1.Improvements in automatic diagnosis methods for knee osteoarthritis based on deep learning
Ying FANG ; Yanwei ZHANG ; Xi LI ; Peidong YAN ; Miao BI
Chinese Journal of Tissue Engineering Research 2025;29(35):7511-7518
BACKGROUND:Knee osteoarthritis is a common degenerative disease that significantly impacts patients'quality of life and increases the societal healthcare burden.Early and accurate diagnosis of knee osteoarthritis is crucial for the treatment and prognosis of patients.Traditional diagnostic methods are not only subjective and time-consuming but also do not guarantee consistently high accuracy.OBJECTIVE:To develop an automatic diagnostic method for knee osteoarthritis based on deep learning,utilizing deep learning networks to improve diagnostic accuracy and efficiency.METHODS:A new network model,YOLOV8-ViT,was proposed by replacing the backbone network of YOLOv8n with the Efficient-ViT network and incorporating attention mechanisms for the automatic identification and classification of X-ray images of knee osteoarthritis.The experimental dataset included 5 078 X-ray images of patients with knee osteoarthritis obtained from the Third Affiliated Hospital of Guangzhou University of Chinese Medicine.Three imaging physicians annotated the sites of knee osteoarthritis and classified them according to the Kellgren-Lawrence grading standard using Labelme software,and the results were combined.The evaluation indicators used in this study included Precision,F1 score,mean average precision(mAP),Recall,val/box_loss,val/cls_loss,and val/dfl_loss.RESULTS AND CONCLUSION:The experimental results showed that the YOLOV8-ViT model outperformed the YOLOv5n,YOLOv8n,and YOLOv9n models in terms of precision,mAP50,mAP50-95,F1 score,and Recall,while lowering val/box_loss,val/cls_loss,and val/dfl_loss by 0.496,0.45,and 0.523;1.037,0.305,and 0.728;and 0.267,0.654,and 0.854,respectively.These experimental data validate that this model has high detection accuracy.
2.Improvements in automatic diagnosis methods for knee osteoarthritis based on deep learning
Ying FANG ; Yanwei ZHANG ; Xi LI ; Peidong YAN ; Miao BI
Chinese Journal of Tissue Engineering Research 2025;29(35):7511-7518
BACKGROUND:Knee osteoarthritis is a common degenerative disease that significantly impacts patients'quality of life and increases the societal healthcare burden.Early and accurate diagnosis of knee osteoarthritis is crucial for the treatment and prognosis of patients.Traditional diagnostic methods are not only subjective and time-consuming but also do not guarantee consistently high accuracy.OBJECTIVE:To develop an automatic diagnostic method for knee osteoarthritis based on deep learning,utilizing deep learning networks to improve diagnostic accuracy and efficiency.METHODS:A new network model,YOLOV8-ViT,was proposed by replacing the backbone network of YOLOv8n with the Efficient-ViT network and incorporating attention mechanisms for the automatic identification and classification of X-ray images of knee osteoarthritis.The experimental dataset included 5 078 X-ray images of patients with knee osteoarthritis obtained from the Third Affiliated Hospital of Guangzhou University of Chinese Medicine.Three imaging physicians annotated the sites of knee osteoarthritis and classified them according to the Kellgren-Lawrence grading standard using Labelme software,and the results were combined.The evaluation indicators used in this study included Precision,F1 score,mean average precision(mAP),Recall,val/box_loss,val/cls_loss,and val/dfl_loss.RESULTS AND CONCLUSION:The experimental results showed that the YOLOV8-ViT model outperformed the YOLOv5n,YOLOv8n,and YOLOv9n models in terms of precision,mAP50,mAP50-95,F1 score,and Recall,while lowering val/box_loss,val/cls_loss,and val/dfl_loss by 0.496,0.45,and 0.523;1.037,0.305,and 0.728;and 0.267,0.654,and 0.854,respectively.These experimental data validate that this model has high detection accuracy.
3.Application of copy number variation sequencing in patients with intellectual disability/developmental delay and autistic spectrum disorder.
