1.Adhesion,proliferation,and vascular smooth muscle differentiation of bone marrow mesenchymal stem cells on different electrospinning membranes
Xianjuan SUN ; Qiuhua WANG ; Jinyi ZHANG ; Yangyang YANG ; Wenshuang WANG ; Xiaoqing ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(4):661-669
BACKGROUND:Small diameter artificial vessels are urgently needed to treat coronary artery and peripheral artery diseases in clinical practice.At present,vascular tissue engineering has become the main method for preparing small diameter artificial vessels.Selecting suitable biomaterials and cell sources is the key factor for successful construction of small diameter tissue engineered vessels. OBJECTIVE:To observe the effect of four kinds of electrospinning membrane materials on proliferation,adhesion and differentiation of bone marrow mesenchymal stem cells into vascular smooth muscle cells. METHODS:Bone marrow mesenchymal stem cells were isolated and extracted from SD rats.The bone marrow mesenchymal stem cells were inoculated separately on polycaprolactone(PCL),polycaprolactone-hyaluronic acid(PCL-HA),polycaprolactone-silk-filament proteins(PCL-SF),and polycaprolactone-gelatin(PCL-GEL)electrospinning membrane materials.After 1,3,and 7 days of culture,the cell arrangement on the material was observed under scanning electron microscope.The proliferation and adhesion of the material were observed by phalloidin staining.The mRNA expressions of CD90,Meflin,and transforming growth factor β were detected by qRT-PCR.After 7 days of induced differentiation into vascular smooth muscle cells,the mRNA expression ofɑ-smooth muscle actin on the material was detected by qRT-PCR. RESULTS AND CONCLUSION:(1)Bone marrow mesenchymal stem cells were arranged along the fibers of the four kinds of electrospinning membranes under scanning electron microscopy.(2)Phalloidin staining showed the regular distribution of bone marrow mesenchymal stem cells on the four kinds of electrospinning membranes and parallel distribution along the fiber direction.Moreover,PCL-HA,PCL-SF,and PCL-GEL electrospinning membranes were more conducive to the proliferation and adhesion of bone marrow mesenchymal stem cells than PCL electrospinning membranes.Compared with PCL-HA and PCL-GEL electrospinning membranes,PCL-SF electrospinning membranes were more conducive to the proliferation and adhesion of bone marrow mesenchymal stem cells.(3)qRT-PCR showed that the four kinds of electrospun membrane materials could maintain the mRNA expression of CD90 and Meflin in bone marrow mesenchymal stem cells,but there was no significant difference between groups(P>0.05).The mRNA expression of transforming growth factor β in PCL-HA,PCL-SF,and PCL-GEL groups was higher than that in PCL group on days 1 and 7(P<0.05),and the mRNA expression of transforming growth factor β in PCL-SF group was higher than that in the other three groups on days 3 and 7(P<0.05).The mRNA expression of transforming growth factor β in PCL-HA group was higher than that in PCL-GEL group on day 7(P<0.05).(4)qRT-PCR showed that the mRNA expression of ɑ-smooth muscle actin in PCL-SF group was higher than that in the other three groups(P<0.05),and that in PCL-HA group was higher than that in PCL group(P<0.05).(5)The results indicate that compared with PCL,PCL-HA and PCL-GEL electrospinning membranes,PCL-SF electrospinning membranes combined with bone marrow mesenchymal stem cells are more suitable for the preparation of small diameter tissue engineered vessels.
