Age-related macular degeneration(AMD)ranks third among the most common causes of blindness.As the most conventional and direct method for identifying AMD,color fundus photography has become prominent owing to its cons...Age-related macular degeneration(AMD)ranks third among the most common causes of blindness.As the most conventional and direct method for identifying AMD,color fundus photography has become prominent owing to its consistency,ease of use,and good quality in extensive clinical practice.In this study,a convolutional neural network(CSPDarknet53)was combined with a transformer to construct a new hybrid model,HCSP-Net.This hybrid model was employed to tri-classify color fundus photography into the normal macula(NM),dry macular degeneration(DMD),and wet macular degeneration(WMD)based on clinical classification manifestations,thus identifying and resolving AMD as early as possible with color fundus photography.To further enhance the performance of this model,grouped convolution was introduced in this study without significantly increasing the number of parameters.HCSP-Net was validated using an independent test set.The average precision of HCSPNet in the diagnosis of AMD was 99.2%,the recall rate was 98.2%,the F1-Score was 98.7%,the PPV(positive predictive value)was 99.2%,and the NPV(negative predictive value)was 99.6%.Moreover,a knowledge distillation approach was also adopted to develop a lightweight student network(SCSP-Net).The experimental results revealed a noteworthy enhancement in the accuracy of SCSP-Net,rising from 94%to 97%,while remarkably reducing the parameter count to a quarter of HCSP-Net.This attribute positions SCSP-Net as a highly suitable candidate for the deployment of resource-constrained devices,which may provide ophthalmologists with an efficient tool for diagnosing AMD.展开更多
Diabetic kidney disease (DKD)is a microvascular complication of type 2 diabetes.The study of DKD mechanisms is the most important target for the prevention of DKD.Renal senescence is one of the important pathogeneses ...Diabetic kidney disease (DKD)is a microvascular complication of type 2 diabetes.The study of DKD mechanisms is the most important target for the prevention of DKD.Renal senescence is one of the important pathogeneses for DKD,but the mechanism of renal and cellular senescence is unclear.Decreased expression of circulating miR-126 is associated with the development of DKD and may be a promising blood-based biomarker for DKD.This study is to probe the effect and mechanism of miR-126 on the aging of human glomerular mesangial cells (HGMCs)induced by high glucose.HGMCs were cultured with Roswell Park Memorial Institute (RPMI-1640)in vitro.The effect of high glucose on morphology of HGMCs was observed 72h after intervention.The cell cycle was examined by flow cytometry.The telomere length was measured by Southern blotting.The expression levels of p53,p21 and Rb proteins in p53-p21-Rb signaling pathway and p-statl,p-stat3 in JAK/STAT signaling pathway were detected by Western blotting respectively.The expression of miR-126 was examined by qRT-PCR.MiR-126 mimics was transfected into HGMCs.The effects of miR-126 mimics transfection on cell morphology,cell cycle,telomere length,p53,p21,Rb,p-stat1 and p-stat3 were observed. The results showed that high glucose not only arrested the cell cycle in G1phase but also shortened the telomere length.High glucose led to high expression of p53,p21,Rb,p-statl and p-stat3 and premature senescence of HGMCs by activating the telomere-p53-p21-Rb and JAK/STAT signaling pathways.Moreover,the miR-126 was decreased in HGMCs induced by high glucose.It was suggested that the transfection of miR-126 mimics could inhibit the telomere-p53-p21-Rb and JAK/STAT signaling pathway activity in vitro and delay the senescence of HGMCs.The results may serve as a new strategy for the treatment of DKD.展开更多
