1.Causal relationship between age-related macular degeneration and deep vein thrombosis:analysis based on genome-wide association study data
Hongtao LIU ; Xin WU ; Xinyu JIANG ; Fei SHA ; Qi AN ; Gaobiao LI
Chinese Journal of Tissue Engineering Research 2026;30(6):1602-1608
BACKGROUND:Age-related macular degeneration and deep vein thrombosis may share common pathophysiological mechanisms,but there is a lack of direct evidence regarding their relationship.Traditional studies are confounded by confounding factors and reverse causation.OBJECTIVE:To investigate the causal relationship between age-related macular degeneration and deep vein thrombosis based on Mendelian randomization design.METHODS:Through a two-way Mendelian randomization analysis,single nucleotide polymorphisms of exposure and outcomes were obtained from publicly available genome-wide association studies,with deep vein thrombosis data from the FinnGen database in a European population with a sample size of 363 612 and 1 048 575 single nucleotide polymorphisms.In addition,we obtained data on age-related macular degeneration from the IEUOpenGWAS project,also from a European population sample of 105 248 cases covering 11 304 110 single nucleotide polymorphisms.In R4.4.1,we used the TwoSampleMR package(version 0.6.8)to explore the causal effects of exposure factors on outcomes.At the same time,we also conducted a sensitivity analysis via MR-Egger regression,weighted median,weighted model and simple model methods to ensure that the assessment results were robust and reliable.In addition,we used the"heterogeneity"function to test for heterogeneity,and the"horizontal pleiotropy"function and the MR-PRESSO test to further assess horizontal pleotropy.The Cochran's Q test was used to determine whether there was statistical heterogeneity between single nucleotide polymorphisms,and the leave-one-out method was used to assess whether single nucleotide polymorphisms would significantly interfere with Mendelian randomization analysis.Funnel plots were drawn to assess the potential bias of single nucleotide polymorphisms.Forest plots were plotted to show the effect estimates of single nucleotide polymorphisms on exposure and outcomes,and their confidence intervals were plotted.Scatter plots were plotted to evaluate the relationship between the potency of single nucleotide polymorphisms and their causal effect size on outcome estimates.RESULTS AND CONCLUSION:Both forward and reverse studies showed that there was no causal association between age-related macular degeneration and the occurrence of deep vein thrombosis(P>0.05).Sensitivity analysis showed that the main analysis results were reliable and robust,with no outliers,heterogeneity,and horizontal pleiotropy,and no single nucleotide polymorphism significantly affected the overall effect estimate.Although it is based on European population data,it has methodological reference value for Chinese biomedical research on complex disease associations.In this field,China can carry out multi-center large-sample studies,accurately analyze the internal links between Chinese population-related diseases,and provide a basis for prevention and treatment strategies and clinical practice.
2.Causal relationship between age-related macular degeneration and deep vein thrombosis:analysis based on genome-wide association study data
Hongtao LIU ; Xin WU ; Xinyu JIANG ; Fei SHA ; Qi AN ; Gaobiao LI
Chinese Journal of Tissue Engineering Research 2026;30(6):1602-1608
BACKGROUND:Age-related macular degeneration and deep vein thrombosis may share common pathophysiological mechanisms,but there is a lack of direct evidence regarding their relationship.Traditional studies are confounded by confounding factors and reverse causation.OBJECTIVE:To investigate the causal relationship between age-related macular degeneration and deep vein thrombosis based on Mendelian randomization design.METHODS:Through a two-way Mendelian randomization analysis,single nucleotide polymorphisms of exposure and outcomes were obtained from publicly available genome-wide association studies,with deep vein thrombosis data from the FinnGen database in a European population with a sample size of 363 612 and 1 048 575 single nucleotide polymorphisms.In addition,we obtained data on age-related macular degeneration from the IEUOpenGWAS project,also from a European population sample of 105 248 cases covering 11 304 110 single nucleotide polymorphisms.In R4.4.1,we used the TwoSampleMR package(version 0.6.8)to explore the causal effects of exposure factors on outcomes.At the same time,we also conducted a sensitivity analysis via MR-Egger regression,weighted median,weighted model and simple model methods to ensure that the assessment results were robust and reliable.In addition,we used the"heterogeneity"function to test for heterogeneity,and the"horizontal pleiotropy"function and the MR-PRESSO test to further assess horizontal pleotropy.The Cochran's Q test was used to determine whether there was statistical heterogeneity between single nucleotide polymorphisms,and the leave-one-out method was used to assess whether single nucleotide polymorphisms would significantly interfere with Mendelian randomization analysis.Funnel plots were drawn to assess the potential bias of single nucleotide polymorphisms.Forest plots were plotted to show the effect estimates of single nucleotide polymorphisms on exposure and outcomes,and their confidence intervals were plotted.Scatter plots were plotted to evaluate the relationship between the potency of single nucleotide polymorphisms and their causal effect size on outcome estimates.RESULTS AND CONCLUSION:Both forward and reverse studies showed that there was no causal association between age-related macular degeneration and the occurrence of deep vein thrombosis(P>0.05).Sensitivity analysis showed that the main analysis results were reliable and robust,with no outliers,heterogeneity,and horizontal pleiotropy,and no single nucleotide polymorphism significantly affected the overall effect estimate.Although it is based on European population data,it has methodological reference value for Chinese biomedical research on complex disease associations.In this field,China can carry out multi-center large-sample studies,accurately analyze the internal links between Chinese population-related diseases,and provide a basis for prevention and treatment strategies and clinical practice.
