1.Construction and application of a deep learning-based assistant system for corneal in vivo confocal microscopy images recognition
Yulin YAN ; Weiyan JIANG ; Simin CHENG ; Yiwen ZHOU ; Yi YU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2024;42(2):129-135
Objective:To construct an artificial intelligence (AI)-assisted system based on deep learning for corneal in vivo confocal microscopy (IVCM) image recognition and to evaluate its value in clinical applications. Methods:A diagnostic study was conducted.A total of 18 860 corneal images were collected from 331 subjects who underwent IVCM examination at Renmin Hospital of Wuhan University and Zhongnan Hospital of Wuhan University from May 2021 to September 2022.The collected images were used for model training and testing after being reviewed and classified by corneal experts.The model design included a low-quality image filtering model, a corneal image diagnosis model, and a 4-layer identification model for corneal epithelium, Bowman membrane, stroma, and endothelium, to initially determine normal and abnormal corneal images and corresponding corneal layers.A human-machine competition was conducted with another 360 database-independent IVCM images to compare the accuracy and time spent on image recognition by three senior ophthalmologists and the AI system.In addition, 8 trainees without IVCM training and with less than three years of clinical experience were selected to recognize the same 360 images without and with model assistance to analyze the effectiveness of model assistance.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY2021-K148).Results:The accuracy of this diagnostic model in screening high-quality images was 0.954.Its overall accuracy in identifying normal/abnormal corneal images was 0.916 and 0.896 in the internal and external test sets, respectively.Its accuracy reached 0.983, 0.925 in the internal test sets and 0.988, 0.929 in the external test sets in identifying corneal layers of normal and abnormal images, respectively.In the human-machine competition, the overall recognition accuracy of the model was 0.878, which was similar to the average accuracy of the three senior physicians and was approximately 300 times faster than the experts in recognition speed.Trainees assisted by the system achieved an accuracy of 0.816±0.043 in identifying corneal layers of normal and abnormal images, which was significantly higher than 0.669±0.061 without model assistance ( t=6.304, P<0.001). Conclusions:A deep learning-based assistant system for corneal IVCM image recognition is successfully constructed.This system can discriminate normal/abnormal corneal images and diagnose the corresponding corneal layer of the images, which can improve the efficiency of clinical diagnosis and assist doctors in training and learning.
2.Evaluation of the effectiveness of qualitative and quantitative fecal immunochemical tests in colorectal cancer screening
HE Jinjin ; ZHU Chen ; PAN Tingting ; HUANG Wenwen ; JIANG Bingjie ; YU Weiyan ; WANG Le ; WU Weimiao ; HANG Dong ; DU Lingbin
Journal of Preventive Medicine 2024;36(4):317-321
Objective:
To compare the effectiveness of qualitative and quantitative fecal immunochemical tests (FIT) in identifying colorectal cancer, so as to provide insights into perfecting screening strategies for colorectal cancer.
Methods:
Participants in the Colorectal Cancer Screening Program for Key Populations in Zhejiang Province from May 2020 to December 2021 were recruited, and their demographic information, lifestyle and disease history were collected through a questionnaire survey. Qualitative or quantitative FIT along with a questionnaire-based risk assessment were employed as the initial screening tests. Individuals who were positive in any FIT or had high-risk assessment results were required to attend a subsequent colonoscopy examination. The positive rate, detection rate of colorectal cancer, positive predictive value and number of colonoscopies required were compared between qualitative and quantitative FITs, and stratified analyses by gender and age were conducted.
Results:
Totally 4 099 769 participants were included. The qualitative FIT group included 3 574 917 individuals, yielding a positive rate of 11.35%, a detection rate of 1.19%, a positive predictive value of 0.48% and 83.84 colonoscopies required to detect one cancer case. The quantitative FIT group involved 524 852 individuals, yielding a positive rate of 6.70%, a detection rate of 2.31%, a positive predictive value of 1.01% and 43.23 colonoscopies required to detect one cancer case. The quantitative FIT group showed significantly higher detection rate of colorectal cancer, higher positive predictive value and less number of colonoscopies required compared to the qualitative FIT group (all P<0.05). The same results were obtained after stratification by gender and age.
