1.Study on the effects of crocetin in improving lower limb ischemia in diabetes mellitus through Anti-inflammatory actions and promotion of angiogenesis
Yunchao HUANG ; Yiqiong WANG ; Ting ZHANG ; Jun ZHANG ; Lan LI ; Ling ZHANG
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(7):899-906
AIM:To investigate the therapeutic ef-fect of crocetin on diabetic lower limb ischemia and explore its underlying mechanism.METHODS:Male C57BL/6J mice aged 8 weeks were used to es-tablish a diabetic mouse model through intraperito-neal injection of streptozotocin(STZ).Following successful induction of diabetes,femoral artery li-gation(FAL)surgery was performed to create a model of diabetic lower limb ischemia.Fourteen days after STZ injection,the mice were treated with crocetin(3 mg/kg and 6 mg/kg)by gavage for 21 consecutive days.Post-FAL surgery,Doppler flowmetry was employed to assess blood flow in the mice of each group.Immunofluorescence stain-ing techniques were utilized to observe the expres-sion levels of platelet-endothelial cell adhesion molecule(CD31),α-smooth muscle actin(α-SMA),and inflammatory-related factors including tumor necrosis factor-α(TNF-α),interleukin-1β(IL-1β),in-terleukin-6(IL-6),and transforming growth factor-β(TGF-β)in the gastrocnemius muscle of diabetic mice with lower limb ischemia.RESULTS:Com-pared to the normal group,the model group exhib-ited significantly elevated blood glucose levels and significantly reduced lower limb blood flow(P<0.05).While CD31 and α-SMA expression showed no significant change,the expression levels of TNF-α,IL-1β,IL-6,and TGF-β were significantly in-creased(P<0.05,P<0.01,P<0.05,P<0.05).Com-pared to the model group,crocetin-treated groups showed no significant change in blood glucose lev-els but demonstrated significantly increased lower limb blood flow(P<0.05).The high-dose crocetin group(6 mg/kg)significantly enhanced CD31 andα-SMA expression(P<0.0001,P<0.05)and signifi-cantly reduced the expression levels of IL-1β,IL-6,and TGF-β(P<0.001,P<0.05,P<0.05).CONCLU-SION:Crocetin may exert its beneficial effects on diabetic lower limb ischemia through anti-inflam-matory and angiogenic mechanisms.
2.Relationship between postoperative delirium and preoperative frailty in elderly patients undergoing knee or hip arthroplasty
Yizhi LIANG ; Doudou WANG ; Jiahui ZHOU ; Jun ZHANG ; Wenjie KONG ; Kun WANG ; Shuhui HUA ; Yunchao YANG ; Jiahan WANG ; Chuan LI ; Yanan LIN ; Hongyan GONG ; Xu LIN ; Yanlin BI ; Bin WANG
Chinese Journal of Anesthesiology 2025;45(8):942-947
Objective:To evaluate the association between postoperative delirium (POD) and preoperative frailty in elderly patients undergoing knee or hip arthroplasty.Methods:This nested case-control study utilized medical records from elderly patients who underwent knee or hip arthroplasty under combined spinal-epidural anesthesia at Qingdao Municipal Hospital between September 2021 and May 2023. Participants were divided into 2 groups based on clinically diagnosed POD: POD group ( n=53) and non-POD group ( n=256). Univariate analysis was conducted on suspected influencing factors, and logistic regression analysis was utilized to identify the risk factors for POD. Receiver operating characteristic and clinical decision curves were plotted to evaluate the predictive performance of these risk factors for POD. Mediation analysis was performed, and a clinically applicable nomogram was constructed to achieve visual prediction of outcomes. Results:There were statistically significant differences in age, preoperative frailty, body mass index, American Society of Anesthesiologists Physical Status classification, Memorial Delirium Assessment Scale scores, and concentrations of Aβ 42, Aβ 40, phosphorylated tau protein (p-tau protein) and tau protein, Aβ 42/tau ratio and Aβ 42/p-tau ratio in cerebrospinal fluid (CSF) between non-POD group and POD group ( P<0.05). Preoperative frailty was a risk factor for POD ( P<0.05). Mediation analysis revealed that the association between preoperative frailty and POD was mediated by CSF tau protein concentrations. The area under the receiver operating characteristic curve of preoperative frailty and CSF biomarker concentrations in predicting POD was 0.974 ( P<0.05). The clinical decision curve demonstrated that the model combining the preoperative frailty and CSF biomarker concentrations predicted a higher net benefit ( P<0.05). The clinical decision curve showed that the model combining preoperative frailty and CSF biomarker concentrations predicted a higher net benefit. Conclusions:Preoperative frailty is a risk factor for POD in elderly patients undergoing knee or hip arthroplasty, and its combination with CSF biomarker concentrations can effectively predict the occurrence of POD. CSF tau concentration mediates the association between preoperative frailty and development of POD.
