1.A machine learning-based model for predicting the risk of diabetic kidney disease in type 2 diabetes mellitus
Tingting LI ; Peng SU ; Jinbo CHEN ; Xiaoyan HE ; Yi CAO ; Xin ZHANG ; Qingling TANG ; Xubin MIAO ; Xiaohua LIANG ; Dong MA
Chinese Journal of Diabetes 2025;33(4):241-247
Objective To compare and find an optimal model for predicting the risk of DKD occurrence in patients with type 2 diabetes mellitus(T2DM).Methods A total of 2005 patients with T2DM were enrolled in this study from The Second Hospital of Shijiazhuang City during December 2017 to December 2022.All the subjects were divided into a training set(n=1403)and a validation set(n=602)according to the ratio of 3∶1 by simple random sampling.With the occurrence of DKD as the outcome variablein the training set,important feature variables were screened by LASSO regression.Six different machine learning models were established according to the feature variables,thenthe optimal model was determined by comparison,and anonlinerisk predictor for DKD occurrence was constructed in patients with T2DM.Results Taking the occurrence of DKD as the outcome variable in the training set,the results of LASSO regression analysis showed that the optimal value of the model was 10-fold cross validation lambda.1se=0.01662473,and 15 characteristic variables with nonzero coefficient were screened out to be related to the occurrence of DKD.The data included sex,age,family history of DM,DM duration,LDL-C,HbA1c,WBC,PDW,Scr,urine α1-microglobulin,urine β2-microglobulin,urine microalbumin,hypertension,hypokalemia,and DR.In the training set and validation set,the prediction performance of XGBoost model was better than that of other models(AUC=0.872,0.893,95%CI 0.853~0.891,0.865~0.921),the sensitivity was 0.779,0.863,and the specificity was 0.721,0.758,respectively.The F1 scores were 0.774 and 0.787.DCA analysis showed that the XGBoost model had a greater net benefit and threshold probability.According to the XGBoost model,the online predictor of DKD risk in T2DM patients was laid out,and two patients were selected for application,the results showed that the predictive value of the model was 0.185 in non-DKD patients,and the predictive value was 0.510 in DKD patients.Conclusions The XGBoost model is the best model for predicting the occurrence of DKD in T2DM patients,and an online predictor was successfully built.
2.Treatment and repair of musculoskeletal degenerative diseases and injuries from the perspective of muscle-bone crosstalk mechanism
Xingyu ZHANG ; Dou WU ; Enzhe ZHAO ; Xubin SONG ; Xiaolun ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(24):5179-5186
BACKGROUND:Degenerative diseases caused by bone and muscle degeneration are major reasons for the decline in physical function and mobility,increased fragility fractures,and high mortality rates in the elderly,significantly affecting their health and quality of life.OBJECTIVE:To review the research progress in the mechanisms of muscle-bone interaction and the etiology,prevention,and treatment of related diseases.METHODS:CNKI,WanFang and PubMed databases were searched for relevant literature published from 2014 to 2024.The search terms were"muscle-bone crosstalk,musculoskeletal system,inter-tissue communication,myokines,osteokines,osteosarcopenia,sarcopenia,osteoporosis,bone regeneration,fibro-adipogenic progenitors"in Chinese and English.By reading the articles,we eliminated irrelevant,outdated,and poorly focused literature,and finally 94 articles were included for review.RESULTS AND CONCLUSION:Mechanical interaction,secretion factor interaction,and stem cell interaction between muscle and bone are crucial for the metabolism and regeneration regulation of the musculoskeletal system.Systemic interventions targeting biochemical signals of muscle factors(such as myostatin and irisin)and bone factors(such as nuclear factor-κB receptor-activating factor ligand and sclerostin)can improve the quality and function of skeletal muscle and bone,and have positive effects on fracture healing.In recent years,it has been found that related stem cells in the musculoskeletal system can interact,with the activation of muscle progenitor cells(such as fibro-adipogenic progenitors)having a significant impact on bone growth,repair,and regeneration.Research on the mechanisms of muscle-bone interaction can provide insights into the etiology,prevention,and treatment of related diseases.However,there are currently no effective clinical treatments for muscle-bone comorbidities,with most research still at the cellular and animal experiment stage.Therefore,extensive research is needed in the future to gradually move from experiments to clinical applications,developing more targeted therapies and drugs to better serve clinical needs.