Conclusion
Compared to qualitative FIT, quantitative FIT improves the detection of colorectal cancer and reduces the workload of colonoscopy examinations, making it more suitable for colorectal cancer screening in large-scale populations.
3.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.
4.Influencing Factors for Compliance of Gastroscopy and Colonoscopy in Gastrointestinal Cancer Screening Program
Weiyan YU ; Xue LI ; Juan ZHU ; Xiaoliang WANG ; Shoujun LI ; Lingbin DU ; Xiangdong CHENG
China Cancer 2024;33(11):937-951
[Purpose]To analyze the compliance rates and influencing factors for gastroscopy and colonoscopy in gastrointestinal cancer screening,and to provide evidence and management recom-mendations for gastrointestinal cancer screening programs.[Methods]The study was based on the joint gastrointestinal cancer screening program conducted in Fenghua District of Ningbo City in 2023.The target population underwent risk assessments,following which high-risk individuals were mobilized for gastroscopy and colonoscopy screenings.The x2 test was used to compare the positive rates of gastrointestinal cancer risk assessments and the compliance rates of clinical screenings among populations with different characteristics.Multivariable Logistic regression models were applied to analyze the factors associated with compliance rates of clinical gastroscopy and colonoscopy screenings among high-risk individuals.[Results]A total of 48 587 individuals were included in the analysis,with an average age of(63.95±7.48)years old.Among them,39.45%(19 166 individuals)were male.The positive rates of risk assessment for upper gastrointestinal cancer and colorectal cancer were 39.00%(18 949 individuals)and 16.02%(7 782 individuals),respectively.The compliance rates for gastroscopy and colonoscopy were 59.51%(11 227/18 949)and 50.85%(3 957/7 782),respectively.Multivariable Logistic regression analysis revealed that unmarried in-dividuals and those with an assessment interval of more than 14 d had lower compliance with gas-troscopy(both P<0.05).High-risk individuals for upper gastrointestinal cancer with BMI≥24 kg/m2,gastrointestinal symptoms,history of upper gastrointestinal diseases,family history of cancers,history of gastroscopy,lower intake of fresh vegetables and fruits,and higher intake of processed meats had higher compliance with gastroscopy(all P<0.05).High educational levels and an assess-ment interval of more than 14 d were associated with lower compliance with colonoscopy(both P<0.05).Among individuals at high risk for colorectal cancer,those with gastrointestinal symptoms,history of upper gastrointestinal diseases,higher intake of processed meats and fried or grilled foods,and a positive risk assessment for upper gastrointestinal cancer had higher compliance with colonoscopy(all P<0.05).[Conclusion]Participants in the joint gastrointestinal cancer screening program exhibit high compliance with both gastroscopy and colonoscopy.Compliance with gas-troscopy and colonoscopy is associated with individual lifestyle,health conditions,disease history,medical history,and family history of cancers.
5.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.
6.Allogeneic hematopoietic stem cell transplantation for Shwachman-Diamond syndrome: a report of three cases and literature review
Anhua FENG ; Jimin SHI ; Huarui FU ; Jian YU ; Weiyan ZHENG ; Yuanyuan ZHU ; He HUANG ; Yanmin ZHAO
Chinese Journal of Hematology 2024;45(7):689-693
This study reports on three patients with Shwachman-Diamond syndrome (SDS) who underwent allogeneic hematopoietic stem cell transplantation (allo-HSCT) at the First Affiliated Hospital of Zhejiang University School of Medicine. Based on relevant literature, the clinical manifestations and genetic mutation characteristics of SDS were summarized, and the efficacy and timing of allo HSCT for such patients were explored. Three SDS patients were all male, with transplant ages of 32, 33, and 32 years old, respectively. All three patients were diagnosed in childhood. Case 1 presented with anemia as the initial clinical manifestation, which gradually progressed to a decrease in whole blood cells; Case 2 and 3 both present with a decrease in whole blood cells as the initial clinical manifestation. Case 1 and 3 have intellectual disabilities, while case 3 presents with pancreatic steatosis and chronic pancreatitis. All three patients have short stature. Three patients all detected heterozygous mutations in the SBDS: c.258+2T>C splice site. The family members of the three patients have no clinical manifestations of SDS. All three patients were treated with a reduced dose pre-treatment regimen (Fludarabine+Busulfan+Me-CCNU+Rabbit Anti-human Thymocyte Globulin). Case 1 and case 2 underwent haploid hematopoietic stem cell transplantation, while case 3 underwent unrelated donor hematopoietic stem cell transplantation. Case 1 was diagnosed with myelodysplastic syndrome transforming into acute myeloid leukemia before transplantation, but experienced early recurrence and death after transplantation; Case 2 is secondary implantation failure, dependent on platelet transfusion; Case 3 was removed from medication maintenance treatment after transplantation, and blood routine monitoring was normal.