Objective: To determine the impact of pulmonary hypertension (PH) on maintenance hemodialysis (MHD) patients' cardiovascular events and all-cause mortality. Methods: We included 90 MHD patients, divided into group...Objective: To determine the impact of pulmonary hypertension (PH) on maintenance hemodialysis (MHD) patients' cardiovascular events and all-cause mortality. Methods: We included 90 MHD patients, divided into group with PH and group without PH. All patients had been followed up for 4 years, and the primary endpoints were all cause mortality and cardiovascular events. We compared the clinical data and the endpoint events between the two groups. Results: We found PH in 37 patients (41.11%). The incidence of previous cardiovascular disease in group with PH was significantly higher than that in group without PH (χ2=2.034, P < 0.05). The left atrial diameter in group with PH was significantly higher than that in group without PH (t = 7.265, P < 0.01). Logistic regression analysis revealed that previous cardiovascular disease and left atrial diameter were the independent determinants of PH. The rate of new cardiovascular events in group with PH(59.5%) was significantly higher than that in group without PH(34%) (χ2=9.203, P < 0.05). The associated variables of cardiovascular events were:systolic pulmonary arterial pressure, age, history cardiovascular disease, hs-CRP, ejection fraction, left ventricular diastolic dysfunction. In a multivariate model, the PH maintained its independent association. The mortality rate in group with PH (48.6%) was significantly higher than that in group without PH (26.4%) (χ2=5.049, P <0.05). In the Cox survival analysis, we found an association between mortality and systolic pulmonary arterial pressure, age, previous cardiovascular disease, Alb, ejection fraction. In a multivariate model the PH remains as independent predictor of mortality. Conclusion:Pulmonary hypertension is common in HD patients and a valuable predictor of mortality and cardiovascular events.展开更多
Objective To assess the significance of focal segmental glomerulosclerosis(FSGS)variants on clinicopathological characteristics and short-term outcomes in idiopathic membranous nephropathy(IMN)patients.Methods The cli...Objective To assess the significance of focal segmental glomerulosclerosis(FSGS)variants on clinicopathological characteristics and short-term outcomes in idiopathic membranous nephropathy(IMN)patients.Methods The clinicopathological data of 146 IMN patients diagnosed between December 2016 and March 2019 in our center were collected and analyzed.These patients were divided into the pure IMN group,IMN with glomerular tip lesion(GTL)group,and IMN with non-GTL FSGS group.Results The IMN with non-GTL FSGS and IMN with GTL groups both had higher proportions of patients with hypertension,lower serum albumin,and severe proteinuria,while the IMN with non-GTL FSGS group additionally showed higher blood pressure and serum cholesterol,and lower serum IgG than the IMN group(all P<0.05).As for pathology,the IMN with non-GTL FSGS group had higher proportions of patients with acute tubular injury and moderate to severe chronic injuries than the IMN group(all P<0.05).In the IMN,IMN with GTL,and IMN with non-GTL FSGS groups,the overall one-year remission rates were 81.6%,76%,and 58.8%,respectively.Furthermore,the IMN with non-GTL FSGS group showed the lowest cumulative incidence to reach remission within one year.Multivariate Cox logistic analysis demonstrated that higher level of serum anti-M-type phospholipase A2 receptor antibody and the existence of non-GTL FSGS lesion were independent predictors for no remission in IMN patients.Conclusion The non-GTL FSGS lesion was a novel negative predictor in IMN and should be taken into account in the management of IMN.展开更多
Objective:To explore the effect of peritoneal dialysis on inflammatory factors, nutritional index and renal function indexes in patients with chronic renal failure, and to provide help for clinical treatment of patien...Objective:To explore the effect of peritoneal dialysis on inflammatory factors, nutritional index and renal function indexes in patients with chronic renal failure, and to provide help for clinical treatment of patients with chronic renal failure. Methods:80 cases of chronic renal failure patients in our hospital were selected as the study group, given peritoneal dialysis treatment;80 healthy people during the same period in our hospital selected as the normal group. The inflammatory factors [C-reactive protein (CRP), interleukin-6 (IL-6), tumor necrosis factor-α(TNF-α) and IL-8], renal function indices [BUN (Urea nitrogen) and SCR (serum creatinine)] and nutritional index [PA (prealbumin), Hb (hemoglobin), ALB (albumin) and TF (Transferrin)] levels were detected in healthy population and patients with chronic renal failure patients before and after treatment of 1 and 30 d, and the relative significance was analyzed. Results:Compared with the normal group, the inflammatory factors (CRP, IL-6, TNF-αand IL-8) and renal function indices (BUN and SCR) of patients with chronic renal failure in study group increased significantly and nutritional indexes (TF, PA and ALB) decreased significantly (P<0.05). The