1.A machine learning-based trajectory predictive modeling method for manual acupuncture manipulation.
Jian KANG ; Li LI ; Shu WANG ; Xiaonong FAN ; Jie CHEN ; Jinniu LI ; Wenqi ZHANG ; Yuhe WEI ; Ziyi CHEN ; Jingqi YANG ; Jingwen YANG ; Chong SU
Chinese Acupuncture & Moxibustion 2025;45(9):1221-1232
OBJECTIVE:
To propose a machine learning-based method for predicting the trajectories during manual acupuncture manipulation (MAM), aiming to improve the precision and consistency of acupuncture practitioner' operation and provide the real-time suggestions on MAM error correction.
METHODS:
Computer vision technology was used to analyze the hand micromotion when holding needle during acupuncture, and provide a three-dimensional coordinate description method of the index finger joints of the holding hand. Focusing on the 4 typical motions of MAM, a machine learning-based MAM trajectory predictive model was designed. By integrating the changes of phalangeal joint angle and hand skeletal information of acupuncture practitioner, the motion trajectory of the index finger joint was predicted accurately. Besides, the roles of machine learning-based MAM trajectory predictive model in the skill transmission of acupuncture manipulation were verified by stratified randomized controlled trial.
RESULTS:
The performance of MAM trajectory predictive model, based on the long short-term memory network (LSTM), obtained the highest stability and precision, up to 98%. The learning effect was improved when the model applied to the skill transmission of acupuncture manipulation.
CONCLUSION
The machine learning-based MAM predictive model provides acupuncture practitioner with precise action prediction and feedback. It is valuable and significant for the inheritance and error correction of manual operation of acupuncture.
Humans
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Acupuncture Therapy/instrumentation*
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Machine Learning
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Adult
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Male
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Female
2.The effect and mechanism of Lycium barbarum leaves on D -galactose-induced cataract in rats based on metabolomics
Cong LU ; Shu-lan SU ; Yue ZHU ; Sheng GUO ; Da-wei QIAN ; Hong-jie KANG ; Lan-ping GUO ; Jin-ao DUAN
Acta Pharmaceutica Sinica 2024;59(9):2594-2605
Evaluate the interventional effect of
3.Quality evaluation of Callicarpa nudiflora from Hainan Province based on simultaneous determination of six anti-inflammatory active components by HPLC
Juan CHEN ; Hong HU ; Yue SHI ; Xing-dong KANG ; Shu-mei WANG ; Yuan-yuan XIE
Acta Pharmaceutica Sinica 2024;59(5):1408-1421
The anti-inflammatory efficacy of
4.The intervention effect of Lycium barbarum leaves on letrozole-induced PCOS mice based on microbiome
Xin-yue ZHANG ; Cong LU ; Hui-li ZHENG ; Shu-lan SU ; Yue ZHU ; Sheng GUO ; Da-wei QIAN ; Hong-jie KANG ; Jin-ao DUAN
Acta Pharmaceutica Sinica 2024;59(7):2030-2040
The purpose of this study was to investigate the intervention effect and mechanism of
5.Multi-parametric MRI combined with 68Ga-PSMA PET/CT for the diagnosis of clinically significant prostate cancer
Xiaoli MENG ; Fei KANG ; Zhiyong QUAN ; Mingru ZHANG ; Min WANG ; Tingting HAN ; Jun SHU ; Jing REN ; Weidong YANG ; Jing WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(1):25-29
Objective:To explore whether multi-parametric MRI (mpMRI) combined with 68Ga-prostate specific membrane antigen (PSMA) PET/CT can improve the detection efficiency of clinically significant prostate cancer (csPCa). Methods:Clinical and imaging data of 152 patients (age (68.5±8.5) years) who underwent mpMRI and 68Ga-PSMA PET/CT examination for suspected prostate cancer in the First Affiliated Hospital of the Air Force Medical University from January 2021 to November 2022 were retrospectively analyzed, with the histopathological results from transrectal ultrasound guided biopsy as reference. Lesions with Gleason scores (GS) ≥3+ 4 from the biopsy were diagnosed with csPCa, and lesions with negative biopsy or GS 6 were diagnosed with non-csPCa. MpMRI was evaluated independently by two radiologists according to the Prostate