1.Risk prediction model construction of postoperative pulmonary infection in lung cancer patients undergoing four-level thoracoscopic surgery based on machine learning algorithms
Jiajia MA ; Xiaoxin LIU ; Bei XUE ; Jing FENG ; Zhengmin ZHANG ; Liping YAO ; Xinxing JU ; Tingting LIU
Journal of Clinical Medicine in Practice 2025;29(6):111-117
Objective To develop and validate risk prediction models utilizing five machine learning algorithms for assessing postoperative pulmonary infection(PPI)risk in lung cancer patients undergoing grade Ⅳ thoracoscopic surgery.Methods A retrospective cohort study included 2,380 lung cancer patients who underwent grade Ⅳ thoracoscopic surgery at a tertiary hospital in Shanghai(January 2022 to June 2024).Patients were stratified into training(n=1,665)and validation(n=715)cohorts.Five machine learning algorithms—Logistic regression(LR),artificial neural network(ANN),support vector machine(S VM),random forest(RF),and extreme gradient boosting(XGB)—were employed to construct predictive models.A nomogram was developed for clinical utility.Results Among 2,380 patients,226(9.5%)developed PPI.The Least Absolute Shrinkage and Se-lection Operator(LASSO)regression identified eight predictive variables:daily cigarette consumption,diabetes history,preoperative diffusing capacity,maximal tumor diameter,24-hour postoperative chest drainage volume,perioperative oral nutritional supplementation(ONS),postoperative urinary cathe-terization,and intraoperative pleural adhesion severity.All models demonstrated robust discrimina-tion,with area under the curve(AUC)values ranging from 0.862 to 0.947.The XGB model a-chieved superior performance(AUC=0.947,95%CI,0.937 to 0.962),followed closely by the LR model(AUC=0.926,95%CI,0.918 to 0.933).Conclusion Machine learning-based algo-rithms models effectively stratify PPI risk in lung cancer patients following grade Ⅳ thoracoscopic surgery.The derived nomogram provides a practical tool for perioperative risk management by healthcare providers.
2.Effect of nursing intervention based on Kano model on surgical outcomes and negative emotions in patients with diabetic retinopathy
Ping ZHANG ; Jincui WEI ; Bei XU ; Yuan WANG ; Xue CHEN
Journal of Clinical Medicine in Practice 2025;29(11):124-129
Objective To investigate the effect of nursing intervention based on Kano model on surgical outcomes and negative emotions in patients with diabetic retinopathy(DR).Methods A to-tal of 262 DR patients who underwent vitrectomy were randomly divided into control group(n=131)and observation group(n=131)using the random number table method.The control group received routine nursing intervention,while the observation group received nursing intervention based on the Kano model.The surgical outcomes[visual acuity level and improvement in visual function],nursing needs[Perioperative Nursing Needs Questionnaire for DR Surgical Patients],negative emotions[Self-Rat-ing Anxiety Scale(SAS)and Self-Rating Depression Scale(SDS)],and quality of life[Chinese Version of Low Vision Quality of Life Scale(CLVQOL)]were compared between the two groups.The incidence of complications during the intervention period was also recorded in both groups.Results After interven-tion,the visual acuity levels in both groups increased compared to those before intervention,and the rates of low vision decreased(P<0.001).The visual acuity level in the observation group was high-er,and the rate of low vision was lower than that in the control group,with statistically significant differences(P<0.001).After intervention,the scores for peripheral visual field,sensory adaptation,and limitations in daily activities decreased in both groups compared to those before intervention,and the scores in the observation group were lower than those in the control group(P<0.05).After intervention,the SAS and SDS scores in both groups decreased compared to those before interven-tion,and the scores in the observation group were lower than those in the control group(P<0.001).After intervention,the CLVQOL scores in both groups increased compared to those before the intervention,and the score in the observation group was higher than that in the control group(P<0.001).The incidence of complications in the control group was higher than that in the obser-vation group(12.22%versus 4.58%,P<0.05).Conclusion Nursing intervention based on the Kano model can improve visual acuity level,visual function,and negative emotions,enhance the quality of life,and further reduce the incidence of complications in DR patients undergoing vitrectomy.
