1.Predictive Modeling of Chronic Kidney Disease with Hypertension or Diabetes Based on Machine Learning Algorithms
Huijuan ZENG ; Bo TIAN ; Hongling YUAN ; Jie HE ; Guanxi LI ; Guojia RU ; Min XU ; Dong ZHAN
Journal of Kunming Medical University 2024;45(3):99-105
Objective To build the early predictive model for chronic kidney disease(CKD)in hypertension and diabetes patients in the community.Methods The CKD patients were recruited from 4 health care centers in 4 urban areas in Kunming.The control group was residents without hypertension and diabetes(n = 1267).The disease group was residents with hypertension and/or diabetes(n = 566).The questionnaire survey,physical examination,laboratory testing,and 5 SNPs gene types in the PVT1 gene.The risk factors,which were filtered with logistics regression,were used to build predictive models.Four machine learning algorithms were built:support vector machine(SVM),random forest(RF),Na?ve Bayes(NB),and artificial neural network(ANN)models.Results Thirteen indicators included in the final diagnostic model:age,disease type,ethnicity,blood urea nitrogen,creatinine,eGFR from MDRD,ACR,eGFR from EPI2009,PAM13 score,sleep quality survey,staying-up late,PVT1 SNP rs11993333 and rs2720659.The accuracy,specificity,Kappa value,AUC of ROC,and PRC of ANN are greater than those of the other 3 models.The sensitivity of RF is the highest among 4 types of machine learning.Conclusions The ANN predictive model has a good ability of efficiency and classification to predict CKD with hypertension and/or diabetes patients in the community.
2.Relationship between Phenotypic Changes of Dendritic Cell Subsets and the Onset of Plateau Phase during Intermittent Interferon Therapy in Patients with CHB
Liu YANG ; Yu Shi WANG ; Ting Ting JIANG ; Wen DENG ; Min CHANG ; Ling Shu WU ; Hua Wei CAO ; Yao LU ; Ge SHEN ; Yu Ru LIU ; Jiao Yuan GAO ; Jiao Meng XU ; Ping Lei HU ; Lu ZHANG ; Yao XIE ; Hui Ming LI
Biomedical and Environmental Sciences 2024;37(3):303-314
Objective This study aimed to evaluate whether the onset of the plateau phase of slow hepatitis B surface antigen decline in patients with chronic hepatitis B treated with intermittent interferon therapy is related to the frequency of dendritic cell subsets and expression of the costimulatory molecules CD40,CD80,CD83,and CD86. Method This was a cross-sectional study in which patients were divided into a natural history group(namely NH group),a long-term oral nucleoside analogs treatment group(namely NA group),and a plateau-arriving group(namely P group).The percentage of plasmacytoid dendritic cell and myeloid dendritic cell subsets in peripheral blood lymphocytes and monocytes and the mean fluorescence intensity of their surface costimulatory molecules were detected using a flow cytometer. Results In total,143 patients were enrolled(NH group,n = 49;NA group,n = 47;P group,n = 47).The results demonstrated that CD141/CD1c double negative myeloid dendritic cell(DNmDC)/lymphocytes and monocytes(%)in P group(0.041[0.024,0.069])was significantly lower than that in NH group(0.270[0.135,0.407])and NA group(0.273[0.150,0.443]),and CD86 mean fluorescence intensity of DNmDCs in P group(1832.0[1484.0,2793.0])was significantly lower than that in NH group(4316.0[2958.0,5169.0])and NA group(3299.0[2534.0,4371.0]),Adjusted P all<0.001. Conclusion Reduced DNmDCs and impaired maturation may be associated with the onset of the plateau phase during intermittent interferon therapy in patients with chronic hepatitis B.
