1.Construction and evaluation of automatic measurement model of panoramic ultrasound biomicroscopy images based on deep learning
Jian ZHU ; Yulin YAN ; Weiyan JIANG ; Shaowei ZHANG ; Xiaoguang NIU ; Xiao HU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2025;43(6):513-521
Objective:To develop and evaluate a deep learning-based automatic measurement model for panoramic ultrasound biomicroscopy (UBM) images.Methods:A diagnostic test study was conducted.Preoperative UBM examination results of 372 patients who underwent implantable collamer lens (ICL) implantation were collected at the Eye Center of Renmin Hospital of Wuhan University between February 2021 and March 2023.A total of 1 368 panoramic UBM images were obtained to establish an image database.The dataset was divided into a training set (760 images), a validation set (86 images) and an internal test set (522 images).An expert panel consisting of three ophthalmologists annotated the images.The UNet+ + network was used to automatically segment anterior segment tissues, such as the cornea, lens and iris.In addition, image processing techniques and geometric localization algorithms were developed to automatically identify the anatomical landmarks of pupil diameter (PD), anterior chamber depth (ACD), angle-to-angle distance (ATA) and sulcus-to-sulcus distance (STS) to complete the measurement of these parameters.Additionally, 480 panoramic UBM images of 135 patients (240 eyes) from Aier Eye Hospital of Wuhan University were used as an external test set to further evaluate the performance of the model in different centers.The consistency between the measurements from the model and expert panel, the Pentacam system was assessed.Finally, 150 images were randomly selected from the external test set for a human-machine comparison to further evaluate the model's performance.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY-2022-K109) and Aier eye Hospital of Wuhan University (No.2023IRBKY120903).Written informed consent was obtained from each subject.Results:In the internal test dataset and external test dataset, with manual labeling as the reference standard, the model achieved a mean Dice coefficient of not less than 0.882.At least 95.65% of the anatomical landmark localization results had Euclidean distance differences within 250 μm.The intraclass correlation coefficients (ICCs) for the measurements of PD, ACD, angle-to-angle ATA, and STS were at least 0.958, with mean relative errors not exceeding 2.407%.With the Pentacam measurements as the reference standard, the ICCs for PD in the internal and external test sets were 0.540 and 0.466, respectively, while the ICCs for ACD were 0.946 and 0.908, respectively.In the human-machine comparison, the ICCs between the model's measurements and those of senior experts were all not lower than 0.969.Conclusions:The deep learning-based model can automatically measure anterior segment parameters from preoperative panoramic UBM images of patients undergoing ICL surgery.The model demonstrates a consistency comparable to that of senior experts, while providing higher efficiency.In terms of ACD measurement, the model shows good agreement between the measurements obtained from the model and Pentacam system.
2.Mechanism of Yangmai Tongluo formula in treating homocysteine-induced microcirculation disorders based on the acidic sphingomyelinase/endoplasmic reticulum stress pathway
Shengtao XIONG ; Weiyan LIAO ; Qian ZHAO ; Yue XUAN ; Zeyu CHEN ; Donglin LI ; Xiao WANG ; Yang CHEN
Acta Laboratorium Animalis Scientia Sinica 2025;33(8):1153-1164
Objective To investigate the mechanism by which Yangmai Tongluo formula improves microcirculation disorders induced by high homocysteine(Hcy)levels via regulation of the acid sphingomyelinase(ASM)and endoplasmic reticulum(ER)stress pathways.Methods Fifty male C57BL/6J mice were divided randomly into a control group,Hcy model group,Yangmai Tongluo formula low-/high dose groups(5.3,10.4 g/kg,respectively),and a folic acid group(0.08 g/kg).Except for the control group,microcirculation disorders were induced in all mice using drinking water containing 1.8 g/L Hcy for 6 weeks.After modeling for 2 weeks,mice were administered the corresponding treatments by gavage for 4 weeks.Serum Hey concentrations and the blood perfusion volume of the lower extremity microvessels were measured.Protein expression levels of zonula occludens ZO-1,ZO-2,intercellular adhesion molecule-1(ICAM-1),vascular cell adhesion molecule-1(VCAM-1),ASM,glucose-regulated protein 78(GRP78),and C/EBP homologous protein(CHOP)in the cardiac microvascular endothelium were analyzed using immunofluorescence.Results Serum Hcy levels were significantly increased in the Hcy model group compared with the control group(P<0.05).Yangmai Tongluo formula did not significantly reduce Hey levels compared with the Hey model group,but blood perfusion in the lower extremities was significantly increased(P<0.01)and expression levels of ZO-1 and ZO-2 in the cardiac microvascular endothelium were restored(P<0.001)in the Yangmai Tongluo formula high dose group.It also inhibited the expression of ICAM-1,VCAM-1,ASM,GRP78,and CHOP(P<0.05),with comparable effects to folic acid.Conclusions Yangmai Tongluo formula improves Hcy-induced microcirculation disorders and endothelial dysfunction by inhibiting ASM activity and alleviating ER stress,via a mechanism closely related to the regulation of endothelial inflammation and barrier stability.These result provide experimental evidence to support the use of traditional Chinese medicine to treat microvascular diseases.
