1.Application of deep learning in oral imaging analysis
Yuxuan YANG ; Jingyi TAN ; Lili ZHOU ; Zirui BIAN ; Yifan CHEN ; Yanmin WU
Chinese Journal of Tissue Engineering Research 2025;29(11):2385-2393
BACKGROUND:In recent years,deep learning technologies have been increasingly applied in the field of oral medicine,enhancing the efficiency and accuracy of oral imaging analysis and promoting the rapid development of intelligent oral medicine. OBJECTIVE:To elaborate the current research status,advantages,and limitations of deep learning based on oral imaging in the diagnosis and treatment decision-making of oral diseases,as well as future prospects,exploring new directions for the transformation of oral medicine under the backdrop of deep learning technology. METHODS:PubMed was searched for literature related to deep learning in oral medical imaging published from January 2017 to January 2024 with the search terms"deep learning,artificial intelligence,stomatology,oral medical imaging."According to the inclusion criteria,80 papers were finally included for review. RESULTS AND CONCLUSION:(1)Classic deep learning models include artificial neural networks,convolutional neural networks,recurrent neural networks,and generative adversarial networks.Scholars have used these models in competitive or cooperative forms to achieve more efficient interpretation of oral medical images.(2)In the field of oral medicine,the diagnosis of diseases and the formulation of treatment plans largely depend on the interpretation of medical imaging data.Deep learning technology,with its strong image processing capabilities,aids in the diagnosis of diseases such as dental caries,periapical periodontitis,vertical root fractures,periodontal disease,and jaw cysts,as well as preoperative assessments for procedures such as third molar extraction and cervical lymph node dissection,helping clinicians improve the accuracy and efficiency of decision-making.(3)Although deep learning is promising as an important auxiliary tool for the diagnosis and treatment of oral diseases,it still has certain limitations in model technology,safety ethics,and legal regulation.Future research should focus on demonstrating the scalability,robustness,and clinical practicality of deep learning,and finding the best way to integrate automated deep learning decision support systems into routine clinical workflows.
2.Study on the mechanism of Shaoyao gancao decoction in improving intestinal motility in rats with slow transit constipation by regulating the ASIC3/ERK signaling pathway
Ziqi ZHANG ; Hongyun ZHOU ; Qiong ZHAO ; Yuan DENG ; Mengjie ZHAO ; Chen ZHAO ; Jingyi CHEN
China Pharmacy 2025;36(15):1852-1858
OBJECTIVE To explore the mechanism of Shaoyao gancao decoction in improving intestinal motility in rats with slow transit constipation (STC) by regulating acid-sensitive ion channel 3 (ASIC3)/extracellular signal-regulated kinase (ERK) signaling pathway. METHODS SD rats were used to construct an STC model by gavage with compound diphenoxylate. The successfully modeled rats were randomly divided into model group, Shaoyao gancao decoction group (1.5 g/mL), lactulose group (208.4 mg/mL, positive control), and combined inhibition group (Shaoyao gancao decoction 1.5 g/mL+amiloride hydrochloride 20 μg/kg), with 12 rats in each group. Additionally, 12 healthy rats were selected as the blank group. They were given relevant medicine once a day and continuously intervened for 14 days. After intervention, the intestinal propulsion function and visceral sensitivity of the model rats were detected. The expression of ASIC3 in the colon tissue of rats was observed by immunohistochemical staining. mRNA expressions of ASIC3, ERK1 and ERK2 as well as protein expressions of ASIC3, ERK1/2 and phosphorylated ERK1/2 (p-ERK1/2) in colon tissue of rats were detected; the ultrastructural changes of the enteric nervous system (ENS) -interstitial cell of Cajal (ICC)-smooth muscle cell (SMC) network in the rat colon were observed under electron microscopy. RESULTS Compared with the model group, the intestinal propulsion rate of the Shaoyao gancao decoction group was significantly increased, while the visceral pain threshold was significantly decreased. The proportion of the positive area of ASIC3 in the colonic tissue was significantly increased. The relative mRNA expression levels of ERK1, ERK2, and ASIC3, as well as the relative protein expression levels of p-ERK1/2 and ASIC3, and the p-ERK1/2 to ERK1/2 in the colonic tissue, were all significantly increased (P<0.05 or P<0.01). Additionally, there was marked repair of the morphological structure of ICC and SMC, with closer gap junctions observed. Compared with the Shaoyao gancao decoction group, the combined inhibition group exhibited a diminished improvement in intestinal motility of rats, with statistically significant differences in the levels of some indicators (P<0.05 or P<0.01); the repairing of the morphological structure of ICC and SMC was notably attenuated. CONCLUSIONS Shaoyao gancao decoction can effectively improve the intestinal transmission function and promote intestinal repair in STC rats, and its mechanism may be related to regulating the balance of the ENS-ICC-SMC network mediated by the ASIC3/ERK signaling pathway, thus promoting intestinal motility and reducing visceral sensitivity.
