1.The development and validation of the quick self-assessment questionnaire for cochlear implant out-come
Carol PANG ; Qingyuan FENG ; Li YIN ; Yongmao CAO ; Shanxian GAO ; Yanni CHEN ; Xiaoqiang ZHANG ; Qiaoling SHI ; Zhen SU ; Mingyuan SUN
Journal of Audiology and Speech Pathology 2025;33(5):454-459
Objective To develop and validate a"quick self-assessment questionnaire for cochlear implant out-come(QSACI)".Methods A research team,composed of audiologists,otolaryngologists,data analysis experts,and cochlear implant(CI)recipients,was formed to establish objectives,research subject criteria,and framework of the QSACI.An item pool was creaed through literature review and brainstorming.Question items were evaluated and screened,and the framework and answer options of the questionnaire were established.The comprehensibility,etc.,was analyzed and refined through pilot test,interviews,and expert consultation,leading to the development of the final version.A total of 39 post-lingually deafened adults with known stable outcomes completed the question-naire.The split-half and test-retest reliabilty of the questionnaire was analyzed,and the validity was quantitatively analyzed by comparing scores with the categories of auditory performance(CAP)scores.Results The initial item pool of the questionnaire had 18 items,and the final questionnaire consisted of 12 questions in four dimensions:com-munication status,audiological status,medical factors,and other factors.The average score of 39 recipients was 88.81±6.17 and CAP was 6.19±0.94.The questionnaire showed good reliability and validity,with a Cronbach's alpha coefficient of 0.71 and a test-retest reliability of 0.824(P<0.05).The criterion-related validity,assessed by the correlation between the self-assessment questionnaire scores and CAP scores,showed a significant moderate pos-itive correlation(r=0.512,P<0.05).The correlation coefficient between self-assessment and professional assess-ment was 0.720(P<0.05),indicating a significant correlation.The area under the receiver operating characterstic(ROC)curve was 0.82(P<0.05),the cutoff values corresponding to the maximal Youden index were 82.5 and 88.6,therefore score of 85 was taken as the median threshold score of judgement.Conclusion The QSACI reflects the post-imlplant outcomes,and it can serve as a tool for people with postlingually deafness and their families to un-derstand the eligbility of CI and the expected outcomes,helping to establish realistic expectations before CI surgery.
2.Construction and Clinical Application of a Machine Learning-Based Early Pre-diction Model for Gestational Diabetes Mellitus
Jiaqi LIU ; Jiazhen GAO ; Yanni MENG ; Chang WANG ; Dongying ZHENG ; Lixia WANG
Journal of Practical Obstetrics and Gynecology 2025;41(11):915-921
Objective:To develop an economical,simple,and accessible method for early identification of high-risk pregnant women with gestational diabetes mellitus(GDM),this study developed and evaluated multiple machine learning models,identified the optimal prediction model,and constructed a clinical decision support sys-tem(CDSS)based on this model.Methods:A total of 464 pregnant women who visited the Second Affiliated Hospital of Dalian Medical University from January 1,2023 to December 30,2024 were included,of which 386 were used to establish a prediction model(231 in the training set and 155 in the testing set),and the remaining 78 were used as a validation.Adopting the methods of double-point sequence correlation and chi-square test,four machine learning models were constructed after selecting feature variables:Logistic Regression,Random Forest,Support Vector Machine,and eXtreme Gradient Boosting(XGBoost).Preliminary judgment of the maximum weight mod-el,further comparison of the discriminative ability,calibration ability,and clinical practicality of each model to evalu-ate and select the optimal model,develop its CDSS,and verify the accuracy of the model.Results:①Correlation analysis identified predictors of GDM:age,pre-pregnancy body mass index(BMI),systolic/diastolic blood pres-sure,white blood cell count,hemoglobin,lymphocyte ratio,fasting plasma glucose,uric acid,direct bilirubin,chronic hypertension complicating pregnancy,and assisted reproductive technology conception.②XGBoost dominated the ensemble model and demonstrated the best performance in discrimination(AUC 0.931,95%CI 0.910-0.967),cali-bration,and clinical utility among the four models.③The CDSS achieved an accuracy of 78.2%,sensitivity of 64.7%,and specificity of 82.0%in the XGBoost model.Conclusions:The XGBoost model has the highest ability to predict GDM in the early stage.Developing its CDSS not only facilitates doctors to quickly assess GDM risk,but also is suitable for promotion to remote areas,where high-risk population screening can be achieved through re-mote data.
