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*
;
Machine Learning
;
Adult
;
Male
;
Female
2.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
;
Acupuncture Therapy/methods*
;
Machine Learning
;
Male
;
Adult
;
Female
;
Subcutaneous Tissue/diagnostic imaging*
;
Young Adult
3.Guided bone regeneration therapy based on plaque control of peri-implantitis with follow-up at 7 years.
Wenqi SU ; Dandan ZHANG ; Yan CHENG ; Wenjie CUI ; Lang LEI ; Houxuan LI
West China Journal of Stomatology 2025;43(1):133-139
Peri-implantitis is a pathologic condition associated with dental plaque that occurs in the implant tissue and is characterized by inflammation of the mucous membrane surrounding the implant, followed by the progressive loss of supporting bone. In this study, a case of guided bone regeneration therapy based on plaque control of peri-implant inflammation was reported. Four years after surgery for the left second premolar implant, the patient presented with "left lower posterior tooth swelling and discomfort for more than 2 years". The X-ray periapical film showed a decrease in distal bone mineral density of implant, and the clinical diagnosis was peri-implantitis of the left second premolar. Implants underwent guided bone regeneration and regular periodontal maintenance treatment. Re-examination at 3.5 months, 11 months, 18 months, and 7 years showed that the alveolar bone height and bone mineral density were stable, and the periodontal depth became shallow. However, the gingival recession was mild. In the present case, follow-up at 7 years demonstrated that the clinical periodontal indexes could be remarkably improved after complete periodontal treatment for peri-implantitis, and the alveolar bone could be well restored and regenerated.
Humans
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Peri-Implantitis/etiology*
;
Follow-Up Studies
;
Bone Regeneration
;
Guided Tissue Regeneration, Periodontal/methods*
;
Dental Plaque/prevention & control*
;
Male
;
Female
;
Dental Implants/adverse effects*
4.Low frequency transcranial magnetic stimulation can improve upper limb motor function in the acute phase of ischemic stroke
Tian SUN ; Zunke GONG ; Ting ZHOU ; Yonggang ZHU ; Tong SU ; Wenqi TANG ; Jie YU ; Xiuhua ZHU
Chinese Journal of Physical Medicine and Rehabilitation 2024;46(3):216-220
Objective:To explore the utility of applying low frequency transcranial magnetic stimulation (rTMS) in the acute stage of ischemic stroke in terms of improving upper limb motor function.Methods:Eighty ischemic stroke survivors in the acute stage were randomly divided into a control group and an experimental group, with 40 in each. In addition to routine rehabilitation, the experimental group was given low frequency rTMS, while the control group was provided with sham rTMS. Before and after 4-weeks of treatment, upper limb motor function was evaluated using the Fugl-Meyer rating scale (FMA), Wolf motor function tests (WMFTs), the modified Barthel index (MBI) and in terms of motor evoked potential (MEP) latency and amplitude.Results:There were no significant differences between the two groups before the treatment. Afterward, however, the average FMA, WMFT, MBI scores had improved significantly more in the experimental group, on average, as had the average MEP amplitude.Conclusion:Low frequency rTMS in the acute phase of ischemic stroke can improve upper limb motor function and ability in the activities of daily living.