inflammatory factors (CRP, IL-6, TNF-αand IL-8), nutritional index (TF, PA and ALB) and renal function indices (BUN and SCR) of patients with chronic renal failure by peritoneal dialysis in the treatment of 1 d in research group were significantly lower than the level before treatment, and Hb was significantly higher than that before treatment (P<0.05). After 30 d of dialysis, inflammatory factors (CRP, IL-6, TNF-αand IL-8), nutritional index (TF, PA and ALB) and renal function indices (BUN and SCR) decreased further and Hb increased further (P<0.05). Conclusions:Peritoneal dialysis can improve the inflammatory factors levels of patients with chronic renal failure, reduce the renal function index, and can affect the nutritional index of patients, and has important significance in clinical treatment of patients with chronic renal failure.展开更多
This paper analyzes the current status,technological developments,academic exchange platforms,and future challenges and solutions in the field of intelligent ophthalmology(IO)in China.In terms of technology,significan...This paper analyzes the current status,technological developments,academic exchange platforms,and future challenges and solutions in the field of intelligent ophthalmology(IO)in China.In terms of technology,significant progress has been made in various areas,including diabetic retinopathy,fundus image analysis,quality assessment of medical artificial intelligence products,clinical research methods,technical evaluation,and industry standards.Researchers continually enhance the safety and standardization of IO technology by formulating a series of clinical application guidelines and standards.The establishment of domestic and international academic exchange platforms provides extensive collaboration opportunities for professionals in various fields,and various academic journals serve as publication platforms for IO research.However,challenges such as technological innovation,data privacy and security,lagging regulations,and talent shortages still pose obstacles to future development.To address these issues,future efforts should focus on strengthening technological research and development,regulatory framework construction,talent cultivation,and increasing patient awareness and acceptance of new technologies.By comprehensively addressing these challenges,IO in China is poised to further lead the industry’s development on a global scale,bringing more innovation and convenience to the field of ophthalmic healthcare.展开更多
基金Shenzhen Fund for Guangdong Provincial High-Level Clinical Key Specialties(SZGSP014)Sanming Project of Medicine in Shenzhen(SZSM202311012)Shenzhen Science and Technology Planning Project(KCXFZ20211020163813019).
文摘Age-related macular degeneration(AMD)ranks third among the most common causes of blindness.As the most conventional and direct method for identifying AMD,color fundus photography has become prominent owing to its consistency,ease of use,and good quality in extensive clinical practice.In this study,a convolutional neural network(CSPDarknet53)was combined with a transformer to construct a new hybrid model,HCSP-Net.This hybrid model was employed to tri-classify color fundus photography into the normal macula(NM),dry macular degeneration(DMD),and wet macular degeneration(WMD)based on clinical classification manifestations,thus identifying and resolving AMD as early as possible with color fundus photography.To further enhance the performance of this model,grouped convolution was introduced in this study without significantly increasing the number of parameters.HCSP-Net was validated using an independent test set.The average precision of HCSPNet in the diagnosis of AMD was 99.2%,the recall rate was 98.2%,the F1-Score was 98.7%,the PPV(positive predictive value)was 99.2%,and the NPV(negative predictive value)was 99.6%.Moreover,a knowledge distillation approach was also adopted to develop a lightweight student network(SCSP-Net).The experimental results revealed a noteworthy enhancement in the accuracy of SCSP-Net,rising from 94%to 97%,while remarkably reducing the parameter count to a quarter of HCSP-Net.This attribute positions SCSP-Net as a highly suitable candidate for the deployment of resource-constrained devices,which may provide ophthalmologists with an efficient tool for diagnosing AMD.
基金This project was supported by grants from the Key Science and Technology Development Program of Nanjing City of the People's Republic of China (No. YKK15057 and No.YKK16097)and the National Natural Science Foundation of China (No.81473684).