3.A machine learning-based model for predicting the risk of diabetic kidney disease in type 2 diabetes mellitus
Tingting LI ; Peng SU ; Jinbo CHEN ; Xiaoyan HE ; Yi CAO ; Xin ZHANG ; Qingling TANG ; Xubin MIAO ; Xiaohua LIANG ; Dong MA
Chinese Journal of Diabetes 2025;33(4):241-247
Objective To compare and find an optimal model for predicting the risk of DKD occurrence in patients with type 2 diabetes mellitus(T2DM).Methods A total of 2005 patients with T2DM were enrolled in this study from The Second Hospital of Shijiazhuang City during December 2017 to December 2022.All the subjects were divided into a training set(n=1403)and a validation set(n=602)according to the ratio of 3∶1 by simple random sampling.With the occurrence of DKD as the outcome variablein the training set,important feature variables were screened by LASSO regression.Six different machine learning models were established according to the feature variables,thenthe optimal model was determined by comparison,and anonlinerisk predictor for DKD occurrence was constructed in patients with T2DM.Results Taking the occurrence of DKD as the outcome variable in the training set,the results of LASSO regression analysis showed that the optimal value of the model was 10-fold cross validation lambda.1se=0.01662473,and 15 characteristic variables with nonzero coefficient were screened out to be related to the occurrence of DKD.The data included sex,age,family history of DM,DM duration,LDL-C,HbA1c,WBC,PDW,Scr,urine α1-microglobulin,urine β2-microglobulin,urine microalbumin,hypertension,hypokalemia,and DR.In the training set and validation set,the prediction performance of XGBoost model was better than that of other models(AUC=0.872,0.893,95%CI 0.853~0.891,0.865~0.921),the sensitivity was 0.779,0.863,and the specificity was 0.721,0.758,respectively.The F1 scores were 0.774 and 0.787.DCA analysis showed that the XGBoost model had a greater net benefit and threshold probability.According to the XGBoost model,the online predictor of DKD risk in T2DM patients was laid out,and two patients were selected for application,the results showed that the predictive value of the model was 0.185 in non-DKD patients,and the predictive value was 0.510 in DKD patients.Conclusions The XGBoost model is the best model for predicting the occurrence of DKD in T2DM patients,and an online predictor was successfully built.
4.Finite element analysis of a new femoral neck spiral blade system to treat femoral intertrochanteric fractures
Xubin SONG ; Dou WU ; Enzhe ZHAO ; Xingyu ZHANG ; Xiaolun ZHANG ; Chuheng WANG
Chinese Journal of Tissue Engineering Research 2025;29(33):7041-7047
BACKGROUND:At present,there is a main kind of operation,which is represented by the proximal femoral nail antirotation,to treat femoral intertrochanteric fractures,but some sequelae still occur such as internal fixation loosening,failure,and nail withdrawal.We designed a new femoral neck spiral blade system to solve this problem,so we analyze the mechanical structure by the finite element method that can be regard as the theoretical basis for the system.OBJECTIVE:To compare the mechanical properties of the new femoral neck spiral blade system and the proximal femoral nail antirotation in the treatment of femoral intertrochanteric fracture by the finite element method.METHODS:Based on the finite element model of the femur,the A1.2 and A2.2 femoral intertrochanteric fracture models were established according to the AO fracture classification principle of 2018 edition.The models were fixed with the proximal femoral nail antirotation and the new internal fixation system,applying an axial load of 700,1 400,and 2 100 N above the femoral head.The mechanical characteristics of the two internal fixation methods were respectively compared and analyzed by observing the maximum equivalent stress and the maximum deformation of each group.RESULTS AND CONCLUSION:(1)The maximum equivalent stress of the new internal fixation group under different compressive loads was smaller than that of the proximal femoral nail antirotation group.(2)In the A1.2 fracture model,under different compression loads,the deformation of the new internal fixation system was smaller than that of the proximal femoral nail antirotation group,and the average value of difference between the two was 1.113 mm;the result of the A2.2 type fracture model was the same as that in the A1.1 with an average value of difference of 2.017 mm between the two.(3)In the A1.2 fracture model,under different compressive loads,the maximum deformation of the spiral blade fixed by the new internal fixation system was smaller than that of the proximal femoral nail antirotation group,and the average value of difference between the two was 1.062 mm;the result of the A2.2 type fracture model was the same as that in the A1.1 with an average value of difference of 1.891 mm between the two.(4)The results indicate that the new femoral neck spiral blade system has a lower internal fixation stress value compared to the proximal femoral nail antirotation,and a smaller displacement value of the femur after fixation and internal fixation.It can more effectively fix fractures and prevent the spiral blade from retracting or cutting out in the femoral neck.