Imaging Reporting and Data System (PI-RADS) version 2.1. The radioactive uptake of 68Ga-PSMA PET/CT in prostate lesions was evaluated by SUV max. The independent-sample t test, Mann-Whitney U test and χ2 test were used to compare differences between the two groups, and then multivariate logistic regression analysis was performed. ROC curves analysis was used to analyze the diagnostic efficacies of individual and combined factors and Delong test was used. Results:There were 85 csPCa and 67 non-csPCa confirmed. Prostate specific antigen (PSA), PI-RADS score and SUV max were significantly different between the csPCa group and the non-csPCa group ( χ2=68.06, U values: -7.66, -8.98, all P<0.001). Multivariate logistic regression analysis indicated that PI-RADS score (odds ratio ( OR)=3.424, 95% CI: 1.651-7.100) and SUV max ( OR=1.931, 95% CI: 1.403-2.658) were independent predictors of csPCa (both P<0.001). ROC curves analysis revealed that the cut-off value for diagnosing csPCa was 4 for PI-RADS score and 5.6 for SUV max. The accuracy of mpMRI and PET/CT alone in csPCa diagnosis was 80%(122/152) (AUC of 0.789(95% CI: 0.711-0.866) with the sensitivity and specificity of 91%(77/85) and 67%(45/67)), and 87%(132/152) (AUC of 0.876(95% CI: 0.817-0.936) with the sensitivity and specificity of 81%(69/85) and 94%(63/67)), respectively. Several joint models incorporating 68Ga-PSMA PET/CT with mpMRI data were investigated, the model of PI-RADS 5 or PI-RADS 3-4 and SUV max>5.6 showed better performance than mpMRI and PET/CT alone and other joint models ( z values: 2.01-3.64, all P<0.05), with the accuracy of 91%(138/152) (AUC of 0.910(95% CI: 0.857-0.962) with the sensitivity and specificity of 89%(76/85) and 93%(62/67)). Conclusion:MpMRI combined with 68Ga-PSMA PET/CT can significantly improve the detection efficiency of csPCa, with the principal effect being improved in risk stratification of PI-RADS 3-4 lesions in mpMRI.
6.Clinical Observation on the Joint Needling Method Combined with Ultrasound in the Treatment of Patellofemoral Pain Syndrome of Qi Stagnation and Blood Stasis Type
Xiu-Lan LI ; Hui-Kang YUAN ; Shu-Xiong LUO ; Long-An CHEN ; Ai-Guo XUE ; Yu-Bing LIU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(1):141-146
Objective To observe the clinical efficacy of joint needling method combined with ultrasound in the treatment of qi stagnation and blood stasis type of patellofemoral pain syndrome(PFPS).Methods Eighty-six patients with qi stagnation and blood stasis type of PFPS were randomly divided into observation group and control group,with 43 cases in each group.The control group was given western medicine conventional treatment combined with functional exercise,and the observation group was given joint needling method combined with ultrasound treatment on the basis of the control group.Both groups were treated for 2 consecutive weeks.After 2 weeks of treatment,the clinical efficacy of the two groups was evaluated,and the changes in the Visual Analogue Scale(VAS)scores of knee pain and the Kujala scale scores of the two groups were observed before and after treatment.The changes in active range of motion(AROM)of the affected knee joint were compared before and after treatment between the two groups.Results(1)After treatment,the VAS scores of the two groups of patients were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the level of VAS scores,and the difference was statistically significant(P<0.05).(2)After treatment,the Kujala scores of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the level of Kujala scores,and the difference was statistically significant(P<0.05).(3)After treatment,the AROM of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the level of AROM,and the difference was statistically significant(P<0.05).(4)The total effective rate was 95.35%(41/43)in the observation group and 81.40%(35/43)in the control group.The efficacy of the observation group was superior to that of the control group,and the difference was statistically significant(P<0.05).Conclusion The joint needling method combined with ultrasound can significantly relieve the pain symptoms of patients with PFPS and promote the recovery of knee joint function,and the clinical efficacy is remarkable.