3.Association of Cytokines with Clinical Indicators in Patients with Drug-Induced Liver Injury
Hua Wei CAO ; Ting Ting JIANG ; Ge SHEN ; Wen DENG ; Yu Shi WANG ; Yu Zi ZHANG ; Xin Xin LI ; Yao LU ; Lu ZHANG ; Yu Ru LIU ; Min CHANG ; Ling Shu WU ; Jiao Yuan GAO ; Xiao Hong HAO ; Xue Xiao CHEN ; Ping Lei HU ; Jiao Meng XU ; Wei YI ; Yao XIE ; Hui Ming LI
Biomedical and Environmental Sciences 2024;37(5):494-502
Objective To explore characteristics of clinical parameters and cytokines in patients with drug-induced liver injury(DILI)caused by different drugs and their correlation with clinical indicators. Method The study was conducted on patients who were up to Review of Uncertainties in Confidence Assessment for Medical Tests(RUCAM)scoring criteria and clinically diagnosed with DILI.Based on Chinese herbal medicine,cardiovascular drugs,non-steroidal anti-inflammatory drugs(NSAIDs),anti-infective drugs,and other drugs,patients were divided into five groups.Cytokines were measured by Luminex technology.Baseline characteristics of clinical biochemical indicators and cytokines in DILI patients and their correlation were analyzed. Results 73 patients were enrolled.Age among five groups was statistically different(P=0.032).Alanine aminotransferase(ALT)(P=0.033)and aspartate aminotransferase(AST)(P=0.007)in NSAIDs group were higher than those in chinese herbal medicine group.Interleukin-6(IL-6)and tumor necrosis factor alpha(TNF-α)in patients with Chinese herbal medicine(IL-6:P<0.001;TNF-α:P<0.001)and cardiovascular medicine(IL-6:P=0.020;TNF-α:P=0.001)were lower than those in NSAIDs group.There was a positive correlation between ALT(r=0.697,P=0.025),AST(r=0.721,P=0.019),and IL-6 in NSAIDs group. Conclusion Older age may be more prone to DILI.Patients with NSAIDs have more severe liver damage in early stages of DILI,TNF-α and IL-6 may partake the inflammatory process of DILI.
4.Synthesis and biological evaluation of 68Ga-NOTA-CD44: a novel tracer targeting atherosclerotic plaques
Bo WANG ; Li LI ; Xue YU ; Chuxin ZHANG ; Min YAN ; Huiling LI ; Huibin RU ; Ping WU ; Ruonan WANG ; Zhifang WU ; Sijin LI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(2):104-108
Objective:To construct 68Ga-1, 4, 7-trizacyclononane-1, 4, 7-triacetic acid (NOTA)-CD44 as a novel atherosclerosis tracer targeting hyaluronic acid (HA), and evaluate its biological property and molecular imaging features. Methods:Low molecular weight (LMW) recombinant human CD44 protein was selected, and the C-terminal of the protein was modified by sulfonation and coupled to the bifunctional ligand NOTA to synthesize a novel molecular probe 68Ga-NOTA-CD44 targeting HA. The biological properties of the probe, such as labeling rate and in vitro stability, were studied. Three atherosclerotic plaque model mice and three normal C57BL/6 mice were studied by 68Ga-NOTA-CD44 microPET/CT imaging and pathological examination. Results:68Ga-NOTA-CD44 tracer was synthesized and purified with the radiochemical purity above 99%, and the specific activity was up to 62.22 MBq/nmol. lts stability was good in PBS, and the radiochemical purity was over 90% after incubation for 3 h. After intravenous injection, the probe was metabolized mainly by the kidneys, and its metabolic level decreased successively in the liver, lungs and blood. MicroPET/CT imaging results of atherosclerotic model mice suggested that the uptake in the plaque of abdominal aorta was higher at 60 min after injection, with SUV max and target/background ratio (TBR) max of 1.14±0.02 and 4.95±0.93, and the probe had certain atherosclerotic plaque eroded targeting, which was consistent with the pathological result. Conclusions:As a novel probe, 68Ga-NOTA-CD44 is simple to prepare and has a high labeling rate. It has good physicochemical properties and in vivo biological properties, and can display atherosclerotic eroded plaques sensitively. 68Ga-NOTA-CD44 has a promising prospect to be a new molecular probe for early noninvasive recognition of atherosclerotic eroded plaques.
