1.Risk Identification Model of Coronary Artery Stenosis Constructed Based on Random Forest
Yongfeng LV ; Yujing WANG ; Leyi ZHANG ; Yixin LI ; Na YUAN ; Jing TIAN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(1):138-146
ObjectiveTo establish a risk recognition model for coronary artery stenosis by using a machine learning method and to identify the key causative factors. MethodsPatients aged ≥18 years,diagnosed with coronary heart disease through coronary angiography from January 2013 to May 2020 in two prominent hospitals in Shanxi Province, were continuously enrolled. Logistic regression,back propagation neural network (BPNN), and random forest(RF)algorithms were used to construct models for detecting the causative factors of coronary artery stenosis. Sensitivity (TPR), specificity (TNR), accuracy (ACC), positive predictive value (PV+), negative predictive value (PV-), area under subject operating characteristic curve (AUC), and calibration curve were used to compare the discrimination and calibration performance of the models. The best model was then employed to predict the main risk variables associated with coronary stenosis. ResultsThe RF model exhibited superior comprehensive performance compared to logistic regression and BPNN models. The TPR values for logistic regression,BPNN,and RF models were 75.76%, 74.30%, and 93.70%, while ACC values were 74.05%, 72.30%, and 79.49%, respectively. The AUC values were:logistic regression 0.739 9; BPNN 0.723 1; RF 0.752 2. Manifestations such as chest pains,abnormal ST segments on ECG,ventricular premature beats with hypertension, atrial fibrillation, regional wall motion abnormalities(RWMA) by color echocardiography, aortic regurgitation(AR), pulmonary insufficiency (PI), family history of cardiovascular diseases,and body mass index(BMI)were identified as top ten important variables affecting coronary stenosis according to the RF model. ConclusionsRandom forest model shows the best comprehensive performance in identification and accurate assessment of coronary artery stenosis. The prediction of risk factors affecting coronary artery stenosis can provide a scientific basis for clinical intervention and help to formulate further diagnosis and treatment strategies so as to delay the disease progression.
2.Longitudinal cross lagged analysis of body mass index and weight stigma with depressive symptom in adolescents
DONG Ziqi, SONG Xinli, YUAN Wen, LI Jing, YANG Tian, ZHANG Xiuhong, SONG Yi, DONG Yanhui
Chinese Journal of School Health 2025;46(9):1242-1245
Objective:
To explore the bidirectional associations among body mass index Z scores (BMI Z scores) and weight stigma with depressive symptoms in adolescents, thereby providing evidence for targeted intervention strategies.
Methods:
A stratified cluster random sampling method was employed to select 18 301 adolescents aged 12-18 years from all 12 prefectures (103 counties) in the Inner Mongolia Autonomous Region, and two waves of longitudinal surveys were conducted in September 2023 (T1) and September 2024 (T2) among the adolescents. Weight stigma was assessed by using a self developed questionnaire, depressive symptom was measured with the Center for Epidemiologic Studies Depression Scale (CES-D), and BMI Z scores were calculated according to the World Health Organization standards. Pearson correlation analysis was used to examine associations among variables, and cross lagged panel models were constructed to investigate the dynamic bidirectional relationships among the three variables.
Results:
Adolescents BMI Z scores and weight stigma with depressive symptoms all exhibited autoregressive stability across the two time points (autoregressive paths, all P <0.01). Cross lagged model comparisons indicated that the bidirectional path model achieved the best fit ( χ 2=12.65, RMSEA =0.017, CFI =1.000; △ χ 2=193.39, P <0.01), supporting dynamic bidirectional associations among the three variables. After adjusting for gender, age, subjective social status and only child status, T1 BMI Z scores among adolescents positively predicted T2 weight stigma ( β =0.061), and T1 weight stigma positively predicted T2 depressive symptoms ( β =0.608); in the reverse direction, T1 depressive symptoms predicted T2 weight stigma ( β =0.003), and T1 weight stigma predicted T2 BMI Z scores ( β =0.081) (all P <0.01).
Conclusions
There is a bidirectional cross lagged relationship among adolescents BMI Z scores and weight stigma with depressive symptoms, suggesting that weight stigma may serve as a key psychological variable linking obesity and depressive symptoms. Greater attention should be paid to the potential threat of weight stigma to adolescents mental health, with intervention strategies expanded from a solely physiological focus to encompass psychosocial dimensions.
