1.Machine learning prediction model of diabetic kidney disease in different regions of Gansu province
Jianning YANG ; Doudou HONG ; Yang LI ; Jing YU ; Fan YANG ; Ziying WEN ; Wenjun QIAO ; Jing ZHANG ; Qi ZHANG
Chinese Journal of Diabetes 2025;33(1):8-15
Objective To construct a machine learning prediction model for diabetic kidney disease(DKD)in type 2 diabetes mellitus(T2DM)patients in the plain-sand and loess hilly areas of Gansu Province,and analyze the interpretability of the model.Methods A multi-stage stratified random sampling method was used to collect the data of T2DM patients in the two areas.After key feature screening,eight ML prediction models were constructed for the risk of DKD in the two areas.The receiver operating characteristic(ROC)curve,accuracy and F1 index were used to evaluate the model,and Shapley additive explanation(SHAP)algorithm was used for model interpretation.Results A total of 1599 patients with T2DM were enrolled in this study.After feature screening,ten variables were selected for model construction in the plain-sand areas.Among the eight models,the gradient boosting decision tree(GBDT)model had the highest prediction efficiency.The area under the curve(AUC)of the test dataset was 0.972,the accuracy was 0.949,and the F1 index was 0.884.In the loess hilly region,12 variables were included in the model,and the best model was the random forest(RF).The AUC of the test set was 0.966,the accuracy was 0.951,and the F1 index was 0.861.SHAP analysis showed that in addition to serum creatinine,age,LDL-C,HbA1c,DM duration,serum uric acid and urinary microalbumin were also closely related to the high risk of DKD.Conclusions The GBDT and RF models have good predictive efficiency for the occurrence of DKD in the two areas,which can be used for the screening of DKD high-risk populations and the in-depth exploration of potential risk factors in the two areas.
2.Oroxylin A induces apoptosis in Ishikawa cell line of endometrial cancer via PI3K/AKT signaling pathway
Huan-huan ZHAO ; Yu-qian JIAO ; Ruo-qi QIAO ; Xue BAI ; Na WANG ; Yun-jie TIAN ; Wen-ling FAN ; Li LI ; Su-wen SU ; Yan FU ; Hui ZHANG ; Hong-fang YANG
Chinese Pharmacological Bulletin 2025;41(3):555-560
Aim To investigate the effect of oroxylin A(OA)on apoptosis in Ishikawa cell line of endometrial cancer and the underlying mechanism through the phosphatidylinositol-3 kinase/protein kinase B(PI3K/AKT)signaling pathway.Methods Ishikawa cells were treated with different concentrations of OA(0,4,8,10,12,and 20 μmol·L-1)for 24 h-72 h,the cell viability was detected by CCK-8 assay,apoptosis was detected by flow cytometry,and the protein ex-pression levels of B-cell lymphoma-2(Bcl-2),Bcl-2-associated X protein(Bax),PI3K/AKT,recombinant cytochrome P450 1B1(CYP1B1),and catechol-O-methyltransferase(COMT)were detected by Western blot technique.Results OA inhibited the prolifera-tion of Ishikawa cells in a concentration-and time-de-pendent manner.Compared with the blank control group,the expression of Bax protein increased signifi-cantly,while the expression of Bcl-2 protein decreased significantly with the increase of OA concentration.The expression of COMT protein increased significant-ly,while the expression of CYP1B1 protein decreased significantly.PI3K/AKT:IGF-1(PI3 K agonist)sup-plementation reversed the effect,the expression of COMT protein significantly decreased,and the expres-sion of CYP1B1 protein significantly increased.Con-clusions OA exerts anti-tumor effects in Ishikawa cells of endometrial cancer,which may be related to cell apoptosis mediated by the inhibition of the PI3K/AKT signaling pathway.
3.Phase changes and quantity-quality transfer of raw material, calcined decoction pieces, and standard decoction of Ostreae Concha (Ostrea rivularis).