3.Study on the application effect of personalized osteotomy guide plate in high tibial osteotomy for knee osteoarthritis
Chao QI ; Xiaoming LI ; Donghui GUO ; Qiuling SHI ; Yunchao ZHAO ; Jun DONG ; Zhengxin MENG ; Xingyue WANG
Journal of Clinical Surgery 2025;33(4):360-364
Objective To explore the application effect of personalized osteotomy guide plate in high tibial osteotomy for patients with knee osteoarthritis(KOA).Methods A total of 99 patients with KOA who underwent open wedge high tibial osteotomy(OWHTO)in our hospital from January 2022 to January 2023 were selected and randomly divided into a study group(50 cases)and a control group(49 cases)using a random number table method.The control group received traditional medial OWHTO treatment,and the study group received a combination of medial OWHTO and personalized osteotomy guide plate treatment.The indexes of operation and postoperative rehabilitation,serum inflammatory stress factor[C-reactive protein(CRP),tumor necrosis factor-α(TNF-α),cortisol(Cor),adrenocorticotropin(ACTH)],anatomical structure of knee joint[tibial plateau posterior Angle(PTSA),proximal medial tibial Angle(MPT A),hip knee ankle Angle(HKA)],knee function,ACL shape and function,postoperative complications were compared between the two groups.Results The amount of bleeding,the number of intraoperative fluoroscopy,and the postoperative drainage volume in the study group were(138.69±24.03)ml,(4.83±1.07)times,and(228.95±38.72)ml,respectively,which were all less than those in the control group(154.28±27.16)ml,(7.15±1.14)times,and(271.61±42.19)ml.In the study group,the operation time,incision length,and hospitalization time were(40.96±7.28)min,(8.96±0.85)cm,and(10.73±2.05)d,respectively,which were all shorter than those in the control group[(52.31±10.12)min,(9.51±1.03)cm,and(12.16±2.37)d],with statistically significant differences(P<0.05).The levels of serum CRP,TNF-α,Cor,and ACTH in the study group on the 3rd day after the operation were(31.36±4.68)mg/L,(26.71±3.84)ng/ml,(241.28±27.45)ng/ml,and(18.65±3.01)pmol/L,respectively,which were lower than those in the control group[(35.07±5.16)mg/L,(30.29±4.15)ng/ml,(279.65±30.12)ng/ml,and(21.73±3.28)pmol/L,respectively],and the differences were statistically significant(P<0.05).The Hospital for Special Surgery(HSS)knee score and Knee Society Score(KSS)of the study group at 12 months after surgery were(81.24±6.85)points and(78.26±6.14)points,respectively,which were higher than those of the control group[(78.08±6.42)points and(75.53±5.82)points,respectively],with statistically significant differences(P<0.05);at the 12th month after surgery,the width of the ACL body in the study group was(5.68±0.71)mm,which was greater than that in the control group[(5.12±0.64)mm].The amount of anterior tibial displacement was(5.81±0.43)mm,which was smaller than that in the control group(6.19±0.41)mm,and the differences were statistically significant(P<0.05);the incidence of postoperative complications in the study group was 4.00%,which was lower than that in the control group(18.37%),and the difference was statistically significant(P<0.05).Conclusion The combined treatment of medial OWHTO and personalized osteotomy guide plate can reduce surgical trauma in patients with KOA,lower the incidence of complications,facilitate patient recovery,while maintaining the morphology and function of the ACL,and improving prognosis.