3.Construction and Clinical Application of a Machine Learning-Based Early Pre-diction Model for Gestational Diabetes Mellitus
Jiaqi LIU ; Jiazhen GAO ; Yanni MENG ; Chang WANG ; Dongying ZHENG ; Lixia WANG
Journal of Practical Obstetrics and Gynecology 2025;41(11):915-921
Objective:To develop an economical,simple,and accessible method for early identification of high-risk pregnant women with gestational diabetes mellitus(GDM),this study developed and evaluated multiple machine learning models,identified the optimal prediction model,and constructed a clinical decision support sys-tem(CDSS)based on this model.Methods:A total of 464 pregnant women who visited the Second Affiliated Hospital of Dalian Medical University from January 1,2023 to December 30,2024 were included,of which 386 were used to establish a prediction model(231 in the training set and 155 in the testing set),and the remaining 78 were used as a validation.Adopting the methods of double-point sequence correlation and chi-square test,four machine learning models were constructed after selecting feature variables:Logistic Regression,Random Forest,Support Vector Machine,and eXtreme Gradient Boosting(XGBoost).Preliminary judgment of the maximum weight mod-el,further comparison of the discriminative ability,calibration ability,and clinical practicality of each model to evalu-ate and select the optimal model,develop its CDSS,and verify the accuracy of the model.Results:①Correlation analysis identified predictors of GDM:age,pre-pregnancy body mass index(BMI),systolic/diastolic blood pres-sure,white blood cell count,hemoglobin,lymphocyte ratio,fasting plasma glucose,uric acid,direct bilirubin,chronic hypertension complicating pregnancy,and assisted reproductive technology conception.②XGBoost dominated the ensemble model and demonstrated the best performance in discrimination(AUC 0.931,95%CI 0.910-0.967),cali-bration,and clinical utility among the four models.③The CDSS achieved an accuracy of 78.2%,sensitivity of 64.7%,and specificity of 82.0%in the XGBoost model.Conclusions:The XGBoost model has the highest ability to predict GDM in the early stage.Developing its CDSS not only facilitates doctors to quickly assess GDM risk,but also is suitable for promotion to remote areas,where high-risk population screening can be achieved through re-mote data.
4.The development and validation of the quick self-assessment questionnaire for cochlear implant out-come
Carol PANG ; Qingyuan FENG ; Li YIN ; Yongmao CAO ; Shanxian GAO ; Yanni CHEN ; Xiaoqiang ZHANG ; Qiaoling SHI ; Zhen SU ; Mingyuan SUN
Journal of Audiology and Speech Pathology 2025;33(5):454-459
Objective To develop and validate a"quick self-assessment questionnaire for cochlear implant out-come(QSACI)".Methods A research team,composed of audiologists,otolaryngologists,data analysis experts,and cochlear implant(CI)recipients,was formed to establish objectives,research subject criteria,and framework of the QSACI.An item pool was creaed through literature review and brainstorming.Question items were evaluated and screened,and the framework and answer options of the questionnaire were established.The comprehensibility,etc.,was analyzed and refined through pilot test,interviews,and expert consultation,leading to the development of the final version.A total of 39 post-lingually deafened adults with known stable outcomes completed the question-naire.The split-half and test-retest reliabilty of the questionnaire was analyzed,and the validity was quantitatively analyzed by comparing scores with the categories of auditory performance(CAP)scores.Results The initial item pool of the questionnaire had 18 items,and the final questionnaire consisted of 12 questions in four dimensions:com-munication status,audiological status,medical factors,and other factors.The average score of 39 recipients was 88.81±6.17 and CAP was 6.19±0.94.The questionnaire showed good reliability and validity,with a Cronbach's alpha coefficient of 0.71 and a test-retest reliability of 0.824(P<0.05).The criterion-related validity,assessed by the correlation between the self-assessment questionnaire scores and CAP scores,showed a significant moderate pos-itive correlation(r=0.512,P<0.05).The correlation coefficient between self-assessment and professional assess-ment was 0.720(P<0.05),indicating a significant correlation.The area under the receiver operating characterstic(ROC)curve was 0.82(P<0.05),the cutoff values corresponding to the maximal Youden index were 82.5 and 88.6,therefore score of 85 was taken as the median threshold score of judgement.Conclusion The QSACI reflects the post-imlplant outcomes,and it can serve as a tool for people with postlingually deafness and their families to un-derstand the eligbility of CI and the expected outcomes,helping to establish realistic expectations before CI surgery.