Jie LEI ; Gang ZHAO ; Yanke HUANG ; Min LONG ; Wei LI ; Xi DENG ; Zihan XIU ; Yanwei XIAO ; Sifan ZENG ; Jing ZHANG
Chinese Journal of Medical Genetics 2023;40(3):308-316
OBJECTIVE:
To assess the value of copy number variation sequencing (CNV-seq) for the diagnosis of children with intellectual disability (ID), developmental delay (DD), and autistic spectrum disorder (ASD).
METHODS:
Forty patients with ID/DD/ASD referred to Nanshan Maternity and Child Health Care Hospital from September 2018 to January 2022 were enrolled. G-banded karyotyping analysis was carried out for the patients. Genomic DNA was extracted from peripheral blood samples and subjected to CNV-Seq analysis to detect chromosome copy number variations (CNVs) in such patients. ClinVar, DECIPHER, OMIM and other database were searched for data annotation.
RESULTS:
Among the 40 patients (including 30 males and 10 females), 16, 15 and 6 were diagnosed with ID, DD and ASD, respectively. One patient had combined symptoms of ID and DD, whilst the remaining two had combined ID and ASD. Four patients were found with abnormal karyotypes, including 47,XY,+mar, 46,XY,inv(8)(p11.2q21.2), 46,XX,del(5)(p14) and 46,XX[76]/46,X,dup(X)(p21.1q12). Chromosome polymorphism was also found in two other patients. CNV-seq analysis has detected 32 CNVs in 20 patients (50.0%, 20/40). Pathogenic CNVs were found in 10 patients (25.0%), 15 CNVs of uncertain clinical significance were found in 12 patients (30.0%), and 7 likely benign CNVs were found in 4 patients (10.0%).
CONCLUSION
Chromosome CNVs play an important role in the pathogenesis of ID/DD/ASD. CNV-seq can detect chromosomal abnormalities including microdeletions and microduplications, which could provide a powerful tool for revealing the genetic etiology of ID/DD/ASD patients.
Pregnancy
;
Child
;
Male
;
Humans
;
Female
;
DNA Copy Number Variations
;
Intellectual Disability/genetics*
;
Autism Spectrum Disorder/genetics*
;
Developmental Disabilities/genetics*
;
Abnormal Karyotype
4.Efficacy of probiotics combined with montelukast in treatment of children with Mycoplasma pneumoniae pneumonia complicated with myocardial injury
Songge ZHAO ; Xiaoyu ZHANG ; Yanwei YANG ; Xiangzhe MENG ; Huanmei YANG ; Risheng XI ; Wenjuan CAO
Journal of Clinical Medicine in Practice 2023;27(24):48-52
Objective To observe the therapeutic effect of probiotics combined with montelukast in children with Mycoplasma pneumoniae pneumonia(MPP)complicated with myocardial injury.Methods A total of 102 children with MPP and myocardial injury were selected as the study objects,and were randomly divided into control group and observation group,with 51 cases in each group.The control group was treated with montelukast,and the observation group was treated with probiotics based on the control group.The clinical efficacy,symptom resolution time,hospital stay,myocardial injury index,inflammatory cytokines,intestinal flora level and incidence of adverse reactions were compared between the two groups.Results The total effective rate of the observation group was 92.16%,which was significantly higher than 76.47%of the control group(P<0.05).The disappearance time of symptoms of fever,cough,shortness of breath,chest tightness and chest pain and hospital stay in the observation group were significantly shorter than those in the control group(P<0.05).After treat-ment,the levels of cardiac troponin T(cTnT),B-type natriuretic peptide(BNP),myoglobin(Mb)and cardiac fatty acid binding protein(H-FABP)in the observation group were significantly lower than those in the control group(P<0.05);the levels of interleukin-1 receptor 1(IL-1R1),gamma-interferon(γ-IFN)and high mobility group protein 1(HMGB1)in the observation group were significantly lower than those inthe control group(P<0.05);the number of Bifidobacteria,Lactobacillus aci-dophilus,Enterococcus faecalis and Bacillus cereus in the observation group were significantly higher than the control group,while the number of Escherichia coli and Salmonella were significantly lower than those in the control group(P<0.05).There was no significant difference in the incidence of ad-verse reactions between the two groups(P>0.05).Conclusion Probiotics combined with monte-lukast have good efficacy in MPP children with myocardial injury,which can shorten the time of symp-tom resolution and hospital stay,improve the indexes of myocardial injury in children,inhibit the lev-el of inflammatory cytokines,adjust the structure of intestinal flora disorder,and have good safety.