3.A Multicenter Controlled Study on the Evaluation of Aseptic Compounding Operations Ability of PIVAS Personnel by Media Fill Test
Fan ZHANG ; Yuanyuan MA ; Xinyi WANG ; Donghui LAO ; Yongguang SHANG ; Xiaohong ZHU ; Yuzhen ZOU ; Lei JIAO ; Weiyan TANG ; Jianzhong ZHANG ; Wei YANG ; Mei DONG ; Cuilian ZHANG ; Lulu SUN ; Bin ZHAO
Herald of Medicine 2025;44(11):1848-1853
Objective To evaluate the practical application of the Media Fill Test(MFT)in assessing aseptic compounding competency of personnel in Pharmacy Intravenous Admixture Services(PIVAS).Methods A multicenter controlled study was conducted across six tertiary hospitals(center ①-⑥)in China.Participants were divided into an inexperienced group(Group A,n=118)and an experienced group(Group B,n=118),each performing five MFT operations.Positive controls validated medium efficacy.Contamination rates and pass rates were analyzed using chi-square and Fisher's exact tests.Results Valid samples included 584 for Group A and 588 for Group B.The sample pass rate was 66.78%(390/584)in Group A and 91.67%(539/588)in Group B,while personnel pass rates were 46.15%(54/117)and 80.51%(95/118),respectively,with significant intergroup differences(both P<0.01).All centers except Center ⑥ showed significantly higher pass rates in Group B(all P<0.05).Conclusion MFT effectively differentiates technical proficiency levels and is suitable for training evaluation of novice PIVAS staff.
4.Construction and evaluation of automatic measurement model of panoramic ultrasound biomicroscopy images based on deep learning
Jian ZHU ; Yulin YAN ; Weiyan JIANG ; Shaowei ZHANG ; Xiaoguang NIU ; Xiao HU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2025;43(6):513-521
Objective:To develop and evaluate a deep learning-based automatic measurement model for panoramic ultrasound biomicroscopy (UBM) images.Methods:A diagnostic test study was conducted.Preoperative UBM examination results of 372 patients who underwent implantable collamer lens (ICL) implantation were collected at the Eye Center of Renmin Hospital of Wuhan University between February 2021 and March 2023.A total of 1 368 panoramic UBM images were obtained to establish an image database.The dataset was divided into a training set (760 images), a validation set (86 images) and an internal test set (522 images).An expert panel consisting of three ophthalmologists annotated the images.The UNet+ + network was used to automatically segment anterior segment tissues, such as the cornea, lens and iris.In addition, image processing techniques and geometric localization algorithms were developed to automatically identify the anatomical landmarks of pupil diameter (PD), anterior chamber depth (ACD), angle-to-angle distance (ATA) and sulcus-to-sulcus distance (STS) to complete the measurement of these parameters.Additionally, 480 panoramic UBM images of 135 patients (240 eyes) from Aier Eye Hospital of Wuhan University were used as an external test set to further evaluate the performance of the model in different centers.The consistency between the measurements from the model and expert panel, the Pentacam system was assessed.Finally, 150 images were randomly selected from the external test set for a human-machine comparison to further evaluate the model's performance.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY-2022-K109) and Aier eye Hospital of Wuhan University (No.2023IRBKY120903).Written informed consent was obtained from each subject.Results:In the internal test dataset and external test dataset, with manual labeling as the reference standard, the model achieved a mean Dice coefficient of not less than 0.882.At least 95.65% of the anatomical landmark localization results had Euclidean distance differences within 250 μm.The intraclass correlation coefficients (ICCs) for the measurements of PD, ACD, angle-to-angle ATA, and STS were at least 0.958, with mean relative errors not exceeding 2.407%.With the Pentacam measurements as the reference standard, the ICCs for PD in the internal and external test sets were 0.540 and 0.466, respectively, while the ICCs for ACD were 0.946 and 0.908, respectively.In the human-machine comparison, the ICCs between the model's measurements and those of senior experts were all not lower than 0.969.Conclusions:The deep learning-based model can automatically measure anterior segment parameters from preoperative panoramic UBM images of patients undergoing ICL surgery.The model demonstrates a consistency comparable to that of senior experts, while providing higher efficiency.In terms of ACD measurement, the model shows good agreement between the measurements obtained from the model and Pentacam system.
