1.Recurrence risk prediction models of postoperative patients with renal cell carcinoma based on machine learning
Peipei WANG ; Zhao HOU ; Hui MA ; Dingyang LYU ; Qiwei WANG ; Weibing SHUANG
Journal of Modern Urology 2025;30(3):240-247
Objective: To explore the influencing factors of recurrence in postoperative patients with renal cell carcinoma,construct machine learning prediction models and evaluate their performance. Methods: Clinical data of 915 patients with renal cell carcinoma treated in our hospital during 2013 and 2021 were retrospectively collected.The data were randomly divided into a training set (n=510) and a validation set (n=218) in a 7∶3 ratio.In the training set,LASSO regression algorithm was used to screen important variables,and machine learning prediction models were constructed to predict the recurrence risk.In the validation set,the effectiveness of the models was compared combined with the area under receiver operating characteristic curve (AUC),accuracy rate,F1 value and other indicators. Results: LASSO regression screened out the risk factors,including smoking history,tumor size,N stage,Fuhrman grade,thrombin time and fibrinogen,based on which,the logistic model,decision tree model,random forest model,and Bayes model were constructed.In the validation set,the AUC of the above 4 models was 0.862,0.792,0.843 and 0.861,respectively; the accuracy was 0.917,0.908,0.904 and 0.927,respectively; F1 value was 0.357,0.286,0.323 and 0.600,respectively.The Bayes model had the most stable performance and best differentiation. Conclusion: In this data set,the prediction model based on Bayes algorithm has a good performance and can provide reference for clinical decision making.
2.Optimization of oral fat tolerance test
Yilin HOU ; Qian MA ; Guangyao SONG ; Xiaoyu HOU ; Yamin LU ; Peipei TIAN ; Tingxue ZHANG ; Dandan LIU ; Shaojing ZENG ; Jinrui JI ; Luping REN
Chinese Journal of Endocrinology and Metabolism 2024;40(3):204-211
Objective:To compare the effects of different test meals on postprandial triglycerides and to optimize the standard meal composition and the blood sampling protocol for the oral fat tolerance test.Methods:This study is a prospective, open-label, randomized, cross-over trial. In March 2023, 36 volunteers were recruited in Hebei General Hospital. They underwent a health examination and oral glucose tolerance test. Twenty-six healthy volunteers(11 males and 15 females) were included in this study, with an average age of(39.08±4.56) years. Each volunteer received 75 g protein meal, 75 g fat meal, 700 kcal fixed-calorie high-fat mixed meal, and a high-fat mixed meal with energy adjusted based on 10 kcal/kg body weight. A one-week washout period of regular diet was applied before each trial. Blood was collected at fasting status and 1, 2, 3, 4, 5, and 6 hours after a meal to detect serum triglycerides, total cholesterol, low density lipoprotein-cholesterol(LDL-C), high density lipoprotein-cholesterol(HDL-C), glucose, and insulin. The variations of postprandial metabolic indicators over time following the consumption of different test meals were analyzed. The disparities in postprandial metabolic responses between the two types of mixed meals were compared.Results:The protein meal, fat meal, fixed-calorie high-fat mixed meal, and adjusted-calorie high-fat mixed meal resulted in postprandial triglyceride increases of 22.45%, 115.40%, 77.14%, and 63.63%, and insulin increase of 560.43%, 85.69%, 554.18%, and 598.97%, respectively, and with reductions in total cholesterol, LDL-C, and HDL-C ranging from 5.64%-21.81%, respectively. The blood glucose changed slightly. Changes in metabolic indicators mainly occured within 4 hours. The comparison of the characteristics of postprandial triglycerides between the two high-fat mixed meals showed no statistically significant differences( P>0.05). Conclusion:A standardize protocol with a 700 kcal fixed-calorie high-fat mixed meal as test meal, and blood lipid levels measured at fasting and at 1, 2, 3, and 4 hours after consumption, can serve as an optimized approach for oral fat tolerance test.