5.Evidence-based application of neoadjuvant immunotherapy in locally advanced rectal cancer
Pu WENJI ; Su XIAOYE ; Feng LINGLING ; Chen WENQI ; Xu ZHIYUAN ; Jin JING
Chinese Journal of Clinical Oncology 2024;51(9):472-479
Deficient mismatch repair(dMMR)is currently recognized as a biomarker for predicting the efficacy of immune checkpoint inhib-itors(ICIs),and domestic and foreign guidelines recommend first-line immunotherapy for patients with solid dMMR tumors.For rectal can-cer,only 5%of patients are classified as dMMR/microsatellite instability-high(MSI-H),and most have"immune desert type"or mismatch re-pair proficient(pMMR)/microsatellite stabilization(MSS)diseases,which respond poorly to ICIs.Therefore,recently,the synergistic effect of immune drugs and neoadjuvant chemoradiotherapy has been the focus of basic and clinical research.An increasing number of clinical trials of phase Ⅱ/Ⅲ immuno-total neoadjuvant therapy(iTNT)have emerged,and the management of locally advanced rectal cancer(LARC)has begun to enter the non-operative treatment era.Furthermore,an increasing number of studies support the efficacy of neoadjuvant immun-otherapy in patients with dMMR/MSI-H LARC,which exempts such patients from surgery and chemoradiotherapy as follow-up treatment and results in a pivot in the treatment paradigm of a watch-and-wait strategy.Regarding the LARC with pMMR/MSS,the preliminary iTNT findings support ICIs as a shift from an initial posterior-line palliative scheme to a first-line selection strategy and the continuation of large-scale clinical trials.However,no definitive conclusion has been reached regarding the best iTNT application for LARC.Recent studies have shown that short-course radiotherapy and sequential neoadjuvant chemotherapy,combined with immunotherapy,can achieve good short-term outcomes.Finally,identifying other new biomarkers may facilitate the identification of patients with pMMR/MSS who are sensitive to immune drugs(especially for low rectal cancer).In the future,the treatment strategy of LARC should be combined with the stratification of clinical recurrence risk and patient willingness for organ retention to achieve stratified and accurate treatment.This article will review the re-lated research background,basic and clinical research progress and existing problems of iTNT in LARC.
6.Characteristics of transcription factors KLF2 and KLF4 regulating gene expression related to vascular homeostasis in human endothelial cells
Meiming SU ; Wenqi ZHAO ; Yaping ZHAO ; Suowen XU
Chinese Journal of Arteriosclerosis 2024;32(5):375-385
Aim Krüppel-like factor(KLF)2 and 4 are two core transcription factors closely related to vascular homeostasis,with multiple protective effects such as anti-inflammatory,anti-calcification and anti-thrombotic.The aim of this study is to elucidate and validate the vascular homeostasis related gene profile co-regulated by KLF2 and KLF4 in endo-thelial cells.Methods Human umbilical vein endothelial cells(HUVEC)were treated with adenovirus(Ad-KLF2 or Ad-KLF4)and control virus(Ad-NC)for 24 h,RNA was extracted from the cells and analyzed by transcriptomic sequen-cing.The sequencing results of overexpressed KLF2 and KLF4 were superimposed with the sequencing results of reported KLF2/KLF4 double-gene knockout mice.The selected differential expression genes were verified by real-time fluorescence quantitative PCR in HUVEC treated with Ad-KLF2 or Ad-KLF4,and in HUVEC treated with atorvastatin or resveratrol.Results Transcriptomic superposition revealed 256 differential expression genes were up-regulated by KLF2 and KLF4,and KEGG analysis showed that differential expression genes were enriched in hypertrophic cardiomyopa-thy,arrhythmogenic right ventricular cardiomyopathy,dilated cardiomyopathy,ECM-receptor interaction and focal adhesion;there were 145 differential expression genes down-regulated by KLF2 and KLF4,and KEGG analysis showed that differential expression genes were enriched in microRNA of cancer,mineral absorption,glycosaminoglycan biosynthesis-chondroitin sulfate/dermatan sulfate,p53 signaling pathway and biosynthesis of amino acids.Finally,six novel genes regulated by KLF2 and KLF4 were obtained.Conclusion FGFR3,SEMA4B,SEMA6A,PTX3,FABP4 and FABP5 may be novel genes that regulate vascular homeostasis in endothelial cells by the transcription factors KLF2 and KLF4.