5.Efficacy of probiotics combined with montelukast in treatment of children with Mycoplasma pneumoniae pneumonia complicated with myocardial injury
Songge ZHAO ; Xiaoyu ZHANG ; Yanwei YANG ; Xiangzhe MENG ; Huanmei YANG ; Risheng XI ; Wenjuan CAO
Journal of Clinical Medicine in Practice 2023;27(24):48-52
Objective To observe the therapeutic effect of probiotics combined with montelukast in children with Mycoplasma pneumoniae pneumonia(MPP)complicated with myocardial injury.Methods A total of 102 children with MPP and myocardial injury were selected as the study objects,and were randomly divided into control group and observation group,with 51 cases in each group.The control group was treated with montelukast,and the observation group was treated with probiotics based on the control group.The clinical efficacy,symptom resolution time,hospital stay,myocardial injury index,inflammatory cytokines,intestinal flora level and incidence of adverse reactions were compared between the two groups.Results The total effective rate of the observation group was 92.16%,which was significantly higher than 76.47%of the control group(P<0.05).The disappearance time of symptoms of fever,cough,shortness of breath,chest tightness and chest pain and hospital stay in the observation group were significantly shorter than those in the control group(P<0.05).After treat-ment,the levels of cardiac troponin T(cTnT),B-type natriuretic peptide(BNP),myoglobin(Mb)and cardiac fatty acid binding protein(H-FABP)in the observation group were significantly lower than those in the control group(P<0.05);the levels of interleukin-1 receptor 1(IL-1R1),gamma-interferon(γ-IFN)and high mobility group protein 1(HMGB1)in the observation group were significantly lower than those inthe control group(P<0.05);the number of Bifidobacteria,Lactobacillus aci-dophilus,Enterococcus faecalis and Bacillus cereus in the observation group were significantly higher than the control group,while the number of Escherichia coli and Salmonella were significantly lower than those in the control group(P<0.05).There was no significant difference in the incidence of ad-verse reactions between the two groups(P>0.05).Conclusion Probiotics combined with monte-lukast have good efficacy in MPP children with myocardial injury,which can shorten the time of symp-tom resolution and hospital stay,improve the indexes of myocardial injury in children,inhibit the lev-el of inflammatory cytokines,adjust the structure of intestinal flora disorder,and have good safety.
6.A comparative study on efficacy and safety of generic and original ticagrelor in antiplatelet therapy
Shilei YANG ; Lu LI ; Yanna ZHU ; Xiaohan ZHAI ; Linlin LYU ; Yanwei CHEN ; Yan XI ; Jie LIU ; Xufeng TAO ; Shuai LI ; Jingya TANG ; Yunming LI ; Deshi DONG
Adverse Drug Reactions Journal 2023;25(3):145-151
Objective:To compare the efficacy and safety of ticagrelor tablets produced by Zhejiang Hisun Pharmaceutical Co., Ltd. (the generic drug) and ticagrelor tablets produced by AstraZeneca Pharmaceutical Co., Ltd. (the original drug) in antiplatelet therapy.Methods:The study design was a retrospective cohort study. The subjects were patients who underwent percutaneous coronary intervention (PCI) for acute coronary syndrome (ACS) and postoperative antiplatelet therapy with ticagrelor tablets at First Affiliated Hospital of Dalian Medical University during January 2020 to July 2021. Through the hospital electronic medical record system, relevant clinical data of patients (age, gender, comorbidities, blood lipid level on admission, PCI indications, antiplatelet treatment regimen, efficacy and safety assessment endpoint events within 12 months of treatment, etc.) were collected. The patients were divided into the generic drug group and the original drug group. To exclude confounders, propensity score matching (PSM) method was used. The efficacy evaluation index was the incidence of the primary endpoint events (cardiogenic death, stroke, target revascularization, recurrent infarction) and secondary endpoint events (all-cause mortality, peripheral artery occlusion, stent thrombosis, angina attacks) within 12 months of treatment. The safety evaluation index was the incidence of bleeding event within 12 months of treatment.Results:A total of 1 486 patients were included in this study, including 734 in the generic drug group and 752 in the original drug group. The proportion of women and unstable angina, and the level of high-density