5.Association of gene polymorphisms in microRNA with blood pressure responses to salt and potassium intake
Lan WANG ; Ying CUI ; Yanjie GUO ; Yanni YAO ; Beibei YANG ; Nairong LIU ; Jiaxin WANG ; Panpan LIU ; Mingfei DU ; Guilin HU ; Zejiaxin NIU ; Xi ZHANG ; Dan WANG ; Chao CHU ; Hao JIA ; Yue SUN ; Weihua GAO ; Jianjun MU ; Yang WANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2024;45(3):435-442
Objective To investigate the relationship of miRNA gene polymorphisms with blood pressure(BP)responses to the sodium and potassium diet intervention.Methods In 2004,we recruited 514 participants from 124 families in seven villages of Baoji,Shaanxi Province,China.All subjects were given a three-day normal diet,followed by a seven-day low-salt diet,a seven-day high-salt diet,and finally a seven-day high-salt and potassium supplementation.A total of 19 miRNA single nucleotide polymorphisms(SNPs)were selected for analysis.Results Throughout the sodium-potassium dietary intervention,the BP of the subjects fluctuated across all phases,showing a decrease during the low-salt period and an increase during the high-salt period,followed by a reduction in BP subsequent to potassium supplementation during the high-salt diet.MiR-210-3p SNP rs 12364149 was significantly associated with systolic BP(SBP),diastolic BP(DBP)and mean arterial pressure(MAP)responses to low-salt diet.MiR-4638-3p SNP rs6601178 was significantly associated with SBP while miR-26b-3p SNP rs115254818 was significantly associated with MAP responses to low-salt intervention.In addition,miR-26b-3p SNP rs115254818 was significantly correlated with SBP,DBP and MAP responses to high-salt intervention.MiR-1307-5p SNPs rs1 1191676 and rs2292807 were associated with SBP and MAP responses to high-salt diet.MiR-4638-3p SNP rs6601178,miR-210-3p SNP rs12364149,miR-382-5p SNP rs4906032 and rs4143957 were significantly associated with SBP response to high-salt diet.In addition,miR-26b-3p SNP rs115254818 was significantly associated with SBP,DBP and MAP responses to potassium supplementation.MiR-1307-5p SNPs rs11191676,rs2292807,and miR-19a-3p SNP rs4284505 were significantly associated with SBP responses to high-salt and potassium supplementation.Conclusion miRNA gene polymorphisms are associated with BP response to sodium and potassium,suggesting that miRNA genes may be involved in the pathophysiological process of salt sensitivity and potassium sensitivity.