3.Basic Research Progress and Prospect of Antibody-Drug Conjugate in Treatment of Pancreatic Cancer
Juying JIAO ; Lei ZHOU ; Bo LIN ; Jingyi ZENG ; Weijie XU
Cancer Research on Prevention and Treatment 2025;52(9):787-791
Most patients with pancreatic cancer are already in the locally advanced or metastatic stage at initial diagnosis. While systemic chemotherapy provides clinical benefits for those with mid-to-late-stage pancreatic cancer, its efficacy is often limited by patient tolerance. In response to the dual clinical demands of robust antitumor activity and high targeting specificity, antibody-drug conjugate (ADC) has emerged as a promising solution. By conjugating highly selective monoclonal antibodies with potent cytotoxic small-molecule drugs, ADC achieves precise tumor-targeting while minimizing damage to healthy tissues, which thereby improves treatment tolerance. However, due to the complex pathological features of pancreatic cancer, no ADC has yet been approved for clinical use for this disease. A comprehensive evaluation of factors including ADC-specific targets, payload selection, antibody-drug linkage strategies, drug delivery mechanisms, tissue distribution variability, and tumor heterogeneity will be crucial to advancing the clinical translation of ADC for pancreatic cancer treatment.
4.An analysis of factors influencing theoretical graduation examination score of standardized residency training
Xinbei WANG ; Ao ZHOU ; Xiaolei YAN ; Jingyi ZHANG ; Qiong ZHU ; Yan WANG ; Chun CHENG
Chinese Journal of Medical Education Research 2024;23(6):835-840
Objective:To analyze the factors influencing the theoretical score of graduation examination of standardized residency training in a class-A tertiary general hospital in Shanghai from 2018 to 2021, and establish prediction models, and to provide a reference for further improving the quality of residency training.Methods:We collected the data of 556 residents who participated in the residency training graduation examination at the hospital from 2018 to 2021. Binary regression and logistic regression analyses were used to determine the association of residents' basic information, their routine assessment results at the bases, and the base performance assessment score (indicating the bases' training quality) with theoretical graduation examination results; and prediction models for the theoretical graduation examination score were established, using binary regression and logistic regression methods to construct model datasets. SPSS 26.0 was used for statistical analysis.Results:From 2018 to 2021, a total of 556 people participated in the residency training graduation examination at the hospital. The first-time pass rate of the first station theoretical examination station was 97.48% (542/556). Trainees graduating from double first-class schools had the highest first-time pass rate of 98.09% (359/366); doctoral students had the highest first-time pass rate of 98.59% (140/142); and residents of the two-year training program had the highest first-time pass rate of 98.34% (297/302). According to the binary regression analysis of categorical variables such as residents' basic information, the base level was associated with whether residents passed the theoretical examination ( P<0.05). According to the logistic regression analysis of residents' routine assessment scores and the base performance assessment score, the annual theoretical assessment score, the first-time theoretical score of the national medical licensing examination, the annual professional performance test score, and the base performance assessment score were key factors affecting the theoretical graduation examination score ( P<0.05). In the regression analysis associated with the theoretical graduation examination score, the annual professional performance test score showed the highest regression coefficient and the highest variance inflation factor, indicating strong multicollinearity. Therefore, the annual professional performance test score was important in predicting the theoretical score of the graduation examination. Conclusions:This study used binary regression and logistic regression models to analyze the possible factors affecting the theoretical graduation examination score and the degree of association, and also established two prediction models of the theoretical graduation examination score to predict trainees at risk. Through implementing the concept of hierarchical progression, adding personalized tutoring, realizing information management for residency training, and providing intelligent early intervention, the pass rate of residency training graduation examination is expected to be further improved, ultimately achieving the purpose of improving the quality of residency training.