7.Efficacy of osteochondral fragment fixation using bioabsorbable pins for Hepple Ⅱ osteochondral lesions of the talus in adolescents
Cheng WANG ; Xueqian LI ; Shaoling FU ; Chenglin WU ; Jiazheng WANG ; Jieyuan ZHANG ; Guangyi LI ; Jian ZOU ; Jianfeng XUE ; Yan SU ; Guohua MEI ; Guoxun SONG ; Wenqi GU ; Zhongmin SHI
International Journal of Surgery 2023;50(7):473-480,C2-C3
Objective:To investigate the efficacy of osteochondral fragment fixation using bioabsorbable pins for Hepple Ⅱ osteochondral lesions of the talus (OLT) in adolescents.Methods:Retrospective case analysis was used. The clinical data and follow-up results of 13 adolescent patients (13 feet) with Hepple Ⅱ OLT were all treated with osteochondral fragment fixation using bioabsorbable pins admitted to Shanghai Sixth People′s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from January 2017 to December 2021 were retrospectively analyzed. There were 7 males and 6 females, with 13 right feet. The age was (14.85±2.23) years old, ranged from 12 to 18 years old. According to the American orthopedic foot and ankle society (AOFAS) ankle-hindfoot score, visual analogue scale (VAS) and SF-36 score before operation and at the last follow-up were used to evaluate the efficacy and function of the patients. Measurement data with normal distribution were represented as mean ± standard deviation( ± s), and the comparison between groups was conducted using the t-test; The mearsurement data with skewness distribution were expressed by M( Q1, Q3), and rank-sum test was used for inter-group comparison. Results:Thirteen adolescent patients (13 feet) with Hepple Ⅱ OLT underwent surgery successfully and were followed up for (25.54±9.95) months. All wounds healed by first intention, and no complications such as wound infection and delayed healing occurred. Preoperative AOFAS ankle-posterior foot score, VAS and SF-36 score were 58.62±3.55, 7.00 (6.50, 8.00) and 68.38±4.81, respectively. At the last follow-up, the scores were 97.38±2.73, 1.00 (0.00, 1.00), 91.15±4.28, respectively, and the results were significantly improved at the last follow-up, with the difference between the two groups statistically significant( P<0.05). Conclusion:Osteochondral fragment fixation using bioabsorbable pins which can promote cartilage repair, significantly improve symptoms, and achieve better clinical satisfaction with fewer complications, is a safe and effective surgical treatment option for Hepple Ⅱ OLT in adolescents with satisfactory short-term clinical outcomes.
8.In vitro research of oral microscope-assisted implant surface decontamination.
Wenqi SU ; Jingwen LI ; Lishan JIANG ; Wenjie CUI ; Yang ZHAO ; Houxuan LI
West China Journal of Stomatology 2023;41(3):350-355
OBJECTIVES:
To investigate the effect of oral microscope-assisted surface decontamination on implants in vitro.
METHODS:
Twelve implants that fell off because of severe peri-implantitis were collected, and decontamination was carried out on the surfaces of implants through curetting, ultrasound, titanium brushing, and sandblasting at 1×, 8×, or 12.8× magnifications. The number and sizes of residues on the implants' surfaces after decontamination were determined, and the decontamination effect was analyzed according to the thread spacing in the different parts of the thread.
RESULTS:
1) The 8× and 12.8× groups scored lower for implant surface residues than the 1× group (P<0.000 1), and the 12.8× group scored lower than the 8× group (P<0.001); 2) no difference in residue score was found between the wide and narrow thread pitch (P>0.05), and the 8× and 12.8× groups had lower scores than the 1× group (P<0.001); 3) the lowest number of contaminants was observed at the tip of the thread, whereas the highest was observed below the thread, and the difference was significant (P<0.001). However, the thread pitch had no effect on the number of contaminants in different areas (P>0.05); 4) the residue scores of the 8× and 12.8× groups were lower than those of the 1× group at the thread tip and above, sag, and below the thread of the implants (P<0.05).
CONCLUSIONS
Residues on the surfaces of contaminated implants can be effectively removed by using an oral microscope. After decontamination, the residues of pollutants were mainly concentrated below the thread of the implants, and the thread pitch of the implants had no significant effect on the residues.