5.Analysis of related factors of new-onset conduction disturbance after transcatheter aortic valve replacement with self-expanding valve
Wei-Min WANG ; Yu-Xi SUN ; Li-Cheng DING ; Li-Lan WANG ; Qiao-Ru XU ; Bin WANG
Chinese Journal of Interventional Cardiology 2024;32(2):61-70
Objective To investigate the baseline clinical characteristics,ascending aortic root anatomical characteristics,and related factors of the surgical strategy of patients with new-onset conduction disturbance(NOCD)after transcatheter aortic valve replacement(TAVR)with self-expanding valve(SEV)implantation.Methods A retrospective study was conducted on 245 patients who underwent TAVR at the Xiamen Cardiovascular Hospital Xiamen University between December 2014 and November 2022.According to the inclusion and exclusion criteria,167 patients with SEV implantation during surgery were continuously included.They were divided into tricuspid aortic valve group(TAV group,113 cases)and bicuspid aortic valve group(BAV group,54 cases)according to aortic valve morphology.The TAV group was divided into NOCD group(43 cases)and non NOCD group(70 cases)according to postoperative electrocardiogram characteristics.The BAV group was divided into NOCD group(16 cases)and non NOCD group(38 cases).Collect clinical data such as preoperative electrocardiogram and ascending aortic root CT angiography from patients.Results The right-non valvular calcification quantification(P=0.005)in the non-NOCD group was significantly greater than that in the NOCD group,but the aortic angle(P=0.002)was smaller in TAV patients.Multivariate analysis suggested that the risk of NOCD after TAVR is reduced by 2.6%for every 10 mm3 increase in right-non valvular calcification in patients(OR 0.974,P=0.039),the risk of postoperative NOCD nearly 7.3%for every degree increase in aortic angulation(OR 1.073,P=0.003).In BAV patients the increase of the risk of NOCD after TAVR is nearly 3.3%for every l ms increase in preoperative PR interval(OR 1.033,P=0.041),the risk of NOCD is reduced by 6.6%for every 10 mm3 increase in calcification quantification in the right coronary valve area(OR 0.934,P=0.013).Conclusions In TAV patient,right-non valvular calcification may have a protective effect on the cardiac conduction system,but a larger aortic angle increases the risk of NOCD.In BAV patients,a longer preoperative PR interval is a risk factor for NOCD,and the right coronary valve area may protect the cardiac conduction system.
6.The effect of seritaline and multidisciplinary collaborative management model on adolescents with first-episode major depression disorder
Guifang RU ; Yuanlin LI ; Min GAO
China Pharmacist 2024;27(6):999-1006
Objective To explore the clinical efficacy of escitalopram combined with multidisciplinary collaborative management model(MCMM)on adolescents with first-episode major depressive disorder(MDD).Methods Two hundred adolescents with first-episode MDD who admitted to Fuyang Third People's Hospital,Anhui Province,from January 2019 to November 2023,were selected as study participnts.They were randomly divided into a control group and a MCMM group.Both groups of patients received sertraline hydrochloride tablets and routine psychiatric care for 8 weeks.Additionally,the MCMM group received an MCMM intervention on this basis.The clinical efficacy of the interventions,pre-and post-treatment assessments included clinical scale data[Hamilton Depression Scale(HAMD),Hamilton Anxiety Scale(HAMA),and Connor-Davidson Resilience Scale(CD-RISC)],inflammatory factors[interleukin-1β(IL-1β),interleukin-6(IL-6),and tumor necrosis factor-α(TNF-α)],neurotrophin factors[serotonin(5-hydroxytryptamine,5-HT)and glial cell-derived neurotrophic factor(GDNF)]were compared between the two groups.Results Before the intervention,there were no statistical differences in the clinical scale data,inflammatory factors and neurotrophic factors between the two groups(P>0.05).After 8 weeks of intervention,the HAMD score,HAMA score,serum IL-1β,IL-6,TNF-α,5-HT,and GDNF levels significantly decreased compared with pre-intervention(P<0.05),while the CD-RISC score significantly increased(P<0.05).In addition,the MCMM group showed greater reductions in HAMD,HAMA,IL-1β,IL-6,TNF-α,5-HT,and GDNF levels and a greater increase in CD-RISC score compared to the control group(P<0.05).Conclusion Compared with sertraline combined with routine care,MCMM significantly alleviates anxiety and depression,enhances psychological resilience,and reduces inflammation in MDD patients.
7.The influence of different detection cycles on the detection results of HBsAg ELISA
Yanqing DENG ; Zhiting WAN ; Boquan HUANG ; Haojian LIANG ; Rongsong DU ; Zhongping LI ; Jianting ZHENG ; Ru XU ; Min WANG ; Hao WANG
Chinese Journal of Blood Transfusion 2024;37(11):1301-1306
[Objective] To analyze the influence of the cycle length of hepatitis B surface antigen (HBsAg) double reagent positive samples collected from voluntary blood donors in Guangzhou on the detection results. [Methods] A total of 127 044 blood samples from voluntary blood donors at Guangzhou Blood Center from August 10 to December 9, 2023 were selected. Two ELISA reagents were used for HBsAg detection, and samples with HBsAg double reagent positive and S/CO values<10 were tested continuously for 7 days to observe the changes in their S/CO values. [Results] A total of 505 HBsAg double reagent positive samples were detected, of which 52 had S/CO values less than 10. After 7 consecutive days of uninterrupted testing, the S/CO values of Wantai (median 5 decreased to 3) and Xinchuang (median 5 decreased to 3) showed an overall downward trend, and the HBsAg missed detection rate showed an upward trend (from 0 on the first day to 1/10 000 on the seventh day). A total of 13 cases had negative double reagent test results within the 7-day testing cycle. [Conclusion] With the extension of the detection cycle, the S/CO value of HBsAg detection shows a downward trend, and the missed detection rate of HBsAg shows an upward trend. Samples used for HBsAg detection should be tested promptly after sampling to improve the quality of blood testing.