5.Efficacy of multiple doses and single dose of perioperative dexamethasone on pain and recovery after total knee arthroplasty:a Meta-analysis
Yan YANG ; Lumin ZHOU ; Demei LU ; Qiaoni ZHONG ; Jingyi XIAN
China Pharmacist 2024;27(5):875-884
Objective To systematically review the efficacy of multiple doses and single dose of perioperative dexamethasone on pain and recovery after total knee arthroplasty(TKA).Methods PubMed,Embase,Cochrane Library,Web of Science,CNKI,WanFang Data,SinoMed and VIP databases were electronically searched to collect randomized controlled trials(RCTs)on multiple doses and single dose of dexamethasone during perioperative period of TKA from inception of the databases to January 4,2024.Two reviewers independently screened the literature,extracted data and assessed the risk of bias of the included studies.Meta-analysis was performed by using RevMan 5.4 software.Results A total of 6 studies involving 674 patients were included,336 patients in single dose dexamethasone group and 338 patients in multiple dose dexamethasone group.The results of Meta-analysis showed that compared with single dose of dexamethasone,multiple doses of perioperative dexamethasone could significantly decrease the pain scores at rest at 48 h after TKA(SMD=-0.68,95%CI-1.05 to-0.30,P﹤0.001),the pain scores with movement at postoperative 48 h(SMD=-0.86,95%CI-1.37 to-0.34,P=0.001),C-reactive protein(CRP)levels at postoperative 48 h(MD=-4.43,95%CI-6.70 to-2.16,P﹤0.001)and CRP levels at postoperative 72 h(MD=-3.60,95%CI-5.53 to-1.67,P﹤0.001).There was no statistically significant difference between the two groups regarding pain scores at rest at postoperative 24 h and 72 h,pain scores with movement at postoperative 24 h and 72 h,incidence of postoperative nausea and vomiting(PONV),CRP levels at postoperative 24 h,length of hospital stay,and incidence of adverse drug reactions(P>0.05).The results of 5 studies showed that multiple doses of dexamethasone did not increase the dosage or patient proportion of remedial analgesics.Conclusion Current evidence shows that compared with single dose of dexamethasone,multiple doses of perioperative dexamethasone can significantly reduce pain scores at postoperative 48 h,CRP levels at postoperative 48 and 72 h after TKA,but it does not significantly reduce the incidence of PONV,hospital stay,or increase the risk of adverse drug reactions.
6.A meta-analysis of effects of acute exercise on executive function in patients with attention deficit hyperactivity disorder
Jingyi ZHOU ; Li HE ; Feilong ZHU ; Yuanchun REN
Chinese Mental Health Journal 2024;38(12):1058-1065
Objective:To explore the effect of acute exercise on the executive function in patients with atten-tion deficit hyperactivity disorder(ADHD),and to provide a theoretical basis for the exercise intervention of ADHD.Methods:Experimental studies on the effect of acute exercise on executive function in patients with ADHD published up to 21 April 2023 were searched from PubMed,Web of Science,Cochrane Library,Embase,CNKI,Wanfang,and other data platforms.Results:A total of 15 studies were included,and 515 patients with ADHD were included.The results of meta-analysis showed that a single exercise could improve inhibitory control(SMD=0.36,95%CI=0.17-0.55,P<0.05)and cognitive flexibility(SMD=0.40,95%CI=0.10-0.69,P<0.05)in pa-tients with ADHD.The results of subgroup analysis showed that in terms of the age of the participants,a single ex-ercise could only improve inhibitory control and cognitive flexibility in children and adolescents with ADHD(SMD=0.36,0.43,Ps<0.05),but not in adult patients with ADHD(SMD=0.34,0.14,Ps>0.05).In terms of exer-cise regimen,only a single exercise with moderate and high intensity,≤ 20 minutes,and open motor skills could simultaneously improve inhibitory control(SMD=0.47,0.51,0.47,Ps<0.05)and cognitive flexibility(SMD=0.86,0.65,0.86,Ps<0.05)in patients with ADHD.Conclusion:Acute exercise could improve inhibitory control and cognitive flexibility in children and adolescents with ADHD,but has no significant effect on working memory and executive function in adult patients.
