1.Construction and characterization of recombinant human coagulation factor Ⅶ stable transfected cell lines
Xiaoxiao LI ; Jiabin CHEN ; Jiajun LIU ; Zhifei ZHANG ; Sen ZOU ; Lihua ZHU ; Zhaoyong YANG
Acta Universitatis Medicinalis Anhui 2026;61(1):16-22
ObjectiveTo construct a stable monoclonal human embryonic kidney 293 (HEK293) cell line expressing recombinant human coagulation factor Ⅶ (rhFⅦ) and evaluate the expression level and procoagulant bioactivity of rhFⅦ. MethodsThe plasmid pCDNA3.1-EGFP-FⅦ was transfected into HEK293 cells to verify the effectiveness of the transfection system. The plasmid pCDNA3.1-FⅦ was transfected into HEK293 cells, and monoclonal stable transfected cell lines were selected using geneticin (G418). The transcription of the FⅦ gene was identified by reverse transcription polymerase chain reaction (RT-PCR). The expression level of rhFⅦ in the supernatant of the monoclonal stable transfected cell line was detected by sodium dodecyl sulfate-polyacrylamide gel electrophoresis and Western blot. The concentration of rhFⅦ was determined by enzyme-linked immunosorbent assay (ELISA), and the procoagulant activity of rhFⅦ was measured by human coagulation factor Ⅶ potency assay. ResultsHEK293 cells transfected with pcDNA3.1-EGFP-FⅦ showed green fluorescence, indicating that rhFⅦ was successfully expressed in the supernatant of HEK293 cells after transient transfection with pcDNA3.1-FⅦ. The monoclonal stable transfected cell line was obtained by G418 screening. RT-PCR identified that the FⅦ gene was integrated into the genome of the monoclonal stable transfected cell line. The cell viability was good as detected by Cell Counting Kit-8, and a single band of rhFⅦ was obtained by purification of the cell supernatant. The highest rhFⅦ expression was (1.27±0.09) mg/L, and the highest procoagulant activity was (380.29±13.80)%. ConclusionThe monoclonal HEK293 cell lines which can express rhFⅦ protein efficiently and stably with excellent procoagulant bioactivity is successfully screened.
2.Effect of 900 MHz radiofrequency radiation on bone tissue and osteoblast senescence in mice
Weijin ZOU ; Haiying WANG ; Chunyu YANG ; Yi CAO
Journal of Environmental and Occupational Medicine 2026;43(2):230-241
Background 900 MHz radiofrequency radiation (RF) is a commonly used frequency in modern wireless communication devices, and its potential health effects have drawn much attention, especially its impact on bone metabolism, which has not been fully clarified. Objective To investigate the effects of 900 MHz RF on the bone tissue and osteoblast senescence of mice, as well as the dose-effect relationship. Methods In vivo, 3-month-old female C57BL/6 mice were divided into five groups (n=10): sham exposure, low-dose RF (50 μW·cm−2), medium-dose RF (150 μW·cm−2), high-dose RF (450 μW·cm−2), and D-galactose positive control (D-gal). Treatments were administered for 4 h per day for 28 d. Bone mineral density (BMD) and microstructure, including bone volume (BV), tissue volume (TV), bone volume fraction (BV/TV), trabecular number (Tb.N), trabecular separation (Tb.Sp), and trabecular thickness (Tb.Th), were assessed by Micro-CT; bone morphology was examined after hematoxylin and eosin (HE) staining; osteoprotegerin (OPG) and receptor activator of nuclear factor kappa-κΒ ligand (RANKL) expression was detected by immunohistochemistry; serum OPG, tartrate-resistant acid phosphatase 5b (TRACP-5b), plasminogen activator inhibitor-1 (PAI-1), interleukin-6 (IL-6), and C-X-C motif chemokine ligand 15 (CXCL15) levels were measured by enzyme-linked immunosorbent assay (ELISA); mRNA expression of Tp53, Cdkn1a, and Cdkn2a in bone tissue was analyzed by reverse transcription polymerase chain reaction (RT-PCR). In vitro, MC3T3-E1 pre-osteoblasts were grouped into sham, low-dose RF (50 μW·cm−2), medium-dose RF (150 μW·cm−2), high-dose RF (450 μW·cm−2), and H2O2 control, groups, and were exposed for 4 h per day for 5 d. Cell morphology was observed by microscopy; viability was tested by cell counting kit-8 (CCK-8); senescence was evaluated by senescence-associated