1.Risk factors and prognostic analysis of bacterial liver abscess complicated with myocardial injury
Lan WU ; Hongli XIAO ; Guoxing WANG
Journal of Chinese Physician 2025;27(8):1222-1227
Objective:To analyze the risk factors and prognosis of pyogenic liver abscess (PLA) complicated with myocardial injury.Methods:A retrospective selection was made of 108 PLA patients treated in Beijing Friendship Hospital from January 2016 to June 2022 as the research subjects. Patients were divided into the myocardial injury group and non-myocardial injury group according to the occurrence of myocardial injury. Baseline characteristics, laboratory test data, imaging and etiological examination results, echocardiographic indicators, and prognosis were compared between the two groups. A logistic regression model was used to identify the risk factors for PLA complicated with myocardial injury.Results:Among the 108 PLA patients, 24 cases (22.2%) were complicated with myocardial injury. The age of the myocardial injury group was (71±13)years, which was significantly higher than that of the non-myocardial injury group [(59±14)years, P<0.05]. The levels of neutrophil ratio, C-reactive protein (CRP), procalcitonin (PCT), aspartate transaminase (AST), and D-dimer in the myocardial injury group were significantly higher than those in the non-myocardial injury group, while the levels of platelet count (PLT) and albumin (ALB) were significantly lower, with statistically significant differences (all P<0.05). In terms of blood culture, the positive detection rate in the myocardial injury group was as high as 54.2%(13/24), among which the detection rate of Klebsiella pneumoniae was 41.7%(10/24); the positive rate of blood culture in the non-myocardial injury group was only 17.9%(15/84), and the detection rate of Klebsiella pneumoniae was 14.3%(12/84), with statistically significant differences (all P<0.05). The left ventricular ejection fraction in the myocardial injury group was lower than that in the non-myocardial injury group, and the brain natriuretic peptide (BNP) level, the incidence of left ventricular diastolic dysfunction, the proportion of transfer to emergency intensive care unit (EICU), shock, and death were significantly higher than those in the non-myocardial injury group (all P<0.05). Logistic regression analysis showed that age was an independent risk factor for myocardial injury in PLA patients ( P<0.05), and for each 1-year increase in age, the risk of myocardial injury increased by 11.9%. Receiver operating characteristic (ROC) curve analysis was used to evaluate the diagnostic value of age for myocardial injury, with an area under the curve (AUC) of 0.729( P<0.05), and the cut-off value calculated by Youden index was 64.5 years. Conclusions:Age is an independent risk factor for myocardial injury in PLA patients. PLA patients complicated with myocardial injury have poor cardiac function, higher incidence of transfer to EICU, shock, and death, and poor prognosis.
2.Construction and Validation of a Risk Prediction Model for Brucellosis Based on Deep Neural Networks
Siyuan LIU ; Biao SONG ; Guizhi LIU ; Jun WANG ; Lan XUE ; Jie SU ; Hongli WANG ; Xin SHEN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(4):700-707
[Objective]To construct a prediction model for brucellosis by using a deep neural network algorithm to improve the early detection.[Methods]We collected the clinical data of 202 brucellosis patients and 319 non-brucellosis patients admitted to Hohhot Occupational Disease Prevention and Treatment Hospital in 2023,and analyzed data such as gender,age,blood routine indices and clinical diagnosis.A prediction model for brucellosis was constructed by using a deep neural network algorithm and optimized through 10-fold cross-validation.Performance metrics included sensitivity,false negative rate,specificity,false positive rate,accuracy,positive predictive value,negative predictive value,F1 score,and area under the receiver operating characteristic curve(AUC).The optimal model was interpreted by using SHapley Additive exPlanations(SHAP)to clarify decision-making logic and feature influencing mechanisms.[Results]Data visualization analysis revealed no significant difference between brucellosis and non-brucellosis groups.The optimal model demonstrated good performance:sensitivity(85.3%),specificity(92.1%),accuracy(89.5%),AUC(96.6%),95%CI(0.937,0.977).SHAP analysis identified age,platelet count,mean platelet volume,basophil ratio,red blood cell distribution width,and absolute basophil count as significant predictors of brucellosis.[Conclusions]The deep neural network prediction model constructed in this study has good performance and can provide reliable support for the early diagnosis,prevention and control of brucellosis.Identification of key brucellosis-related influencing features will help further understand the pathogenesis of the disease,and this model holds promise for broad clinical application in the future.