7.Scapular motion and shoulder function in patients suffering from rotator cuff tears with typeⅢscapular dyskinesis
Lei LI ; Feng GAO ; Yifeng FU ; Jingyi SUN ; Chen HE ; Yi QIAN ; Sen GUO ; Hao XU ; Yue HAO ; Jinglun YANG ; Xiaohan ZHANG ; Yawei GONG ; Yingqi ZHAO ; Zhuang LIU ; Jingbin ZHOU
Chinese Journal of Sports Medicine 2024;43(3):167-174
Objective To explore the differences in scapular motion and shoulder function between patients suffering from rotator cuff tears(RCT)with and without type Ⅲ scapular dyskinesis(SD).Meth-ods Between September 2021 and March 2023,sixteen patients suffering from rotator cuff tears with SD(SD group)and 17 counterparts without SD(non-SD group)were recruited from the Sports Hospital of the General Administration of Sport of China.Their scapular motion was assessed by measuring three parameters in the X-rays,including scapular spine line(LSS),scapular upward rotation angle(SU-RA),and coracoid upward shift distance(CUSD).Moreover,their shoulder range of motion in flexion,abduction and external rotation were recorded,and further evaluated using the Pain Visual Analog Scale(VAS)and American Shoulder and Elbow Surgeons Score(ASES).Results No significant differenc-es were found between the two groups in the average score of SURA,CUSD and LSS at 0°~30° shoul-der abduction,or in that of CUSD and LSS at 60°~90°shoulder abduction.However,the average SU-RA score of the SD group at 60°~90°shoulder abduction was significantly greater than the other group(P<0.05).The shoulder ranges of motion during active flexion,abduction and external rotation were significantly smaller in the SD group than in the non-SD group(P<0.05).Moreover,the average VAS score in the SD group was significantly higher than the non-SD group(P<0.05),while the average ASES score was significantly lower than the latter group(P<0.05).Conclusions RCT patients type III SD exhibits greater scapular upward rotation during shoulder abduction compared to those without SD.Moreover,the former patients suffer from more severe pain and have worse shoulder range of motion and functional performance than the latter.
8.A systematic review of risk prediction models for diabetic foot infections
Jingyi ZHU ; Xi CHEN ; Yanyuan ZHU ; Jiaxin ZHOU ; Jiaojiao BAI
Chinese Journal of Nursing 2024;59(19):2346-2352
Objective To systematically evaluate the risk prediction models of diabetic foot infections,and to ex-plore its implications for clinical nursing care.Methods Relevant studies in the databases of CNKI,VIP,Wanfang,CBM,CINAHL,PubMed,Web of Science,Cochrane Library,Embase,ProQuest,and Ovid were searched for the time-frame of database construction to December 2023.Literature was screened independently by 2 investigators and the area under the model curve(AUC)and its 95%confidence interval(CI),calibration method and predictors were ex-tracted,and the quality of the model was evaluated using the Predictive Modeling Study Risk of Bias Assessment Tool.Meta-analysis of the predictive value of model predictors was performed using RevMan 5.4 software.Results 7 studies were included,containing 8 risk prediction models,all of which reported the AUC(0.748-0.922),and 6 models underwent model calibration.The overall fit of the included studies was good,among which l model was low fit,and all 7 studies were at high risk of bias,mainly focusing on predictors and analysis.Meta-analysis showed that the area under the curve of the combined models was 0.831(95%CI:0.780~0.883);the disease duration(OR=2.460,95%CI:1.850~3.270),vascular disease(OR=3.110,95%CI:1.070~9.000),and neuropathy(OR=3.550,95%CI:1.920~6.560)were effective predictors of diabetic foot infection.Conclusion The current diabetic foot infection risk prediction model is still in the developmental stage,and further optimization and external validation of the ex-isting model is recommended for the future.