Hong-Yi ZHANG ; Jing-Wei ZHOU ; Jia-Wen LIU ; Wen-Bo FEI ; Shi-Ru HUANG ; Yu-Mei CHEN ; Chong-Yang LI ; Fei-Fei LI ; Qiao-Ling MA ; Fu WANG ; Yuan HU ; You-Ping LIU ; Shi-Lin CHEN ; Lin CHEN ; Hong-Ping CHEN
China Journal of Chinese Materia Medica 2025;50(5):1209-1223
The phase changes and quantity-quality transfer of 17 batches of Ostreae Concha(Ostrea rivularis) during the raw material-calcined decoction pieces-standard decoction process were analyzed. The content of calcium carbonate(CaCO_3), the main component, was determined by chemical titration, and the extract yield and transfer rate were calculated. The CaCO_3 content in the raw material, calcined decoction pieces, and standard decoction was 94.39%-98.80%, 95.03%-99.22%, and 84.58%-90.47%, respectively. The process of raw material to calcined decoction pieces showed the yield range of 96.85% to 98.55% and the CaCO_3 transfer rate range of 96.92% to 99.27%. The process of calcined decoction pieces to standard decoction showed the extract yield range of 2.86% to 5.48% and the CaCO_3 transfer rate range of 2.59% to 5.13%. The results of X-ray fluorescence(XRF) assay showed that the raw material, calcined decoction pieces, and standard decoction mainly contained Ca, Na, Mg, Si, Br, Cl, Al, Fe, Cr, Mn, and K. The chemometric results showed an increase in the relative content of Cr, Fe, and Si from raw material to calcined decoction pieces and an increase in the relative content of Mg, Al, Br, K, Cl, and Na from calcined decoction pieces to standard decoction. X-ray diffraction(XRD) was employed to establish XRD characteristic patterns of the raw material, calcined decoction pieces, and standard decoction. The XRD results showed that the main phase of all three was calcite, and no transformation of crystalline form or generation of new phase was observed. Fourier transform infrared spectroscopy(FTIR) was employed to establish the FTIR characteristic spectra of the raw material, calcined decoction pieces, and standard decoction. The FTIR results showed that the raw material had internal vibrations of O-H, C-H, C=O, C-O, and CO■ groups. Due to the loss of organic matter components after calcination, no information about the vibrations of C-H, C=O, and C-O groups was observed in the spectra of calcined decoction pieces and standard decoction. In summary, this study elucidated the quantity-quality transfer and phase changes in the raw material-calcined decoction pieces-standard decoction process by determining the CaCO_3 content, calculating the extract yield and transfer rate, and comparing the element changes, FTIR characteristic spectra, and XRD characteristic pattern. The results were reasonable and reliable, laying a foundation for the subsequent process research and quality control of the formula granules of calcined Ostreae Concha(O. rivularis Gould), and providing ideas and methods for the quality control of the whole process of raw material-decoction pieces-standard decoction-formula granules of Ostreae Concha and other testacean traditional Chinese medicine.
Drugs, Chinese Herbal/isolation & purification*
;
Calcium Carbonate/analysis*
;
Quality Control
4.Extracorporeal blood purification therapy for acute poisoning in Jiangsu Province, China: a cross-sectional, multicenter real-world study
Li QIAO ; Jinsong ZHANG ; Jianrong CHEN ; Lijun LIU ; Ping GENG ; Hong SUN ; Yeping DU ; Zhiguang TIAN ; Jianjun MA ; Rushan YANG ; Jiancheng DONG ; Zheng QIN ; Shanshan WU ; Yumin PAN ; Yigang WU
Chinese Journal of Emergency Medicine 2025;34(3):369-375
Objective:To investigate the current application of blood purification in the treatment of acute poisoning within Jiangsu Province and to evaluate the impact of extracorporeal blood purification on the clinical outcomes of critically poisoned patients.Methods:This multicenter, cross-sectional real-world observational study followed patients presenting with poisoning to the emergency departments of nine hospitals in Jiangsu Province between June 2015 and May 2019. Data were collected on demographic characteristics, vital signs within the first hour of emergency presentation, treatment modalities, length of hospital stay, and survival outcomes. Clinical data from patients who underwent extracorporeal blood purification were compared with those who did not, using the Wilcoxon rank-sum test and Chi-square test.Results:A total of 4 178 poisoning cases were included between June 2015 and May 2019. Among them, 21.7% (908/4 178) received blood purification therapy, while 78.3% (3 270/4 178) did not. Hemoperfusion (90.4%) was the most frequently employed method, followed by continuous renal replacement therapy (CRRT) (4.4%). In combined blood purification modalities, 4.8% underwent hemoperfusion combined with CRRT, 0.1% received hemoperfusion with plasma exchange, and another 0.1% underwent hemoperfusion combined with both CRRT and plasma exchange. Among patients who underwent blood purification, pesticide poisoning was the most prevalent (76.3%), with the most common toxic agents being paraquat (23.7%), dichlorvos (8.7%), methamidophos (5.2%), omethoate (4.0%), and glyphosate (3.7%). Compared to the non-blood purification group, patients in the blood purification group were more likely to present within the first hour with a low Glasgow Coma Scale (GCS) score (3-8) (22.6% vs. 9.7%, P <0.05), low mean arterial pressure (8.0% vs. 3.2%, P <0.05), longer hospital stays [5(3,9) days vs. 2(1,4) days, P <0.05] and a higher in-hospital mortality rate (21.1% vs. 5.3%, P <0.05). Follow-up via telephone 28 days after discharge revealed a survival rate of 78.9%, with a mortality rate of 21.1% in the blood purification group. Conclusions:Hemoperfusion is the most commonly utilized blood purification technique for treating poisoning in Jiangsu Province, with pesticides being the primary toxic agents treated. Although the mortality rate is higher in the blood purification group, the intervention may still contribute to improved patient outcomes.
