was used to analyze the influence of FⅪ on the recurrence of DVT,and RCS was employed to analyze the relationship between DVT recur-rence and FⅪ level.Kaplan-Meier curve was plotted to analyze the recurrence risk of DVT with different FⅪ levels.The patients from the study group were followed up for 3 years.Results The FⅪ level was significantly higher in the study group than the control group(P<0.05).During fol-low-up period,33 patients(16.75%)had DVT recurrence.The Cox model analysis after adjust-ment of sex and age showed that FⅪ level was a risk factor for DVT recurrence(P<0.05).When the FⅪ level was set into tertile and the risk ratio was calculated after adjustment,FⅪ<10.3 U/L,and the average FⅪ level at this stage was 9.2 U/L,the risk ratio was 0.82(95%CI:0.673-0.984);Patients with FⅪ between 10.3 and 12.1 U/L,and the average FⅪ at this stage was 11.4 U/L,the risk ratio of 1.04(95%CI:0.813-1.432).The those with FⅪ>12.1 U/L,and the average FⅪ at this stage was 13.8 U/L,hazard ratio of 1.38(95%CI:0.921-1.563).Kaplan-Meier curve analysis showed that the recurrence risk was 28.62%(95%CI:25.633-31.609),30.10%(95%CI:27.594-32.606)and 38.06%(95%CI:34.306-41.371),respectively for the low-,medium-,and high-level groups,with significant correlation among the three groups(x2=6.631,P=0.036).Conclusion Compared with healthy individuals,plasma FⅪ level is at a high level in the DVT patients.With the increment of FⅪ level,the risk of DVT recurrence increases.Two FⅪ levels,10.3 U/L and 12.1 U/L,can be used as reference points for the obvious increase of DVT recur-rence rate.
10.Relationship between blood indicators and course of nontraumatic osteonecrosis of femoral head in different stages:multiple logistic regression analysis
Zixuan WU ; Shiyi SUN ; Cheng ZHANG ; Guangyi ZHANG ; Tongjie YANG ; Haijun HE
Chinese Journal of Tissue Engineering Research 2024;28(36):5865-5871
BACKGROUND:Up to now,there is no literature on the relationship between blood laboratory tests and the course of nontraumatic osteonecrosis of femoral head in different stages.It is necessary to further explore and analyze so as to better clarify the influencing factors of nontraumatic osteonecrosis of femoral head. OBJECTIVE:To analyze the relationship between blood laboratory indicators and the course of nontraumatic osteonecrosis of the femoral head by the Association Research Circulation Osseous(ARCO),thus exploring the influencing factors of blood laboratory indicators on the course of nontraumatic osteonecrosis of the femoral head. METHODS:This study used a retrospective study design.A total of 2 103 patients with osteonecrosis of the femoral head were retrieved from Wangjing Hospital of China Academy of Chinese Medical Sciences database,and 1 075 patients with nontraumatic osteonecrosis of the femoral head were ultimately included based on inclusion and exclusion criteria.Patient age,gender,body mass index,and blood laboratory test results were collected.Blood laboratory tests included low-density lipoprotein,total cholesterol,triglycerides,high-density lipoprotein,apolipoprotein β,apolipoprotein α1,uric acid,total protein quantitative,alkaline phosphatase,activated partial thromboplastin time,prothrombin time,prothrombin time International Normalized Ratio,prothrombin time activity,fibrinogen quantitative,coagulation time of thrombin,D-dimer,total iron binding capacity,and platelet count.The indicators of patients with different age groups and different ARCO stages were compared,and multiple Logistic regression analysis was applied to explore the influencing factors of ARCO stages in osteonecrosis of the femoral head. RESULTS AND CONCLUSION:(1)There were statistical differences in total cholesterol,uric acid,prothrombin time,prothrombin time International Normalized Ratio,and D-dimer among ARCO stages in the young group(P<0.05).Among young patients in ARCO stage II,total cholesterol levels were higher than those in ARCO stage III(P<0.05).Uric acid levels in ARCO stage IV were higher than those in ARCO stage II and III(P<0.05).Prothrombin time and prothrombin time International Normalized Ratio were shorter in ARCO stage IV and II than in ARCO stage III(P<0.05).D-dimer levels were higher in ARCO stage III and IV than in ARCO stage II(P<0.05).(2)There were statistically significant differences in high-density lipoprotein,coagulation time of thrombin,and D-dimer among ARCO stages in the middle-aged group(P<0.05).Among middle-aged patients in ARCO stage IV,high-density lipoprotein levels were higher than those in ARCO stages II and III(P<0.05).Coagulation time of thrombin was shorter in ARCO stage IV than in ARCO stage III(P<0.05).D-dimer levels were higher in ARCO stages IV than in ARCO stages II and III(P<0.05).(3)The uric acid,activated partial thromboplastin time,D-dimer,and platelet count in the elderly group showed statistically significant differences(P<0.05).The uric acid level in ARCO stage IV was higher than that in ARCO stage II and III patients in the elderly group(P<0.05),while the activated prothrombin time in ARCO stage II patients was shorter than that in ARCO stage III patients in the elderly group(P<0.05).The D-dimer level in ARCO stage III and IV patients was higher than that in ARCO stage II patients in the elderly group(P<0.05).The platelet count in ARCO stage IV was lower than that in ARCO stage III patients in the elderly group(P<0.05).(4)Multiple logistic regression analysis showed that total cholesterol and platelet count may be protective factors for course of nontraumatic osteonecrosis of the femoral head,while D-dimer,uric acid,overweight,and young and middle age may be risk factors for course of nontraumatic osteonecrosis of the femoral head.(5)It is indicated that total cholesterol,high-density lipoprotein,uric acid,prothrombin time,prothrombin time International Normalized Ratio,and D-dimer are statistically significant among patients with different ARCO stages.Total cholesterol and platelet count may be protective factors for the course of nontraumatic osteonecrosis of the femoral head,while D-dimer,uric acid,overweight,and middle-aged and young age groups may be hazard factors for the course of nontraumatic osteonecrosis of the femoral head.

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