1.Perioperative immune dynamics and clinical outcomes in patients undergoing on-pump cardiac surgery
Zhiyuan CHENG ; Xinyi LIAO ; Juan WU ; Ping YANG ; Tingting WANG ; Qinjuan WU ; Wentong MENG ; Zongcheng TANG ; Jiayi SUN ; Jia TAN ; Jing LIN ; Dan LUO ; Hao WANG ; Chaonan LIU ; Jiyue XIONG ; Liqin LING ; Jing ZHOU ; Lei DU
Chinese Journal of Blood Transfusion 2026;39(1):31-43
Objective: To characterize perioperative dynamic changes in immune-cell phenotypes and inflammatory cytokines in patients undergoing CPB (cardiopulmonary bypass) cardiac surgery, and to explore their associations with postoperative outcomes. Methods: In this prospective cohort study, 120 adult patients who underwent elective cardiac surgery under CPB at West China Hospital from May 2022 to March 2023 were enrolled. Perioperative immune-cell phenotypes and concentrations of 40 inflammation-related cytokines were measured. The primary outcomes were the sequential organ failure assessment (SOFA) score at 24 h after surgery and ΔSOFA (the peak SOFA score within 48 h after surgery minus the preoperative SOFA score). Secondary outcomes included major adverse cardiovascular events (MACE), acute kidney injury (AKI), respiratory failure, severe liver injury, and infection. Results: The mean age of enrolled patients was 57±10 years. Of these, 52% (62/120) were male and 90% (108/120) underwent valve surgery. During the rewarming to the end of CPB, neutrophil counts rapidly increased (7.39×10
/L vs preoperative 3.07×10
/L, P<0.001), with significant upregulation of CD11b (7.30×10
/L vs preoperative 3.05×10
/L, P<0.001) and CD54 (7.15×10
/L vs preoperative 2.99×10
/L, P<0.001). Lymphocyte counts increased at the end of CPB (1.75×10
/L vs preoperative 1.12×10
/L, P<0.001) but decreased significantly at 24 h after surgery (0.59×10
/L vs preoperative 1.12×10
/L, P<0.001). Plasma analysis showed that multiple pro-inflammatory cytokines increased during CPB and remained elevated up to 24 h after surgery; five chemokines and the anti-inflammatory cytokine IL-10 peaked at the end of CPB. The SOFA score increased from 1 (1, 2) preoperatively to 7 (5, 10) at 24 h after surgery, with a ΔSOFA of 6 (4, 8). Within 30 days after surgery, 48 patients (40.0%) developed AKI, 17 (14.2%) developed infection, 4 (3.3%) developed severe liver injury, 3 (2.5%) developed respiratory failure, and 3 (2.5%) experienced MACE. During the 2-year follow-up, 8 patients (6.7%) experienced MACE and 5 (4.2%) died. Conclusion: Multi-organ dysfunction is common after cardiac surgery under CPB (median ΔSOFA, 6), accompanied by perioperative activation of multiple immune-cell subsets and upregulation of pro-inflammatory, anti-inflammatory, and chemotactic mediators. This study provides data-driven evidence and research clues for further investigation of the associations between CPB-related immune perturbations and postoperative organ dysfunction and clinical outcomes.