5.Association between Per and Polyfluoroalkyl Substance and Abdominal Fat Distribution: A Trait Spectrum Exposure Pattern and Structure-Based Investigation.
Zhi LI ; Shi Lin SHAN ; Chen Yang SONG ; Cheng Zhe TAO ; Hong QIAN ; Qin YUAN ; Yan ZHANG ; Qiao Qiao XU ; Yu Feng QIN ; Yun FAN ; Chun Cheng LU
Biomedical and Environmental Sciences 2025;38(1):3-14
OBJECTIVE:
To investigate the associations between eight serum per- and polyfluoroalkyl substances (PFASs) and regional fat depots, we analyzed the data from the National Health and Nutrition Examination Survey (NHANES) 2011-2018 cycles.
METHODS:
Multiple linear regression models were developed to explore the associations between serum PFAS concentrations and six fat compositions along with a fat distribution score created by summing the concentrations of the six fat compositions. The associations between structurally grouped PFASs and fat distribution were assessed, and a prediction model was developed to estimate the ability of PFAS exposure to predict obesity risk.
RESULTS:
Among females aged 39-59 years, trunk fat mass was positively associated with perfluorooctane sulfonate (PFOS). Higher concentrations of PFOS, perfluorohexane sulfonate (PFHxS), perfluorodecanoate (PFDeA), perfluorononanoate (PFNA), and n-perfluorooctanoate (n-PFOA) were linked to greater visceral adipose tissue in this group. In men, exposure to total perfluoroalkane sulfonates (PFSAs) and long-chain PFSAs was associated with reductions in abdominal fat, while higher abdominal fat in women aged 39-59 years was associated with short-chain PFSAs. The prediction model demonstrated high accuracy, with an area under the curve (AUC) of 0.9925 for predicting obesity risk.
CONCLUSION
PFAS exposure is associated with regional fat distribution, with varying effects based on age, sex, and PFAS structure. The findings highlight the potential role of PFAS exposure in influencing fat depots and obesity risk, with significant implications for public health. The prediction model provides a highly accurate tool for assessing obesity risk related to PFAS exposure.
Humans
;
Fluorocarbons/blood*
;
Female
;
Adult
;
Middle Aged
;
Male
;
Environmental Pollutants/blood*
;
Abdominal Fat
;
Nutrition Surveys
;
Alkanesulfonic Acids/blood*
;
Obesity
;
Environmental Exposure
6.Untargeted Metabolomics of Plasma From Coronavirus Disease 2019 Patients One Year After Recovery.
Xu-Tong ZHANG ; Ye-Hong YANG ; Yue WU ; Rong HAN ; Qiao-Chu WANG ; Tao DING ; Jiang-Feng LIU ; Jun-Tao YANG
Acta Academiae Medicinae Sinicae 2025;47(4):519-526
Objective To investigate the recovery of plasma metabolism in asymptomatic and mild patients of coronavirus disease 2019(COVID-19)one year after recovery.Methods A total of 174 participants were recruited from the communities in Wuhan,including 80 healthy volunteers and the COVID-19 patients who had recovered for one year.According to the disease severity,the recovered COVID-19 patients were grouped as asymptomatic patients(n=80)and mild patients(n=14).The liquid chromatography mass spectrometry platform was employed to study the metabolomic characteristics of the plasma from all the participants.Results The plasma metabolites in asymptomatic patients and mild patients remained abnormal compared with those in healthy volunteers.Among the differential metabolites in asymptomatic patients and mild patients,some metabolites showed a downward trend only in mild patients,such as phosphatidylethanolamine[20∶3(5Z,8Z,11Z)/P-18∶0],sphingomyelin(d18∶1/24∶0),and cholesteryl(15∶0).The metabolic pathway involving the differential metabolites in mild patients was mainly glycerophospholipid metabolism.Conclusions Even one year after recovery,the mild COVID-19 patients still exhibit metabolic abnormalities.Hence,these patients may experience an extended period of time for recovery.