lipoprotein cholesterol were higher than those in the original drug group (all P<0.05). The proportion of patients with hyperlipidemia and ST-segment elevation myocardial infarction were lower than those in the original drug group (both P<0.05). After PSM, 690 patients were enrolled in the generic drug group and 690 patients in the original drug group (all P>0.05). No differences in the comparison of clinical features between the 2 groups was significant (all P>0.05). No differences in the incidences of primary endpoints, secondary endpoints, and bleeding events between the 2 groups was significant before and after PSM [before PSM: 12.1%(89/734) vs. 10.9%(82/752), 10.8%(79/734) vs. 8.4%(63/752), 0.3%(2/734) vs. 0.5%(4/752); after PSM: 12.6%(87/690) vs. 12.3%(85/690), 11.0%(76/690) vs. 8.3%(57/690), 0.3%(2/690) vs. 0.4%(3/690); all P>0.05]. No death occurred in patients of both groups. Bleeding is predominantly characterized by epistaxis and subcutaneous petechiae, which did not lead to interruption of antiplatelet therapy. Conclusion:The efficacy and safety of ticagrelor tablets produced by Zhejiang Hisun Pharmaceutical Co., Ltd. for antiplatelet therapy in ACS patients after PCI surgery were basically the same as those of the original drug.
7.A comparative study on efficacy and safety of generic and original ticagrelor in antiplatelet therapy
Shilei YANG ; Lu LI ; Yanna ZHU ; Xiaohan ZHAI ; Linlin LYU ; Yanwei CHEN ; Yan XI ; Jie LIU ; Xufeng TAO ; Shuai LI ; Jingya TANG ; Yunming LI ; Deshi DONG
Adverse Drug Reactions Journal 2023;25(3):145-151
Objective:To compare the efficacy and safety of ticagrelor tablets produced by Zhejiang Hisun Pharmaceutical Co., Ltd. (the generic drug) and ticagrelor tablets produced by AstraZeneca Pharmaceutical Co., Ltd. (the original drug) in antiplatelet therapy.Methods:The study design was a retrospective cohort study. The subjects were patients who underwent percutaneous coronary intervention (PCI) for acute coronary syndrome (ACS) and postoperative antiplatelet therapy with ticagrelor tablets at First Affiliated Hospital of Dalian Medical University during January 2020 to July 2021. Through the hospital electronic medical record system, relevant clinical data of patients (age, gender, comorbidities, blood lipid level on admission, PCI indications, antiplatelet treatment regimen, efficacy and safety assessment endpoint events within 12 months of treatment, etc.) were collected. The patients were divided into the generic drug group and the original drug group. To exclude confounders, propensity score matching (PSM) method was used. The efficacy evaluation index was the incidence of the primary endpoint events (cardiogenic death, stroke, target revascularization, recurrent infarction) and secondary endpoint events (all-cause mortality, peripheral artery occlusion, stent thrombosis, angina attacks) within 12 months of treatment. The safety evaluation index was the incidence of bleeding event within 12 months of treatment.Results:A total of 1 486 patients were included in this study, including 734 in the generic drug group and 752 in the original drug group. The proportion of women and unstable angina, and the level of high-density lipoprotein cholesterol were higher than those in the original drug group (all P<0.05). The proportion of patients with hyperlipidemia and ST-segment elevation myocardial infarction were lower than those in the original drug group (both P<0.05). After PSM, 690 patients were enrolled in the generic drug group and 690 patients in the original drug group (all P>0.05). No differences in the comparison of clinical features between the 2 groups was significant (all P>0.05). No differences in the incidences of primary endpoints, secondary endpoints, and bleeding events between the 2 groups was significant before and after PSM [before PSM: 12.1%(89/734) vs. 10.9%(82/752), 10.8%(79/734) vs. 8.4%(63/752), 0.3%(2/734) vs. 0.5%(4/752); after PSM: 12.6%(87/690) vs. 12.3%(85/690), 11.0%(76/690) vs. 8.3%(57/690), 0.3%(2/690) vs. 0.4%(3/690); all P>0.05]. No death occurred in patients of both groups. Bleeding is predominantly characterized by epistaxis and subcutaneous petechiae, which did not lead to interruption of antiplatelet therapy. Conclusion:The efficacy and safety of ticagrelor tablets produced by Zhejiang Hisun Pharmaceutical Co., Ltd. for antiplatelet therapy in ACS patients after PCI surgery were basically the same as those of the original drug.