3.Establishment and application of quality control system for medical record front page coding in a hos-pital
Junfeng LIU ; Ziyi XIN ; Sha LIU ; Zhuochen LIN ; Ying XIONG
Modern Hospital 2025;25(9):1360-1362
Objective Analyze the causes of coding issues in the inpatient medical record homepage of a hospital and propose targeted improvement measures,providing a reference basis for enhancing coding quality.Methods A total of 3 000 in-patient medical records from April 1,2021,to March 31,2022(pre-intervention group)and 2 900 records from April 1,2022,to March 31,2023(post-intervention group)were selected for analysis.Quality control statistics were performed on key indica-tors,including the overall coding accuracy rate,primary diagnosis coding,secondary diagnosis coding,primary surgical proce-dure coding,and other surgical procedure coding.Results After the implementation of intervention measures,the overall accu-racy rate of the first page coding of medical records increased from 80.77%to 86.72%(P<0.001).While,the accuracy rate for primary diagnosis coding improved from 96.90%to 98.07%(P<0.05).The secondary diagnosis coding accuracy showed significant enhancement from 87.48%to 92.26%(P<0.001),and primary surgical procedure coding accuracy rose from 96.50%to 98.34%(P<0.001).Although other surgical procedure coding demonstrated improvement,the difference was not statistically significant(P>0.05).Conclusion Through a series of measures—including standardized training for coders,es-tablishing a robust quality control system,and adopting advanced information technology—both the professionalism of coders and coding efficiency were enhanced.These interventions effectively reduced coding defects and improved the quality of medical re-cord homepage coding.
4.Construction and clinical validation of a machine learning-based nomogram model for predicting lymphatic leakage following radical prostatectomy
Xiudong YANG ; Xing LIU ; Xin LIU ; Yan JIANG ; Wei WANG ; Zongbin HE ; Sha HUANG ; Meihong WEN ; Yazhen LIU
The Journal of Practical Medicine 2025;41(21):3378-3384
Objective To identify risk factors associated with lymphatic leakage after laparoscopic radical prostatectomy(LRP)and to develop a machine learning-based nomogram for predicting such outcomes to support clinical prevention strategies.Methods We retrospectively analyzed perioperative data from 248 patients who underwent radical prostatectomy for prostate cancer between January 2020 and January 2024.Independent risk factors were identified through univariate and multivariate logistic regression analyses.A predictive model was developed,and its diagnostic performance was assessed by the area under the receiver operating characteristic curve(AUC).Five-fold cross-validation was performed to evaluate the model's generalizability.A nomogram was subsequently constructed to facilitate individualized risk quantification.Results Among the 248 patients,89(35.9%)developed lymphatic leakage,while 159(64.1%)did not.Independent risk factors for lymphatic leakage included intraopera-tive lymph node dissection(OR=5.415,95%CI:2.167~13.532,P<0.001),intraoperative plasma transfusion(OR=2.952,95%CI:1.524~5.718,P=0.001),and postoperative fasting duration of≥2 days(OR=1.412,95%CI:1.089~1.829,P=0.009).The predictive model showed good discrimination and calibration(AUC=0.711,95%CI:0.647~0.776,P<0.001;sensitivity:0.764;specificity:0.597).Model robustness was confirmed through five-fold cross-validation(training set AUC=0.822;test set AUC=0.829).The nomogram provided a clinically useful tool for quantifying individual risk of lymphatic leakage.Conclusions Intraoperative lymph node dissection,plasma transfusion,and postoperative fasting lasting≥2 days are independent risk factors for lymphatic leakage following radical prostatectomy.The validated predictive model demonstrates favorable clinical utility.