9.Single-port laparoscopic transabdominal preperitoneal inguinal hernioplasty combined with cholecystectomy,report of 52 cases
Xiaojun ZHU ; Shengkai LI ; Yuchen XI ; Zulun GAO ; Huimin XUE ; Yuxin YANG ; Peng CHEN ; Jingyi JIAO ; Chun ZHOU ; Peng WANG
Chinese Journal of General Surgery 2024;39(5):357-361
Objective:To evaluate the safety and feasibility of transumbilical single-port transabdominal preperitoneal hernioplasty plus cholecystectomy (SILS-TAPP+LC).Methods:The clinical data of 52 adult patients who underwent [SILS-(TAPP+LC)] from Mar, 2019 to Oct, 2021 at the Affiliated Hospital of Nantong University were retrospectively analyzed.The perioperative indicators, postoperative complications and follow-up data were analyzed.Results:All operations were successfully completed without conversion to open or multi-port laparoscopic surgery.The duration of surgery was (49.2 ± 7.5) min. Three patients experienced gallbladder rupture, and there was no bladder or intestinal injury during the surgery.During the 20-24 months of postoperative follow-up period,4 patient developed seroma in the postoperative period, 4 patients complained foreign body sense in the inguinal region, 3 patients reported chronic pain, but no other complications, such as biliary fistula, recurrence, mesh infection, or trocar hernia, were observed.Conclusion:SILS-(TAPP+LC) was a safe and feasible approach associated with little postoperative pain and rapid recovery.
10.3D visualisation technology combined with perforator flap transfer in reconstruction of soft tissue defects in traumatic hand and foot injury
Qixiang YIN ; Jingyi MI ; Huazhong CAI ; Feng ZHOU ; Qun YAO ; Yong HUA
Chinese Journal of Microsurgery 2024;47(4):393-399
Objective:To explore the application of 3D visualisation technology combined with perforator flap transfer in reconstruction of soft tissue defects in traumatic hand and foot injury and explore the clinical outcomes.Methods:Between January 2021 and February 2023, a retrospective analysis was conducted in the Department of Emergency of the Affiliated Hospital of Jiangsu University and the Department of Sports Medical of Wuxi No. 9 People's Hospital, on the data of 12 patients (13 flaps) who received surgery of 3D visualisation technology combined with perforator flap transfer for soft tissue defects left by traumatic hand and foot injuries. The patients were 7 males and 5 females aged 45 [36.5, 55.8] years old. Nine patients had the defects in hand and 3 in foot, with 3 in the left and 9 in the right. The sizes of defects ranged from 8.0 cm×6.0 cm to 18.0 cm×17.0 cm. The time from injury to surgery was 13.5 [8.3, 20.8] days. Preoperative CTA scans of donor and recipient sites were performed, and the imaging data were processed for 3D image reconstruction and visualisation. A total of 13 flaps were designed and harvested, including 10 free anterolateral thigh perforator flaps (ALTPFs) and 3 pedicled perforator flaps of fibular artery containing fibular nerve nutrient vessel chains. The flap sizes ranged from 9.0 cm×6.0 cm to 20.0 cm×15.0 cm. Five of the donor sites were directly closed by suture and 8 by skin grafting. Monthly outpatient follow-ups were conducted for the first 3 months after surgery, and then the follow-up reviews were conducted through visits of outpatient clinic or reviewed via WeChat interviews. Information about the outcomes of the transferred flaps, complications and function recovery were recorded on all patients.Results:All 13 flaps were successfully harvested and transferred with the assistance of 3D visualisation technology. Preoperative location of perforator vessels was accurate and flap design was reasonable. The 3D visualisation provided an effective guidance for surgical manipulation. Twelve flaps survived completely after surgery. One flap that had partial necrosis healed after skin grafting. All patients were included in more than 6 months of postoperative follow-up, with a mean follow-up duration of 8.1 months±1.7 months. All flaps had good colour and texture. Four flaps that had swollen appearance received secondary thinning surgery with satisfactory outcomes. The recovery of 9 patients with hand injury was evaluated according to the Blood Circulation Elauation of Severed Finger Replantation Evaluation Standard of Upper Limb Functional of Hand Surgery of Chinese Medical Association. At the final follow-up, the blood supply of flaps was excellent in 11 flaps and good in 2 flaps. Hand function was excellent in 2 hands, good in 4 hands and poor in 3 hands. Scores of American Orthopedic Foot and Ankle Societ(AOFAS) ankle-hindfoot was used for foot function evaluation and all 3 patients were in excellent. Of the postoperative complications, due to a haematoma beneath the flap, a local infection and a delayed fracture healing were occurred in 3 patients separately.Conclusion:The 3D visualisation technology assisted perforator flap transfer can achieve high-quality reconstruction of defects in hand and foot through precise preoperative flap design and simulated surgical incision, therefore it provides a better treatment outcomes for patients.

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