8.The effects of naringenin on pancreatic fibrosis in chronic pancreatitis mouse model and activation, proliferation and apoptosis of pancreatic stellate cells
Yanwei LYU ; Lijuan WANG ; Renqian HUANG ; Xi LIN ; Chao HAN ; Lianghao HU ; Zhaoshen LI
Chinese Journal of Pancreatology 2022;22(3):185-190
Objective:To study the effects of naringenin on pancreatic fibrosis in the mouse model of chronic pancreatitis (CP) and its effects on the activation, proliferation and apoptosis of pancreatic stellate cells (PSCs).Methods:Eighteen C57BL/6 mice were randomly divided into control group, CP group and naringenin group, with 6 mice in each group. The CP mouse model was established by intraperitoneal injections of caerulein. Naringenin group was given naringenin (200 mg/kg/day) by gavage once a day from the first day of the fourth week of modeling process to the day before the killing; the control group and CP group were treated by gavage with an equivalent amount of drug solvent containing 0.5% sodium carboxymethyl cellulose (CMC-Na). Mice were killed 5 days after the last caerulein injection, and their pancreatic tissues were collected for hematoxylin-eosin staining and Sirius Red staining, pathological scoring and collagen sedimentation detection. Naringenin with different concentrations (0, 5, 10, 20, 50, 100, 150, 200 μmol/L) were used to intervene HPSC for 24 hours, and CCK-8 method was used to detect the cell activity. TGF-β1 recombinant protein (2 ng/ml) was used to induce PSCs for 1 hour (TGF-β1 stimulation group), and naringenin with low (50 μmol/L), middle (100 μmol/L) and high (150 μmol/L) concentration was used to intervene for 36 hours after TGF-β1 stimulation, respectively. Western Blotting was used to detect the expression of PSC activation related proteins FN and COL1A1, cell proliferation marker p21, anti-apoptotic protein Bcl-xL, pro-apoptotic protein Bax and Bid.Results:The pathological scores of pancreatic tissue [(7.33±1.15), (4.67±1.15)] and the percentage of collagen positive areas [(46±4), (28±2)%] in CP group and naringenin group were higher than those in the control group [0, (4±2)%]. However, these indexes in the naringenin group were lower than those in CP group, and the differences were all statistically significant (all P value <0.05). The relative expression of FN in control group, TGF-β1 stimulation group and low, medium and high naringenin group was 0.02, 0.76, 0.67, 0.34 and 0.07, respectively; the expression of COL1A1 in these groups was 0.51, 1.71, 1.34, 0.84 and 0.11. The expression of FN and COL1A1 in TGF-β1 stimulation group was significantly higher than that in control group, and the expression of FN and COL1A1 in low, medium and high naringenin group was significantly lower than that in TGF-β1 stimulation group, and the differences were all statistically significant (all P value <0.05). The expression of p21 in the above five groups was 0.87, 1.18, 1.27, 1.22 and 1.00. The expression of p21 in TGF-β1 stimulation group was higher than that in control group, and the expression of p21 in high naringenin group was obviously lower than that in TGF-β1 stimulation group, and the differences were all statistically significant (all P value <0.05). In addition, the expression of Bcl-xL in these groups was 2.09, 2.21, 2.38, 2.50 and 2.12; the expression of Bax was 0.98, 0.88, 0.98, 1.00 and 0.88; the expression of Bid was 1.15, 1.09, 1.14, 1.18 and 1.18. There was no statistically significant difference among these groups (all P value >0.05). Conclusions:Naringenin could significantly alleviate the inflammation, atrophy and fibrosis in the CP mouse model, and inhibit the activation and proliferation of PSCs. However, naringenin had no significant effect on the apoptosis of PSCs, indicating that naringenin may be potentially used to treat pancreatic fibrosis in CP.