5.Construction and clinical validation of a machine learning-based nomogram model for predicting lymphatic leakage following radical prostatectomy
Xiudong YANG ; Xing LIU ; Xin LIU ; Yan JIANG ; Wei WANG ; Zongbin HE ; Sha HUANG ; Meihong WEN ; Yazhen LIU
The Journal of Practical Medicine 2025;41(21):3378-3384
Objective To identify risk factors associated with lymphatic leakage after laparoscopic radical prostatectomy(LRP)and to develop a machine learning-based nomogram for predicting such outcomes to support clinical prevention strategies.Methods We retrospectively analyzed perioperative data from 248 patients who underwent radical prostatectomy for prostate cancer between January 2020 and January 2024.Independent risk factors were identified through univariate and multivariate logistic regression analyses.A predictive model was developed,and its diagnostic performance was assessed by the area under the receiver operating characteristic curve(AUC).Five-fold cross-validation was performed to evaluate the model's generalizability.A nomogram was subsequently constructed to facilitate individualized risk quantification.Results Among the 248 patients,89(35.9%)developed lymphatic leakage,while 159(64.1%)did not.Independent risk factors for lymphatic leakage included intraopera-tive lymph node dissection(OR=5.415,95%CI:2.167~13.532,P<0.001),intraoperative plasma transfusion(OR=2.952,95%CI:1.524~5.718,P=0.001),and postoperative fasting duration of≥2 days(OR=1.412,95%CI:1.089~1.829,P=0.009).The predictive model showed good discrimination and calibration(AUC=0.711,95%CI:0.647~0.776,P<0.001;sensitivity:0.764;specificity:0.597).Model robustness was confirmed through five-fold cross-validation(training set AUC=0.822;test set AUC=0.829).The nomogram provided a clinically useful tool for quantifying individual risk of lymphatic leakage.Conclusions Intraoperative lymph node dissection,plasma transfusion,and postoperative fasting lasting≥2 days are independent risk factors for lymphatic leakage following radical prostatectomy.The validated predictive model demonstrates favorable clinical utility.
6.Current status of vaccination among the elderly in China and improvement strategies to increase vaccination rates
Xin LIU ; Lijun LIU ; Ruyue HU ; Lei CAO ; Jiakai YE ; Sha ZHANG ; Li LI ; Yifan SONG ; Zhaonan ZHANG ; Wenzhou YU
Chinese Journal of Preventive Medicine 2025;59(9):1466-1470
The health and well-being of the elderly have become a focal point for all sectors of society. As an effective means of preventing and controlling infectious diseases, vaccination plays a critical role in safeguarding human health. For older adults, timely and scientifically guided vaccination can significantly reduce the risk of serious illnesses while alleviating the associated economic burdens and pressure imposed on society. However, in practice, deficiencies in policy support, accessibility of vaccination services, and public awareness hinder some elderly individuals from fully benefiting from the protective effects of vaccines. This paper analyzes current vaccination practices for the elderly globally and proposes strategies to improve vaccination coverage, providing a scientific basis for advancing effective vaccination initiatives for this demographic in China.
7.Current status, challenges, and prospects of simultaneous vaccine administration in China′s childhood immunization strategy
Xin LIU ; Ruyue HU ; Jiakai YE ; Lei CAO ; Sha ZHANG ; Yifan SONG ; Zhaonan ZHANG ; Li LI ; Wenzhou YU
Chinese Journal of Preventive Medicine 2025;59(9):1462-1465
Vaccination has become one of the key public health interventions for reducing child mortality. With the implementation of the expanded programme on immunization, the number of vaccine types children need to receive is increasing, necessitating further optimization of childhood immunization strategies. The World Health Organization recommends simultaneous vaccination as one of the core strategies for optimizing childhood immunization schedules. This article analyzes the current status, challenges, and prospects of simultaneous vaccination strategies for children in China, aiming to provide a scientific basis for promoting and implementing strategies for the simultaneous administration of multiple vaccines to children.