2.Exploration of the Prevention and Treatment of Peritoneal Dialysis-Related Peritoneal Fibrosis with Invigorating Qi,Detoxif-ying,and Resolving Stasis Method Based on Collateral Disease Theory
Yongqing YOU ; Manshu YU ; Yun SHAN ; Rong XU ; Jin YAN ; Jinyi SUN ; Meixiao SHENG
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(8):1021-1026
Peritoneal fibrosis(PF)is an important reason that restricts long-term treatment of peritoneal dialysis(PD).Based on the theory of collateral disease,PF is considered to be an abdominal collateral disease,with dampness as the main pathogenic factor,and collateral qi deficiency and stagnation,toxicity and blood stasis as the core pathogenesis.The peritoneum is chronically exposed to an inflammatory microenvironment induced by non-biocompatible peritoneal dialysis fluid,reflecting the pathogenic mechanism of dampness-induced pathology.The resultant pathological processes,including damage of peritoneal mesothelial cells,accumulation of inflammatory mediators and metabolic products,and angiogenesis—elucidate the scientific connotation of dampness impairing collaterals and inducing deficiency,toxicity,and stasis.On this basis,the treatment principles of invigorating qi,detoxifying,resolving stasis and unblocking collaterals were proposed,and the Qixue Huazheng prescription was formed with Astragalus as the main ingredient and Centella asiatica and Ligusticum wallichii as the compatibility,which provides a reference for the prevention and treatment of PD-relat-ed PF by traditional Chinese medicine.
3.Distribution characteristics of smoking behavior among adult twins in China
Shunkai LIU ; Wenjing GAO ; Weihua CAO ; Jun LYU ; Canqing YU ; Shengfeng WANG ; Tao HUANG ; Dianjianyi SUN ; Chunxiao LIAO ; Yuanjie PANG ; Ruqin GAO ; Min YU ; Jinyi ZHOU ; Xianping WU ; Zhong DONG ; Fan WU ; Dezheng WANG ; Zhihua XU ; Yu LIU ; Jianrui WANG ; Jie YIN ; Shengli YIN ; Liming LI
Chinese Journal of Preventive Medicine 2025;59(7):1090-1096
This study aims to describe the population and regional distribution characteristics of smoking behavior among adult twins in the China Twin Registry (CNTR), as well as the concordance rates for smoking behavior in monozygotic and dizygotic twins, and estimate the heritability. The study population included adult twins in CNTR who had smoking questionnaire data. A random-effects regression model was used to describe the distribution of smoking behavior among different subgroups based on various characteristics. The concordance of smoking behavior between different zygosity groups was calculated, and heritability was estimated. A total of 28 444 twin pairs were included in this study, with an average age of (36.6±12.0) years. Among male twins, 41.2% were current smokers, while only 1.2% of females smoked. Higher smoking rates were observed among male smokers in the 50-59 age group ( z=23.0, P<0.001), northern regions ( z=2.9, P<0.01), rural areas ( z=-5.2, P<0.001), those who were divorced/widowed ( z=3.8, P<0.001), and first-born twins ( z=-4.3, P<0.001), while lower smoking rates were found in those with higher education ( z=-16.1, P<0.001) and unmarried individuals ( z=-16.0, P<0.001). The smoking concordance rate for male monozygotic twins was 69.6%, significantly higher than the 57.3% concordance rate for dizygotic twins ( χ 2=105.0, P<0.05). The heritability of smoking behavior in male twins was estimated at 28.9% (95% CI: 24.3%-33.4%). Stratified analyses showed differences in heritability across regions and age groups: the heritability in northern regions was 32.6% (95% CI: 27.3%-38.0%), higher than the 21.0% (95% CI: 12.4%-29.5%) observed in southern regions; the highest heritability of 35.1% (95% CI: 26.3%-43.9%) was found in the 18-29 age group, with heritability decreasing with age. In conclusion, the smoking rate and influencing factors in the twin population are similar to those in the general population, with unique characteristics, such as higher smoking rates in first-born twins. Genetic factors have a significant impact on smoking behavior.
4.Practice and challenge of age-friendly functional restoration of stomatognathic system based on the strategy of functional tooth loss.