9.Analysis of results of concurrent hearing and deafness genetic screening and follow up of 33 911 newborns.
Jie LEI ; Luhao HAN ; Xi DENG ; Min LONG ; Yanwei XIAO ; Xiaowen LIN ; Jing ZHANG
Chinese Journal of Medical Genetics 2021;38(1):32-36
OBJECTIVE:
To analyze the results of concurrent hearing and deafness genetic screening and follow up of newborns.
METHODS:
In total 33 911 babies born to 5 designated hospitals in Nanshan District of Shenzhen city from October 2017 to December 2019 were included. All subjects underwent concurrent hearing and deafness genetic screening covering 21 variants of 4 genes including GJB2, SLC26A4, GJB3 and Mt12SrRNA. For those with positive results, Sanger sequencing was carried out for confirmation.
RESULTS:
93.32% subjects passed the first-round hearing screening, and 87.01% passed the recheck testing. The overall detection rate was 4.18%. The detection rates for GJB2, SLC26A4, GJB3 and Mt12srRNA variants were 1.98%, 1.58%, 0.37% and 0.25%, respectively. 126 and 84 subjects were found with high risk for delayed-onset and drug-induced hearing loss, respectively. In addition, 4 and 5 subjects were found to harbor homozygous/compound heterozygous variants of the GJB2 and SLC26A4 genes, respectively. Concurrent screening showed that subjects (with heterozygous variants) who did not passed the two round hearing test were as follows: GJB2 with 6.75% in the first round and 2.61% in the second round testing, SLC26A4 (3.3%/1.2%), GJB3 (0.72%/0.14%) and 12SrRNA (0.36%/Nil), respectively. Moreover, the No-pass rate in the subjects with homozygous or compound variants in single gene, heterozygous variant in single gene, heterozygous variant in multiple genes, and homozygous variant in GJB3 gene were significantly higher than the subjects with negative results of genetic screening.
CONCLUSION
Concurrent newborn genetic screening can enhance the effectiveness of hearing screening and enable earlier identification and intervention for children with hearing impairment. Follow-up can improve the diagnostic rate for children who are positive for the concurrent screening. Nevertheless, genetic and hearing screening cannot replace the diagnostic testing. It is necessary to conduct comprehensive analysis for the results of genetic and hearing screening and radiological examinations. Sanger sequencing and next-generation sequencing are critical for ascertain the diagnosis.
China/epidemiology*
;
DNA Mutational Analysis
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Deafness/genetics*
;
Follow-Up Studies
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Genes/genetics*
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Genetic Testing/statistics & numerical data*
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Hearing/genetics*
;
Hearing Tests/statistics & numerical data*
;
Humans
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Infant, Newborn
;
Mutation
;
Neonatal Screening
10.Bood transfusion knowledge among clinical staffs
Shanshan LIANG ; Feng MA ; Yali XU ; Chunjing WAN ; Yanwei YUE ; Baoyan WANG
Chinese Journal of Blood Transfusion 2021;34(2):174-176
【Objective】 To investigate the clinical staffs′ knowledge about blood transfusion and their demands, so as to provide evidence for arranging the content for continuing education of blood transfusion medicine. 【Methods】 A self-designed questionnaire was used to investigate the blood transfusion related knowledge of 652 clinical staffs from other cities or counties/districts in Shaanxi Province, who came to our hospital to attend meetings, further training and study from July to August 2019. 【Results】 Clinical stsffs investigated lacked a deep understanding of blood transfusion and blood donation related knowledge, and even were ignorant of certain knowledge. The awareness rate of relevant knowledge was the highest among doctors, followed by laboratory technicians and the lowest among nurses. 【Conclusion】 The awareness rate of blood transfusion related knowledge among medical staffs is relatively low, suggesting the training of blood transfusion related knowledge should be enhanced.

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