5.A Multicenter Controlled Study on the Evaluation of Aseptic Compounding Operations Ability of PIVAS Personnel by Media Fill Test
Fan ZHANG ; Yuanyuan MA ; Xinyi WANG ; Donghui LAO ; Yongguang SHANG ; Xiaohong ZHU ; Yuzhen ZOU ; Lei JIAO ; Weiyan TANG ; Jianzhong ZHANG ; Wei YANG ; Mei DONG ; Cuilian ZHANG ; Lulu SUN ; Bin ZHAO
Herald of Medicine 2025;44(11):1848-1853
Objective To evaluate the practical application of the Media Fill Test(MFT)in assessing aseptic compounding competency of personnel in Pharmacy Intravenous Admixture Services(PIVAS).Methods A multicenter controlled study was conducted across six tertiary hospitals(center ①-⑥)in China.Participants were divided into an inexperienced group(Group A,n=118)and an experienced group(Group B,n=118),each performing five MFT operations.Positive controls validated medium efficacy.Contamination rates and pass rates were analyzed using chi-square and Fisher's exact tests.Results Valid samples included 584 for Group A and 588 for Group B.The sample pass rate was 66.78%(390/584)in Group A and 91.67%(539/588)in Group B,while personnel pass rates were 46.15%(54/117)and 80.51%(95/118),respectively,with significant intergroup differences(both P<0.01).All centers except Center ⑥ showed significantly higher pass rates in Group B(all P<0.05).Conclusion MFT effectively differentiates technical proficiency levels and is suitable for training evaluation of novice PIVAS staff.
6.Mechanism of Yangmai Tongluo formula in treating homocysteine-induced microcirculation disorders based on the acidic sphingomyelinase/endoplasmic reticulum stress pathway
Shengtao XIONG ; Weiyan LIAO ; Qian ZHAO ; Yue XUAN ; Zeyu CHEN ; Donglin LI ; Xiao WANG ; Yang CHEN
Acta Laboratorium Animalis Scientia Sinica 2025;33(8):1153-1164
Objective To investigate the mechanism by which Yangmai Tongluo formula improves microcirculation disorders induced by high homocysteine(Hcy)levels via regulation of the acid sphingomyelinase(ASM)and endoplasmic reticulum(ER)stress pathways.Methods Fifty male C57BL/6J mice were divided randomly into a control group,Hcy model group,Yangmai Tongluo formula low-/high dose groups(5.3,10.4 g/kg,respectively),and a folic acid group(0.08 g/kg).Except for the control group,microcirculation disorders were induced in all mice using drinking water containing 1.8 g/L Hcy for 6 weeks.After modeling for 2 weeks,mice were administered the corresponding treatments by gavage for 4 weeks.Serum Hey concentrations and the blood perfusion volume of the lower extremity microvessels were measured.Protein expression levels of zonula occludens ZO-1,ZO-2,intercellular adhesion molecule-1(ICAM-1),vascular cell adhesion molecule-1(VCAM-1),ASM,glucose-regulated protein 78(GRP78),and C/EBP homologous protein(CHOP)in the cardiac microvascular endothelium were analyzed using immunofluorescence.Results Serum Hcy levels were significantly increased in the Hcy model group compared with the control group(P<0.05).Yangmai Tongluo formula did not significantly reduce Hey levels compared with the Hey model group,but blood perfusion in the lower extremities was significantly increased(P<0.01)and expression levels of ZO-1 and ZO-2 in the cardiac microvascular endothelium were restored(P<0.001)in the Yangmai Tongluo formula high dose group.It also inhibited the expression of ICAM-1,VCAM-1,ASM,GRP78,and CHOP(P<0.05),with comparable effects to folic acid.Conclusions Yangmai Tongluo formula improves Hcy-induced microcirculation disorders and endothelial dysfunction by inhibiting ASM activity and alleviating ER stress,via a mechanism closely related to the regulation of endothelial inflammation and barrier stability.These result provide experimental evidence to support the use of traditional Chinese medicine to treat microvascular diseases.