3.Somatic CDKN2A copy number variations are associated with the prognosis of esophageal squamous cell dysplasia
Zhiyuan FAN ; Jing ZHOU ; Yuan TIAN ; Yu QIN ; Zhaojun LIU ; Liankun GU ; M. Sanford DAWSEY ; Wenqiang WEI ; Dajun DENG
Chinese Medical Journal 2024;137(8):980-989
Background::Somatic copy number variations (SCNVs) in the CDKN2A gene are among the most frequent events in the dysplasia-carcinoma sequence of esophageal squamous cell carcinoma. However, whether CDKN2A SCNVs are useful biomarkers for the risk stratification and management of patients with esophageal squamous cell dysplasia (ESCdys) is unknown. This study aimed to investigate the characteristics and prognostic value of CDKN2A SCNVs in patients with mild or moderate (m/M) ESCdys. Methods::This study conducted a prospective multicenter study of 205 patients with a baseline diagnosis of m/M ESCdys in five high-risk regions of China (Ci County, Hebei Province; Yanting, Sichuan Province; Linzhou, Henan Province; Yangzhong, Jiangsu Province; and Feicheng, Shandong Province) from 2005 to 2019. Genomic DNA was extracted from paraffin biopsy samples and paired peripheral white blood cells from patients, and a quantitative polymerase chain reaction assay, P16-Light, was used to detect CDKN2A copy number. The cumulative regression and progression rates of ESCdys were evaluated using competing risk models. Results::A total of 205 patients with baseline m/M ESCdys were enrolled. The proportion of ESCdys regression was significantly lower in the CDKN2A deletion cohort than in the diploid and amplification cohorts (18.8% [13/69] vs. 35.0% [28/80] vs. 51.8% [29/56], P <0.001). In the univariable competing risk analysis, the cumulative regression rate was statistically significantly lower ( P = 0.008), while the cumulative progression rate was higher ( P = 0.017) in ESCdys patients with CDKN2A deletion than in those without CDKN2A deletion. CDKN2A deletion was also an independent predictor of prognosis in ESCdys ( P = 0.004) in the multivariable analysis. Conclusion::The results indicated that CDKN2A SCNVs are associated with the prognosis of ESCdys and may serve as potential biomarkers for risk stratification.
4.Three-dimensional finite element analysis of lumbar disc herniation under different body positions
Ben-Jing YIN ; Yu LU ; Fu-Tao JI ; Rong-Neng QIU ; Yuan-Yang XIE ; Ge CHEN ; Tian-Li XU ; Chao-Yu BAO ; Ju-Bao LI
China Journal of Orthopaedics and Traumatology 2024;37(6):599-604
Objective To campare biomechanical effects of different postural compression techniques on three-dimensional model of lumbar disc herniation(LDH)by finite element analysis.Methods Lumbar CT image of a 48-year-old female patient with LDH(heighted 163 cm,weighted 53 kg)was collected.Mimics 20.0,Geomagic Studio,Solidwords and other software were used to establish three-dimensional finite element model of LDH on L4,5 segments.Compression techniques under horizon-tal position,30° forward bending and 10° backward extension were simulated respectively.After applying the pressure,the ef-fects of compression techniques under different positions on stress,strain and displacement of various tissues of intervertebral disc and nerve root were observed.Results L4,5 segment finite element model was successfully established,and the model was validated.When compression manipulation was performed on the horizontal position,30° flexion and 10° extension,the annular stress were 0.732,5.929,1.286 MPa,the nucleus pulposus stress were 0.190,1.527,0.295 MPa,and the annular strain were 0.097,0.922 and 0.424,the strain sizes of nucleus pulposus were 0.153,1.222 and 0.282,respectively.The overall displace-ment distance of intervertebral disc on Y direction were-3.707,-18.990,-4.171 mm,and displacement distance of nerve root on Y direction were+7.836,+5.341,+3.859 mm,respectively.The relative displacement distances of nerve root and interverte-bral disc on Y direction were 11.543,24.331 and 8.030 mm,respectively.Conclusion Compression manipulation could make herniated intervertebral disc produce contraction and retraction trend,by increasing the distance between herniated interverte-bral disc and nerve root,to reduce symptoms of nerve compression,to achieve purpose of treatment for patients with LDH,in which the compression manipulation is more effective when the forward flexion is 30°.