2.Piceatannol alleviates hepatic ischemia-reperfusion injury in fatty liver via inhibiting ferroptosis
Mengzhen LEI ; Jiaqi XIAO ; Peilong CHENG ; Jia YAO ; Lijun ZHANG
Organ Transplantation 2026;17(5):795-806
Objective To investigate the therapeutic effect and underlying mechanism of piceatannol against hepatic ischemia-reperfusion injury (HIRI) in fatty liver. Methods A mouse model of fatty liver combined with HIRI was established, and experimental animals were assigned into four groups: sham operation group, fatty liver HIRI group, fatty liver HIRI + piceatannol group, and fatty liver HIRI + piceatannol + ML385 group (n=5). Serum levels of alanine transaminase (ALT), aspartate transaminase (AST) and lactate dehydrogenase (LDH) were detected in each group. Hepatic tissue injury was evaluated by hematoxylin-eosin staining. Biochemical assays were performed to measure the contents of malondialdehyde (MDA), glutathione (GSH) and superoxide dismutase (SOD). Reactive oxygen species (ROS) were quantified using the DHE fluorescent probe method, while the expression of 4-hydroxynonenal (4-HNE) was determined via immunohistochemical staining. Western blot was adopted to detect the protein expression of glutathione peroxidase 4 (GPX4), acyl-CoA synthetase long-chain family member 4 (ACSL4), heme oxygenase-1 (HO-1) and nuclear factor E2-related factor 2 (Nrf2). Primary mouse hepatocytes were isolated and cultured in vitro. After treatment with palmitic acid, an hypoxia/reoxygenation (H/R) model was established. Cellular experiments were divided into control group, steatosis H/R group, steatosis H/R + piceatannol group, and steatosis H/R + piceatannol + ML385 group. Calcein-AM/PI dual staining was used to observe cell viability, C11 BODIPY staining was used to determin lipid peroxidation levels, and DCFH-DA fluorescent probe was utilized to test intracellular ROS levels. Western blot was used to detect the protein abundances of GPX4, ACSL4, HO-1 and Nrf2, and real-time fluorescence quantitative polymerase chain reaction was applied to quantify their corresponding messenger RNA (mRNA) expression levels. Results Compared with the sham operation group, the levels of ALT, AST and LDH, liver injury score, DHE positive rate, MDA level and 4-HNE level increased, the levels of GSH and SOD decreased, the relative expression level of ACSL4 protein increased, and the relative expression levels of GPX4, Nrf2 and HO-1 proteins decreased in the fatty liver HIRI group; compared with the fatty liver HIRI group, the levels of ALT, AST and LDH, liver injury score, DHE positive rate, MDA level and 4-HNE level decreased, the levels of GSH and SOD increased, the relative expression level of ACSL4 protein decreased, and the relative expression levels of GPX4, Nrf2 and HO-1 proteins increased in the fatty liver HIRI + piceatannol group; compared with the fatty liver HIRI + piceatannol group, the levels of ALT, AST and LDH, liver injury score, DHE positive rate, MDA level and 4-HNE level increased, the levels of GSH and SOD decreased, the relative expression level of ACSL4 protein increased, and the relative expression levels of Nrf2 and HO-1 proteins decreased in the fatty liver HIRI + piceatannol + ML385 group (all P<0.05). Compared with the control group, the mean fluorescence intensity of DCFH-DA and MDA level increased, the levels of GSH and SOD decreased, the proportion of oxidized lipids increased, the protein and mRNA expression levels of ACSL4 increased, and the protein and mRNA expression levels of GPX4, HO-1 and Nrf2 decreased in the steatosis H/R group; compared with the steatosis H/R group, the mean fluorescence intensity of DCFH-DA and MDA level decreased, the levels of GSH and SOD increased, the proportion of oxidized lipids decreased, the relative protein and mRNA expression levels of ACSL4 decreased, and the relative protein and mRNA expression levels of GPX4, HO-1 and Nrf2 increased in the steatosis H/R + piceatannol group; compared with the steatosis H/R + piceatannol group, the mean fluorescence intensity of DCFH-DA and MDA level increased, the levels of GSH and SOD decreased, the proportion of oxidized lipids increased, the relative protein and mRNA expression levels of ACSL4 increased, and the relative protein and mRNA expression levels of GPX4, HO-1 and Nrf2 decreased in the steatosis H/R + piceatannol + ML385 group (all P<0.05). Conclusions Piceatannol relieves HIRI in fatty liver by activating the Nrf2/HO-1 signaling pathway to suppress ferroptosis in hepatocytes.