Yiting CHENG ; Yi MAN ; Yang LIU ; He CAI ; Ran CHENG ; Li CHENG ; Fanglong WU ; Hongkun WU ; Fanyuan YU ; Xueyang LIAO ; Yimin SUN ; Jing WANG ; Xue YANG ; Jinyi ZHU ; Xingqun CHENG ; Zumu YI ; Ling YE ; Tao HU
West China Journal of Stomatology 2025;43(1):15-27
Geriatric oral health care encounters significant challenges with the increase in the proportion of older individuals. Age-related changes in the dentition, muscles, and joints result in a decline in objective masticatory function, subjective restoration requirements, and acceptability among the elderly population, with individual variations influenced by systemic health. Considering functional requirements, the adaptability of stomatognathic and systemic health conditions, health economics and other factors, the authors believe that it should not be limited to the conventional "one-to-one" strategy for replacing missing teeth in geriatric prosthodontics. There is an urgent need for a precise and adaptable restoration strategy that is more suitable for older individuals. The proposal of a new concept of functional tooth loss updates the minimal restoration standards for elderly patients and establishes the theory of age-friendly functional restoration. Based on the restoration strategy of functional tooth loss, this paper proposes a new concept termed "age-friendly functional restoration of the stomatognathic system", which integrates treatment considerations including endodontics, periodontology, mucosa, muscles, temporomandibular joint, and systemic health. Efforts should be made in four areas as follows. Firstly, the "assessment of accessible function" should be enhanced by considering the interrelationship between stomatognathic and systemic health. Secondly, the "evaluation of appropriate function" is supposed to be optimised in view of subjective needs and objective evaluation of the stomatognathic system. Moreover, the "formulation of treatment plans" needs to be accomplished with the aid of assistive technologies, such as artificial intelligence, to accurately exert appropriate functional restoration. Lastly, the "management and maintenance of health" is likely to be strengthened through follow-ups, propaganda and education, and preventive healthcare, so as to improve quality of life and ultimately achieve healthy ageing among older individuals.
Humans
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Tooth Loss/therapy*
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Aged
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Stomatognathic System
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Oral Health
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Dental Care for Aged
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Dental Restoration, Permanent/methods*
5.Neuroform Atlas stent-assisted coil embolization for middle cerebral artery bifurcation aneurysms: a multicenter retrospective study
Mengyan FAN ; Jing LI ; Chuanzhi DUAN ; Huaizhang SHI ; Aihua LIU ; Xiaochuan SUN ; Feng FAN ; Jinyi LI ; Chao LIU ; Haowen XU ; Linyu WANG ; Zhiqiang YAO ; Hailong ZHONG ; Xiaowen ZHANG ; Rijin LIN ; Jiaxin WAN ; Nan ZHANG ; Huixiang LIU ; Jiamei ZHANG ; Sheng GUAN
Chinese Journal of Neuromedicine 2025;24(2):141-146
Objective:To evaluate the efficacy and safety of Neuroform Atlas stent-assisted coil embolization in patients with middle cerebral artery bifurcation aneurysms.Methods:A retrospective analysis was performed; the clinical data of 46 patients with middle cerebral artery bifurcation aneurysms accepted Neuroform Atlas stent-assisted coil embolization in First Affiliated Hospital of Zhengzhou University, Beijing Tiantan Hospital Affiliated to Capital Medical University, First Affiliated Hospital of Harbin Medical University, Zhujiang Hospital of Southern Medical University and First Affiliated Hospital of Chongqing Medical University from January 2022 to March 