5.Thin corpus callosum and"lynx ear sign":A report of a family of hereditary spastic paraplegia type 11
Zongyong YU ; Ziyang WU ; Feifei TIAN ; Jing LI ; Wei YUAN ; Xin LI ; Haiping WEI ; Guode WU ; Jun LIU
Chinese Journal of Nervous and Mental Diseases 2024;50(10):632-635
To report a case with hereditary spastic paraplegia type 11(SPG11)in association with typical thin corpus callosum(TCC)and"Ears-of-the-lynx sign"on MRI imaging.The patient was a 13-year-old boy.The main symptoms are walking instability and falling easily.Over the period of one year,the symptoms gradually progressed when accompanied by poor handwriting and a decrease in learning ability.The parents are not related.Brain MRI shows a thin corpus callosum,and high symmetric signals in the anterior horn of the lateral ventricles on T2 and Flair sequence.WES detected two heterozygous mutations in the SPG11 gene,NM_025137:c.2073delT and c.257+5G>A,respectively from the parents.The proband was finally diagnosed with SPG11.Brain MRI found that TCC and"lynx ear sign"are highly sensitive and specific for the diagnosis of SPG11.The patients with spastic paraplegia should be considered the possibility of SPG11.
6.The Identification Idea of Antibodies Against Ku and Other High-Frequency Antigens
Fei-Fei ZHANG ; Jing-Wei LI ; Wei SHEN ; Yi HE ; Hong YUAN ; Li TIAN ; Zhi-Jun YE
Journal of Experimental Hematology 2024;32(3):875-882
Objective:This study was aimed to provide ideas for identifying the antibodies to high-frequency antigens by analyzing a female case of high-frequency antigen antibody(anti-Ku)using serological and sequencing method.Methods:The methods for identification of blood group,erythrocyte antigen,screening and identification of antibody were used to detect the blood type and antibody in the proband.The proband's serum and reagent screening cells treated with Sulfhydryl reagent were applied to judge the type and characteristics of this antibodies when reacted with the regaent screening cells or proband's serum respectively.Gene sequencing was used to determine the genotype of the proband's blood group.Results:The proband's red blood cells were determined as O type RhD positive,whose serum showed strong positive reaction to antibody-screening cells and antibody identification cells with the same intensity in saline and IAT medium,however,the self-cells showed negative effect.The Direct Antihuman Globulin of proband's red blood cells also showed weak positive reaction,and the other blood types were CcEe,Jk(a+b-),P1-,Le(a-b-),Lu(a-b+),K-,k-,Kp(a-b-).Serum of the proband treated with 2-ME still react with three groups of screening cells in IAT medium.The reaction intensity of proband's serum was also unchanged with the cells modified with papain and bromelain,but showed negative effect when the cells were treated with sulfhydryl agents including DTT and 2-ME.Gene sequencing revealed that the KEL genotype of the patient was KEL*02N.24.This patient had a rare K0 phenotype.Conclusion:The rare Kell-null blood group(also known as K0)were identified by serological and molecular tests in the proband who produced both IgG and IgM type of antibody to high-frequency antigen(anti-Ku).These two methods are of great significance in the identification of this rare blood group as well as the antibody to high frequency antigen.