3.Clinical Application of Qili Qiangxin Capsules in Prevention and Treatment of Chronic Heart Failure: A Review
Dongmei LI ; Ziyi WANG ; Yuzhi JIA ; Xiaoping ZHENG ; Jia SUN ; Lei WANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(20):306-313
This study systematically dissects the core pathogenesis of chronic heart failure (CHF) featured by internal deficiency and external excess,imbalance of Qi,blood,Yin,and Yang,and intermingling of phlegm,blood stasis,and fluid retention. According to the traditional Chinese medicine (TCM) therapeutic principles of simultaneously treating root cause and symptoms,regulating Yin and Yang,replenishing Qi and activating blood,and promoting urination to relieve edema,this article deeply explores the formula-syndrome correspondence of Qili Qiangxin (QLQX) capsules in the treatment of CHF,providing a solid theoretical basis for the multi-effect characteristics of this drug. CHF is a common critical cardiovascular disease in clinical practice,and its pathological process involves multiple links including myocardial injury,neurohumoral disturbance,and ventricular remodeling. Its TCM pathogenesis is complex and involves multiple Zang-Fu organs,making it difficult for a single therapeutic method to achieve comprehensive coverage. QLQX capsules,formulated based on classical TCM theory,perfectly matches the pathogenic characteristics of CHF. Modern pharmacological studies have confirmed that QLQX capsules possess definite cardiotonic,diuretic,and vasodilatory effects. The active ingredients of QLQX capsules can rapidly and effectively alleviate the core clinical symptoms such as chest tightness,shortness of breath,decreased exercise tolerance,limb edema,palpitations,and fatigue of CHF patients by enhancing myocardial contractility and coronary blood flow,improving renal water excretion function,dilating peripheral blood vessels,and reducing cardiac load,thereby significantly improving patients' quality of life. On the basis of analyzing the symptomatic treatment of CHF with QLQX capsules,this study further expounds that the drug can intervene in ventricular remodeling through multiple pathways and targets,regulate the pathological mechanism of CHF,improve vascular endothelial function,mediate the activation of related signaling pathways,inhibit the transdifferentiation of cardiac fibroblasts,and regulate myocardial energy metabolism,thus delaying disease progression. QLQX capsules exert significant benefits in reducing composite cardiac events,improving New York Heart Association (NYHA) cardiac function classification,left ventricular ejection fraction (LVEF),6-minute walking distance (6MWD),and quality of life,demonstrating favorable clinical value. With the TCM pathogenesis of CHF as the guiding principle and modern pharmacology as the evidence,this study systematically clarifies the core advantage of QLQX capsules in treatment based on syndrome differentiation and multi-target synergy through the in-depth integration of TCM theory and modern pharmacology. It provides academic support with both theoretical depth and practical value for TCM intervention in CHF,and contributes TCM wisdom and schemes to the construction of a chronic disease management system with Chinese characteristics.
4.Clinical Application of Qili Qiangxin Capsules in Prevention and Treatment of Chronic Heart Failure: A Review
Dongmei LI ; Ziyi WANG ; Yuzhi JIA ; Xiaoping ZHENG ; Jia SUN ; Lei WANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(20):306-313
This study systematically dissects the core pathogenesis of chronic heart failure (CHF) featured by internal deficiency and external excess,imbalance of Qi,blood,Yin,and Yang,and intermingling of phlegm,blood stasis,and fluid retention. According to the traditional Chinese medicine (TCM) therapeutic principles of simultaneously treating root cause and symptoms,regulating Yin and Yang,replenishing Qi and activating blood,and promoting urination to relieve edema,this article deeply explores the formula-syndrome correspondence of Qili Qiangxin (QLQX) capsules in the treatment of CHF,providing a solid theoretical basis for the multi-effect characteristics of this drug. CHF is a common critical cardiovascular disease in clinical practice,and its pathological process involves multiple links including myocardial injury,neurohumoral disturbance,and ventricular remodeling. Its TCM pathogenesis is complex and involves multiple Zang-Fu organs,making it difficult for a single therapeutic method to achieve comprehensive coverage. QLQX capsules,formulated based on classical TCM theory,perfectly matches the pathogenic characteristics of CHF. Modern pharmacological studies have confirmed that QLQX capsules possess definite cardiotonic,diuretic,and vasodilatory effects. The active ingredients of QLQX capsules can rapidly and effectively alleviate the core clinical symptoms such as chest tightness,shortness of breath,decreased exercise tolerance,limb edema,palpitations,and fatigue of CHF patients by enhancing myocardial contractility and coronary blood flow,improving renal water excretion function,dilating peripheral blood vessels,and reducing cardiac load,thereby significantly improving patients' quality of life. On the basis of analyzing the symptomatic treatment of CHF with QLQX capsules,this study further expounds that the drug can intervene in ventricular remodeling through multiple pathways and targets,regulate the pathological mechanism of CHF,improve vascular endothelial function,mediate the activation of related signaling pathways,inhibit the transdifferentiation of cardiac fibroblasts,and regulate myocardial energy metabolism,thus delaying disease progression. QLQX capsules exert significant benefits in reducing composite cardiac events,improving New York Heart Association (NYHA) cardiac function classification,left ventricular ejection fraction (LVEF),6-minute walking distance (6MWD),and quality of life,demonstrating favorable clinical value. With the TCM pathogenesis of CHF as the guiding principle and modern pharmacology as the evidence,this study systematically clarifies the core advantage of QLQX capsules in treatment based on syndrome differentiation and multi-target synergy through the in-depth integration of TCM theory and modern pharmacology. It provides academic support with both theoretical depth and practical value for TCM intervention in CHF,and contributes TCM wisdom and schemes to the construction of a chronic disease management system with Chinese characteristics.