4.Construction and validation of an artificial intelligence system based on multi-feature integration for diagnosing gastric whitish neoplastic lesions
Xiaoquan ZENG ; Zehua DONG ; Yanxia LI ; Yunchao DENG ; Honggang YU ; Mingkai CHEN
Chinese Journal of Digestive Endoscopy 2025;42(8):596-601
Objective:To construct and validate an artificial intelligence diagnostic system based on multi-feature integration for diagnosing gastric whitish neoplastic lesions under white-light endoscopy.Methods:Gastroscopic images from Renmin Hospital of Wuhan University and the Seventh Medical Center of Chinese PLA General Hospital were collected from November 2012 to July 2021. A total of 823 images of gastric whitish lesions from 267 patients were finally selected. Five white-light endoscopic features associated with gastric whitish lesions were selected through a literature search, including lesion location, boundary clarity, surface texture, roundness, and depression status. Images with manually annotated features were used to train machine learning models, with the optimal model selected as the multi-feature fitting diagnostic system, which assigned diagnostic weights to each feature. A conventional deep learning model was trained with the same dataset. The diagnostic performance of the two models were compared, and eight endoscopists of varying expertise were invited to participate in human-machine comparisons.Results:Accuracy, sensitivity, and specificity of the multi-feature fitting diagnostic system were 82.11% (101/123), 78.43% (40/51), and 84.72% (61/72), respectively. Feature weights in descending order were depression (0.71), lesion location (0.11), surface roughness (0.08), boundary clarity (0.06), and subcircular shape (0.04). The diagnostic accuracy of the system was significantly higher than that of non-expert endoscopists (82.11% VS 74.31%, Z=-2.785, P=0.008) and comparable to that of expert endoscopists (82.11% VS 83.20%, Z=-0.696, P=0.700). There was no significant difference in accuracy between the multi-feature fitting diagnostic system and the traditional deep learning model [82.11% (101/123) VS 82.93% (102/123), P=1.000]. Conclusion:The feature-weighted artificial intelligence diagnostic system for gastric whitish neoplastic lesions demonstrates clinically relevant diagnostic accuracy under white-light endoscopy.
5.Study on the application effect of personalized osteotomy guide plate in high tibial osteotomy for knee osteoarthritis
Chao QI ; Xiaoming LI ; Donghui GUO ; Qiuling SHI ; Yunchao ZHAO ; Jun DONG ; Zhengxin MENG ; Xingyue WANG
Journal of Clinical Surgery 2025;33(4):360-364
Objective To explore the application effect of personalized osteotomy guide plate in high tibial osteotomy for patients with knee osteoarthritis(KOA).Methods A total of 99 patients with KOA who underwent open wedge high tibial osteotomy(OWHTO)in our hospital from January 2022 to January 2023 were selected and randomly divided into a study group(50 cases)and a control group(49 cases)using a random number table method.The control group received traditional medial OWHTO treatment,and the study group received a combination of medial OWHTO and personalized osteotomy guide plate treatment.The indexes of operation and postoperative rehabilitation,serum inflammatory stress factor[C-reactive protein(CRP),tumor necrosis factor-α(TNF-α),cortisol(Cor),adrenocorticotropin(ACTH)],anatomical structure of knee joint[tibial plateau posterior Angle(PTSA),proximal medial tibial Angle(MPT A),hip knee ankle Angle(HKA)],knee function,ACL shape and function,postoperative complications were compared between the two groups.Results The amount of bleeding,the number of intraoperative fluoroscopy,and the postoperative drainage volume in the study group were(138.69±24.03)ml,(4.83±1.07)times,and(228.95±38.72)ml,respectively,which were all less than those in the control group(154.28±27.16)ml,(7.15±1.14)times,and(271.61±42.19)ml.In the study group,the operation time,incision length,and hospitalization time were(40.96±7.28)min,(8.96±0.85)cm,and(10.73±2.05)d,respectively,which were all shorter than those in the control group[(52.31±10.12)min,(9.51±1.03)cm,and(12.16±2.37)d],with statistically significant differences(P<0.05).The levels of serum CRP,TNF-α,Cor,and ACTH in the study group on the 3rd day after the operation were(31.36±4.68)mg/L,(26.71±3.84)ng/ml,(241.28±27.45)ng/ml,and(18.65±3.01)pmol/L,respectively,which were lower than those in the control group[(35.07±5.16)mg/L,(30.29±4.15)ng/ml,(279.65±30.12)ng/ml,and(21.73±3.28)pmol/L,respectively],and the differences were statistically significant(P<0.05).The Hospital for Special Surgery(HSS)knee score and Knee Society Score(KSS)of the study group at 12 months after surgery were(81.24±6.85)points and(78.26±6.14)points,respectively,which were higher than those of the control group[(78.08±6.42)points and(75.53±5.82)points,respectively],with statistically significant differences(P<0.05);at the 12th month after surgery,the width of the ACL body in the study group was(5.68±0.71)mm,which was greater than that in the control group[(5.12±0.64)mm].The amount of anterior tibial displacement was(5.81±0.43)mm,which was smaller than that in the control group(6.19±0.41)mm,and the differences were statistically significant(P<0.05);the incidence of postoperative complications in the study group was 4.00%,which was lower than that in the control group(18.37%),and the difference was statistically significant(P<0.05).Conclusion The combined treatment of medial OWHTO and personalized osteotomy guide plate can reduce surgical trauma in patients with KOA,lower the incidence of complications,facilitate patient recovery,while maintaining the morphology and function of the ACL,and improving prognosis.