3.Practical research on nursing coordination training for rapid sequential intubation in children based on LSPPDM framework
Yu-xia YANG ; Jing HU ; Wei-ming CHEN ; Ye CHENG ; Wei-jie SHEN ; Yi ZHANG ; Ting-ting XUE ; Bei-bei WANG ; Yu-qing WANG ; Pan LIU ; Ying-ying ZHANG ; Guo-ping LU ; Ying GU
Fudan University Journal of Medical Sciences 2025;52(6):847-853
Objective To investigate the practical effects of pediatric rapid sequence intubation(RSI)nursing coordination training based on the LSPPDM(learn,see,practice,prove,do,maintain)framework in order to provide evidence for optimizing pediatric RSI nursing training programs.Methods Nurses from the intensive care unit(ICU)of Children's Hospital,Fudan University during Feb 2023 and Jan 2024 were divided into the experimental group(n=35)and the control group(n=35)by block randomization.The experimental group received LSPPDM framework-based training,while the control group underwent conventional training with theoretical lectures and procedural demonstrations.Outcomes included training satisfaction,theoretical knowledge and procedural skill assessment scores,team collaboration compliance and RSI procedure time were compared between the two groups.Results The experimental group demonstrated significantly higher training satisfaction(123.80±2.04 vs.117.26±9.82,P<0.05),superior post-training theoretical knowledge and procedural skills(P<0.05),enhanced team collaboration compliance(P<0.05),and shorter RSI completion time(P<0.05)compared with the control group.Conclusion Pediatric RSI nursing coordination training based on the LSPPDM framework can effectively increase training satisfaction,promote theoretical and procedural skills and reduce completion time in nurses.
4.Comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus
Bei ZHANG ; Qingxia XUE ; Lu CHEN ; Jiaojiao CHEN ; Huiyuan ZHANG ; Shengjun MU ; Fudong SUN ; Quan ZHAO
Chinese Journal of Pharmacoepidemiology 2025;34(10):1127-1139
Objective To conduct a multidimensional and multi-level evaluation of the comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus.Methods Based on the National Essential Medicines List(2018 Edition),dapagliflozin was selected as the control.A comprehensive clinical evaluation index system was established through literature review,focus group interviews and in-depth expert interviews,encompassing six dimensions:safety,efficacy,economy,suitability,innovation,and accessibility.The Delphi method and hierarchical direct weighting method were used to screen indicators and determine their weights.Evidence for each indicator was collected and integrated both qualitatively and quantitatively through literature research,real-world studies,and pharmacoeconomic evaluations.Experts scored the indicators based on the collected evidence,and a total score for the comprehensive clinical evaluation of empagliflozin was calculated by combining these scores with indicator weights,followed by a comparative analysis with dapagliflozin.Results A comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus was successfully established,consisting of 6 primary indicators,14 secondary indicators,and 41 tertiary indicators.The overall evaluation score for empagliflozin was 90.35,and 89.47 for dapagliflozin.Conclusion The comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus is slightly higher than that of dapagliflozin.This finding can serve as a reference for rational clinical drug use and related decision-making.
5.Comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus
Bei ZHANG ; Qingxia XUE ; Lu CHEN ; Jiaojiao CHEN ; Huiyuan ZHANG ; Shengjun MU ; Fudong SUN ; Quan ZHAO
Chinese Journal of Pharmacoepidemiology 2025;34(10):1127-1139
Objective To conduct a multidimensional and multi-level evaluation of the comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus.Methods Based on the National Essential Medicines List(2018 Edition),dapagliflozin was selected as the control.A comprehensive clinical evaluation index system was established through literature review,focus group interviews and in-depth expert interviews,encompassing six dimensions:safety,efficacy,economy,suitability,innovation,and accessibility.The Delphi method and hierarchical direct weighting method were used to screen indicators and determine their weights.Evidence for each indicator was collected and integrated both qualitatively and quantitatively through literature research,real-world studies,and pharmacoeconomic evaluations.Experts scored the indicators based on the collected evidence,and a total score for the comprehensive clinical evaluation of empagliflozin was calculated by combining these scores with indicator weights,followed by a comparative analysis with dapagliflozin.Results A comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus was successfully established,consisting of 6 primary indicators,14 secondary indicators,and 41 tertiary indicators.The overall evaluation score for empagliflozin was 90.35,and 89.47 for dapagliflozin.Conclusion The comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus is slightly higher than that of dapagliflozin.This finding can serve as a reference for rational clinical drug use and related decision-making.