7.Glycosylation, glycan receptors recognition of SARS-CoV-2 and discoveries of glycan inhibitors against SARS-CoV-2.
Weiyan YU ; Yueqiang XU ; Jianjun LI ; Zhimin LI ; Qi WANG ; Yuguang DU
Chinese Journal of Biotechnology 2022;38(9):3157-3172
COVID-19 represents the most serious public health event in the past few decades of the 21st century. The development of vaccines, neutralizing antibodies, and small molecule chemical agents have effectively prevented the rapid spread of COVID-19. However, the continued emergence of SARS-CoV-2 variants have weakened the efficiency of these vaccines and antibodies, which brought new challenges for searching novel anti-SARS-CoV-2 drugs and methods. In the process of SARS-CoV-2 infection, the virus firstly attaches to heparan sulphate on the cell surface of respiratory tract, then specifically binds to hACE2. The S protein of SARS-CoV-2 is a highly glycosylated protein, and glycosylation is also important for the binding of hACE2 to S protein. Furthermore, the S protein is recognized by a series of lectin receptors in host cells. These finding implies that glycosylation plays important roles in the invasion and infection of SARS-CoV-2. Based on the glycosylation pattern and glycan recognition mechanisms of SARS-CoV-2, it is possible to develop glycan inhibitors against COVID-19. Recent studies have shown that sulfated polysaccharides originated from marine sources, heparin and some other glycans display anti-SARS-CoV-2 activity. This review summarized the function of glycosylation of SARS-CoV-2, discoveries of glycan inhibitors and the underpinning molecular mechanisms, which will provide guidelines to develop glycan-based new drugs against SARS-CoV-2.
Antibodies, Neutralizing
;
Glycosylation
;
Heparin
;
Heparitin Sulfate
;
Humans
;
Polysaccharides/chemistry*
;
Receptors, Mitogen/metabolism*
;
SARS-CoV-2
;
Spike Glycoprotein, Coronavirus/metabolism*
;
COVID-19 Drug Treatment
8.Analysis of the oxidative products of DNA(8-oxo Gsn) and RNA(8-oxo dGsn) in patients with essential hypertension
Ruiping ZHANG ; Songlin YU ; Danchen WANG ; Yutong ZOU ; Weiyan ZHOU ; Yongtong CAO ; Ling QIU
Chinese Journal of Laboratory Medicine 2020;43(3):274-278
Objective:Analysis of the oxidative products of DNA and RNA in patients with hypertension by determination of 8-oxo Gsn and 8-oxo dGsn, respectively.Methods:This is an observational study. During August and December, 2018, 139 hypertension patients without other chronic diseases with an average age of (49.6±12.4) years old, and 139 apparently healthy volunteers without hypertension with an average age of (48.5±11.7) years old were recruited. Fasting morning urine were collected. The oxidative products of DNA: 8-oxo Gsn and the products of RNA: 8-oxo dGsn were analyzed using liquid chromatography tandem mass spectrometry. Urine Cr(U-Cr), and other serum biomarkers such as ALT, Cr, UA, Glu, TG, TC were analyzed using automatic biochemical analyzers.Results:of 8-oxo Gsn and 8-oxo dGsn were presented as median(quartile). Statistical analysis was performed using SPSS 22.0 and GraphPad Prism 5. Nonparametric test was used to compare the difference of 8-oxo Gsn and 8-oxo dGsn between the hypertension patients and the healthy controls. Results The DNA and RNA oxidative products of 8-oxo Gsn and 8-oxo dGsn in patients with hypertension and their U-Cr-corrected 8-oxo Gsn/U-Cr and 8-oxo dGsn/U-Cr were 14.38(10.39-19.91)ng/ml, 12.97(7.92-18.96)ng/ml, 1.10(0.88-1.38)μg/μmol and 0.96(0.75-1.30) μg/μmol, respectively, which were significantly higher than those in the healthy