6.Relationship between postoperative delirium and preoperative frailty in elderly patients undergoing knee or hip arthroplasty
Yizhi LIANG ; Doudou WANG ; Jiahui ZHOU ; Jun ZHANG ; Wenjie KONG ; Kun WANG ; Shuhui HUA ; Yunchao YANG ; Jiahan WANG ; Chuan LI ; Yanan LIN ; Hongyan GONG ; Xu LIN ; Yanlin BI ; Bin WANG
Chinese Journal of Anesthesiology 2025;45(8):942-947
Objective:To evaluate the association between postoperative delirium (POD) and preoperative frailty in elderly patients undergoing knee or hip arthroplasty.Methods:This nested case-control study utilized medical records from elderly patients who underwent knee or hip arthroplasty under combined spinal-epidural anesthesia at Qingdao Municipal Hospital between September 2021 and May 2023. Participants were divided into 2 groups based on clinically diagnosed POD: POD group ( n=53) and non-POD group ( n=256). Univariate analysis was conducted on suspected influencing factors, and logistic regression analysis was utilized to identify the risk factors for POD. Receiver operating characteristic and clinical decision curves were plotted to evaluate the predictive performance of these risk factors for POD. Mediation analysis was performed, and a clinically applicable nomogram was constructed to achieve visual prediction of outcomes. Results:There were statistically significant differences in age, preoperative frailty, body mass index, American Society of Anesthesiologists Physical Status classification, Memorial Delirium Assessment Scale scores, and concentrations of Aβ 42, Aβ 40, phosphorylated tau protein (p-tau protein) and tau protein, Aβ 42/tau ratio and Aβ 42/p-tau ratio in cerebrospinal fluid (CSF) between non-POD group and POD group ( P<0.05). Preoperative frailty was a risk factor for POD ( P<0.05). Mediation analysis revealed that the association between preoperative frailty and POD was mediated by CSF tau protein concentrations. The area under the receiver operating characteristic curve of preoperative frailty and CSF biomarker concentrations in predicting POD was 0.974 ( P<0.05). The clinical decision curve demonstrated that the model combining the preoperative frailty and CSF biomarker concentrations predicted a higher net benefit ( P<0.05). The clinical decision curve showed that the model combining preoperative frailty and CSF biomarker concentrations predicted a higher net benefit. Conclusions:Preoperative frailty is a risk factor for POD in elderly patients undergoing knee or hip arthroplasty, and its combination with CSF biomarker concentrations can effectively predict the occurrence of POD. CSF tau concentration mediates the association between preoperative frailty and development of POD.