3.Pertussis toxin in involves the development of interstitial lung disease in an experimental autoimmune myositis mice modelby inducing the formation of neutrophil extracellular traps
Ling BAI ; Wenlan MA ; Feifei LI ; Peipei ZHAO ; Jiarui ZHU ; Sigong ZHANG
Chinese Journal of Rheumatology 2024;28(1):50-55
Objective:To test the hypothesis that Pertussis toxin (PTX) can promote the occurrence of interstitial lung disease (ILD) in experimental autoimmune myositis (EAM) model and clarify the potential pathogenic mechanism.Methods:EAM mice model were induced by Skeletal muscle thomogenate with or without PTX, and the relationship between ILD phenotypes and neutrophil extracellular traps (NETs) infiltration was analyzed by histopathological and serological studies in EAM with PTX group and EAM without PTX group. Healthy mice were given PTX alone intraperitoneally to clarify whether NETs formation could be induced in vivo, and neutrophils separated from healthy human blood were intervened with PTX to induce NETs formation in vitro. The data was tested for normality using Shapiro-Wilk. Statistical methods and were analyzed using t-test or ANOVA, and multiple comparisons between different groups were tested using Tukey test. Results:Compared with EAM without PTX group, lung tissues in EAM with PTX group had multiple pathological changes similar to polymyositis/dermatomyositis-related ILD. Nonspecific interstitial pneumonia and usual interstitial pneumonia were the main pathological types. The pulmonary interstitial lesions were accompanied by significant infiltration of NETs; and serum NETs markers levels were obviously elevated in EAM with PTX group, compared with the control group [ n=5, (87±10) ng/ml], cfDNA levels were statistically significantly elevated in both the EAM without PTX group [ n=4, (115±27) ng/ml] and the EAM with PTX group [ n=7, (150±50) ng/ml] ( F=4.24, P=0.038); Cit-H3-DNA levels were elevated in the EAM without PTX group ( n=4, 0.24±0.09), and in the EAM EAM with PTX group ( n=6, 0.33±0.11) compared with the control group ( n=4, 0.13±0.02) ( F=6.21, P=0.016). After PTX intervention, serum cfDNA levels were higher in the PTX group [ n=3, (100±40) ng/ml] than in the control group [ n=3, (45±12) ng/ml, t=2.27, P=0.086]; PTX also induced neutrophils to form NETs in vitro. Conclusion:PTX may promote the development of ILD in EAM mice model by inducing the formation of NETs, indicating that EAM mice can serve as a model for targeting NETs to study the pathogenesis ILD.
4.Research progress of positive pressure bio-protective equipment for high-level biosafety laboratories in China
Tian MA ; Wenjun HE ; Yalan WANG ; Yuanyuan GUO ; Weifang HAN ; Peipei LIU ; Guizhen WU
Chinese Journal of Experimental and Clinical Virology 2024;38(2):217-223
Positive pressure bio-protective equipment is a key protective equipment for high-level biosafety laboratories, which provides comprehensive protection for professionals working in pathogenic microorganisms or other biological contamination environments. This paper summarizes the development status of positive pressure bio-protective equipment at home and abroad, analyzes the existing problems of the current positive pressure bio-protective equipment, and puts forward suggestions, to provide reference for the development and application of positive pressure bio-protective equipment in our country.
5.Chain mediating effect of cognitive fusion and sleep beliefs between depressive symptoms and sleep quality in adolescents with first episode depressive disorder
Peipei LYU ; Yuanli WANG ; Wenhao LIU ; Yali WANG ; Quangang MA ; Can YANG ; Yao ZHANG ; Wuyang ZHANG ; Shuying LI
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(10):932-937
Objective:To explore the effects of depressive symptoms on sleep quality in adolescents with depressive disorder, and the mediating roles of cognitive fusion and sleep belief.Methods:A sample of 210 adolescents with first episode depressive disorder aged 12-18 years were recruited to complete 17-item Hamilton depression scale (HAMD-17), Pittsburgh sleep quality index (PSQI), cognitive fusion questionnaire (CFQ), and dysfunctional beliefs and attitudes about sleep scale (DBAS-16) from November 2021 to July 2022. SPSS 26.0 software was used to perform descriptive analysis and correlation analysis. The mediating effect was tested by Bootstrap analysis using PROCESS V 3.4 Macro program.Results:The incidence of low sleep quality in adolescents with depressive disorder was 69.0%(145/210). HAMD-17 score was (22.4±7.9), PSQI score was (9.7±3.7), CFQ score was (51.6±7.8), DBAS-16 score was (43.5±8.4).PSQI was positively correlated with the scores of HAMD-17 and CFQ( r=0.613, 0.463, both P<0.001).HAMD-17 was positively correlated with CFQ score ( r=0.488, P<0.001).DBAS-16 was negatively correlated with scores of PSQI, HAMD-17 and CFQ( r=-0.326, -0.284, -0.354, all P<0.001). The direct effect of depression on sleep quality was 0.230(95% CI=0.169-0.293). The indirect effect of depression on sleep quality through two pathways, the separate mediating effect value of cognitive fusion was 0.041 (95% CI=0.011-0.074), and the chain mediating effect value of cognitive fusion and sleep beliefs was 0.008(95% CI=0.001-0.020). Conclusion:Depressive symptoms can directly affect sleep quality of depressive disorder adolescents and indirectly through cognitive fusion and sleep beliefs.