5.Plasma miRNA testing in the differential diagnosis of very early-stage hepatocellular carcinoma: a multicenter real-world study
Jie HU ; Ying XU ; Ao HUANG ; Lei YU ; Zheng WANG ; Xiaoying WANG ; Xinrong YANG ; Zhenbin DING ; Qinghai YE ; Yinghong SHI ; Shuangjian QIU ; Huichuan SUN ; Qiang GAO ; Jia FAN ; Jian ZHOU
Chinese Journal of Clinical Medicine 2025;32(3):350-354
Objective To explore the application of plasma 7 microRNA (miR7) testing in the differential diagnosis of very early-stage hepatocellular carcinoma (HCC). Methods This study is a multicenter real-world study. Patients with single hepatic lesion (maximum diameter≤2 cm) who underwent plasma miR7 testing at Zhongshan Hospital, Fudan University, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Anhui Provincial Hospital, and Peking University People’s Hospital between January 2019 and December 2024 were retrospectively enrolled. Patients were divided into very early-stage HCC group and non-HCC group, and the clinical pathological characteristics of the two groups were compared. The value of plasma miR7 levels, alpha-fetoprotein (AFP), and des-gamma-carboxy prothrombin (DCP) in the differential diagnosis of very early-stage HCC was evaluated using receiver operating characteristic (ROC) curves and area under the curve (AUC). In patients with both negative AFP and DCP (AFP<20 ng/mL, DCP<40 mAU/mL), the diagnostic value of plasma miR7 for very early-stage HCC was analyzed. Results A total of 64 528 patients from 4 hospitals underwent miR7 testing, and 1 682 were finally included, of which 1 073 were diagnosed with very early-stage HCC and 609 were diagnosed with non-HCC. The positive rate of miR7 in HCC patients was significantly higher than that in non-HCC patients (67.9% vs 24.3%, P<0.001). ROC curves showed that the AUCs for miR7, AFP, and DCP in distinguishing HCC patients from the non-HCC individuals were 0.718, 0.682, and 0.642, respectively. The sensitivities were 67.85%, 43.71%, and 44.45%, and the specificities were 75.70%, 92.78%, and 83.91%, respectively. The pairwise comparison of AUCs showed that the diagnostic efficacy of plasma miR7 detection was significantly better than that of AFP or DCP (P<0.05). Although its specificity was slightly lower than AFP and DCP, the sensitivity was significantly higher. Among patients negative for both AFP and DCP, miR7 maintained an AUC of 0.728 for diagnosing very early-stage HCC, with 67.82% sensitivity and 77.73% specificity. Conclusions Plasma miR7 testing is a potential molecular marker with high sensitivity and specificity for the differential diagnosis of small hepatic nodules. In patients with very early-stage HCC lacking effective molecular markers (negative for both AFP and DCP), miR7 can serve as a novel and effective molecular marker to assist diagnosis.