7.Study on the effects of crocetin in improving lower limb ischemia in diabetes mellitus through Anti-inflammatory actions and promotion of angiogenesis
Yunchao HUANG ; Yiqiong WANG ; Ting ZHANG ; Jun ZHANG ; Lan LI ; Ling ZHANG
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(7):899-906
AIM:To investigate the therapeutic ef-fect of crocetin on diabetic lower limb ischemia and explore its underlying mechanism.METHODS:Male C57BL/6J mice aged 8 weeks were used to es-tablish a diabetic mouse model through intraperito-neal injection of streptozotocin(STZ).Following successful induction of diabetes,femoral artery li-gation(FAL)surgery was performed to create a model of diabetic lower limb ischemia.Fourteen days after STZ injection,the mice were treated with crocetin(3 mg/kg and 6 mg/kg)by gavage for 21 consecutive days.Post-FAL surgery,Doppler flowmetry was employed to assess blood flow in the mice of each group.Immunofluorescence stain-ing techniques were utilized to observe the expres-sion levels of platelet-endothelial cell adhesion molecule(CD31),α-smooth muscle actin(α-SMA),and inflammatory-related factors including tumor necrosis factor-α(TNF-α),interleukin-1β(IL-1β),in-terleukin-6(IL-6),and transforming growth factor-β(TGF-β)in the gastrocnemius muscle of diabetic mice with lower limb ischemia.RESULTS:Com-pared to the normal group,the model group exhib-ited significantly elevated blood glucose levels and significantly reduced lower limb blood flow(P<0.05).While CD31 and α-SMA expression showed no significant change,the expression levels of TNF-α,IL-1β,IL-6,and TGF-β were significantly in-creased(P<0.05,P<0.01,P<0.05,P<0.05).Com-pared to the model group,crocetin-treated groups showed no significant change in blood glucose lev-els but demonstrated significantly increased lower limb blood flow(P<0.05).The high-dose crocetin group(6 mg/kg)significantly enhanced CD31 andα-SMA expression(P<0.0001,P<0.05)and signifi-cantly reduced the expression levels of IL-1β,IL-6,and TGF-β(P<0.001,P<0.05,P<0.05).CONCLU-SION:Crocetin may exert its beneficial effects on diabetic lower limb ischemia through anti-inflam-matory and angiogenic mechanisms.
8.Construction and validation of an artificial intelligence system based on multi-feature integration for diagnosing gastric whitish neoplastic lesions
Xiaoquan ZENG ; Zehua DONG ; Yanxia LI ; Yunchao DENG ; Honggang YU ; Mingkai CHEN
Chinese Journal of Digestive Endoscopy 2025;42(8):596-601
Objective:To construct and validate an artificial intelligence diagnostic system based on multi-feature integration for diagnosing gastric whitish neoplastic lesions under white-light endoscopy.Methods:Gastroscopic images from Renmin Hospital of Wuhan University and the Seventh Medical Center of Chinese PLA General Hospital were collected from November 2012 to July 2021. A total of 823 images of gastric whitish lesions from 267 patients were finally selected. Five white-light endoscopic features associated with gastric whitish lesions were selected through a literature search, including lesion location, boundary clarity, surface texture, roundness, and depression status. Images with manually annotated features were used to train machine learning models, with the optimal model selected as the multi-feature fitting diagnostic system, which assigned diagnostic weights to each feature. A conventional deep learning model was trained with the same dataset. The diagnostic performance of the two models were compared, and eight endoscopists of varying expertise were invited to participate in human-machine comparisons.Results:Accuracy, sensitivity, and specificity of the multi-feature fitting diagnostic system were 82.11% (101/123), 78.43% (40/51), and 84.72% (61/72), respectively. Feature weights in descending order were depression (0.71), lesion location (0.11), surface roughness (0.08), boundary clarity (0.06), and subcircular shape (0.04). The diagnostic accuracy of the system was significantly higher than that of non-expert endoscopists (82.11% VS 74.31%, Z=-2.785, P=0.008) and comparable to that of expert endoscopists (82.11% VS 83.20%, Z=-0.696, P=0.700). There was no significant difference in accuracy between the multi-feature fitting diagnostic system and the traditional deep learning model [82.11% (101/123) VS 82.93% (102/123), P=1.000]. Conclusion:The feature-weighted artificial intelligence diagnostic system for gastric whitish neoplastic lesions demonstrates clinically relevant diagnostic accuracy under white-light endoscopy.