5.Treatment and repair of musculoskeletal degenerative diseases and injuries from the perspective of muscle-bone crosstalk mechanism
Xingyu ZHANG ; Dou WU ; Enzhe ZHAO ; Xubin SONG ; Xiaolun ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(24):5179-5186
BACKGROUND:Degenerative diseases caused by bone and muscle degeneration are major reasons for the decline in physical function and mobility,increased fragility fractures,and high mortality rates in the elderly,significantly affecting their health and quality of life.OBJECTIVE:To review the research progress in the mechanisms of muscle-bone interaction and the etiology,prevention,and treatment of related diseases.METHODS:CNKI,WanFang and PubMed databases were searched for relevant literature published from 2014 to 2024.The search terms were"muscle-bone crosstalk,musculoskeletal system,inter-tissue communication,myokines,osteokines,osteosarcopenia,sarcopenia,osteoporosis,bone regeneration,fibro-adipogenic progenitors"in Chinese and English.By reading the articles,we eliminated irrelevant,outdated,and poorly focused literature,and finally 94 articles were included for review.RESULTS AND CONCLUSION:Mechanical interaction,secretion factor interaction,and stem cell interaction between muscle and bone are crucial for the metabolism and regeneration regulation of the musculoskeletal system.Systemic interventions targeting biochemical signals of muscle factors(such as myostatin and irisin)and bone factors(such as nuclear factor-κB receptor-activating factor ligand and sclerostin)can improve the quality and function of skeletal muscle and bone,and have positive effects on fracture healing.In recent years,it has been found that related stem cells in the musculoskeletal system can interact,with the activation of muscle progenitor cells(such as fibro-adipogenic progenitors)having a significant impact on bone growth,repair,and regeneration.Research on the mechanisms of muscle-bone interaction can provide insights into the etiology,prevention,and treatment of related diseases.However,there are currently no effective clinical treatments for muscle-bone comorbidities,with most research still at the cellular and animal experiment stage.Therefore,extensive research is needed in the future to gradually move from experiments to clinical applications,developing more targeted therapies and drugs to better serve clinical needs.
6.Finite element analysis of a new femoral neck spiral blade system to treat femoral intertrochanteric fractures
Xubin SONG ; Dou WU ; Enzhe ZHAO ; Xingyu ZHANG ; Xiaolun ZHANG ; Chuheng WANG
Chinese Journal of Tissue Engineering Research 2025;29(33):7041-7047
BACKGROUND:At present,there is a main kind of operation,which is represented by the proximal femoral nail antirotation,to treat femoral intertrochanteric fractures,but some sequelae still occur such as internal fixation loosening,failure,and nail withdrawal.We designed a new femoral neck spiral blade system to solve this problem,so we analyze the mechanical structure by the finite element method that can be regard as the theoretical basis for the system.OBJECTIVE:To compare the mechanical properties of the new femoral neck spiral blade system and the proximal femoral nail antirotation in the treatment of femoral intertrochanteric fracture by the finite element method.METHODS:Based on the finite element model of the femur,the A1.2 and A2.2 femoral intertrochanteric fracture models were established according to the AO fracture classification principle of 2018 edition.The models were fixed with the proximal femoral nail antirotation and the new internal fixation system,applying an axial load of 700,1 400,and 2 100 N above the femoral head.The mechanical characteristics of the two internal fixation methods were respectively compared and analyzed by observing the maximum equivalent stress and the maximum deformation of each group.RESULTS AND CONCLUSION:(1)The maximum equivalent stress of the new internal fixation group under different compressive loads was smaller than that of the proximal femoral nail antirotation group.(2)In the A1.2 fracture model,under different compression loads,the deformation of the new internal fixation system was smaller than that of the proximal femoral nail antirotation group,and the average value of difference between the two was 1.113 mm;the result of the A2.2 type fracture model was the same as that in the A1.1 with an average value of difference of 2.017 mm between the two.(3)In the A1.2 fracture model,under different compressive loads,the maximum deformation of the spiral blade fixed by the new internal fixation system was smaller than that of the proximal femoral nail antirotation group,and the average value of difference between the two was 1.062 mm;the result of the A2.2 type fracture model was the same as that in the A1.1 with an average value of difference of 1.891 mm between the two.(4)The results indicate that the new femoral neck spiral blade system has a lower internal fixation stress value compared to the proximal femoral nail antirotation,and a smaller displacement value of the femur after fixation and internal fixation.It can more effectively fix fractures and prevent the spiral blade from retracting or cutting out in the femoral neck.