6.A Single-Center Study on the Current Therapeutic Status and Influencing Factors of Rhythm Control versus Rate Control in Elderly Patients with Atrial Fibrillation
Peng LI ; Xue YU ; Junpeng LIU ; Ke CHAI ; Yao JIA ; Xue LI ; Chen SUN ; Huiping ZHANG ; Lei QIU ; Dahai HUANG
Chinese Journal of Geriatrics 2025;44(8):1048-1055
Objective:To explore the current therapeutic status of rhythm control versus rate control in elderly patients with atrial fibrillation(AF)and the related factors that may influence treatment decisions.Methods:A retrospective study was conducted on AF patients aged ≥75 years old who were hospitalized in the Healthcare Department of Beijing Hospital from January 2010 to May 2020.The patients were grouped and compared according to whether they underwent rhythm control or rate control.Multivariate logistic regression analysis was used to investigate the factors that may influence the treatment decision of rhythm control or rate control.Results:A total of 167 patients was included, with a median age of 90 years old.Among them, 21 patients(12.6%)received rhythm control, and 109 patients(65.3%)received rate control.Compared with the group not receiving rhythm control, the rhythm control group had a younger age, higher BMI, higher diastolic blood pressure, a higher proportion of multiple medication use, a lower proportion of chronic kidney disease stage 3 or above, and higher hemoglobin levels(all P<0.05). Compared with the group not receiving rate control, the rate control group had a lower proportion of paroxysmal AF, a faster resting ventricular rate, a higher proportion of smoking history, a higher proportion of multiple medication use, coronary heart disease, pacemaker treatment, chronic obstructive pulmonary disease and/or asthma, and a lower proportion of cognitive impairment(all P<0.05). Multivariate logistic regression analysis revealed that multiple drug use( OR=11.578, 95% CI: 1.341-99.993, P=0.026)was positively associated with rhythm control therapy, while chronic kidney disease stage 3 or above( OR=0.248, 95% CI: 0.063-0.968, P=0.045)was negatively associated with rhythm control therapy.For rate control therapy, multiple drug use( OR=5.056, 95% CI: 2.253-11.347, P<0.001), resting ventricular rate( OR =1.033, 95% CI: 1.005-1.062, P=0.021), and chronic obstructive pulmonary disease(COPD)and/or asthma( OR=2.739, 95% CI: 1.124-6.672, P=0.027)showed positive associations. Conclusions:The application rate of rhythm control therapy is low in elderly AF patients, and ventricular rate control is the main treatment.Complex clinical conditions are the main constraints, and it is urgent to optimize individualized strategies based on prospective studies and develop new treatment techniques to improve clinical practice.
7.Progress in R&D and key issues in industrial advancement of Cistanches Herba products.
Shuo YUAN ; Yu-Ling XIAO ; Jia-Xu SUN ; Jun LEI ; Jia-Xin HONG ; Peng-Fei TU ; Yong JIANG
China Journal of Chinese Materia Medica 2025;50(13):3815-3840
Cistanches Herba(CH) is a famous tonic traditional Chinese medicine, with the effects of tonifying kidney Yang, nourishing kidney Yin, replenishing essence and blood, and moistening the intestines to relieve constipation. Modern pharmacological studies have shown that CH has anti-aging, anti-fatigue, immunomodulatory, neuroprotective, and anti-aging activities, serving as an ideal raw material for the development of pharmaceuticals and health products. In 2023, CH was added in the catalog of medicinal and food substances, which provided policy support for its application in conventional food products and expanding pathways for industrial diversification. To comprehensively understand current development status of CH products, this review systematically investigated professional databases including Yaozhi(https://db.yaozh.com), Chinese Pharmacopoeia, Compendium of National Standards for Chinese Patent Medicines, and Kezhuang and collected market survey data to thoroughly review the applications of CH as a primary ingredient in domestic and international Chinese patent medicines, health foods, cosmetics, and common food products. Furthermore, this review points out challenges in the current industrial development and future potential market prospects, aiming to provide guidance for the development and industrialization of CH-based pharmaceuticals and health products, thereby promoting the vigorous growth of the CH industry.
Drugs, Chinese Herbal/pharmacology*
;
Humans
;
Cistanche/chemistry*
;
Animals
;
Medicine, Chinese Traditional
8.Antidepressant effects of Ziziphi Spinosae Semen extract on depressive-like behaviors in sleep deprivation rats based on integrated serum metabolomics and gut microbiota.