controls: 11.95(7.52-18.01) ng/ml, 10.12(6.42-15.04) ng/ml, 0.86(0.59-1.21) μg/μmol and 0.72(0.50-1.02) μg/μmol, respectively. After grouped by sex, 8-oxo Gsn in males, 8-oxo Gsn and 8-oxo dGsn in females showed no significant difference between patients with hypertension and healthy controls, however, after U-Cr correction, both males′ and females′ 8-oxo Gsn/U-Cr and 8-oxo dGsn/U-Cr in patients with hypertension were higher than that in the healthy controls.Conclusion:The oxidative products of DNA and RNA in patients with hypertension were significantly higher than that in healthy controls.
9. Antibiotic-induced gut microbiota dysbiosis aggravates Mycoplasma pneumoniae infection
Wuwei ZENG ; Lan YU ; Weiyan DING ; Lijun HUANG ; Liesong CHEN ; Xiaoxing YOU ; Cuiming ZHU
Chinese Journal of Microbiology and Immunology 2020;40(1):68-73
Objective:
To investigate the influences of antibiotic-induced gut microbiota dysbiosis on
10.Current situation of innovation ability of clinical nurses in Guizhou Province and its influencing factors
Xiaojiao ZHANG ; Ruixia WANG ; Daiqiong WANG ; Hu JANG ; Weiyan TIAN ; Jianghong YU ; Hengping PU
Chinese Journal of Modern Nursing 2020;26(7):888-894
Objective:To explore the current situation of innovation ability of clinical nurses in Guizhou Province and its influencing factors so as to provide a theoretical basis for nursing managers to evaluate and carry out training for innovation ability among nurses.Methods:In April 2019, this study selected totals of 24 Class Ⅲ hospitals, 50 Class Ⅱ hospitals and 60 ClassⅠ hospitals in Guizhou Province by stratified random sampling to carry out investigation with the method of cross-sectional survey. A total of 5 161 clinical nurses were randomly selected in each hospital according to the scale. Electronic questionnaire was designed, and WeChat link as well as two-dimensional code was developed by the Questioning Star software to investigation in the form of network. A total of 5 161 questions were collected and 5 145 of them were valid with 99.69% for the valid recovery rate. Excel was used to build the original database, SPSS 18.0 was used for analysis. Influencing factors were analyzed with the multiple linear regression.Results:Among 5 145 clinical nurses in Guizhou Province, the total score of innovation ability was (129.63±24.30) with the intermediate level. Simple correlation showed that there were statistical differences in the scores of innovation ability among clinical nurses with different hospital levels, departments, ages, working lives, marital status, educational levels, positional titles, posts, monthly incomes, satisfaction with work, support for work from family members, employment forms, whether teaching and participating in scientific research ( P<0.05) . Multiple linear regression analysis showed that the importantly influencing factors of innovation ability of clinical nurses included the satisfaction with work, support for work from family members, whether participating in scientific research, working lives, job title, hospital levels, whether teaching, monthly incomes with statistical differences ( P<0.05) . Conclusions:Clinical nurses of Guizhou Province have the intermediate level of innovation ability needed to be improved. Nursing managers should strengthen the innovation knowledge training and resource support for clinical nurses, encourage them positively to take part in continuing education so as to improve the innovation will and ability of clinical nurses in Guizhou Province.


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