7.Challenges Faced by "Young" Ethics Committees under the Mode of Collaborative Review
Xiaoyan DONG ; Shuo YIN ; Xubin ZHANG ; Quan XIAO
Chinese Medical Ethics 2024;35(5):508-512
In the process of exploring standardized and efficient ethical review models for multi-center drug clinical trials, the ethical review alliance emerged as the times require. Compared with mature ethics committees, higher requirements have been put forward for the "young" ethics committees. By analyzing problems existing in review work of "young" ethics committees in the ethics review alliance, this paper discussed the measures to improve the review quality of "young" ethics committees and promote the standardized and efficient operation of the alliance, and put forward countermeasures and suggestions for improving the homogenization of ethics review and accelerating the clinical research process of innovative drugs.
8.Meta-analysis of the incidence and related factors for cervical spine instability in patients with rheumatoid arthritis
Chenghan XU ; Hanjie ZHUO ; Xubin CHAI ; Yong HUANG ; Bowen ZHANG ; Qin CHEN ; Yupeng HAO ; Lin LI ; Yingjie ZHOU
Chinese Journal of Tissue Engineering Research 2024;28(24):3922-3929
OBJECTIVE:At present,there are many reports on the related factors associated with the incidence of cervical spine instability in patients with rheumatoid arthritis,but there are problems such as small sample size and many confounding factors,and the research results of various studies on the same related factors are also different.This article analyzed the factors related to cervical spine instability in patients with rheumatoid arthritis by means of a systematic review. METHODS:Articles related to cervical spine instability in patients with rheumatoid arthritis were collected by searching both Chinese and English databases until March 2023.The outcome of cervical spine instability in patients with rheumatoid arthritis was used as the grouping criterion to abstract basic information,baseline patient characteristics,laboratory-related tests,medication use,and other relevant risk factors.Meta-analysis was done using Stata 14.0 software. RESULTS:(1)Sixteen relevant studies,all of moderate or above quality,were included,including seven studies with case-control studies and nine with cross-sectional studies.The overall incidence of cervical spine instability in patients with rheumatoid arthritis was 43.08%.(2)Meta-analysis showed:Related risk factors included female(OR=0.60,95%CI:0.44-0.82,P=0.002);age at disease onset(SMD=-0.52,95%CI:-0.86 to-0.18,P=0.003);duration of disease(SMD=0.58,95%CI:0.14-1.02,P=0.01);body mass index(OR=0.74,95%CI:0.63-0.88,P=0.001);rheumatoid factors positive univariate analysis subgroup(OR=1.33,95%CI:1.02 to 1.72,P=0.04),C-reactive protein(SMD=0.26,95%CI:0.16-0.35,P=0.00),erythrocyte sedimentation rate(SMD=0.15,95%CI:0.002-0.29,P=0.047),anti-cyclic-citrullinated peptide antibodies(OR=1.73,95%CI:1.19-2.51,P=0.004),28-joint Disease Activity Score(SMD=0.20,95%CI:0.04-0.37,P=0.02),destruction of peripheral joints(OR=2.48,95%CI:1.60-3.85,P=0.00),and corticosteroids(OR=1.91,95%CI:1.54-2.37,P=0.00)were strongly associated with the development of rheumatoid arthritis-cervical spine instability.Female and corticosteroid use were independently associated with the occurrence of rheumatoid arthritis-cervical spine instability. CONCLUSION:Based on clinical evidence from 16 observational studies,the overall incidence of rheumatoid arthritis-cervical spine instability was 43.08%.However,the incidence of cervical spine instability in rheumatoid arthritis patients varied greatly among different studies.Gender(female)and the use of corticosteroids were confirmed as independent correlation factors for the onset of cervical spine instability in patients with rheumatoid arthritis.The results of this study still provide some guidance for early clinical recognition,diagnosis,and prevention of rheumatoid arthritis-cervical spine instability.
