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
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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.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.
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.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.
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
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Dental Implants
;
Decontamination
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Surface Properties
;
Peri-Implantitis
;
Titanium
9.External application of traditional Chinese medicine on treatment of breast cancer related lymphedema: a systematic review
Lifang MA ; Yufen LIU ; Yanbing QING ; Wenqi HUANG ; Zhangqi LI ; Shujin YUE ; Chunxiang SU
Chinese Journal of Practical Nursing 2022;38(28):2234-2241
Objective:To systematic review the efficacy and safety of external application of traditional Chinese medicine on treatment of breast cancer related lymphedema.Methods:CNKI, Wanfang Data, VIP, Sino-Med, The Cochrane Library, PubMed, Web of Science were searched for related randomized controlled trials, the retrieval time was from inception to May 25, 2020. Two researchers independently screened and evaluated the included studies. Meta-analysis was performed by RevMan 5.4 software.Results:A total of 16 studies involving 1 315 patients with breast cancer related lymphedema were included, and the methodological quality of the included studies was not high. Compared with conventional treatment, external application of traditional Chinese medicine combined with conventional treatment had advantages in improving the total efficiency( P<0.01) and quality of life( P<0.01), reducing pain( P<0.01) and improving upper limb function( P<0.01), without obvious adverse reactions( P>0.05), but there was no improvement in depression( P>0.05). Compared with conventional treatment, external application of traditional Chinese medicine could improve the total efficiency( P<0.01). Compared with placebo sticker combined with conventional treatment, external application of traditional Chinese medicine combined with conventional treatment can reduce circumference( P<0.05) and reduce pain( P<0.01), without obvious adverse reactions( P>0.05). Conclusions:Available evidence suggests that external application of traditional Chinese medicine may be a potential treatment method for breast cancer related lymphedema. Due to the poor methodological quality of the included studies, high-quality randomized controlled trials are still needed.
10.Arthroscopic modified Brostr?m procedure plus minimally invasive calcaneal osteotomy for the treatment of chronic lateral ankle instability combined with subtle cavus foot
Shaoling FU ; Wenqi GU ; Xueqian LI ; Cheng CHEN ; Cheng WANG ; Guoxun SONG ; Jieyuan ZHANG ; Jian ZOU ; Jianfeng XUE ; Yan SU ; Guohua MEI ; Zhongmin SHI
Chinese Journal of Trauma 2022;38(8):693-700
Objective:To evaluate the short-term outcome of arthroscopic modified Brostr?m procedure plus minimally invasive calcaneal osteotomy for the treatment of chronic lateral ankle instability combined with subtle cavus foot.Methods:A retrospective cohort study was conducted to analyze the clinical data of 12 patients suffering chronic lateral ankle instability combined with subtle cavus foot admitted to Shanghai Sixth People′s Hospital Affiliated to Shanghai Jiao Tong University from November 2016 to November 2020, including 5 males and 7 females, aged 16-62 years [(40.3±15.1)years]. All patients were treated with arthroscopic modified Brostr?m procedure plus minimally invasive calcaneal osteotomy. The calcaneal pitch angle, Meary′s angle and medial cuneiform height on the foot weight-bearing lateral view plus calcaneus valgus angle on the hindfoot long axial view were compared to evaluate the improvement of bony structure and foot alignment preoperatively and at 3 months and 1 year postoperatively. At the same time, American Orthopedic Foot and Ankle Society (AOFAS) ankle-hindfoot score and visual analogue scale (VAS) were used to evaluate the improvement of ankle function and pain. Postoperative complications were also observed and recorded.Results:All patients were followed up for 1-3 years [(1.6±0.6)years]. The calcaneal pitch angle was decreased from (24.6±5.3)° preoperatively to (22.5±4.9)° at postoperative 3 months and (22.3±5.0)° at postoperative 1 year; the Meary′s angle was decreased from 6.6°(5.2°,7.6°) preoperatively to 2.5°(0.5°,3.8°) at postoperative 3 months and 2.1°(0.5°,3.2°) at postoperative 1 year; the medial cuneiform height was decreased from (24.3±5.3)mm preoperatively to (22.3±4.8)mm at postoperative 3 months and (22.3±4.6)mm at postoperative 1 year; the calcaneus valgus angle was increased from -7.1°(-10.3°,-5.9°) preoperatively to 2.3°(-2.5°,4.5°) at postoperative 3 months and 2.4°(-1.6°,3.8°) at postoperative 1 year (all P<0.01). However, there were no significant differences in the calcaneal pitch angle, Meary′s angle, medial cuneiform height, and calcaneus valgus angle at postoperative 3 months and 1 year (all P>0.05). AOFAS ankle-hindfoot score was increased from (66.8±8.7)points preoperatively to (81.0±5.9)points at postoperative 3 months and (88.6±3.6)points at postoperative 1 year (all P<0.01). According to AOFAS ankle-hindfoot score, the results were excellent in four patients and good in eight patients at postoperative 1 year, with the excellent and good rate of 100%. VAS was decreased from 2.5(2.0,4.0)points preoperatively to 2.0(1.3,2.8)points at postoperative 3 months and 1.0(0,2.0)points at postoperative 1 year (all P<0.01). There were significant differences in the AOFAS ankle-hindfoot score and VAS at postoperative 3 months and 1 year (all P<0.05). Wound malunion was seen in one patient, and healed with a dress changing. All patients had no complications such as vascular or nerve injury. There was no recurrence of malformation or joint instability during 1-year follow-up. Conclusion:For chronic lateral ankle instability combined with subtle cavus foot, arthroscopic modified Brostr?m procedure plus minimally invasive calcaneal osteotomy can stabilize ankle joint, correct hindfoot alignment, improve function and relieve pain.

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