6.Practical research on nursing coordination training for rapid sequential intubation in children based on LSPPDM framework
Yu-xia YANG ; Jing HU ; Wei-ming CHEN ; Ye CHENG ; Wei-jie SHEN ; Yi ZHANG ; Ting-ting XUE ; Bei-bei WANG ; Yu-qing WANG ; Pan LIU ; Ying-ying ZHANG ; Guo-ping LU ; Ying GU
Fudan University Journal of Medical Sciences 2025;52(6):847-853
Objective To investigate the practical effects of pediatric rapid sequence intubation(RSI)nursing coordination training based on the LSPPDM(learn,see,practice,prove,do,maintain)framework in order to provide evidence for optimizing pediatric RSI nursing training programs.Methods Nurses from the intensive care unit(ICU)of Children's Hospital,Fudan University during Feb 2023 and Jan 2024 were divided into the experimental group(n=35)and the control group(n=35)by block randomization.The experimental group received LSPPDM framework-based training,while the control group underwent conventional training with theoretical lectures and procedural demonstrations.Outcomes included training satisfaction,theoretical knowledge and procedural skill assessment scores,team collaboration compliance and RSI procedure time were compared between the two groups.Results The experimental group demonstrated significantly higher training satisfaction(123.80±2.04 vs.117.26±9.82,P<0.05),superior post-training theoretical knowledge and procedural skills(P<0.05),enhanced team collaboration compliance(P<0.05),and shorter RSI completion time(P<0.05)compared with the control group.Conclusion Pediatric RSI nursing coordination training based on the LSPPDM framework can effectively increase training satisfaction,promote theoretical and procedural skills and reduce completion time in nurses.
7.Four intravenous iron formulations in the treatment of iron deficiency anemia:a rapid health technology assessment
Zhicong XING ; Fudong SUN ; Qingxia XUE ; Bei ZHANG ; Shengjun MU ; Quan ZHAO
Chinese Journal of Pharmacoepidemiology 2024;33(9):1030-1043
Objective To evaluate the efficacy,safety,and economy of 4 intravenous iron formulations in the treatment of iron deficiency anemia(IDA)by rapid health technology assessment,and to provide evidence for clinical decision-making.Methods PubMed,Embase,the Cochrane Library,CNKI,WanFang,SinoMed,and official websites of international health technology assessment agencies were electronically searched to collect health technology assessment reports,systematic reviews/Meta-analysis,and pharmacoeconomic studies concerning the treatment of IDA with iron sucrose(IS),iron dextran(ID),ferric carboxymaltose(FCM),and iron isomaltoside(IIM)from the inception to August 15,2024.Two researchers independently screened the studies,extracted data and assessed the quality of included studies.The results were then qualitatively described and analyzed.Results A total of 32 studies were included,including one health technology assessment report,16 systematic reviews/Meta-analysis,and 15 pharmacoeconomic evaluations.In terms of effectiveness,FCM had a higher response rate than that of IS(P<0.05),FCM and IIM had no statistical difference(P>0.05).Regarding hemoglobin level change,patients treated with FCM had higher hemoglobin levels than those treated with IS(P<0.05);the improvement in hemoglobin levels between IIM and FCM was inconclusive.In terms of ferritin level change,FCM might be superior to the other three intravenous iron formulations.In terms of safety,the adverse event rates for FCM,IS,ID and IIM were 12.0%,15.3%,12.0%and 17.0%,respectively;IIM was significantly associated with a lower rate of cardiovascular adverse events compared to FCM and IS(P<0.05);FCM had the highest rate of hypophosphatemia among the four formulations(P<0.05),and there was no significant difference among IIM,IS and ID(P>0.05);IIM had a lower risk of severe or serious hypersensitivity reactions compared to FCM and IS.In terms of economy,FCM and IIM had an economic advantage compared to IS.The economic efficiency ranking among IS,ID,and FCM was in the order of FCM,ID,and IS,the economic comparison between FCM and IIM remains inconclusive and needs to be further demonstrated.Conclusion FCM and IIM have good efficacy,safety and economy in the treatment of IDA,but most of the included economy studies based on foreign populations,and domestic economic studies need to be further demonstrated.