Liang-Lei SONG ; Ya-Yu SUN ; Ze-Jia NIU ; Jia-Ying LIU ; Xiang-Ping PEI ; Yan YAN ; Chen-Hui DU
China Journal of Chinese Materia Medica 2025;50(16):4510-4524
Based on serum metabolomics and gut microbiota technology, this study explores the effects and mechanisms of the water extract of Ziziphi Spinosae Semen(SZRW) and the petroleum ether extract of Ziziphi Spinosae Semen(SZRO) in improving depressive-like behaviors induced by sleep deprivation. A modified multi-platform water environment method was employed to establish a rat model of sleep deprivation. Depressive-like behaviors in rats were assessed through the sucrose preference test and forced swim test. The expression of barrier proteins, such as Occludin, in the colon was determined by immunofluorescence. UPLC-Q-Orbitrap MS was utilized to analyze the serum metabolic profiles of sleep-deprived rats, screen for differential metabolites, and analyze metabolic pathways. The diversity of the gut microbiota was detected using 16S rRNA gene sequencing. Spearman correlation coefficient analysis was conducted to assess the correlation between differential metabolites and gut microbiota. The results indicated that SZRO significantly increased the sucrose preference index and decreased the immobility time in the forced swim test in rats. A total of 34 differential metabolites were identified through serum metabolomics. SZRW and SZRO shared five metabolic pathways, including phenylalanine metabolism. SZRW uniquely featured taurine and hypotaurine metabolism, while SZRO uniquely featured linoleic acid metabolism and tyrosine metabolism. Correlation analysis revealed that SZRW could upregulate the abundance of Bilophila, promoting the production of indole-3-propionic acid and subsequently upregulating the expression levels of intestinal tight junction proteins such as ZO-1, Occludin, and Claudin-1. SZRO could indirectly influence metabolic pathways such as arginine metabolism and linoleic acid metabolism by upregulating the abundance of gut microbiota such as Coprococcus and Eubacterium species. Both SZRW and SZRO can regulate endogenous metabolism, including amino acids, energy, and lipids, alter the gut microbiota microecology, and improve depressive-like behaviors. SZRO demonstrated superior effects in regulating metabolic pathways and gut microbiota structure compared to SZRW. The findings of this study provide a scientific basis for elucidating the pharmacodynamic material basis of Ziziphi Spinosae Semen.
Animals
;
Rats
;
Gastrointestinal Microbiome/drug effects*
;
Male
;
Metabolomics
;
Drugs, Chinese Herbal/administration & dosage*
;
Depression/blood*
;
Rats, Sprague-Dawley
;
Sleep Deprivation/complications*
;
Ziziphus/chemistry*
;
Antidepressive Agents/administration & dosage*
;
Behavior, Animal/drug effects*
;
Humans
9.Expression of lncRNA KCNQ1OT1 in renal tissues of patients with idiopathic membranous nephropathy and its correlation with number of podocytes and clinical indexes
Jia FAN ; Jing LEI ; Nan SUN ; Ping HE
Chongqing Medicine 2025;54(2):418-424
Objective To study the expression of long non-coding RNA(lncRNA)and long potassium voltage-gated channel subfamily Q member 1 overlapping transcript 1(KCNQ1OT1)in renal tissues of the patients with idiopathic membranous nephropathy(IMN)and its correlation with podocytes number and clini-cal indicators.Methods A total of 24 patients with diagnosed IMN in the nephrology department of this hos-pital from February to June 2022 were selected as the IMN group,and 22 patients with nephrectomy due to re-nal cancer in the urologic surgery department during the same period were selected as the control group.The expression of lncRNA KCNQ1OT1 was detected by fluorescence in situ hybridization(FISH)and real-time quantitative PCR(qPCR).Wilms tumor gene 1(WT1)was used to label podocyte nuclei,and the expression level of WT1 was detected by immunohistochemical staining.The clinical data of the patients were collected to study the relationship between lncRNA KCNQ1OT1 expression in kidney tissue with the clinical indicators such as podocytes number,serum albumin and 24 h urine protein quantification in IMN patients.Results The mean gray value of lncRNA KCNQ1OT1expression green channel in the IMN group was 1.76±0.27 in the FISH detection,which was higher than 1.00±0.14 in the control group,and the difference was statistically significant(t=11.911,P<0.05).The expression level of lncRNA KCNQ1OT1 in the IMN group was 2.40±0.17 by qPCR,which was higher than 1.00±0.03 in the control group,and the difference was statistically sig-nificant(t=13.653,P<0.05).The expression level of WT1 in the IMN group was 13.27±5.18,which was lower than 28.79±5.58 in the control group,and the difference was statistically significant(t=-9.777,P<0.05).The expression level of lncRNA KCNQ1OT1 in kidney tissue of IMN patients was negatively correla-ted with the podocytes number and serum albumin(P<0.05),positively correlated with 24 h urine protein quantification(P<0.05),but had no significant correlation with serum creatinine,urea,anti-PLA2R antibody and eGFR(P>0.05).Conclusion KCNQ1OT1 of lncRNA may be related with the occurrence and develop-ment of IMN,and is expected to be a potential target for the treatment of IMN.