6.Study on verification and evaluation for the performance of a nucleic acid test system of screening blood
Wengong DU ; Xinghuan MA ; Peng YIN ; Peipei WANG ; Juan LIU
China Medical Equipment 2024;21(10):19-23
Objective:To evaluate main performance indexes and application value of a domestic blood nucleic acid test system for blood screening,so as to ensure the safety of blood screening in the system of blood bank.Methods:Twenty samples were selected from Langfang Center Blood Bank in January 2022,and 6703 blood specimens of voluntary blood donors from Langfang Blood Bank between 2022 and 2023 were simultaneously selected.According to the requirements of the"Technical Operating Procedures for Blood Stations(2019 Edition)"and the standard for medical medicine industry"Nucleic Acid Amplification Test Reagents(kits)",the performances of stability,analytical specificity,sensitivity,precision,anti-interference ability and against cross-contamination ability of nucleic acid test system were verified for the analysis of clinical application.Results:The coincidence rate of the nucleic acid test system was 100%for 20 negative plasma samples.The coincidence rates of the sensitivities of Hepatitis B virus deoxyribonucleic acid(HBV DNA),Hepatitis C virus ribonucleic acid(HCV RNA)and Human immunodeficiency virus ribonucleic acid(1+2)(HIV 1+2 RNA)were respectively 100%,and percentages of the coefficient of variation(CV%)of the precision of them were respectively 1.57%,0.75%and 1.49%.When the system conducted nucleic acid test,the hemolytic plasma with a hemoglobin concentration level of 400mg/dl and the blood specimen with triglyceride concentration levels of 3 000 mg/dl did not affect the analysis performances of the standard substances of HBV-DNA(9.0 IU/ml),HCV-RNA(30.0 IU/ml)and HIV-RNA(135.0 IU/ml)of low concentration level.There were not cross-contaminations when 10 positive samples at high concentration(1 000 IU/ml)were cross-lined with 11 negative samples to conduct test.A total of 16(0.24%)reactive specimens were checked out from 6 703 specimens by Nucleic Acid Test(NAT)Technique under mixed mode.Conclusion:Nucleic acid test system must conduct performance verification before it is put into use,so as to ensure the safety of blood screening.The currently domestic nucleic acid test system can meet the requirements of screening blood safety.The performance verification of nucleic acid test system has great value in ensuring the safety of blood screening.
7.Zinc transporter ZIP13 and diseases
Huanhuan LI ; Jing MA ; Peipei DENG ; Xuan LIU ; Shusong WANG
Basic & Clinical Medicine 2024;44(12):1712-1716
Zinc is an important regulator of various biological processes such as protein synthesis,cell proliferation,migration and autophagy.The zinc transporter ZIP13(SLC39A13)is a homodimeric metal transporter functioning in transport of zinc,iron,and calcium plasma in body.ZIP13 is involved in disease by regulating zinc homeostasis,such as the key role of ZIP13 in connective tissue development because it is involved in the BMP/TGF-β signaling pathway.ZIP13 promotes the metastasis of human ovarian cancer cells by activating the Src/FAK signaling pathway and ZIP13 inhibits the biogenesis and energy expenditure of beige adipocytes by regulating C/EBP-β expression.
8.Changes of the morphology and apparent diffusion coefficient value for myometrium and junctional zone in endometrial fibrosis
Ke MA ; Hui ZHU ; Nan ZHOU ; Huanhuan WANG ; Peipei JIANG ; Qing HU ; Yongjing FENG ; Yali HU ; Zhengyang ZHOU
Journal of Practical Radiology 2024;40(8):1312-1315
Objective To explore the changes of the thickness of myometrium(MT),apparent diffusion coefficient value of myometrium(ADCM),thickness of junctional zone(JZT)and apparent diffusion coefficient value of junctional zone(ADCJz)in patients with endometrial fibrosis.Methods A total of 59 patients with endometrial fibrosis and 34 healthy women(volunteer)of childbearing age were prospectively included.The JZT,ADCJz,MT and ADCM were measured.Independent samples t-test was used to compare the differences in JZT,ADCJZ,MT,and ADCM between the two groups.A combined prediction model was established using binary logistic regression analysis(combining mean JZT,mean ADCJZ,and mean MT).The efficiency of each parameter's mean value and the combined prediction model in diagnosing endometrial fibrosis was evaluated using the receiver operating characteristic(ROC)curve.Results JZT(anterior wall,posterior wall,fundus and mean;P=0.007,0.035,0.001 and<0.001,respectively),ADCJZ(anterior wall,posterior wall,fundus and mean;all P<0.001)and MT(anterior wall,posterior wall and mean;P=0.003,<0.001 and 0.003,respectively)were significantly larger in patients with endometrial fibrosis compared to volunteer.Mean ADCJZ[area under the curve(AUC)=0.872]and the combined prediction model(AUC=0.953)had high value for diagnosing endometrial fibrosis.Conclusion MRI can be used for noninvasively assessing the changes of myometrium and JZ in patients with endometrial fibrosis.