文摘Diabetic kidney disease (DKD)is a microvascular complication of type 2 diabetes.The study of DKD mechanisms is the most important target for the prevention of DKD.Renal senescence is one of the important pathogeneses for DKD,but the mechanism of renal and cellular senescence is unclear.Decreased expression of circulating miR-126 is associated with the development of DKD and may be a promising blood-based biomarker for DKD.This study is to probe the effect and mechanism of miR-126 on the aging of human glomerular mesangial cells (HGMCs)induced by high glucose.HGMCs were cultured with Roswell Park Memorial Institute (RPMI-1640)in vitro.The effect of high glucose on morphology of HGMCs was observed 72h after intervention.The cell cycle was examined by flow cytometry.The telomere length was measured by Southern blotting.The expression levels of p53,p21 and Rb proteins in p53-p21-Rb signaling pathway and p-statl,p-stat3 in JAK/STAT signaling pathway were detected by Western blotting respectively.The expression of miR-126 was examined by qRT-PCR.MiR-126 mimics was transfected into HGMCs.The effects of miR-126 mimics transfection on cell morphology,cell cycle,telomere length,p53,p21,Rb,p-stat1 and p-stat3 were observed. The results showed that high glucose not only arrested the cell cycle in G1phase but also shortened the telomere length.High glucose led to high expression of p53,p21,Rb,p-statl and p-stat3 and premature senescence of HGMCs by activating the telomere-p53-p21-Rb and JAK/STAT signaling pathways.Moreover,the miR-126 was decreased in HGMCs induced by high glucose.It was suggested that the transfection of miR-126 mimics could inhibit the telomere-p53-p21-Rb and JAK/STAT signaling pathway activity in vitro and delay the senescence of HGMCs.The results may serve as a new strategy for the treatment of DKD.
基金1.Special Funds Provided for the Basic Scientific Research Operating Expenses of Central Universities2.Nanjing Medical Science and Technology Development Project+2 种基金3.Youth Science Foundation Project of National Natural Science Foundation of China.Project No:1.0214143802062.YKK150563.81500537.
文摘Objective: To determine the impact of pulmonary hypertension (PH) on maintenance hemodialysis (MHD) patients' cardiovascular events and all-cause mortality. Methods: We included 90 MHD patients, divided into group with PH and group without PH. All patients had been followed up for 4 years, and the primary endpoints were all cause mortality and cardiovascular events. We compared the clinical data and the endpoint events between the two groups. Results: We found PH in 37 patients (41.11%). The incidence of previous cardiovascular disease in group with PH was significantly higher than that in group without PH (χ2=2.034, P < 0.05). The left atrial diameter in group with PH was significantly higher than that in group without PH (t = 7.265, P < 0.01). Logistic regression analysis revealed that previous cardiovascular disease and left atrial diameter were the independent determinants of PH. The rate of new cardiovascular events in group with PH(59.5%) was significantly higher than that in group without PH(34%) (χ2=9.203, P < 0.05). The associated variables of cardiovascular events were:systolic pulmonary arterial pressure, age, history cardiovascular disease, hs-CRP, ejection fraction, left ventricular diastolic dysfunction. In a multivariate model, the PH maintained its independent association. The mortality rate in group with PH (48.6%) was significantly higher than that in group without PH (26.4%) (χ2=5.049, P <0.05). In the Cox survival analysis, we found an association between mortality and systolic pulmonary arterial pressure, age, previous cardiovascular disease, Alb, ejection fraction. In a multivariate model the PH remains as independent predictor of mortality. Conclusion:Pulmonary hypertension is common in HD patients and a valuable predictor of mortality and cardiovascular events.
基金financially supported by grants from the National Natural Science Foundation of China(No.81961138007,No.81974096 and No.81770711)the National Key Research and Development Program(No.2020YFC0845800 and No.2018YFC1314000)+1 种基金the Program for HUST Academic Frontier Youth Team(No.2017QYTD20)the Natural Science Foundation of Hubei Province(No.2017CKB899).