2024 were collected. There were 28 ruptured aneurysms (60.87%) and 18 unruptured aneurysms (39.13%). Follow-up was performed for more than 3 months; Raymond-Roy grading was used to evaluate the aneurysm embolization immediately after embolization and during follow-up; perioperative hemorrhagic or ischemic complications were recorded; modified Rankin Scale (mRS) was used to evaluate the prognosis of the patients at discharge and during follow-up (mRS score≤2: good prognosis, and mRS score>2: poor prognosis).Results:Coil embolization was successful in all 46 patients. DSA immediately after embolization showed that 41 patients (89.13%) had completely occluded aneurysms (Raymond-Roy grading I), 2 patients (4.35%) had residual aneurysm neck (Raymond-Roy grading Ⅱ) and 3 patients (6.52%) had partially occluded aneurysms (Raymond-Roy grading Ⅲ). Perioperative complications occurred in 5 patients, including 2 with postoperative cerebral infarction, 1 with hydrocephalus, 1 with postoperative pneumonia leading to respiratory failure, and 1 with stent thrombosis during embolization. Both at discharge and 3 months after embolization, 43 patients (93.48%) had good prognosis and 3 patients (6.52%) had poor prognosis. No obvious ischemic complications (such as stent restenosis) or hemorrhagic complications (such as re-rupture of the aneurysms) were found in all patients. Thirty patients (65.22%) had imaging follow-up for 6-12 months: 26 (86.67%) had Raymond-Roy grading I, 3 (10.00%) had Raymond-Roy grading II, and 1 (3.33%) had Raymond-Roy grading III.Conclusion:Neuroform Atlas stent-assisted coil embolization has good short-term efficacy and high safety in middle cerebral artery bifurcation aneurysms, but long-term follow-up observation is still needed to verify its efficacy.
6.Role of the sirtuins in pyroptosis
Wenjie LI ; Ying LI ; Maohua MENG ; Xiao ZENG ; Jinyi SUN ; Yuncai LUO ; Huan WANG ; Jing LU ; Qiang DONG
Chinese Journal of Tissue Engineering Research 2025;29(25):5478-5485
BACKGROUND:Unlike non-inflammatory cell apoptosis,pyroptosis is a form of inflammatory cell death,characterized by membrane integrity disruption and release of pro-inflammatory intracellular substances.Thus,it is associated with various diseases.The sirtuin family is a group of histone deacetylases dependent on nicotinamide adenine dinucleotide.In addition to deacetylation,it also possesses other enzymatic activities such as desuccinylation,demalonylation,adenosine diphosphate-ribosylation and playing crucial roles in the regulation of pyroptosis.OBJECTIVE:To review the role of the sirtuins in pyroptosis.METHODS:The first author conducted a search on PubMed,Web of Science,CNKI,and WanFang Data from inception to March 2024,using the Chinese and English search terms"Sirtuins,Sirtuin1,Sirtuin2,Sirtuin3,Sirtuin4,Sirtuin5,Sirtuin6,Sirtuin7,pyroptosis",resulting in the inclusion of 71 articles.RESULTS AND CONCLUSION:(1)The sirtuin family all participates in the regulation of pyroptosis.(2)Overexpression of sirtuin1 and sirtuin4 can inhibit pyroptosis through various pathways,thus alleviating the damage caused by pyroptosis to the organism.(3)In addition to affecting the classical pathway of pyroptosis,sirtuin3 can also inhibit pyroptosis by enhancing mitochondrial reactive oxygen species scavenging capacity and mitosis.(4)Sirtuin5 is involved in the regulation of intracellular metabolism and energy balance,including energy intake,storage,and consumption.(5)Sirtuin6 can influence pyroptosis through various pathways and also affect macrophage M1 polarization,generation of reactive oxygen species,and cleavage of pyroptosis-related factor sclerotin D to inhibit pyroptosis.(6)Overexpression of sirtuin7 can suppress pyroptosis.(7)Sirtuin2,unlike other family members,can restrain pyroptosis only after knockdown,but there are fewer reports,requiring more in-depth and comprehensive research.