6.REDH: A database of RNA editome in hematopoietic differentiation and malignancy
Jiayue XU ; Jiahuan HE ; Jiabin YANG ; Fengjiao WANG ; Yue HUO ; Yuehong GUO ; Yanmin SI ; Yufeng GAO ; Fang WANG ; Hui CHENG ; Tao CHENG ; Jia YU ; Xiaoshuang WANG ; Yanni MA
Chinese Medical Journal 2024;137(3):283-293
Background::The conversion of adenosine (A) to inosine (I) through deamination is the prevailing form of RNA editing, impacting numerous nuclear and cytoplasmic transcripts across various eukaryotic species. Millions of high-confidence RNA editing sites have been identified and integrated into various RNA databases, providing a convenient platform for the rapid identification of key drivers of cancer and potential therapeutic targets. However, the available database for integration of RNA editing in hematopoietic cells and hematopoietic malignancies is still lacking.Methods::We downloaded RNA sequencing (RNA-seq) data of 29 leukemia patients and 19 healthy donors from National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) database, and RNA-seq data of 12 mouse hematopoietic cell populations obtained from our previous research were also used. We performed sequence alignment, identified RNA editing sites, and obtained characteristic editing sites related to normal hematopoietic development and abnormal editing sites associated with hematologic diseases.Results::We established a new database, "REDH", represents RNA editome in hematopoietic differentiation and malignancy. REDH is a curated database of associations between RNA editome and hematopoiesis. REDH integrates 30,796 editing sites from 12 murine adult hematopoietic cell populations and systematically characterizes more than 400,000 edited events in malignant hematopoietic samples from 48 cohorts (human). Through the Differentiation, Disease, Enrichment, and knowledge modules, each A-to-I editing site is systematically integrated, including its distribution throughout the genome, its clinical information (human sample), and functional editing sites under physiological and pathological conditions. Furthermore, REDH compares the similarities and differences of editing sites between different hematologic malignancies and healthy control.Conclusions::REDH is accessible at http://www.redhdatabase.com/. This user-friendly database would aid in understanding the mechanisms of RNA editing in hematopoietic differentiation and malignancies. It provides a set of data related to the maintenance of hematopoietic homeostasis and identifying potential therapeutic targets in malignancies.
7.Bioinformatics Analysis of Modified Lugen Formula in the Treatment of Influenza:Perspectives from the Virus-Host Interaction Network
Peng WU ; Yong JIANG ; Sha LI ; Wenyu WU ; Lichun JI ; Haidu HONG ; Gao ZHANG ; Huiting HUANG ; Xiaohong LIU ; Shaofeng ZHAN ; Yanni LAI
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(3):358-367
Objective To explore the therapeutic mechanism of Modified Lugen Formula(Phragmitis Rhizoma,Cicadae Periostracum,Batryticatus Bombyx,Lonicerae Japonicae Flos,Glycyrrhiza,Menthae Haplocalycis Herba,Notopterygii Rhizoma et Radix,Puerariae Lobatae Radix,Bupleuri Radix)in treating influenza from the virus-host interaction interface.Methods The phytocompounds were first collected from the HERB database,and then potential active compounds were screened out by Lipinski's rules of five.The targets of active compounds were further predicted through the SwissTargetPrediction platform.Differentially expressed genes(DEGs)were determined from the human H1N1 influenza dataset GSE90732 available in the Gene Expression Omnibus database(GEO).H1N1-Homo sapiens-related protein-protein interactions(PPIs)were gathered from the Pathogen-Host Interaction Search Tool(PHISTO).The above mentioned bioinformatic datasets were integrated.Then a PPI network and a Formula-virus-host interaction network were constructed using Cytoscape.Functional enrichment analyses were performed by using R software.Finally,molecular docking was carried out to evaluate the binding activities between the key compounds and targets.Results A total of 1 252 active compounds,1 415 targets,951 influenza-related DEGs,and 10 142 H1N1-Homo sapiens-related PPIs were obtained.There were 72 intersection targets between the Modified Lugen Formula and influenza.Functional enrichment analyses showed that these targets are closely related to host defense and programmed cell death.The network topological analysis showed that active compounds in the Modified Lugen Formula,such as oleanolic acid,γ-undecalactone,and longispinogenin,regulate viral proteins M2,NA,NS1,and HA and/or the host factors HSP90AA1,NRAS,and ITGB1,thus exert therapeutic effect.Molecular docking results confirmed that these compounds had a good binding ability with the targets.Conclusion Multiple active ingredients in Modified Lugen Formula directly target influenza virus proteins and/or host factors,thereby play an anti-influenza role in multiple dimensions,including inhibiting virus replication,regulating host defense and cell death.This study provides a theoretical basis for further experimental analysis of the action mechanism of the Modified Lugen Formula in treating influenza.