7.Puerarin Alleviates Doxorubicin-induced Cardiomyocyte Toxicity by Activation of Autophagy Through AMPK/ASMase Pathway
Yinping LI ; Yue XUAN ; Weiyan LIAO ; Qian ZHAO ; Qian HE ; Shengtao XIONG ; Zeyu CHEN ; Xiao WANG ; Yang CHEN
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(10):1520-1530
Objective To explore the mechanism by which puerarin alleviates the cardiotoxicity induced by doxorubicin in myocardial cells. Methods Cells in the logarithmic growth phase were divided into normal control group,model group,low-(20 mmol·L-1),medium-(40 mmol·L-1) and high-(80 mmol·L-1) dose puerarin groups,and positive control group(captopril,1 mmol·L-1). Except for the normal control group,the other groups were co-incubated with 5 mmol·L-1 doxorubicin. Cell viability was assessed using CCK-8 and lactate dehydrogenase (LDH) assays. ROS levels were detected using a ROS probe. Autophagy flux was detected by transfection with HBAD-mcherry-EGFP-LC3 adenovirus. Western Blot was used to measure the protein expression levels of Beclin-1,LC3,p62,p-AMPKα,and AMPKα. Lysosomal function was assessed using a lysosomal probe. Immunofluorescence was used to detect the relative intensity and co-localization of ASMase and LAMP1. Molecular docking analysis was performed to predict the binding capacity of PUE with ASMase. Differential gene expression was analyzed by gene set enrichment analysis. Results Compared to the normal control group,the model group showed reduced cell viability (P<0.01),increased release levels of LDH and ROS (P<0.05,P<0.01),increased number of autophagosomes (P<0.01),and decreased number of autophagic lysosomes (P<0.05). Beclin-1 protein expression and LC3-II/LC3-I ratio decreased(P<0.01),but p62 protein expression increased(P<0.01). Fluorescence intensity of lysosome decreased(P<0.01),whereas fluorescence intensity of ASMase increased(P<0.01). Immunofluorescence co-localization of ASMase and LAMP1 increased (P<0.01),the ratio of p-AMPKα/AMPKα decreased(P<0.05). Compared to the model group,the high-dose puerarin group showed a rebound in cell viability (P<0.05). The medium-and high-dose puerarin groups showed a decreasing trend in LDH level (P<0.05),and all puerarin groups showed a decreasing trend in ROS level (P<0.01). The number of autophagosomes in high-dose puerarin group reduced (P<0.01). The number of autophagic lysosomes in all puerarin groups increased (P<0.05,P<0.01). The high-dose puerarin group showed increased expression of Beclin-1 (P<0.05) and LC3-II/LC3-I ratio,and decreased p62 expression (P<0.01). All puerarin groups showed increased lysosomal fluorescence intensity (P<0.05,P<0.01). The medium-and high-dose puerarin groups showed a decrease in ASMase fluorescence intensity(P<0.05),a reduction in the immunofluorescence co-localization of ASMase with LAMP1 (P<0.01),and an increase in the p-AMPKα/AMPKα ratio (P<0.01). Molecular docking analysis discovered puerarin showed a binding energy of-8.6 kcal·mol-1 with ASMase. Gene enrichment analysis indicated that the differentially expressed genes in the doxorubicin cardiotoxicity model were related to apoptosis,autophagy,and lysosomal function. Conclusion Puerarin can alleviate doxorubicin-induced cardiotoxicity in myocardial cells and protect myocardial cells by regulating autophagy through AMPK/ASMase,as well as restoring autophagic flux.
8.An automatic evaluation study for anterior located ciliary body of primary angle-closure glaucoma based on deep learning
Yuyu CONG ; Weiyan JIANG ; Jian ZHU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2024;42(12):1134-1141
Objective:To explore the clinical application value of a deep learning algorithm-based ultrasound biomicroscopy (UBM) image analysis system for primary angles-closure glaucoma (PACG) anterior located ciliary body.Methods:A diagnostic test study was conducted.A total of 2 132 UBM images from 726 eyes of 378 PACG patients who underwent UBM examination were collected at Renmin Hospital of Wuhan University from August 2022 to December 2023.The dataset was divided into a training set of 1 599 images and a test set of 533 images, and a deep learning algorithm was employed to construct a model.An additional 334 UBM images from 101 eyes of 69 PACG patients treated at Huangshi Aier Eye Hospital were selected to conduct external testing.A separate set of another 110 UBM images were selected for a human-machine competition to compare the accuracy and speed between anterior located ciliary body evaluation system and three senior ophthalmologists.Furthermore, eight junior ophthalmologists assessed the 110 UBM images independently without and with the assistance of the model, and the differences between the two evaluations were analyzed to assess the assisstance effect of the model.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY-2022-K109).Results:The model achieved an accuracy of 93.43% for anterior located ciliary body identification in the internal test set, with a sensitivity of 84.30% and a specificity of 97.78%.The model also performed well on the external test set with an accuracy of 92.81%.In the human-machine competition, the model's accuracy was comparable to that of the senior ophthalmologists and outperformed two of the three senior ophthalmologists.The average total time of the three senior ophthalmologists was 726.73 seconds, approximately 12.47 times longer than the model's 58.30 seconds.With model assistance, the diagnostic accuracy of the eight junior ophthalmologists was 86.71%, which was significantly higher than 76.25% without model assistance ( χ2=-7.550, P<0.001).And the image evaluation time was (714.91±213.82)seconds, which was significantly lower than (987.90±238.56)seconds without model assistance ( t=2.774, P<0.05). Conclusions:The UBM image analysis system based on a deep learning algorithm demonstrates high accuracy in diagnosing anterior located ciliary body in PACG and provides a strong support for the UBM image recognition training of junior ophthalmologists.