3.Construction and Validation of a Risk Prediction Model for Brucellosis Based on Deep Neural Networks
Siyuan LIU ; Biao SONG ; Guizhi LIU ; Jun WANG ; Lan XUE ; Jie SU ; Hongli WANG ; Xin SHEN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(4):700-707
[Objective]To construct a prediction model for brucellosis by using a deep neural network algorithm to improve the early detection.[Methods]We collected the clinical data of 202 brucellosis patients and 319 non-brucellosis patients admitted to Hohhot Occupational Disease Prevention and Treatment Hospital in 2023,and analyzed data such as gender,age,blood routine indices and clinical diagnosis.A prediction model for brucellosis was constructed by using a deep neural network algorithm and optimized through 10-fold cross-validation.Performance metrics included sensitivity,false negative rate,specificity,false positive rate,accuracy,positive predictive value,negative predictive value,F1 score,and area under the receiver operating characteristic curve(AUC).The optimal model was interpreted by using SHapley Additive exPlanations(SHAP)to clarify decision-making logic and feature influencing mechanisms.[Results]Data visualization analysis revealed no significant difference between brucellosis and non-brucellosis groups.The optimal model demonstrated good performance:sensitivity(85.3%),specificity(92.1%),accuracy(89.5%),AUC(96.6%),95%CI(0.937,0.977).SHAP analysis identified age,platelet count,mean platelet volume,basophil ratio,red blood cell distribution width,and absolute basophil count as significant predictors of brucellosis.[Conclusions]The deep neural network prediction model constructed in this study has good performance and can provide reliable support for the early diagnosis,prevention and control of brucellosis.Identification of key brucellosis-related influencing features will help further understand the pathogenesis of the disease,and this model holds promise for broad clinical application in the future.
4.Risk factors and prognostic analysis of bacterial liver abscess complicated with myocardial injury
Lan WU ; Hongli XIAO ; Guoxing WANG
Journal of Chinese Physician 2025;27(8):1222-1227
Objective:To analyze the risk factors and prognosis of pyogenic liver abscess (PLA) complicated with myocardial injury.Methods:A retrospective selection was made of 108 PLA patients treated in Beijing Friendship Hospital from January 2016 to June 2022 as the research subjects. Patients were divided into the myocardial injury group and non-myocardial injury group according to the occurrence of myocardial injury. Baseline characteristics, laboratory test data, imaging and etiological examination results, echocardiographic indicators, and prognosis were compared between the two groups. A logistic regression model was used to identify the risk factors for PLA complicated with myocardial injury.Results:Among the 108 PLA patients, 24 cases (22.2%) were complicated with myocardial injury. The age of the myocardial injury group was (71±13)years, which was significantly higher than that of the non-myocardial injury group [(59±14)years, P<0.05]. The levels of neutrophil ratio, C-reactive protein (CRP), procalcitonin (PCT), aspartate transaminase (AST), and D-dimer in the myocardial injury group were significantly higher than those in the non-myocardial injury group, while the levels of platelet count (PLT) and albumin (ALB) were significantly lower, with statistically significant differences (all P<0.05). In terms of blood culture, the positive detection rate in the myocardial injury group was as high as 54.2%(13/24), among which the detection rate of Klebsiella pneumoniae was 41.7%(10/24); the positive rate of blood culture in the non-myocardial injury group was only 17.9%(15/84), and the detection rate of Klebsiella pneumoniae was 14.3%(12/84), with statistically significant differences (all P<0.05). The left ventricular ejection fraction in the myocardial injury group was lower than that in the non-myocardial injury group, and the brain natriuretic peptide (BNP) level, the incidence of left ventricular diastolic dysfunction, the proportion of transfer to emergency intensive care unit (EICU), shock, and death were significantly higher than those in the non-myocardial injury group (all P<0.05). Logistic regression analysis showed that age was an independent risk factor for myocardial injury in PLA patients ( P<0.05), and for each 1-year increase in age, the risk of myocardial injury increased by 11.9%. Receiver operating characteristic (ROC) curve analysis was used to evaluate the diagnostic value of age for myocardial injury, with an area under the curve (AUC) of 0.729( P<0.05), and the cut-off value calculated by Youden index was 64.5 years. Conclusions:Age is an independent risk factor for myocardial injury in PLA patients. PLA patients complicated with myocardial injury have poor cardiac function, higher incidence of transfer to EICU, shock, and death, and poor prognosis.