8.Clinical Study on the Analgesic Effect of Electroacupuncture Combined with Indomethacin Suppository in Transvaginal Ultra-sound-Guided Oocyte Retrieval
Yixin WANG ; Yanyun YIN ; Yujia KOU ; Yumeng DONG ; Yanni ZHANG ; Zhihao GAO ; Xiaocui LIU
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(6):628-632
OBJECTIVE To observe the auxiliary analgesic effect of electroacupuncture at Hegu and Neiguan combined with in-domethacin suppository in patients undergoing transvaginal ultrasound-guided oocyte retrieval(TUGOR and its effect on the outcome of in vitro fertilization(IVF.METHODS 64 IVF-ET patients undergoing TUGOR were randomly divided into a treatment group and a control group,32 cases in each group.One case dropped out of the treatment group during the treatment.The control group was given indomethacin suppository rectal administration,and the treatment group was given electroacupuncture at Hegu and Neiguan in addition to the treatment of the control group.The patients'tenderness threshold,VAS score,pain grade score,respiratory rate,and pulse rate were evaluated before and after TUGOR operation.The number of oocytes obtained,the rate of two pronuclei(2PN,embryo utiliza-tion rate,and high-quality embryo rate were evaluated after TUGOR operation.The adverse reactions of the two groups were monitored during and after operation.RESULTS After TUGOR operation,the VAS score and pain grade of the treatment group were signifi-cantly lower than those of the control group(P<0.01;the tenderness threshold of the two groups was significantly reduced after opera-tion(P<0.05,P<0.01,and the treatment group was better than the control group(P<0.05;the incidence of nausea during opera-tion,abdominal distension and nausea 48 h after operation in the treatment group were better than those in the control group(P<0.05;the high-quality embryo rate in the treatment group was better than that in the control group(P<0.05.CONCLUSION Electroacupuncture at Hegu and Neiguan combined with indomethacin suppository can effectively assist in analgesia,and can reduce the incidence of adverse reactions during and after TUGOR to varying degrees,and may have certain advantages in improving the rate of high-quality embryos.
9.Association between serum BIN1 level and Killip class in patients with acute myocardial infraction.
Yanni WANG ; Xia HUANG ; Fuheng CHEN ; Yuanyuan GAO ; Xiangrong CUI ; Qin YAN ; Xuan JING
Journal of Southern Medical University 2024;44(12):2388-2395
OBJECTIVES:
To investigate the correlation of serum levels of bridging integrating factor 1 (BIN1) with acute myocardial infarction (AMI) and Killip class of the patients.
METHODS:
We retrospectively collected the data from 94 patients with AMI and 30 healthy individuals for analysis of the correlations of serum BIN1 levels with Killip class, TIMI scores, and neutrophil-to-lymphocyte ratio (NLR). We also assessed the diagnostic value of BIN1 combined with NLR for AMI.