β-galactosidase (SA-β-gal) staining; P53 and P21 protein expression was detected by Western blot; Tp53 and Cdkn1a mRNA levels were measured by RT-PCR. Results In vivo, RF at each dose significantly reduced the BMD of the mice's femurs and the bone microstructure parameters, such as BV/TV, Tb.N, and Tb.Th (P<0.05). Among them, Tb.Sp only increased in the 150 μW·cm−2 RF group (P<0.05), with a looser bone network; fewer, sparser trabeculae and increased marrow fat were observed after HE staining; down-regulated OPG and up-regulated RANKL expression levels were observed by immunohistochemistry; the ELISA test revealed that the serum OPG levels in the 150 μW·cm−2 RF group and the 450 μW·cm−2 RF group of mice were significantly decreased (P<0.05), while the indicator in the 50 μW·cm−2 RF group showed a decreasing trend but the difference was not statistically significant (P>0.05), TRACP-5b rose, and PAI-1, IL-6, and CXCL15 levels increased (P<0.05); the RT-PCR results showed thatTp53, Cdkn1a, and Cdkn2a mRNA expression was upregulated (P<0.05). In vitro, radiofrequency radiation induced cell flattening, reduced viability (P<0.05), increased SA-β-gal-positive cells (P<0.05), and upregulated P53, P21, Tp53, and Cdkn1a expression (P<0.05). Conclusion 900 MHz RF disrupts bone metabolism in mice by inhibiting bone formation, promoting resorption, and inducing osteoblast senescence, accelerating bone aging. The 150 μW·cm−2 RF dose exhibits the most pronounced effect, reflecting a nonlinear “window effect,” highlighting potential health risks.
3.Association between exposure to entertainment screen content on mobile phones and symptoms of anxiety-depression co-morbidity among college students
SUN Xuelian, LI Tingting, TAO Shuman, XIE Yang, YANG Yajuan, ZOU Liwei, TAO Fangbiao, WU Xiaoyan
Chinese Journal of School Health 2026;47(3):369-373
Objective:
To determine the association between exposure to entertainment screen content on mobile phones and symptoms of anxiety-depression co-morbidity among college students,so as to provide evidence for mental health interventions.
Methods:
A baseline survey was conducted from April to May 2019. A total of 1 135 college students were selected from one university each in Shangrao City, Jiangxi Province and Hefei City, Anhui Province using cluster random sampling method. A follow up study was conducted in November 2019, resulting in 1 110 matched valid responses. Self rating questionnaires were used to assess the exposure of entertainment screen content. The Depression Anxiety Stress Scale-21(DASS-21) and the Patient Health Questionnaire-9 (PHQ-9) were used to evaluate the anxiety symptoms, depressive symptoms, and symptoms of anxiety-depression co-morbidity among college students. A multivariate binary Logistic regression model was constructed following initial intergroup comparisons with Chi-square test to determine the association between baseline exposure to mobile entertainment screen content and the risk of symptoms of anxiety depression co-morbidity at baseline and the 6 month follow up.
Results:
The prevalence rates of symptoms of anxiety-depression co-morbidity among college students were 25.4% and 20.6% at baseline and follow up, respectively.After adjusting for confounding factors such as gender, self rated family economic status and self rated health status, the results of multivariate binary Logistic regression analysis showed that compared with the appropriate exposure level group, the exposure of entertainment screen content on mobile phones at baseline, including frequent exposure to reading( OR =1.65,95% CI =1.14-2.39), occasional exposure to other entertainment screen content ( OR =1.46,95% CI =1.01-2.10)and frequent exposure to other entertainment screen content( OR =1.76,95% CI =1.20-2.60), increased the co-occurrence risk of symptoms of anxiety-depression co-morbidity among college students during the follow up period (all P <0.05).
Conclusion
Occasional or frequert exposure to mobile entertainment screen content can increase the risk of symptoms of anxiety depression co-morbidity among college students.