5.Combined application of auditory brainstem response and auditory steady-state response in the evaluation of infants with mild sensorineural hearing loss
Qiuya JIANG ; Qiuying XIE ; Yu HUANG ; Chao HUANG ; Hongli LAN ; Maojie LIU ; Dan LAI
The Journal of Practical Medicine 2024;40(16):2305-2310
Objective To investigate the significance of auditory brainstem response(ABR)combined with auditory steady-state response(ASSR)for the assessment of mild sensorineural hearing loss in infants.Methods Data from 114 infants with mild sensorineural hearing loss were retrospectively analyzed,and their ABR and ASSR results were collected for rank sum test and correlation analysis.Results In the rank sum test,the difference in thresholds between tone-burst ABR(Tb-ABR)and ASSR at 0.5,1,2,4 kHz was statistically significant(P<0.05),and they were also correlated at 0.5,1,2,4 kHz(P<0.05),r=0.613,0.569,0.616,0.71.After grouping by gender and ear,there was a correlation between ABR and ASSR at 0.5,1,2,and 4 kHz,male:r=0.61,0.56,0.671,0.774;female:r=0.581,0.558,0.546,0.608;left ear:r=0.61,0.558,0.576,0.715;right ear:r=0.631,0.581,0.662,0.71.And after grouping by age at diagnosis,only infants diagnosed from 7~12 months of age did not correlate at 0.5 kHz and 1 kHz(P>0.05),while the rest of the groups had a good correlation(P<0.05),0~3 months:r=0.686,0.643,0.671,0.742;4~6 months:r=0.671,0.626,0.616,0.693;7~12 months at 2 kHz and 4 kHz:r=0.571,0.706.Conclusion In infants with mild sensorineural hearing loss,ABR and ASSR correlate in assessing hearing thresholds at all frequencies,and the combination of the two tests could provide a more accurate assessment of the subject's true hearing.
6.Genomic and transcriptomic analysis unveils population evolution and development of pesticide resistance in fall armyworm Spodoptera frugiperda.
Furong GUI ; Tianming LAN ; Yue ZHAO ; Wei GUO ; Yang DONG ; Dongming FANG ; Huan LIU ; Haimeng LI ; Hongli WANG ; Ruoshi HAO ; Xiaofang CHENG ; Yahong LI ; Pengcheng YANG ; Sunil Kumar SAHU ; Yaping CHEN ; Le CHENG ; Shuqi HE ; Ping LIU ; Guangyi FAN ; Haorong LU ; Guohai HU ; Wei DONG ; Bin CHEN ; Yuan JIANG ; Yongwei ZHANG ; Hanhong XU ; Fei LIN ; Bernard SLIPPERS ; Alisa POSTMA ; Matthew JACKSON ; Birhan Addisie ABATE ; Kassahun TESFAYE ; Aschalew Lemma DEMIE ; Meseret Destaw BAYELEYGNE ; Dawit Tesfaye DEGEFU ; Feng CHEN ; Paul K KURIA ; Zachary M KINYUA ; Tong-Xian LIU ; Huanming YANG ; Fangneng HUANG ; Xin LIU ; Jun SHENG ; Le KANG
Protein & Cell 2022;13(7):513-531
The fall armyworm (FAW), Spodoptera frugiperda, is a destructive pest native to America and has recently become an invasive insect pest in China. Because of its rapid spread and great risks in China, understanding of FAW genetic background and pesticide resistance is urgent and essential to develop effective management strategies. Here, we assembled a chromosome-level genome of a male FAW (SFynMstLFR) and compared re-sequencing results of the populations from America, Africa, and China. Strain identification of 163 individuals collected from America, Africa and China showed that both C and R strains were found in the American populations, while only C strain was found in the Chinese and African populations. Moreover, population genomics analysis showed that populations from Africa and China have close relationship with significantly genetic differentiation from American populations. Taken together, FAWs invaded into China were most likely originated from Africa. Comparative genomics analysis displayed that the cytochrome p450 gene family is extremely expanded to 425 members in FAW, of which 283 genes are specific to FAW. Treatments of Chinese populations with twenty-three pesticides showed the variant patterns of transcriptome profiles, and several detoxification genes such as AOX, UGT and GST specially responded to the pesticides. These findings will be useful in developing effective strategies for management of FAW in China and other invaded areas.