8.Research progress in pathophysiological mechanism and clinical diagnosis and treatment of hypertension associated with vascular endothelial growth factor and its receptor inhibitors
Li ZHANG ; Binfeng XIA ; Huihui HUANG ; Ru WANG ; Min KONG ; Xia YIN
Journal of Jilin University(Medicine Edition) 2024;50(3):854-863
Cancer therapy-related cardiovascular toxicity(CTR-CVT)is gradually becoming a critical factor affecting the prognosis of cancer survivors.Vascular endothelial growth factor(VEGF)and its receptor inhibitors(VEGFIs),developed as novel anti-cancer drugs targeting VEGF,are now widely used in clinical practice.They can extend the survival period of the cancer patients and improve the prognosis of the patients.However,the hypertension induced by VEGFIs,as the most common CTR-CVT,may limit and impact their use and leads to severe cardiovascular diseases(CVD).It is essential to closely monitor blood pressure in the cancer patients treated with VEGFIs,conduct early assessments,and optimize the management to achieve the best anti-cancer efficacy and minimize the risk of CTR-CVT.This review discusses the clinical manifestations,pathogenesis,diagnosis,and treatment strategies of VEGFIs-related hypertension,in order to provide better guidances for managing and addressing VEGFIs-related hypertension for the clinicians.
9.Research progress in relationship between lipoprotein(a)and occurrence and development of calcific aortic valve stenosis and related treatment of hyperlipoprotein Aemia
Li ZHANG ; Mengyuan ZHANG ; Binfeng XIA ; Min KONG ; Ru WANG ; Huihui HUANG ; Xia YIN
Journal of Jilin University(Medicine Edition) 2024;50(6):1763-1772
Lipoprotein(a)[Lp(a)]is a highly polymorphic lipoprotein molecule composed of apolipoprotein A(apo A),apo B100,and cholesterol ester core;calcific aortic valve stenosis(CAVS)is a multifactorial valvular heart disease influenced by both environmental and genetic factors.Lp(a)is an independent risk factor for CAVS and can increase the onset risk of CAVS.Lp(a)plays an important role in the treatment of CAVS.Although surgery is currently the main clinical treatment for CAVS,with further exploration into its pathological mechanism,drug therapy targeting Lp(a)has emerged as a new method.This paper reviews studies about the structure and characteristics of Lp(a),its role in the occurrence and development of CAVS,treatment options related to hyperlipoprotein Aemia,and the studies preventing and treating CAVS by combating inflammation,and enhances the clinicians'understanding and awareness of hyperlipoprotein Aemia and provides new insights for the prevention and targeted drug therapy of CAVS.
10.Transcatheter endocardial alginate-hydrogel implantation for the treatment of a patient with non-responsive heart failure on cardiac resynchronization therapy defibrillator:a case report
Cun-Jun ZHU ; Bo WANG ; Chao GAO ; Min SHEN ; Tao SU ; Ru-Tao WANG ; Fang-Jun MOU ; Xiao-Na CHEN ; Fei LI ; Ling TAO
Chinese Journal of Interventional Cardiology 2024;32(8):468-471
Heart failure(HF)is the end stage of almost all cardiovascular diseases,including coronary heart disease and structural heart disease.For end-stage HF,medications and cardiac assist devices have limited therapeutic effects,and heart transplantation is associated with donor shortage and immune rejection.Alginate hydrogel has the ability to mechanically support and induce cardiac tissue regeneration and repair.In March 2021,we conducted the world's first transcatheter endocardial alginate-hydrogel implantation in patients with end-stage heart failure,and explored the safety and feasibility of the treatment.Given that patients with heart failure who had undergone cardiac resynchronization therapy defibrillator(CRT-D)were excluded from previous studies,this paper is the first to report a case of transcatheter endocardial alginate-hydrogel implantation in a patient with heart failure who did not respond to CRT-D,with a significant reduction in the number of visits to the doctor and a significant improvement in the quality of life during the post-procedure follow-up,which may expand the indications for the use of this technology.

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