文摘Objective To assess the significance of focal segmental glomerulosclerosis(FSGS)variants on clinicopathological characteristics and short-term outcomes in idiopathic membranous nephropathy(IMN)patients.Methods The clinicopathological data of 146 IMN patients diagnosed between December 2016 and March 2019 in our center were collected and analyzed.These patients were divided into the pure IMN group,IMN with glomerular tip lesion(GTL)group,and IMN with non-GTL FSGS group.Results The IMN with non-GTL FSGS and IMN with GTL groups both had higher proportions of patients with hypertension,lower serum albumin,and severe proteinuria,while the IMN with non-GTL FSGS group additionally showed higher blood pressure and serum cholesterol,and lower serum IgG than the IMN group(all P<0.05).As for pathology,the IMN with non-GTL FSGS group had higher proportions of patients with acute tubular injury and moderate to severe chronic injuries than the IMN group(all P<0.05).In the IMN,IMN with GTL,and IMN with non-GTL FSGS groups,the overall one-year remission rates were 81.6%,76%,and 58.8%,respectively.Furthermore,the IMN with non-GTL FSGS group showed the lowest cumulative incidence to reach remission within one year.Multivariate Cox logistic analysis demonstrated that higher level of serum anti-M-type phospholipase A2 receptor antibody and the existence of non-GTL FSGS lesion were independent predictors for no remission in IMN patients.Conclusion The non-GTL FSGS lesion was a novel negative predictor in IMN and should be taken into account in the management of IMN.
文摘Objective:To explore the effect of peritoneal dialysis on inflammatory factors, nutritional index and renal function indexes in patients with chronic renal failure, and to provide help for clinical treatment of patients with chronic renal failure. Methods:80 cases of chronic renal failure patients in our hospital were selected as the study group, given peritoneal dialysis treatment;80 healthy people during the same period in our hospital selected as the normal group. The inflammatory factors [C-reactive protein (CRP), interleukin-6 (IL-6), tumor necrosis factor-α(TNF-α) and IL-8], renal function indices [BUN (Urea nitrogen) and SCR (serum creatinine)] and nutritional index [PA (prealbumin), Hb (hemoglobin), ALB (albumin) and TF (Transferrin)] levels were detected in healthy population and patients with chronic renal failure patients before and after treatment of 1 and 30 d, and the relative significance was analyzed. Results:Compared with the normal group, the inflammatory factors (CRP, IL-6, TNF-αand IL-8) and renal function indices (BUN and SCR) of patients with chronic renal failure in study group increased significantly and nutritional indexes (TF, PA and ALB) decreased significantly (P<0.05). The inflammatory factors (CRP, IL-6, TNF-αand IL-8), nutritional index (TF, PA and ALB) and renal function indices (BUN and SCR) of patients with chronic renal failure by peritoneal dialysis in the treatment of 1 d in research group were significantly lower than the level before treatment, and Hb was significantly higher than that before treatment (P<0.05). After 30 d of dialysis, inflammatory factors (CRP, IL-6, TNF-αand IL-8), nutritional index (TF, PA and ALB) and renal function indices (BUN and SCR) decreased further and Hb increased further (P<0.05). Conclusions:Peritoneal dialysis can improve the inflammatory factors levels of patients with chronic renal failure, reduce the renal function index, and can affect the nutritional index of patients, and has important significance in clinical treatment of patients with chronic renal failure.
基金Supported by National Nature Science Foundation of China(No.62306254)SanMing Project of Medicine in Shenzhen(No.SZSM202311012)+1 种基金Shenzhen Fund for Guangdong Provincial High-level Clinical Key Specialties(No.SZGSP014)Shenzhen Science and Technology Program(No.KCXFZ20211020163813019).
文摘This paper analyzes the current status,technological developments,academic exchange platforms,and future challenges and solutions in the field of intelligent ophthalmology(IO)in China.In terms of technology,significant progress has been made in various areas,including diabetic retinopathy,fundus image analysis,quality assessment of medical artificial intelligence products,clinical research methods,technical evaluation,and industry standards.Researchers continually enhance the safety and standardization of IO technology by formulating a series of clinical application guidelines and standards.The establishment of domestic and international academic exchange platforms provides extensive collaboration opportunities for professionals in various fields,and various academic journals serve as publication platforms for IO research.However,challenges such as technological innovation,data privacy and security,lagging regulations,and talent shortages still pose obstacles to future development.To address these issues,future efforts should focus on strengthening technological research and development,regulatory framework construction,talent cultivation,and increasing patient awareness and acceptance of new technologies.By comprehensively addressing these challenges,IO in China is poised to further lead the industry’s development on a global scale,bringing more innovation and convenience to the field of ophthalmic healthcare.