Animals
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China
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Genomics
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Humans
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Male
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Pesticides
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Spodoptera/genetics*
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Transcriptome
7.Transcriptome characteristics of H1N1 influenza virus infected primary human retinal pigment epithelial cells
Hongli RAN ; Jinmin TIAN ; Yang HAN ; Zhangfu CHEN ; Yingze ZHAO ; Yu LAN ; J. William LIU ; Xiangtian ZHOU ; F. George GAO
Chinese Journal of Experimental and Clinical Virology 2022;36(5):535-540
Objective:Using high-throughput transcriptome sequencing technology to study the differentially expressed genes (DEGs) and related regulatory signaling pathways involved in H1N1 influenza virus infection in primary human retinal pigment epithelial (RPE) cells.Methods:Primary human RPE cells were infected with H1N1 influenza virus for 2 h or 12 h, respectively. Taking H1N1 uninfected cells as a control group, total RNA was extracted, a library was constructed, and transcriptome sequencing was performed. DEGs were screened by DESeq2 software, and DEGs were analyzed by gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) pathway.Results:Compared with the control group, a total of 1830 DEGs were identified in the 2 h H1N1 influenza virus infection group, and 2847 DEGs were identified in the 12 h infection group; 1213 DEGs were identified in the H1N1 influenza virus infection kinetics process (2 h: 12 h). The GO functional annotation analysis of DEGs in the H1N1 influenza virus infection group for 12 h showed that DEGs widely exist in a variety of cellular components and participate in various biological processes such as cellular processes, biological regulation, and metabolic processes. KEGG pathway enrichment analysis showed that DEGs were mainly enriched in the PI3K-Akt signaling pathway, MAPK signaling pathway, cancer MicroRNAs, and cytokine-cytokine receptor interactions in the 2 h H1N1 influenza virus infection group; in the 12 h H1N1 influenza virus infection group, DEGs were mainly enriched in PI3K-Akt signaling pathway, cancer MicroRNAs, AGE-RAGE signaling pathway and immune-inflammatory pathways; during the kinetics of H1N1 influenza virus infection (2 h: 12 h), DEGs were mainly enriched in cytokine-cytokine receptor interaction, TGF-β signaling pathway.Conclusions:Infection with H1N1 influenza virus leads to significant changes in the transcriptome of RPE cells. These data provide scientific reference for elucidating the molecular mechanism of eye infection by respiratory viruses such as influenza virus.
8.Predictive value of cerebroplacental ratio for perinatal outcomes of induction of labor in prolonged pregnancy
Jianlin ZHAO ; E GONG ; Haijun SHI ; Lan ZHANG ; Xing WANG ; Hongli LIU ; Jie GAN ; Chiying CAO ; Shuai HUANG ; Junnan LI ; Hongbo QI
Chinese Journal of Perinatal Medicine 2021;24(3):209-213
Objective:To investigate the predictive value of cerebroplacental ratio (CPR) for adverse perinatal outcomes of induction of labor in prolonged pregnancy.Methods:This retrospective study recruited 315 singleton pregnant women who had induced labor due to prolonged pregnancy (≥41 gestational weeks) in the First Affiliated Hospital of Chongqing Medical University from January 1, 2019 to April 30, 2020. Based on the occurrence of adverse perinatal outcomes (emergency delivery due to persistent abnormal fetal heart rate monitoring, umbilical artery blood pH at birth <7.2, 5 min Apgar scores<7, transferring to neonatal intensive care unit after birth, chorioamnionitis and vaginal delivery converted to cesarean section), they were divided into two groups: case group ( n=76) and normal group ( n=239). Clinical features and umbilical artery blood flow, middle cerebral artery (MCA) flow and CPR measured in the last ultrasound scan before induction were compared between the two groups using student's t-test, Mann-Whitney U test and Chi-square test. Receiver operating characteristic (ROC) curve was used to analyze the predictive values of umbilical artery blood flow, MCA flow and CPR for the adverse perinatal