8.The intervention effect of Dahuang Tangluo Pills on diabetic kidney disease based on NLRP3/caspase-1/GSDMD pathway mediated pyroptosis
Chun-Xia XUE ; Yuan-Yuan ZHANG ; Xia YANG ; Pu ZHANG ; Bei-Bei SU ; Xiang-Dong ZHU ; Jian-Qing LIANG
Chinese Pharmacological Bulletin 2024;40(8):1552-1558
Aim To investigate the effect of Dahuang Tangluo pills(DHTL)on NOD-like receptor protein 3(NLRP3)/cysteine aspartate proteolytic enzyme-1(caspase-1)/apodermic D(GSDMD)pathway-media-ted pyroptosis in db/db mice with diabetic kidney dis-ease(DKD)and the underlying mechanism.Methods Eight db/m mice were selected as control group,and forty db/db mice were randomly divided into mod-el group,low dose group,medium dose group,high dose group and dapagliflozin group,with eight mice in each group.The control group and model group were given equal volume normal saline intragastric adminis-tration,the low,medium and high dose groups were given DHTL solution of 0.9,1.8 and 3.6 mg·kg-1,respectively,and the dapagliflozin group was given dapagliflozin tablet solution of 1.5 mg·kg-1,and the six groups were given intragastric administration once a day for 10 weeks.The body weight of mice was meas-ured daily and the dose was adjusted during adminis-tration.Fasting blood glucose(FBG)and body weight were measured after administration.The levels of 24-hour urinary total protein(24h-UTP),blood creatinine(Scr)and urea nitrogen(BUN)were measured by au-tomatic biochemical analyzer.The levels of interleukin-1 β(IL-1β),interleukin-6(IL-6),interleukin-18(IL-18)and tumor necrosis factor-α(TNF-α)in re-nal tissue of mice were determined by enzyme-linked immunosorbent assay(ELISA).The pathological changes of renal tissue were observed by hematoxylin-eosin(HE)staining.The DNA damage in mouse kid-ney tissue was observed using in situ end labeling(TUNEL)staining.The mRNA and protein expres-sions of NLRP3,caspase-1 and GSDMD in mouse kid-ney tissues were detected by Real-time quantitative PCR and Western blot.Results Compared with the control group,FBG,body weight,IL-1β,IL-6,IL-18 and TNF-α in the model group significantly increased(P<0.01).The mRNA and protein expressions of NLRP3,caspase-1 and GSDMD in mouse kidney tis-sues significantly increased(P<0.01).Compared with the model group,the levels of FBG,body weight,IL-1β,IL-6,IL-18 and TNF-α in each administration group significantly decreased(P<0.05).The patho-logical morphology of renal tissue was improved in dif-ferent degrees,and the number of positive cells in re-nal tissue was significantly reduced(P<0.05).The mRNA and protein expressions of NLRP3,caspase-1 and GSDMD in renal tissue of mice in high and medi-um dose of DHTL and dapagliflozin group significantly decreased(P<0.05).Conclusions DHTL can im-prove the renal injury of DKD,and its mechanism may be through the regulation of NLRP3/caspase-1/GSD-MD pathway to inhibit pyroptosis and relieve the in-flammatory response of DKD mice.
9.LC-MS analysis of 2-(2-phenylethyl) chromones in sodium chloride-treated suspension cells of Aquilaria sinensis.
Yu DU ; Xiao-Xue ZHANG ; Ze-Kun ZHANG ; Wen-Jing WANG ; Bei-Bei ZHANG ; Ming-Liang ZHANG ; Yang WANG ; Xiang-Yu GE ; She-Po SHI
China Journal of Chinese Materia Medica 2023;48(9):2480-2489
Qualitative and quantitative analysis of 2-(2-phenylethyl) chromones in sodium chloride(NaCl)-treated suspension cells of Aquilaria sinensis was conducted by UPLC-Q-Exactive-MS and UPLC-QQQ-MS/MS. Both analyses were performed on a Waters T3 column(2.1 mm×50 mm, 1.8 μm) with 0.1% formic acid aqueous solution(A)-acetonitrile(B) as mobile phases at gradient elution. MS data were collected by electrospray ionization in positive ion mode. Forty-seven phenylethylchromones was identified from NaCl-treated suspension cell samples of A. sinensis using UPLC-Q-Exactive-MS, including 22 flindersia-type 2-(2-phenylethyl) chromones and their glycosides, 10 5,6,7,8-tetrahydro-2-(2-phenylethyl) chromones and 15 mono-epoxy or diepoxy-5,6,7,8-tetrahydro-2-(2-phenylethyl) chromones. Additionally, 25 phenylethylchromones were quantitated by UPLC-QQQ-MS/MS. Overall, the rapid and efficient qualitative and quantitative analysis of phenylethylchromones in NaCl-treated suspension cells of A. sinensis by two LC-MS techniques, provides an important reference for the yield of phenylethylchromones in Aquilariae Lignum Resinatum using in vitro culture and other biotechnologies.
Chromones
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Sodium Chloride
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Chromatography, Liquid
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Flavonoids
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Tandem Mass Spectrometry
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Thymelaeaceae
10.Attach great importance to the significance of serum anti-müllerian hormone and androgen in the evaluation of polycystic ovary syndrome.
Chun Hua LIU ; Sai ZHANG ; Yu Xue ZHANG ; Heng Bei DONG ; Shu Yu WANG ; Yan Min MA
Chinese Journal of Preventive Medicine 2023;57(4):577-583
Polycystic ovary syndrome (PCOS) is a common endocrine disease in women of childbearing age, which seriously affects women's reproductive health. In recent years, more and more studies have found that serum anti-Müllerian hormone (AMH) has certain significance in the diagnosis and treatment evaluation of PCOS. In addition, with the improvement of detection methods, more attention has been paid to the significance of female androgens and AMH in the evaluation of PCOS. This article reviews the recent research progress of serum AMH and androgens in the evaluation of PCOS.
Female
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Humans
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Polycystic Ovary Syndrome/diagnosis*
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Androgens
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Anti-Mullerian Hormone

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