7.Association between DNA methylation clock and obesity-related indicators:A longi-tudinal twin study
Shunkai LIU ; Weihua CAO ; Jun LV ; Canqing YU ; Tao HUANG ; Dianjianyi SUN ; Chunxiao LIAO ; Yuanjie PANG ; Runhua HU ; Ruqin GAO ; Min YU ; Jinyi ZHOU ; Xianping WU ; Yu LIU ; Wenjing GAO ; Liming LI
Journal of Peking University(Health Sciences) 2025;57(3):456-464
Objective:To explore the relationship between obesity indicators and DNA methylation clocks acceleration,and to analyze their temporal sequence.Methods:Data were obtained from two sur-veys conducted in 2013 and 2017-2018 by the Chinese National Twin Registry.Peripheral blood DNA methylation data were measured using the Illumina Infinium Human Methylation 450K BeadChip and EPIC BeadChip.DNA methylation clocks/acceleration metrics(GrimAA,PCGrimAA and Dunedin-PACE)were calculated using the DNA methylation online tool(https://dnamage.genetics.ucla.edu/)or R code provided by researchers.Obesity indicators included weight,body mass index(BMI),waist circumference,waist-hip ratio,and waist-height ratio.A total of 1 070 twin individuals were included in the cross-sectional analysis,comprising 378 monozygotic(MZ)twin pairs and 155 dizygotic(DZ)twin pairs for within-pair analysis.Mixed-effects models were used to examine the associations between obesity indicators and DNA methylation clocks,as well as their acceleration measures.The longitudinal analysis included 314 twin individuals,comprising 95 MZ twin pairs and 62 DZ twin pairs for within-pair analy-sis.Cross-lagged panel models were applied to further explore the temporal relationships between obesity and DNA methylation clock indicators.All analyses were conducted both in the full twin sample and separately within MZ and DZ twin pairs.Results:In the cross-sectional analysis population,monozygotic twins accounted for 71.0%,males for 68.0%,and the mean chronological age was(49.9±12.1)years.In the longitudinal analysis population,monozygotic twins accounted for 60.5%,males for 60.8%,with a mean baseline chronological age of(50.4±10.2)years and a mean follow-up duration of(4.6±0.6)years.Except for the waist-to-hip ratio,which was significantly higher at follow-up com-pared with baseline,no statistically significant differences were observed in the means of other obesity in-dicators between baseline and follow-up.Correlation analysis revealed that weight,BMI,waist circumfe-rence,waist-hip ratio(WHR),and waist-height ratio(WHtR)were positively correlated with Dunedin-PACE in all the twins,with WHtR showing the strongest association(β=0.21,95%CI:0.11 to 0.31).Weight and BMI were negatively associated with GrimAA(β=-0.03,95%CI:-0.05 to-0.01;β=-0.07,95%CI:-0.12 to-0.02),while weight was negatively associated with PCGrim-AA(β=-0.02,95%CI:-0.03 to 0.00).However,within-twin-pair analyses showed no statistically significant correlations.Cross-lagged panel model analysis indicated that higher baseline weight might lead to increased GrimAA at follow-up,while elevated baseline weight,BMI,and waist circumference might increase PCGrimAA.Higher baseline WHR was associated with increased DunedinPACE at follow-up.Conclusion:Obesity indicators correlate with DNA methylation clock acceleration metrics.Baseline obesity may influence changes in certain DNA methylation clock indicators over time,suggesting that obesity could exert long-term health effects by accelerating DNA methylation aging.However,these associations may be confounded by shared genetic or environmental factors among the twins.