7.Synovial sarcoma of the liver:a case report and literature review
Xiao-Lei WANG ; Qing ZHOU ; Yan LI ; Jia-Xin LI ; Shuai-Kang GUO ; Shu-Fei XU
Medical Journal of Chinese People's Liberation Army 2024;49(2):188-193
Objective To report a case of synovial sarcoma of the liver and review the literature for improving the understanding of the disease.Methods The clinical data of a patient with liver synovial sarcoma admitted to the First Affiliated Hospital of Henan University were analyzed retrospectively.The imaging,pathological features,treatment and prognosis of this disease were summarized by searching the database(CNKI,Wanfang Data,PubMed,untill July 2022)and the literature results analyzed comprehensively.Results The patient was a 71-year-old female who was admitted to the hospital due to abdominal pain.Computed tomography(CT)scan showed a mass with mixed density in the right lobe and caudate lobe of the liver.The large cross section size was about 115 mm×87 mm and the mass showed continuous heterogeneous enhancement,being considered as malignant hepatic tumors with multiple metastasis of the liver and lung.Ultrasound-guided needle biopsy was performed,and microscopy showed the tumor cells were obvious atypical,and some were spindle-shaped.Immunohistochemistry showed that the patient was positive for vimentin(VIM),epithelial membrane antigen(EMA),methylation of histone at lysine 27(H3K27Me3),and negative for pan cytokeratin(CK-pan)and S-100,and pathological diagnosis of synovial sarcoma was made.The patient did not undergo subsequent treatment and was lost to follow-up after discharge.A total of 12 cases of hepatic synovial sarcoma were reported after searching the database.The clinical manifestations were abdominal pain or distention.The lesions were mostly located in the right lobe of the liver,usually large,heterogeneous density,and heterogeneous enhancement on enhanced CT or magnetic resonance imaging(MRI).Spindle-shaped cells were found at histopathologic examination.Immunohistochemistry showed the patient was positive for VIM,EMA,H3K27Me,B-cell leukemia/lymphoma-2(BCL-2)and transducer-like enhancer of split 1(TLE1).SS18-SSX fusion gene or SS18 gene isolation were detected.Eleven patients received surgical treatment,5 received adjuvant chemotherapy,and 4 had recurrence or metastasis during the follow-up period.Conclusions Synovial sarcoma of the liver is a rare malignant tumor of the liver.The clinical and imaging features are not specific.The diagnosis depends on pathology.At present,the main treatment is surgery,and comprehensive treatment such as adjuvant chemotherapy can be performed.The prognosis of the patient is poor.
8.Research progress of exosomes in distant metastasis and drug resistance of gastric cancer
Shu CHEN ; Jinglei ZHANG ; Kang RONG ; Nan ZHANG ; Weiyi SUN
The Journal of Practical Medicine 2024;40(6):870-876
Gastric cancer(GC)is one of the most common tumors and the fourth leading cause of cancer-related death worldwide.Due to the lack of specific signs in early GC,most cases are diagnosed at an advanced stage,often accompanied by infiltration and distant metastasis.Although chemotherapy is the most commonly used treatment for gastric cancer,due to the emergence of drug resistance,many patients will still relapse after chemo-therapy,resulting in poor prognosis.Exosome(EXOs)in the Tumor micro environment(TME)can participate in intercellular communication and play an important role in GC distant metastasis and drug resistance.At present,the detailed mechanism of GC distant metastasis and drug resistance is still unclear.Identifying the exosome-induced mechanism involved in GC distant metastasis and drug resistance can help us find more reliable treatment methods for GC metastasis and drug resistance.This article reviews the mechanism of exosome in GC distant metastasis and drug resistance,in order to provide help for the diagnosis,treatment and research of GC.