RESULTS:
Serum BIN1 levels were significantly lower in AMI patients than in the healthy individuals (P=0.032). The AMI patients with Killip class I had significantly lower serum BIN1 levels than the healthy individuals (P=0.008). Serum BIN1 level was an independent predictor of AMI with a predictive value of 0.630 (95% CI: 0.513-0.748) at the optimal cutoff level of 0.341 ng/mL, a specificity of 50%, and a sensitivity of 78.5%. Serum BIN1 level was also an independent predictor for Killip class I group in the AMI patients with a predictive value of 0.672 (95% CI: 0.548-0.797) at the optimal cutoff level of 0.287 ng/mL, a specificity of 74.1%, and a sensitivity of 60%. For AMI diagnosis, the combination of NLR and serum BIN1 level had a predictive value of 0.811 (95% CI: 0.727-0.895) at the optimal cutoff level of 0.548 ng/mL, with a specificity of 92.6% and a sensitivity of 62.2%. There was a positive correlation between serum BIN1 level and TIMI score in AMI patients (r=0.186, P=0.003).
CONCLUSIONS
BIN1 is correlated with AMI and can be helpful for predicting short-term prognosis of the patients, and BIN1 combined with NLR has a high diagnostic value for AMI.
Humans
;
Myocardial Infarction/diagnosis*
;
Tumor Suppressor Proteins/blood*
;
Adaptor Proteins, Signal Transducing/blood*
;
Retrospective Studies
;
Nuclear Proteins/blood*
;
Lymphocytes/cytology*
;
Neutrophils/cytology*
;
Female
;
Male
;
Prognosis
;
Middle Aged
10.Improvement effect and mechanism of Baicao fuyanqing suppository on bacterial vaginitis in rats
Qi WANG ; Pengjiao WANG ; Xiaodong SUN ; Min ZHANG ; Minyan YUAN ; Xiaoxia MENG ; Yanni ZHAO ; Shuo ZHANG ; Xiuli GAO
China Pharmacy 2023;34(20):2476-2482
OBJECTIVE To explore the improvement effect and potential mechanism of Baicao fuyanqing suppository on bacterial vaginitis (BV) in rats. METHODS The female SD rats were randomly divided into normal group, model group, metronidazole group (positive control, 0.03 g/kg), Baicao fuyanqing suppository low-dose, medium-dose and high-dose groups (0.18, 0.36, 0.72 g/kg), with 8 rats in each group. Except for the normal group, the rats in other groups were injected subcutaneously with 0.2 g of Estradiol benzoate injection+20 μL of Escherichia coli suspension (2×108~3×108 cfu/mL) through the vaginal opening to establish the BV rat model. Administration groups were given relevant medicine vaginally, while the normal group and the model group were given normal saline, once a day, for 6 consecutive days. Twenty-four hours after the last administration, the vaginal appearance score and vaginal pH were measured for each group of rats. The levels of cytokines [interleukin-1β (IL-1β), IL-2, IL-13, immunoglobulin A (IgA)] in vaginal lavage fluid were determined. The morphology of the uterus and accessories, and pathological changes in the vaginal tissue were observed. The expressions of Toll-like receptor 2 (TLR2), TLR4 and nuclear factor-κB (NF-κB) in vaginal tissues were determined. RESULTS Compared with the normal group, the uterus edema, the irregular shape of uterus and accessories, the vaginal mucosa hyperplasia, and the massive desquamation of epithelial cells were observed in the model group, complicating with massive infiltration of inflammatory cells; vaginal opening redness and swelling score and secretion score, vaginal pH, the levels of proinflammatory cytokine IL-1β and IL-2, the protein expressions of TLR2, TLR4 and NF- κB were all increased or up-regulated, while the levels of IgA and anti-inflammatory cytokine IL-13 decreased significantly (P<0.05 or P<0.01). Compared with the model group, varying cn degrees of improvement in uterine and accessories, and vaginal tissue lesions in rats were observed in administration groups, and most of the quantitative indicators mentioned above showed significant improvement (P<0.05 or P<0.01). CONCLUSIONS Baicao fuyanqing suppository has a certain improvement effect on inflammatory symptoms in BV rats, and its mechanism may be related to the inhibition of the TLR/NF-κB signaling pathway.

Result Analysis
Print
Save
E-mail