8.Academic interpretation of"small intestine separating purity from tur-bidity"theory and its clinical application in regulating phlegm-dampness constitution from incretin
Haowen SUN ; Jinyi WAN ; Haiqiang YAO
Journal of Beijing University of Traditional Chinese Medicine 2025;48(5):684-689
The phlegm-dampness constitution is a physical state characterized by the accumulation of stagnant water and fluid in the body,leading to the formation of phlegm-dampness,a common underlying factor in various metabolic diseases.The occurrence of this metabolic disorder is closely related to the small intestine.The concept of small intestine separating purity from turbidity describes the essential functions of the small intestine in digestion,absorption,and excretion.Dysfunction of the small intestine leads to metabolic disorders of phlegm-dampness constitution through three aspects of the action of phlegm-dampness obstructing qi movement,internal accumulation of phlegm-dampness leading to damage to yang qi,and phlegm and turbidity stagnating in the small intestine without clearance.However,the microscopic mechanisms remain unclear.One key factor in metabolic regulation is incretin,an intestinal hormone secreted by endocrine cells in the small intestine,which plays an essential role in maintaining metabolic balance.Inspired by the prescription thought of national medical master WANG Qi,the Yiqi Jianyun Decoction was developed to regulate the phlegm-dampness constitution.This prescription integrates key therapeutic principles such as Banxia Xiexin Decoction,benefiting qi and warming yang,as Sijunzi Decoction with modification,which supports qi nourishment and yang warming,and rhubarb root and rhizome,which facilitates small intestine clearance.These components effectively regulate incretin levels and improve overall metabolism.This article aims to provide a new scientific interpretation of the small intestine separating purity from turbidity theory from the perspective of incretins,enriching the modern scientific connotation of the pharmacological mechanism of Yiqi Jianyun Decoction,and providing a novel theoretical basis and prescription thought for the clinical intervention of the phlegm-dampness constitution,diagnosis and treatment of metabolic diseases.
9.Copper influences the occurrence and development of diabetic complications
Yuncai LUO ; Maohua MENG ; Ying LI ; Huan WANG ; Jing LU ; Jiayu SHU ; Wenjie LI ; Jinyi SUN ; Qiang DONG
Chinese Journal of Tissue Engineering Research 2025;29(17):3641-3649
BACKGROUND:As an essential trace element for body growth and development,copper participates in many processes such as redox process,energy generation,signal transduction and bone metabolism.The imbalance of copper homeostasis in diabetic patients will lead to the increase of oxidative stress and the impairment of antioxidant mechanism,which stimulate the production of inflammatory mediators and inflammatory factors,and thus lead to cytotoxicity and body damage.In recent years,the role of copper in diabetes has gradually attracted attention,and some studies have confirmed that copper plays a key regulatory role in the pathological process of diabetes.OBJECTIVE:To summarize the current progress in the role of copper in systemic complications of diabetes and provide some theoretical reference for its future research and treatment.METHODS:The first author searched PubMed,Web of Science,CNKI and WanFang databases for literature related to the role of copper in systemic complications of diabetes.The search terms were"copper,Cu,diabetes,diabetic complications,diabetic cardiomyopathy,diabetic nephropathy,diabetic retinopathy,diabetic osteoporosis,diabetic periodontitis"in English and Chinese,respectively.After screening,95 articles were included in the review.RESULTS AND CONCLUSION:(1)Copper is involved in the occurrence and development of diabetic complications and most of the damage caused by copper to the body is due to interference with the body's redox level.(2)In diabetic cardiomyopathy,increased Cu2+in the corpuscular circulation and impaired uptake of copper ions by cardiomyocytes,the accumulation of redox-active Cu2+and ceruloplasmin outside the cardiomyocyte induces copper oxidative stress in cardiomyocytes,leading to acute cardiac impairment.(3)In diabetic nephropathy,the toxic effect of excessive copper leads cause granular degeneration and vacuolar degeneration of renal tubular epithelial cells and proximal tubular necrosis,eventually leading to chronic or acute renal failure.(4)Excessive copper in diabetic patients can produce reactive oxygen species and directly or indirectly affect the function of copper protein with antioxidant function,thus damaging retinal cells.(5)In patients with diabetic osteoporosis,accumulated copper induces lipid peroxidation and interferes with bone metabolism.Copper acts on osteoblasts mainly through inhibition of superoxide dismutase,glutathione peroxidase,and alkaline phosphatase activities.(6)Excessive copper exacerbates inflammatory changes in periodontal tissue by promoting inflammatory responses.
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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