9.Summary of best evidence for general anesthesia health education in adult patients undergoing selective surgery
Xing LIU ; Taohong MA ; Yali WANG ; Kexin FENG ; Lifan ZHANG ; Peipei LI
Chinese Journal of Modern Nursing 2024;30(10):1329-1335
Objective:To retrieve, evaluate, and integrate the best evidence of general anesthesia health education for adult patients undergoing elective surgery, so as to provide a basis for clinical health education guidance.Methods:Evidence-based questions were established based on the population, intervention, professional, outcome, setting and type of evidence (PIPOST) model. All evidence on general anesthesia health education for adult patients undergoing elective surgery were retrieved from databases or professional association websites such as Cochrane Library, British Medical Journal (BMJ) Best Practice, UpToDate, Agency for Healthcare Research and Quality, Guidelines International Network, National Institute for Health and Clinical Excellence, Clinical Guidelines Library, PubMed, China National Knowledge Infrastructure, WanFang Data, Medlive, American Society of Anesthesiologists, and Society of Anesthesiology of the Chinese Medical Association. The search period was from database establishment to June 18, 2023. Two researchers screened and evaluated the quality of the included literature, extracted and integrated the evidence to form the best evidence for general anesthesia health education in adult patients undergoing selective surgery.Results:A total of 10 articles were included, including four guidelines, three clinical decision-making, and three expert consensus. A total of 41 pieces of evidence on general anesthesia health education for adult patients undergoing elective surgery were extracted, including six aspects of anesthesia overview, pre-anesthesia evaluation, pre-anesthesia preparation, anesthesia process and cooperation, anesthesia recovery period management, and postoperative management.Conclusions:The best evidence of general anesthesia health education for adult patients undergoing selective surgery summarized can provide a basis for comprehensive and systematic education of anesthesia health educators.
10.Influencing factors of anxiety and depression in patients with secondary lower extremity deep venous thrombosis after radical cervical cancer surgery
Kereman YAKUFU ; Lijuan MA ; Peipei JIA ; Julati AMINA
Chinese Journal of Health Management 2023;17(8):574-578
Objective:To investigate the influencing factors of anxiety and depression in patients with secondary lower extremity deep venous thrombosis (LEDVT) after radical cervical cancer surgery.Methods:Retrospective analysis method was used, a total of 92 patients with anxiety and/or depression secondary to LEDVT after radical cervical cancer surgery admitted to the People′s Hospital of Xinjiang Uygur Autonomous Region from June 2019 to June 2022 were included as the observation group, according to the presence of anxiety or depression, they were divided into anxiety group (65 cases) and depression group (58 cases) (some patients had both anxiety and depression). Another 90 patients who did not have anxiety or depression after radical cervical cancer surgery with secondary LEDVT were selected as the control group in the same period. The questionnaires of clinical data and disease cognition were designed to investigate the clinical data and disease cognition of patients, social support rating scale (SSRS) was used to assess the level of social support of patients, and univariate analysis was performed to identify the influencing factors of depression and anxiety in patients with secondary LEDVT after radical cervical cancer surgery.Results:The percentage of patients with self-pay, no children, unemployed or jobless, monthly family income <5 000 CNY, less social support, and disease awareness <80 scores in the anxiety group and depression group (36.92%, 67.69%, 69.23%, 66.15%, 46.15%, 70.77% and 34.48%, 68.97%, 72.41%, 65.52%, 44.83%, 68.97%) were higher than the control group (14.44%, 40.00%, 33.33%, 32.22%, 11.11%, 23.33%) (all P<0.01). The percentage of mixed thrombus, central thrombus, peripheral thrombus, bilateral thrombus, right thrombus, and left thrombus in the anxiety group and depression group (30.77%, 20.00%, 49.23%, 16.92%, 35.38%, 47.69% and 32.76%, 15.52%, 51.72%, 12.07%, 37.93%, 50.00%) were not significantly different from those in the control group (32.22%, 17.78%, 50.00%, 10.00%, 36.67%, 53.33%) (all P>0.05). Univariate analysis showed that self-pay, unemployed or jobless, no children, monthly family income <5 000 CNY, less social support, and disease awareness <80 scores were correlated with depression and anxiety status in patients with secondary LEDVT after radical cervical cancer surgery (all P<0.01). Conclusion:Depression and anxiety in patients with secondary LEDVT after radical cervical cancer surgery are related to self-pay, unemployed or jobless, no children, low monthly family income, less social support, and low disease awareness.

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