7.Effects of nalbuphine on the activity and angiogenesis of colorectal cancer cells by regulating the HIF-1α/VEGF sig-naling pathway
Yuan-Yuan TIAN ; Bei WU ; Fei WANG ; Jing YANG
Chinese Journal of Current Advances in General Surgery 2024;27(10):760-765
Objective:To investigate the effects of nalbuphine(Nal)on the activity and an-giogenesis of colorectal cancer(CRC)cells by regulating the hypoxia inducible factor-1 α(HIF-1 α)/vascular endothelial growth factor(VEGF)signaling pathway.Methods:CRC cell SW480 was treated with Nal of 25-800 μmol/L to screen for the optimal drug concentration;CRC cells were separated into Control group,low concentration nalbuphine group(Nal-L group,50 μmol/L),me-dium concentration nalbuphine group(Nal-M group,100 μmol/L),high concentration nalbuphine group(Nal-H group,200 μmol/L),and high concentration nalbuphine(200 μmol/L)+HIF-1 α/VEGF signaling pathway activator group(Nal-H+DMOG group,200 μmol/L Nal+2 mM DMOG).The cell plate cloning experiment was applied to detect cell proliferation.The apoptotic ability of cells was evaluated by flow cytometry.The migration ability of cells was tested using scratch assay.The in-vasive ability of cells was measured using the Transwell method.The ability of cells to form blood vessels and the expression of HIF-1αA/EGF signaling pathway proteins were analyzed using Western blot.Results:Nal can inhibit cell proliferation in a concentration dependent manner.Compared with the Control group,the number of clone formation,scratch healing rate,number of invasive cells,number of vascular structure formation,HIF-1α,and VEGF protein expression in the Nal-L group,Nal-M group,and Nal-H group were greatly reduced(P<0.05),the apoptosis rate of cells was obviously increased(P<0.05).Compared with the Nal-H group,the number of clone formation,scratch healing rate,number of invasive cells,number of vascular structure formation,HIF-1α,and VEGF protein expression in the Nal-H+DMOG group were obviously increased(P<0.05),the apoptosis rate of cells was greatly decreased(P<0.05).Conclusion:The inhibitory ef-fects of Nal on proliferation,migration,invasion,and vascular structure formation of CRC cells may be achieved by inhibiting the HIF-1αNEGF signaling pathway.
8.Protective effects of a sunscreen lotion containing Calendula extracts on children′s skin after sun exposure: a single-center, randomized, parallel controlled clinical study
Shan WANG ; Lei JIAO ; Ying LIU ; Mutong ZHAO ; Chunping SHEN ; Yuanyuan XIAO ; Li LI ; Yuan LIANG ; Jing TIAN ; Yang WANG ; Lin MA
Chinese Journal of Dermatology 2024;57(6):562-566
Objective:To investigate the protective effects of a sunscreen lotion containing Calendula extracts on children′s skin against sun exposure, as well as to evaluate its safety and tolerability when applied to children.Methods:A single-center, randomized, split-body/face study was conducted on 200 healthy children aged 3 - < 18 years, who were enrolled from Beijing Children′s Hospital, Capital Medical University from July to August 2022. The participants were randomly and equally divided into Group A (the left side of the body/face topically treated with the test sunscreen, and the right side with the control sunscreen) and Group B (the right side of the body/face topically treated with the test sunscreen, and the left side with the control sunscreen) at a ratio of 1∶1. After applying the sunscreen, they were engaged in outdoor activities under sunlight. Skin tests were conducted on the temporal area, the extensor aspect of the upper arm and forearm before and after sun exposure. The test product was a mild sunscreen lotion containing Calendula extracts with the sun protection factor (SPF) being 50+ and the long-wave ultraviolet protection factor (PA) being +++, and the control product was a baby sunscreen containing licorice extracts (SPF35, PA++). Bilateral differential scales were used to assess clinical symptoms after sun exposure, erythema values to clinically evaluate erythema after sun exposure, and the multifunctional skin testing platform MPA10 to measure melanin and erythema values, stratum corneum hydration, and transepidermal water loss (TEWL) at the tested sites. Related adverse events were observed and recorded during the study. The paired t-test or Wilcoxon signed-rank test was used for the comparison of quantitative data, and chi-square test (Fisher′s exact test) for the comparison of count data. Results:Totally, 198 children completed the study and visits, including 100 males (50.5%) and 98 females (49.5%), aged from 3 to 17 years (8.11 ± 0.23 years), and there were 99 cases each in the Group A and Group B. The numbers of participants with more obvious sunburn symptoms after sun exposure in the 3 tested areas were all higher on the control side than on