9.Clinical effects of free superficial circumflex iliac artery superficial branch perforator flap combined with full-thickness skin graft far from the flap donor site in repairing the large wounds in extremities
Yangyang LIU ; Min WU ; Jun ZHU ; Kuankuan ZHANG ; Haizhou NIU ; Xubin GAO ; Zhongbing HAN ; Fendou LIU
Chinese Journal of Burns 2024;40(1):72-77
Objective:To investigate the clinical effects of free superficial circumflex iliac artery (SCIA) superficial branch perforator flap combined with full-thickness skin graft far from the flap donor site in repairing the large wounds in extremities.Methods:The study was a retrospective observational study. From January 2020 to June 2022, 19 patients with large wounds in extremities who met the inclusion criteria were admitted to the First Affiliated Hospital of Bengbu Medical College, including 15 males and 4 females, aged 28-75 years. The debridement, fracture reduction and fixation, tendon, vessel, and nerve repair, and vacuum sealing drainage were performed in the first stage surgery. After debridement in the second stage surgery, the total wound area was 13.0 cm×8.0 cm-34.0 cm×15.0 cm. The tendon and bone exposed wound with area of 9.0 cm×6.0 cm-14.0 cm×7.0 cm was repaired with free SCIA superficial branch perforator flap with area of 10.0 cm×6.5 cm-15.0 cm×8.0 cm. The remaining granulation tissue wound with area of 5.0 cm×3.5 cm-13.0 cm×8.0 cm was repaired with full-thickness skin graft far from the flap donor site with area of 5.0 cm×3.5 cm-13.0 cm×8.0 cm. All the wounds in donor site were sutured. The operation time and amount of bleeding of patients during the surgery were recorded, the survival of flap and skin graft were observed after surgery. During follow-up, the flap and skin graft, scar in the donor site and its effect on donor site function were observed. At the last follow-up, the satisfaction of patients with the efficacy was evaluated by the efficacy satisfaction rating score.Results:The operation time of patients was 2.0-3.5 h. The amount of bleeding of patients during the surgery was 100-320 mL. One patient had ecchymosis and venous crisis in the edge of flap on the second day after surgery, and the flap survived after exploration. The flaps of the other patients survived smoothly. The skin grafts of patients all survived smoothly. Two patients had bloated flaps due to obesity in the later stage, and the expected results were achieved after flap thinning surgery 6 months after operation. During the follow-up of 6 to 24 months, the flaps had good elasticity and soft texture, and the skin grafts had no wear or ulceration; linear scars were left in all the donor sites but their functions were not affected. The patients were all satisfied with the efficacy.Conclusions:Free SCIA superficial perforator flap combined with full-thickness skin graft far from the donor site was used to repair the large wounds in extremities, which was safe, reliable, and less traumatic and short in operation time, and resulted in good postoperative appearance and function in the donor sites and recipient sites.
10.Predictive value of serum Fbg and PTX3 levels for perioperative major adverse cardiovascular events in elderly patients undergoing hip replacement surgery
Huaiqian LI ; Tongtao PANG ; Jun LI ; Lei FAN ; Xubin ZHANG
International Journal of Laboratory Medicine 2024;45(21):2638-2641,2646
Objective To explore the predictive value of serum fibrinogen(Fbg)and pentaxin-3(PTX3)levels for perioperative major adverse cardiovascular events(MACE)in elderly patients undergoing hip re-placement surgery.Methods A total of 201 patients who underwent hip replacement surgery in the Qilu Hos-pital of Shandong University,Dezhou Hospital(the hospital)from January 2022 to December 2022 were re-garded as the study group,and based on the presence or absence of MACE during the perioperative period,pa-tients were separated into the non MACE group(183 cases)and the MACE group(18 cases).Another 150 healthy examinees from the hospital were selected as the control group.Fully automated biochemical analyzer and enzyme linked immunosorbent assay(ELISA)were applied to detect serum Fbg and PTX3 levels in re-search objects.Multivariate Logistic regression was applied to analyze the influencing factors of perioperative MACE in elderly patients undergoing hip replacement surgery.Receiver operating characteristic(ROC)curve was applied to evaluate the predictive value of serum indicators for perioperative MACE in elderly patients un-dergoing hip replacement surgery.Results Compared with the control group,the serum Fbg and PTX3 levels in the study group were obviously increased,and the differences were statistically significant(P<0.05).There were 18 cases who had MACE in elderly patients undergoing hip replacement surgery,with an incidence rate of 8.95%.Compared with the non MACE group,the serum Fbg and PTX3 levels in the MACE group were obviously increased,and the differences were statistically significant(P<0.05).Elevated serum Fbg,PTX3,cardiac troponin I(cTnI),brain natriuretic peptide(BNP)levels,and decreased left ventricular ejection fraction were independent risk factors for perioperative MACE in elderly patients undergoing hip arthroplasty(P<0.05).The area under the curve(AUC)of single and combined detection of serum Fbg and PTX3 levels for predicting the occurrence of perioperative MACE in elderly patients undergoing hip arthroplasty was 0.824,0.809,and 0.917,respectively.The combined prediction value of the two was higher than that of indi-vidual prediction(Z combination-Fbg=2.333,P=0.019;Z combination-PTX3=3.110,P=0.001).Conclusion The periop-erative serum Fbg and PTX3 levels in elderly patients undergoing hip replacement surgery are elevated,and the combination of the two has good predictive value for the occurrence of perioperative MACE.

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