8.Development and application of diphtheria-tetanus-pertussis containing combined vaccines
Sha ZHANG ; Li LI ; Ruyue HU ; Lei CAO ; Xin LIU ; Jiakai YE ; Yifan SONG ; Zhaonan ZHANG ; Wenzhou YU
Chinese Journal of Epidemiology 2025;46(9):1667-1672
Combined vaccines can simplify the vaccination process, improve coverage rates, reduce the risk of adverse events following immunization, lower social costs, and improve the timeliness of childhood vaccination. This article focuses on multi-component vaccines based on the diphtheria-tetanus-pertussis containing vaccine. Globally, multiple combined vaccines have been developed and marketed, but the development of combined vaccine is still in its infancy stage in China, with limited vaccine types and doses available. The research, development, and application of combined vaccines still face numerous challenges in China, including technical challenges in research and development, as well as insufficient motivation for research and development. Additionally, the high cost of existing combined vaccines, coupled with low public awareness and weak vaccination intentions, significantly hinders their widespread application, China should continue to rigorously implement the Vaccine Administration Law of the People's Republic of China, promote innovative development of combined vaccines, increase public awareness, strengthen child guardians' confidence in vaccination, and improve the accessibility and affordability of combined vaccines to protect public health across all life stages.
9.Establishment and application of quality control system for medical record front page coding in a hos-pital
Junfeng LIU ; Ziyi XIN ; Sha LIU ; Zhuochen LIN ; Ying XIONG
Modern Hospital 2025;25(9):1360-1362
Objective Analyze the causes of coding issues in the inpatient medical record homepage of a hospital and propose targeted improvement measures,providing a reference basis for enhancing coding quality.Methods A total of 3 000 in-patient medical records from April 1,2021,to March 31,2022(pre-intervention group)and 2 900 records from April 1,2022,to March 31,2023(post-intervention group)were selected for analysis.Quality control statistics were performed on key indica-tors,including the overall coding accuracy rate,primary diagnosis coding,secondary diagnosis coding,primary surgical proce-dure coding,and other surgical procedure coding.Results After the implementation of intervention measures,the overall accu-racy rate of the first page coding of medical records increased from 80.77%to 86.72%(P<0.001).While,the accuracy rate for primary diagnosis coding improved from 96.90%to 98.07%(P<0.05).The secondary diagnosis coding accuracy showed significant enhancement from 87.48%to 92.26%(P<0.001),and primary surgical procedure coding accuracy rose from 96.50%to 98.34%(P<0.001).Although other surgical procedure coding demonstrated improvement,the difference was not statistically significant(P>0.05).Conclusion Through a series of measures—including standardized training for coders,es-tablishing a robust quality control system,and adopting advanced information technology—both the professionalism of coders and coding efficiency were enhanced.These interventions effectively reduced coding defects and improved the quality of medical re-cord homepage coding.
10.Calcium imaging in C2C12 cells and RAW264.7 cells post co-culture and changes induced by sodium palmitate
Li-jun SONG ; Shuang WU ; Qin SHA ; Chuan-xin YANG ; Xing-yu TONG ; Hui JIANG
Fudan University Journal of Medical Sciences 2025;52(6):877-882
Objective To observe the effect of RAW264.7 cells on calcium sparks in a insulin resistance model of C2C12 cells induced by sodium palmitate.Methods C2C12 cells and RAW264.7 cells were co-cultured to simulate the in vivo state of skeletal muscle.C2C12 cells were cultured in high-glucose medium containing 2%horse serum to induce differentiation into mature myotubes,and then divided into 5 groups:control(RAW264.7 cells),co-culture of C2C12 with RAW264.7,C2C12 alone,co-culture of C2C12 with RAW264.7 plus sodium palmitate(PA),and C2C12 alone with PA.PA of 5 mmol/L was used to induce insulin resistance in C2C12 cells for 24 hours.Revived and expanded RAW264.7 cells were evenly added to C2C12 cells and co-cultured for two days.Subsequently,cells were maintained in modified suspension culture,and both cell types were loaded with the calcium ion fluorescent probe Fluo-4 AM.Finally,Paraxanthine was used to induce intracellular calcium sparks,which was captured and recorded under a laser confocal microscope.Results No significant calcium signal change was observed in the control group.Co-cultured C2C12 cells exhibited rapid and pronounced calcium signal changes,whereas calcium signals in C2C12 cells cultured alone increased slowly throughout the observation period without a sharp decline.The peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).With PA induction,calcium signal changes in C2C12 cells were not markedly altered,while distinct calcium fluctuations were still observed in co-cultured C2C12 cells,and the peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).Conclusion RAW264.7 cells enhance the dynamic responsiveness of calcium signaling in both normal and PA-stimulated C2C12 cells.

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