10.Pregnancy probability prediction models based on 5 machine learning algorithms and comparison of their performance
Chao REN ; Huan YANG ; Niya ZHOU ; Qing CHEN ; Wenzheng ZHOU ; Tong WANG ; Xi LING ; Lei SUN ; Peng ZOU ; Zhuoyue LIANG ; Lin AO ; Jinyi LIU ; Jia CAO
Journal of Army Medical University 2025;47(12):1376-1387
Objective To construct 5 machine-learning models and compare their performance in predicting the associations between pre-pregnancy socio-psycho-behavioral exposures of both spouses and preconception outcomes.Methods Based on Chongqing Preconception Reproductive Health and Birth Outcome Cohort of volunteers recruited from Chongqing Health Center for Women and Children during January 2019 and March 2022,5 447 couples were recruited and surveyed through interviewer-interview for the demographic and social-psychological-behavioral data of both spouses(221 variables).According to the inclusion and exclusion criteria,4 097 couples were finally included,and randomly assigned into a training set(n=2 867 spouses)and a validation set(n=1 230 spouses)at a ratio of 7∶3.Feature analysis and collinear screening were applied to select the potential exposure factors.In consideration of difficulty to carry out semen parameters analysis in primary healthcare institutions,feature Set 1 including sperm parameters and feature Set 2 excluding semen parameters were constructed by including or excluding sperm quality simultaneously in the training set and the validation set.Five algorithms,that is,Logistic Regression,Naive Bayes,Random Forest,Gradient Boosting Machine,and Support Vector Machine,were used to construct preconception outcome prediction models,and the parameters of each model were optimized using random search combined with grid search.The predictive performance of each model was compared using precision,recall,F1 score,area under the receiver operating characteristic curve(AUC),and calibration curve.The optimal model was then selected by comparing the changes in the predictive ability of the questionnaire data for fertility outcomes with or without semen parameters.Results There were 24 variables screened out in feature Set 1,and 16 variables in feature Set 2.In feature Set 1,the gradient boosting machine performed better,with a relatively higher AUC value(0.651)and better F1 score(0.61).The logistic regression model performed stably(AUC value=0.647)and was suitable as the reference model.The random forest(AUC value=0.641),Naive Bayes(AUC value=0.641),and support vector machine(AUC value=0.634)performed second-best.By utilizing the gradient boosting machine,comparable results were found between the predictions from feature sets with or without semen parameters,as in feature Set 1,the AUC value of its validation set was 0.651(95%CI:0.629~0.681),the prediction accuracy was 0.63,the recall rate was 0.65,and the average precision value F1 was 0.61;and in feature Set 2,the AUC value of its validation set was 0.649(95%CI:0.624~0.663),and both the calibration curves were close to the ideal curve.The prediction results indicated that in feature Set 1,the features highly negatively correlated with preconception outcomes were female age,male age,and no pregnancy within 1 year without contraception,while the features highly positively correlated with preconception outcomes were female pregnancy history,total sperm vitality,and use of contraceptive measures before enrollment.Conclusion Among the 5 machine-learning algorithms performed in this cohort data,the gradient boosting machine shows slightly better performance.There are 24 factors being associated with preconception outcomes in both spouses,and the performance of the simplified model excluding semen parameters is not significantly declined.It is feasible to use machine-learning methods to predict human preconception outcomes through social-psychological-behavioral questionnaires.

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