9.Knowledge, attitude and practices of adult vaccine among the staff of vaccination units in Shandong Province
Sulan HU ; Yang YU ; Weiyan ZHANG ; Yingjie ZHANG ; Renpeng LI ; Aiqiang XU ; Zhenghui YANG
Chinese Journal of Preventive Medicine 2024;58(8):1252-1255
In order to understand the knowledge, attitude and practice (KAP) of vaccination against influenza, pneumonia, human papillomavirus (HPV), herpes zoster (HZ), COVID-19, and hepatitis B among staff of vaccination units in Shandong Province, a sample survey was conducted among 797 staffs of adult vaccination units in 12 counties (cities and districts) of Shandong Province from August to September 2022. The results showed that the respondents had the highest total score of knowledge and attitude for the COVID-19 vaccine, with the M ( Q1, Q3) of 23 (20, 25) and 10 (10, 10), respectively, and had the lowest score of knowledge and attitude for the herpes zoster vaccine, with the M ( Q1, Q3) of 19 (15, 22) and 8 (8, 10), respectively. The vaccine-related knowledge point"vaccine applicable population"had the highest score, with the M (Q1, Q3) of 26 (23, 30). The "contraindications/adverse reactions" and "adverse reaction management" had the lowest score, with the M (Q1, Q3) of 24 (20, 29) and 24 (20, 28), respectively. About 89.71% of respondents received one adult vaccine within two years at least. The principal driver for vaccination of 53.58% of recipients was their understanding of vaccines, which was"it was necessary to receive the vaccine". About 66.00% of respondents who had not received any adult vaccine in the past two years had insufficient awareness of the necessity of vaccination and believed that they were in good health and did not need to receive it. In summary, the staff of adult vaccination units in Shandong Province have a poor understanding of the herpes zoster vaccine in terms of vaccines and a relatively poor understanding of"contraindications/adverse reaction and management"in adult vaccination knowledge points.
10.Knowledge, attitude and practices of adult vaccine among the staff of vaccination units in Shandong Province
Sulan HU ; Yang YU ; Weiyan ZHANG ; Yingjie ZHANG ; Renpeng LI ; Aiqiang XU ; Zhenghui YANG
Chinese Journal of Preventive Medicine 2024;58(8):1252-1255
In order to understand the knowledge, attitude and practice (KAP) of vaccination against influenza, pneumonia, human papillomavirus (HPV), herpes zoster (HZ), COVID-19, and hepatitis B among staff of vaccination units in Shandong Province, a sample survey was conducted among 797 staffs of adult vaccination units in 12 counties (cities and districts) of Shandong Province from August to September 2022. The results showed that the respondents had the highest total score of knowledge and attitude for the COVID-19 vaccine, with the M ( Q1, Q3) of 23 (20, 25) and 10 (10, 10), respectively, and had the lowest score of knowledge and attitude for the herpes zoster vaccine, with the M ( Q1, Q3) of 19 (15, 22) and 8 (8, 10), respectively. The vaccine-related knowledge point"vaccine applicable population"had the highest score, with the M (Q1, Q3) of 26 (23, 30). The "contraindications/adverse reactions" and "adverse reaction management" had the lowest score, with the M (Q1, Q3) of 24 (20, 29) and 24 (20, 28), respectively. About 89.71% of respondents received one adult vaccine within two years at least. The principal driver for vaccination of 53.58% of recipients was their understanding of vaccines, which was"it was necessary to receive the vaccine". About 66.00% of respondents who had not received any adult vaccine in the past two years had insufficient awareness of the necessity of vaccination and believed that they were in good health and did not need to receive it. In summary, the staff of adult vaccination units in Shandong Province have a poor understanding of the herpes zoster vaccine in terms of vaccines and a relatively poor understanding of"contraindications/adverse reaction and management"in adult vaccination knowledge points.

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