outcomes. Multivariate logistic regression analysis was used to screen the meaningful predictors. Results:Compared with the normal group, the umbilical artery pulsatility index (PI) (0.9±0.1 vs 0.8±0.1, t=-5.458, P<0.001) and the percentage of abnormal CPR (<1.0) increased significantly [21.1%(16/76) vs 6.3%(15/239), χ2=14.190, P<0.001] in the case group, while the MCA-PI and CPR decreased significantly (1.1±0.2 vs 1.3±0.3, t=5.658, P<0.001; 1.2±0.3 vs 1.6±0.5, t=8.940, P<0.001). The areas under the ROC curves of umbilical artery PI, MCA-PI and CPR for predicting adverse perinatal outcomes were 0.71, 0.71 and 0.77, respectively. CPR had the highest sensitivity (0.74) compared with umbilical artery PI (0.68) and MCA-PI (0.71), but the specificity of them were similar (0.67, 0.66 and 0.66). Multivariate logistic regression analysis showed that only CPR was the independent risk factor for adverse perinatal outcomes ( OR=0.028, 95% CI: 0.010-0.080, P<0.001). Conclusions:As an indicator for early prediction of adverse perinatal outcomes of induction of labor in prolonged pregnancy, CPR was more sensitive but less specific.
9.Application of narrative nursing program in patients with cancer fatalism in the early stage of radiotherapy for nasopharyngeal carcinoma
Daiqi JIANG ; Rongqing LI ; Yujie LYU ; Hongli LI ; Xing LAN ; Yu WEI
Chinese Journal of Practical Nursing 2021;37(32):2538-2543
Objective:To explore the effect of narrative nursing plan on patients with cancer fatalism at the initial stage of radiotherapy for nasopharyngeal carcinoma.Methods:Convenience sampling was used to select 126 patients with nasopharyngeal carcinoma who were admitted to the Third Ward of Radiotherapy, Affiliated Tumor Hospital of Guangxi Medical University from July 2019 to June 2020 with cancer fatalism at the initial stage of radiotherapy. Among them, 62 cases from July to December 2019 were set as the control group, and 64 cases from January to June 2020 were set as the observation group. Routine nursing intervention and narrative nursing intervention were given respectively, and before the intervention (the second day after admission), after 7 weeks of intervention, the Fatalism Scale and Center for Epidemiologic Studies-Depression scale scores of the two groups were compared.Results:Before the intervention, the cancer fatalism and depression scores of the two groups were at a high level and the difference was not statistically significant ( P>0.05); after the implementation of the narrative nursing intervention program, the cancer fatalism and depression scores of the observation group were (37.23±6.12), (9.42±1.36) points, lower than (47.78±9.14), (15.65±2.03) points of the control group. There was statistical significance ( t values were 7.698, 7.524, P<0.05). Conclusion:In the early stage of radiotherapy, patients with nasopharyngeal carcinoma have a strong concept of cancer fatalism, and narrative nursing intervention can effectively reduce their cancer fatalism and depression.
10.Association between dietary vitamin A intake and gestational diabetes mellitus in the first trimester
Pengpeng WANG ; Hongli DONG ; Hong SUN ; Xinxin PANG ; Congjie CAI ; Dan BAI ; Fei LI ; Mengyuan YANG ; Xi LAN ; Guo ZENG
Chinese Journal of Preventive Medicine 2021;55(11):1293-1298
Objective:To investigate the relationship between dietary vitamin A intake and its sources in the first trimester and gestational diabetes mellitus (GDM).Methods:A prospective study was conducted to select women at 6-14 weeks of gestation in an obstetric clinic of a maternal and child health care medical institution in Chengdu in 2017. The types and quantities of food during the first trimester were collected by 3-day 24-hour dietary recalls. Dietary vitamin A intake was calculated based on the Chinese Food Composition Table (2018), and it was divided into animal and plant vitamin A intakes according to its food sources. An oral glucose tolerance test was performed at 24-28 weeks of gestation to diagnose GDM according to the Chinese guidelines for diagnosis and treatment of gestational diabetes mellitus (2014). According to the estimated average requirement (EAR) and recommended nutrient intake (RNI), dietary vitamin A intake was divided into low-level group (

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