Humans
;
COVID-19/metabolism*
;
Metabolomics
;
SARS-CoV-2
;
Metabolome
;
Female
;
Male
;
Adult
;
Middle Aged
7.Analyzing the influencing factors of carpal tunnel syndrome in sonographers
Hong DING ; Jinzhu LI ; Hongmei LI ; Yi YANG ; Yuteng ZHANG ; Yang QIAO
China Occupational Medicine 2025;52(4):405-409
Objective To analyze the status and influencing factors of carpal tunnel syndrome (CTS) among sonographers. Methods A total of 449 sonographers from 33 hospitals across five regions in Heilongjiang Province were selected as the study subjects using the judgment sampling method. A self-designed Musculoskeletal Disorders Questionnaire was used in the survey. Hand and wrist examinations, neuro electrophysiological testing, and high-frequency ultrasonography were conducted. Results The detection rate of CTS among the participants was 23.8% (107/449). Result of multivariable logistic regression analysis showed that sonographers with ≥20 years of work experience had a higher risk of CTS compared with those with <5 years, with an odds ratio (OR) and 95% confidence interval (CI) of 3.408 (1.535-8.407) (P<0.01). Sonographers with a proportion of obese patients ≥60% had a higher risk of CTS than those with <50% obese patients, with an OR and 95% CI of 3.083 (1.170~8.229) (P<0.05). Conclusion The detection rate of CTS among sonographers is relatively high. Work experience and proportion of obese patient are independent influencing factors of CTS. It is recommended to strengthen health monitoring for high-risk sonographer groups and adopt comprehensive preventive measures, such as optimizing work approaches and improving equipment to reduce the risk of CTS.
8.Diagnostic value of endoscopic ultrasonography for common bile duct microlithiasis
Gang Chen ; Weiping Zhang ; Junjun Bao ; Yang Li ; Qiao Mei ; Jianming Xu ; Rutao Hong
Acta Universitatis Medicinalis Anhui 2025;60(1):147-151
Objective :
To investigate the diagnostic value of linear array endoscopic ultrasonography ( EUS) for common bile duct microlithiasis.
Methods :
Data of patients who attended in the hospital and diagnosed as common bile duct microlithiasis and biliary sludge by EUS were selected.A total of 85 patients with magnetic resonance cholangiopancreatography ( MRCP) examination and ERCP treatment during hospitalization were enrolled.The results of endoscopic retrograde cholangiopancreatography / endoscopic sphincterotomy ( ERCP / EST) were the gold standard for diagnosis.The results of EUS,MRCP,and diagnostic ERCP were compared with the gold standard, and the sensitivity,specificity,positive predictive value,negative predictive value,and diagnostic accuracy of the three methods were calculated,respectively.The chi-square test was used for comparison of the above indices.
Results :
Of all 85 patients,63 had positive EUS results,among whom 5 had false positive results; 22 had negative EUS results,among whom 1 had false negative results.Of all 85 patients,49 had positive MRCP results,among whom 4 had false positive results; 36 had negative MRCP results,among whom 14 had false negative results.Of all 85 patients,59 had positive diagnostic ERCP results,among whom 10 had false positive results; 26 had negative diagnostic ERCP results,among whom 10 had false negative results.The sensitivity,specificity,positive predictive value( PPV) ,negative predictive value ( NPV) ,and accuracy of EUS in diagnosing common bile duct microlithia- sis were 98. 3% ,80. 8% ,92. 1% ,95. 4% and 92. 9% ,respectively. For MRCP,these values were 76. 3% , 84. 6% ,91. 8% ,61. 1% and 78. 8% ,respectively.For diagnostic ERCP,these values were 83. 1% ,61. 5% , 83. 1% ,61. 5% and 76. 5% ,respectively.The EUS group had a significantly higher accuracy than the MRCP group ( χ2 = 6. 986,P <0. 05) and diagnostic ERCP group ( χ2 = 8. 900,P <0. 05) .The areas under the ROC curves ( AUC) and 95% CI of EUS group,MRCP group and diagnostic ERCP were 0. 895 ( 95% CI: 0. 802 - 0. 988,P<0. 001) ,0. 804 ( 95% CI: 0. 702 -0. 907,P <0. 001) and 0. 723 ( 95% CI: 0. 598 -0. 848,P = 0. 001) ,respectively.