the test side (the temporal area: 11 cases vs. 4 cases; the extensor aspect of the upper arm: 16 cases vs. 2 cases; the extensor aspect of the forearm: 33 cases vs. 3 cases), with significant differences between the bilateral sides (all P<0.001). No significant differences were observed in the erythema values between the test side and control side in the 3 tested areas (all P > 0.05). In the extensor aspect of the upper arm and forearm, the difference in the melanin value before and after sun exposure was significantly smaller on the test side (3.57 ± 2.41, 1.74 ± 1.68, respectively) than on the control side (9.50 ± 2.21, 8.13 ± 1.87, respectively, both P < 0.001) ; in the temporal region and the extensor aspect of the upper arm and forearm, the difference in the stratum corneum hydration level before and after sun exposure was significantly greater on the test side (7.72[-2.19, 19.44], 9.56 ± 1.37, 9.05 ± 1.37, respectively) than on the control side (-3.25[-13.54, 9.94], 3.63 ± 1.32, 3.73 ± 1.31, respectively, all P < 0.001) in the temporal region and the extensor aspect of the upper arm and forearm. However, there were no significant differences in the changes in the erythema or TEWL values before and after sun exposure between the test side and control side in either of the 3 tested areas (all P > 0.05). During this study, 1 case (0.51%) experienced transient urticaria on the control side, and no serious adverse events occurred. Conclusion:The mild sunscreen lotion containing Calendula extracts demonstrated superior efficacy to the control product in improving skin symptoms after sun exposure such as hyperpigmentation among healthy children aged 3 - < 18 years, with good tolerability and a relatively low incidence of adverse reactions.
9.Efficacy observation of different doses of bortezomib combined with chemotherapy for multiple myeloma
Yuan GAO ; Peng DONG ; Tingwu YI ; Huan LIN ; Lejia LIU ; Yanyu WANG ; Aixin WANG ; Dan HUANG ; Jing TIAN
Cancer Research and Clinic 2024;36(7):532-535
Objective:To investigate the efficacy of different doses of bortezomib combined with chemotherapy for multiple myeloma (MM).Methods:A prospective case series study was performed. A total of 81 MM patients at Leshan People's Hospital from February 2022 to May 2023 were collected as study subjects. According to the random number table method, patients were divided into high-dose bortezomib group (39 cases treated with 1.6 mg/m 2 bortezomib combined with dexamethasone and thalidomide) and low-dose bortezomib group (42 cases treated with 1.3 mg/m 2 bortezomib combined with dexamethasone and thalidomide). The clinical efficacy after 4 courses of treatment, adverse reactions, C-reactive protein (CRP), β 2 microglobulin (β 2-MG) and serum creatinine levels before and after treatment, survival and prognosis of patients in both groups were compared. Results:There were 29 males and 10 females in the high-dose bortezomib group and the age was (59±5) years; there were 31 males and 11 females in the low-dose bortezomib group and the age was (59±6) years. The differences in the general data of both groups were statistically significant (all P > 0.05). The overall effectiveness rate was 87.2% (34/39) and 80.9% (34/42), respectively in the high-dose bortezomib group and the low-dose bortezomib group, and the difference was not statistically significant of both groups ( χ2 = 0.58, P = 0.446). The incidence rate of adverse reactions was 30.8% (12/39), 19.0% (8/39), respectively in the high-dose bortezomib group and the low-dose bortezomib group, and the difference was not statistically significant of both groups ( χ2 = 1.49, P = 0.222). Before treatment, there were no statistically significant differences in the levels of CRP, β 2-MG and serum creatinine between the 2 groups (all P > 0.05); after treatment, there were statistically significant differences in the levels of CRP [(23.6±2.2) g/L vs. (31.5±3.6) g/L)], β 2-MG [(2 317±63) μg/L vs. (4 212±114) μg/L] and serum creatinine [(70±5) μmol/L vs. (79±7) μmol/L] in the high-dose bortezomib group and the low-dose bortezomib group ( t value was 4.28, 18.29, 4.00, all P<0.05); and the levels of above 3 indicators after treatment were lower than those before treatment of both groups (all P < 0.05). The mortality rate was 10.3% (4/39) and 14.3% (6/42), respectively in the high-dose bortezomib group and the low-dose bortezomib group 1-year follow-up after treatment, and the difference was not statistically significant ( χ2 = 0.30, P = 0.582). Conclusions:The efficacy and safety of high-dose bortezomib combined with chemotherapy are comparable to those of low-dose bortezomib combined with chemotherapy in treatment of MM, while the former could improve renal function and inflammatory status of MM patients.