9.Relationship between preoperative serum bilirubin concentration and postoperative delirium in patients undergoing knee or hip replacement
Shuhui HUA ; Mengya ZHANG ; Shanling XU ; Yunchao YANG ; Haoran ZHANG ; Chuan LI ; Yanan LIN ; Rui DONG ; Hongyan GONG ; Xu LIN ; Yanlin BI ; Bin WANG
Chinese Journal of Anesthesiology 2024;44(3):286-291
Objective:To evaluate the relationship between preoperative serum bilirubin concentrations and postoperative delirium (POD) in the patients undergoing knee or hip replacement.Methods:Medical records from 413 patients undergoing knee or hip arthroplasty were selected from August 2020 to October 2023 at Qingdao Municipal Hospital using a nested case-control design based on the PNDABLE study cohort. The patients were divided into POD group ( n=77) and non-POD group ( n=336) according to whether POD occurred. Univariate analysis was used to analyze the influencing factors. Logistic regression was used to identify the risk factors for POD. The significance of mediation effect was tested. The receiver operating characteristic curve was drawn to evaluate the accuracy of risk factors in predicting POD. Results:There were significant differences in age, education time, ratio of diabetes history, Memorial Delirium Assessment Scale score, total bilirubin concentration, direct bilirubin concentration, indirect bilirubin concentration, Aβ 42 concentration, p-tau concentration, t-tau concentration, Aβ 42/p-tau ratio and Aβ 42/t-tau ratio between POD group and non-POD group ( P<0.05). The results of logistic regression analysis showed that preoperative serum total bilirubin, direct bilirubin and indirect bilirubin were risk factors for POD ( P<0.05). The results of mediation effects showed that the concentration of total tau protein in CSF partly mediated the relationship between high serum total bilirubin, direct bilirubin and indirect bilirubin concentrations and POD. The area under the receiver operating characteristic curve of total bilirubin, direct bilirubin and indirect bilirubin combined with CSF biomarker concentrations in predicting POD was 0.83 ( P<0.001). Conclusions:Preoperative elevated concentrations of total bilirubin, direct bilirubin and indirect bilirubin are risk factors for POD in the patients undergoing knee or hip replacement. CSF t-tau concentration has a partly mediating role in the association between serum total bilirubin, direct bilirubin and indirect bilirubin concentrations and the development of POD.
10.Construction and verification of intelligent endoscopic image analysis system for monitoring upper gastrointestinal blind spots
Xiaoquan ZENG ; Zehua DONG ; Lianlian WU ; Yanxia LI ; Yunchao DENG ; Honggang YU
Chinese Journal of Digestive Endoscopy 2024;41(5):391-396
Objective:To construct an intelligent endoscopic image analysis system that could monitor the blind spot of the upper gastrointestinal tract, and to test its performance.Methods:A total of 87 167 upper gastrointestinal endoscopy images (dataset 1) including 75 551 for training and 11 616 for testing, and a total of 2 414 pharyngeal images (dataset 2) including 2 233 for training and 181 for testing were retrospectively collected from the Digestive Endoscopy Center of Renmin Hospital of Wuhan University between 2016 to 2020. A 27-category-classification model for blind spot monitoring in the upper gastrointestinal tract (model 1, which distinguished 27 anatomical sites such as the pharynx, esophagus, and stomach) and a 5-category-classification model for blind spot monitoring in the pharynx (model 2, which distinguished palate, posterior pharyngeal wall, larynx, left and right pyriform sinuses) were constructed. The above models were trained and tested based on dataset 1 and 2, respectively, and trained based on the EfficientNet-B4, ResNet50 and VGG16 models of the keras framework. Thirty complete upper gastrointestinal endoscopy videos were retrospectively collected from the Digestive Endoscopy Center of Renmin Hospital of Wuhan University in 2021 to test model 2 blind spot monitoring performance.Results:The cross-sectional comparison results of the accuracy of model 1 in identifying 27 anatomical sites of the upper gastrointestinal tract in images showed that the mean accuracy of EfficientNet-B4, ResNet50, and VGG16 were 90.90%, 90.24%, and 89.22%, respectively, with the EfficientNet-B4 model performance the best, and the accuracy of EfficientNet-B4 model for each site ranged from 80.49% to 97.80%. The cross-sectional comparison results of the accuracy of model 2 in identifying the 5 anatomical sites of the pharynx in the images showed that the mean accuracy of EfficientNet-B4, ResNet50, and VGG16 were 99.40%, 98.56%, and 97.01%, respectively, in which the EfficientNet-B4 model had the best performance, and the accuracy of EfficientNet-B4 model for each site ranged from 96.15% to 100.00%. The overall accuracy of model 2 in identifying the 5 anatomical sites of the pharynx in the video was 97.33% (146/150).Conclusion:The intelligent endoscopic image analysis system based on deep learning can monitor blind spots in the upper gastrointestinal tract, coupled with pharyngeal blind spot monitoring and esophagogastroduodenal blind spot monitoring functions. The system shows high accuracy in both images and videos, which is expected to have a potential role in clinical practice and assisting endoscopists to achieve full observation of the upper gastrointestinal tract.

Result Analysis
Print
Save
E-mail