Conclusion
EUS has a high diagnostic value in the diagnosis of common bile duct microli- thiasis and thus can be used as the preferred examination before therapeutic ERCP.
9.Construction and evaluation of a risk prediction model for acute kidney injury in severe burn patients
He-dong XIANG ; Wen-zhao CHEN ; Hong-zhuang ZHANG ; Li-tao WEI ; Pei ZHAN ; Wei YANG ; Chang-quan LI ; Meng QIAO ; Chao-wei CHEN ; Zhi-qiang TIAN
Journal of Regional Anatomy and Operative Surgery 2025;34(10):886-891
Objective To explore the influencing factors of acute kidney injury in severe burn patients,and to construct a visual risk nomogram model.Methods A total of 390 patients with severe burn admitted to the Institute of Burn Frostbite and Tissue Function Reconstruction of Chinese People's Armed Police Force Specialty Medical Center from January 2018 to January 2022 were collected as an internal training data set,and 50 patients with severe burn admitted from February to December 2022 were collected as an external validation data set.The 390 patients of the internal training data set were divided into the acute kidney injury group and the non-acute kidney injury group according to the occurrence of acute kidney injury,and the baseline data of patients in the two groups were compared.Univariate and multivariate Logistic regression were used to analyze the risk factors of acute kidney injury in severe burn patients of the internal training data set,and a nomogram model was drawn.Subsequently,the model was verified both internally and externally.Kaplan-Meier analysis and Log-rank test were used to compare the 90-day survival rate of patients between the acute kidney injury group and the non-acute kidney injury group.Results The burn area(OR=1.18,95%CI:1.06 to 2.36,P=0.004),sequential organ failure assessment(SOFA)score(OR=1.81,95%CI:1.21 to 5.92,P<0.001),inhalation injury(OR=3.21,95%CI:1.23 to 6.35,P<0.001),neutrophil to lymphocyte ratio(NLR)(OR=1.22,95%CI:1.05 to 3.65,P<0.001)and albumin(ALB)(OR=0.78,95%CI:0.57 to 0.92,P=0.011)were the independent risk factors for the development of acute kidney injury in severe burn patients.The nomogram model was established by the above factors.The area under the receiver operating characteristic curve(AUC)of the internal training data set was 0.833(95%CI:0.752 to 0.935),the sensitivity was 81.2%,and the specificity was 83.2%.The AUC of the external validation data set was 0.842(95%CI:0.762 to 0.912),the sensitivity 87.2%,and the specificity was 78.7%.The 90-day survival rate of patients in the acute kidney injury group after burns was significantly lower than that in the non-acute kidney injury group(P<0.001).Conclusion Larger burn area,higher SOFA score,combined inhalation injury,increased NLR,and decreased ALB level are the risk factors for the occurrence of acute kidney injury in severe burn patients,which are related to the 90-day survival rate of patients after burns.The nomogram model based on the risk factors can provide certain reference for clinical individualized prevention and treatment of acute kidney injury in severe burn patients.
10.Investigation and analysis of wrist musculoskeletal disorders by ultrasound physicians
Yi YANG ; Hong DING ; Yang QIAO
Chinese Journal of Industrial Hygiene and Occupational Diseases 2025;43(11):850-853
Objective:To investigate the prevalence of work-related musculoskeletal disorders (WMSDs) in right-hand ultrasound physicians and identify contributing factors for carpal tunnel syndrome (CTS) .Methods:From May 2023 to February 2025, 188 ultrasound physicians from 15 hospitals in Heilongjiang Province were surveyed using questionnaires to assess their prevalence of wrist-specific mechanical strain disorders (WMSDs) over the past year. Neurophysiological tests were conducted, and logistic regression analysis was performed to identify factors affecting the right carpal tunnel syndrome (CTS) .Results:The prevalence of wrist WMSDs among ultrasound physicians was 48.4% (91/188) . Multivariate logistic regression analysis revealed that age and frequent probe pressure application were associated with 2.14-fold and 4.04-fold increased CTS risk, respectively.Conclusion:Enhance society's attention to the health of noise-exposed physiciansand providing a foundation for implementing targeted interventions.


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