9.Influence of muscle activation on lumbar injury under a specific +Gz load
Kang LEI ; Chen-Zhu ZHAO ; Fan LI ; Shu-Lin LIU ; Peng YANG
Chinese Journal of Traumatology 2024;27(4):218-225
Purpose::The present study aimed to analyze the influence of muscle activation on lumbar injury under a specific +Gz load.Methods::A hybrid finite element human body model with detailed lumbar anatomy and lumbar muscle activation capabilities was developed. Using the specific +Gz loading acceleration as input, the kinematic and biomechanical responses of the occupant's lower back were studied for both activated and deactivated states of the lumbar muscles.Results::The results indicated that activating the major lumbar muscles enhanced the stability of the occupant's torso, which delayed the contact between the occupant's head and the headrest. Lumbar muscle activation led to higher strain and stress output in the lumbar spine under +Gz load, such as the maximum Von Mises stress of the vertebrae and intervertebral discs increased by 177.9% and 161.8%, respectively, and the damage response index increased by 84.5%.Conclusion::In both simulations, the occupant's risk of lumbar injury does not exceed 10% probability. Therefore, the activation of muscles could provide good protection for maintaining the lumbar spine and reduce the effect of acceleration in vehicle travel direction.
10.Activation of ALDH2 alleviates hypoxic pulmonary hypertension in mice by upregulating the SIRT1/PGC-1α signaling pathway
Lei WANG ; Fenlan BIAN ; Feiyang MA ; Shu FANG ; Zihan LING ; Mengran LIU ; Hongyan SUN ; Chengwen FU ; Shiyao NI ; Xiaoyang ZHAO ; Xinru FENG ; Zhengyu SUN ; Guoqing LU ; Pinfang KANG ; Shili WU
Journal of Southern Medical University 2024;44(10):1955-1964
Objective To investigate whether activation of mitochondrial acetal dehydrogenase 2(ALDH2)alleviates hypoxic pulmonary hypertension by regulating the SIRT1/PGC-1α signaling pathway.Methods Thirty 8-week-old C57 BL/6 mice were randomized into control,hypoxia,and hypoxia+Alda-1(an ALDH2 activator)group(n=10),and the mice in the latter two groups,along with 10 ALDH2 knockout(ALDH2-/-)mice,were exposed to hypoxia(10%O2,90%N2)with or without daily intraperitoneal injection of Alda-1 for 4 weeks.The changes in right ventricular function and pressure(RVSP)of the mice were evaluated by echocardiography and right ventricular catheter test,and pulmonary artery pressure was estimated based on RVSP.Pulmonary vascular remodeling,right ventricular injury,myocardial α-SMA expression,distal pulmonary arteriole muscle normalization,right ventricular cross-sectional area,myocardial cell hypertrophy,and right cardiac hypertrophy index were assessed with HE staining,immunofluorescence staining and WGA staining,and the expressions of ALDH2,SIRT1,PGC-1α,P16INK4A and P21CIP1 were detected.In pulmonary artery smooth muscle cells with hypoxic exposure,the effect of Alda-1 and EX527 on cell senescence and protein expressions was evaluated using β-galactose staining and Western blotting.Results The wild-type mice with hypoxic exposure showed significantly increased RVSP,right ventricular free wall thickness and myocardial expressions of P16INK4A and P21CIP1,which were effectively lowered by treatment with Alda-1 but further increased in ALDH2-/-mice.In cultured pulmonary artery smooth muscle cells,hypoxic exposure significantly increased senescent cell percentage and cellular expressions of P16INK4A and P21CIP1,which were all lowered by treatment with Alda-1,but its effect was obviously attenuated by EX527 treatment.Conclusion ALDH2 alleviates hypoxia-induced senescence of pulmonary artery smooth muscle cells by upregulating the SIRT1/PGC-1α signaling pathway to alleviate pulmonary hypertension in mice.

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