10.A multi-center epidemiological study on pneumococcal meningitis in children from 2019 to 2020
Cai-Yun WANG ; Hong-Mei XU ; Gang LIU ; Jing LIU ; Hui YU ; Bi-Quan CHEN ; Guo ZHENG ; Min SHU ; Li-Jun DU ; Zhi-Wei XU ; Li-Su HUANG ; Hai-Bo LI ; Dong WANG ; Song-Ting BAI ; Qing-Wen SHAN ; Chun-Hui ZHU ; Jian-Mei TIAN ; Jian-Hua HAO ; Ai-Wei LIN ; Dao-Jiong LIN ; Jin-Zhun WU ; Xin-Hua ZHANG ; Qing CAO ; Zhong-Bin TAO ; Yuan CHEN ; Guo-Long ZHU ; Ping XUE ; Zheng-Zhen TANG ; Xue-Wen SU ; Zheng-Hai QU ; Shi-Yong ZHAO ; Lin PANG ; Hui-Ling DENG ; Sai-Nan SHU ; Ying-Hu CHEN
Chinese Journal of Contemporary Pediatrics 2024;26(2):131-138
Objective To investigate the clinical characteristics and prognosis of pneumococcal meningitis(PM),and drug sensitivity of Streptococcus pneumoniae(SP)isolates in Chinese children.Methods A retrospective analysis was conducted on clinical information,laboratory data,and microbiological data of 160 hospitalized children under 15 years old with PM from January 2019 to December 2020 in 33 tertiary hospitals across the country.Results Among the 160 children with PM,there were 103 males and 57 females.The age ranged from 15 days to 15 years,with 109 cases(68.1% )aged 3 months to under 3 years.SP strains were isolated from 95 cases(59.4% )in cerebrospinal fluid cultures and from 57 cases(35.6% )in blood cultures.The positive rates of SP detection by cerebrospinal fluid metagenomic next-generation sequencing and cerebrospinal fluid SP antigen testing were 40% (35/87)and 27% (21/78),respectively.Fifty-five cases(34.4% )had one or more risk factors for purulent meningitis,113 cases(70.6% )had one or more extra-cranial infectious foci,and 18 cases(11.3% )had underlying diseases.The most common clinical symptoms were fever(147 cases,91.9% ),followed by lethargy(98 cases,61.3% )and vomiting(61 cases,38.1% ).Sixty-nine cases(43.1% )experienced intracranial complications during hospitalization,with subdural effusion and/or empyema being the most common complication[43 cases(26.9% )],followed by hydrocephalus in 24 cases(15.0% ),brain abscess in 23 cases(14.4% ),and cerebral hemorrhage in 8 cases(5.0% ).Subdural effusion and/or empyema and hydrocephalus mainly occurred in children under 1 year old,with rates of 91% (39/43)and 83% (20/24),respectively.SP strains exhibited complete sensitivity to vancomycin(100% ,75/75),linezolid(100% ,56/56),and meropenem(100% ,6/6).High sensitivity rates were also observed for levofloxacin(81% ,22/27),moxifloxacin(82% ,14/17),rifampicin(96% ,25/26),and chloramphenicol(91% ,21/23).However,low sensitivity rates were found for penicillin(16% ,11/68)and clindamycin(6% ,1/17),and SP strains were completely resistant to erythromycin(100% ,31/31).The rates of discharge with cure and improvement were 22.5% (36/160)and 66.2% (106/160),respectively,while 18 cases(11.3% )had adverse outcomes.Conclusions Pediatric PM is more common in children aged 3 months to under 3 years.Intracranial complications are more frequently observed in children under 1 year old.Fever is the most common clinical manifestation of PM,and subdural effusion/emphysema and hydrocephalus are the most frequent complications.Non-culture detection methods for cerebrospinal fluid can improve pathogen detection rates.Adverse outcomes can be noted in more than 10% of PM cases.SP strains are high sensitivity to vancomycin,linezolid,meropenem,levofloxacin,moxifloxacin,rifampicin,and chloramphenicol.[Chinese Journal of Contemporary Pediatrics,2024,26(2):131-138]


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