Humans
;
Dental Implants
;
Decontamination
;
Surface Properties
;
Peri-Implantitis
;
Titanium
9.Mid-term effects of surgery for sub-acute injury to distal tibiofibular syndesmosis associated with ankle fracture
Cheng CHEN ; Xueqian LI ; Shaoling FU ; Cheng WANG ; Guohua MEI ; Yan SU ; Jianfeng XUE ; Jian ZOU ; Wenqi GU ; Guoxun SONG ; Zhongmin SHI
Chinese Journal of Orthopaedic Trauma 2022;24(1):10-18
Objective:To evaluate the mid-term efficacy of surgery for sub-acute injury to distal tibiofibular syndesmosis associated with ankle fracture.Methods:From July 2014 to October 2019, 14 patients were treated at Foot & Ankle Section, Department of Orthopaedics, Shanghai Sixth People’s Hospital for sub-acute injury to distal tibiofibular syndesmosis associated with ankle fracture.There were 11 males and 3 females, aged from 17 to 61 years (mean, 35.9 years).According to Danis-Weber classification, 6 cases were type B and 8 type C; according to Lauge-Hansen classification, 7 cases belonged to supination-external rotation, one to pronation-abduction, and 6 to pronation-external rotation (Maisonneuve fracture in 4).The syndesmosis injury was treated by fixation with distal tibiofibular screws in 11 cases, by Tightrope elastic fixation in one, by hybrid fixation with distal tibiofibular screws and Tightrope in one, and by distal tibiofibular fusion in one.Postoperative complications were recorded.Their visual analogue scale (VAS) and American Orthopaedic Foot and Ankle Society ankle-hindfoot scores (AOFAS-AH) were compared between preoperation and the last follow-up.Results:The 14 patients were followed up for 24 to 85 months (mean, 46.8 months). Of the 9 patients whose distal tibiofibular screws had been removed (including one with hybrid fixation), wound infection occurred in one after removal of all the internal fixation, distal tibiofibular widening in 2, ankle degeneration in 5 and fibular nonunion in one. Of the other 3 patients whose distal tibiofibular screws had not been removed, screw breakage happened in 2, screw loosening in one and distal tibiofibular widening in one. The VAS scores were significantly improved from preoperative 6.8±0.9 to 1.4±1.3 at the last follow-up; the AOFAS-AH scores were increased significantly from preoperative 35.3±6.3 to 86.8±11.7 at the last follow-up (both P<0.001). According to AOFAS-AH scores, 8 cases were excellent, 4 good and 2 moderate. Conclusion:Surgery for sub-acute injury to distal tibiofibular syndesmosis associated with ankle fracture can restabilize the distal tibiofibular syndesmosis and ankle joint, reduce pain and improve ankle function, leading to fine mid-term efficacy.
10.Morphology of dorsal medial talar neck osteophyte and its clinical significance: based on three-dimensional computed tomography
Cheng CHEN ; Shaoling FU ; Xueqian LI ; Cheng WANG ; Lin YANG ; Guohua MEI ; Yan SU ; Jianfeng XUE ; Jian ZOU ; Wenqi GU ; Guoxun SONG ; Zhongmin SHI
Chinese Journal of Orthopaedic Trauma 2022;24(4):299-304
Objective:To study the morphology of dorsal medial talar neck osteophyte (DMTNO) and its association with anteromedial ankle impingement syndrome (AAIS) using CT 3D reconstruction images.Methods:The present retrospective study included 23 patients with AAIS due to DMTNO (case group) and 23 patients with DMTNO but without AAIS (control group) who had been admitted from February 2019 to June 2021. Multi-slice CT data (DICOM) of DMTNO in both groups were collected and imported into Arigin 3D Pro 3D reconstruction software to reconstruct and observe the 3D morphology of DMTNO. The dorsal convex distance, medial convex distance and anterior convex distance of DMTNO were measured to find their association with AAIS.Results:In the case group, DMTNO clearly showed a flat polyhedral shape with a large base and a small top; in the control group, DMTNO showed various shapes that were different mainly in an irregular top but similar in a large, long and narrow base. The dorsal convex distance [(8.07±2.30) mm] and medial convex distance [(6.70±2.62) mm] in the case group were significantly larger than those in the control group [(3.59±1.10) mm and (1.98±0.93) mm] ( P<0.05), but there was no significant difference between the 2 groups in the anterior convex distance ( P>0.05). Conclusions:The DMTNO leading to AAIS shows a flat polyhedral shape with a large base and a small top. No correlation is found between the anterior convex and AAIS whereas the dorsal convex and medial convex of DMTNO may be closely associated with AAIS.

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