4.Research progress on the mechanisms of traditional Chinese medicine in treating functional constipation based on the gut microbiota-bile acid axis
Xiangrui KONG ; Qimeng ZHANG ; Yue ZOU ; Yong LIANG ; Yu SHI ; Yang ZHANG ; Hongxi ZHANG
China Pharmacy 2026;37(2):244-249
Functional constipation (FC) is a common functional disorder of the intestines, mainly characterized by reduced bowel movement frequency, difficulty in defecation, a sensation of incomplete evacuation, and hard stools, which severely affect patients’ quality of life. Research indicates that the pathogenesis of FC is closely related to gut microbiota dysbiosis and abnormal bile acid secretion. Bile acids, as endogenous natural laxatives, promote bowel movements by enhancing colonic secretion and regulating intestinal motility; meanwhile, gut microbiota influence colonic transit function by regulating the enteric nervous system, immune system, and their metabolic products. Based on an overview of the relationship between gut microbiota and bile acid metabolism, this article systematically reviews the current research status on the mechanisms of traditional Chinese medicine (TCM) in treating FC by regulating the balance of the gut microbiota-bile acid axis. It is found that single Chinese medicinal herbs (such as Atractylodes macrocephala), isolated compounds (such as Platycodon grandiflorum polysaccharides), herbal formulas (such as Shanger huang pill), acupuncture, and moxibustion can up-regulate the abundance of beneficial bacteria, reshape the microbial structure, correct bile acid metabolism, and activate the Takeda G-protein receptor 5/farnesoid X receptor pathway to treat FC.
5.Choline kinase alpha silencing affects proliferation and apoptosis in glioma cells by inducing mitochondrial dysfunction
Yang ZHAO ; Jialin LI ; Xiao WU ; Yourui ZOU ; Yang LIU ; Hui MA
Chinese Journal of Tissue Engineering Research 2026;30(1):130-138
BACKGROUND:Choline kinase alpha is a key enzyme in phospholipid metabolism,involved in the synthesis of phosphatidylcholine,and plays an important role in maintaining cell membrane integrity and signal transduction.Research has shown that choline kinase alpha is highly expressed in various tumors and is closely related to cell proliferation,metabolic reprogramming,and tumor progression.As a potential therapeutic target,the role of choline kinase alpha in tumor metabolism and mitochondrial function still needs further exploration.OBJECTIVE:To evaluate the effects and the underlying mechanisms of choline kinase alpha on the proliferation and apoptosis of glioma U87MG and U251 cells.METHODS:Short hairpin RNA of choline kinase alpha and its empty vector control were transfected into U87MG and U251 glioma cells.Mitochondrial morphology was observed by transmission electron microscopy.Mitochondrial structure and functional protein levels were assessed by western blot assay.Reactive oxygen species levels in cells were measured using a reactive oxygen species fluorescent probe.Mitochondrial membrane potential was assessed with a JC-1 assay.Intracellular adenosine triphosphate levels were measured by chemiluminescence.Cell proliferation was evaluated using a CCK-8 assay.Apoptosis levels were analyzed by flow cytometry.The mitochondrial fission inhibitor Mdivi-1 was used to protect the mitochondrial function of the choline kinase α-silenced lentiviral cells.Finally,U87MG cells were subcutaneously injected to construct a subcutaneous tumor model in nude mice.The tumor growth in nude mice was observed before and after choline kinase alpha silencing and after the use of the mitochondrial fission inhibitor Mdivi-1.RESULTS AND CONCLUSION:(1)Compared with the empty control group,the mitochondria of U87MG and U251 cells in the choline kinase alpha silencing lentivirus group exhibited significant structural abnormalities in mitochondria,such as vacuolization and cristae disruption.The expressions of mitochondrial structure and function-related proteins TOM20,ACO2,and ATP5A were significantly decreased(P<0.01,P<0.001),the expression of SOD2 was significantly increased(P<0.01,P<0.000 1),the fluorescence intensity of reactive oxygen species was significantly increased(P<0.01),the mitochondrial membrane potential and adenosine triphosphate level were significantly decreased(P<0.01,P<0.001),the cell proliferation ability was reduced(P<0.01),and the apoptosis level was increased(P<0.001).(2)Following Mdivi-1 treatment,the fluorescence intensity of reactive oxygen species in U87MG and U251 cells decreased(P<0.05,P<0.01),mitochondrial membrane potential and adenosine triphosphate levels were significantly restored(P<0.05,P<0.01,P<0.001),cell proliferation ability was improved(P<0.05,P<0.01),and apoptosis level was decreased(P<0.05).(3)In addition,the in vitro subcutaneous tumor formation experiment of nude mice showed that compared with the empty control group,the mass and growth rate of subcutaneous tumors formed by U87MG cells in the choline kinase alpha silencing lentivirus group were significantly reduced(P<0.000 1).After Mdivi-1 treatment,the mass and growth rate of tumors were significantly increased(P<0.000 1).(4)The results show that choline kinase alpha silencing affects the proliferation and apoptosis of glioma cells by inducing mitochondrial dysfunction.
6.Choline kinase alpha silencing affects proliferation and apoptosis in glioma cells by inducing mitochondrial dysfunction
Yang ZHAO ; Jialin LI ; Xiao WU ; Yourui ZOU ; Yang LIU ; Hui MA
Chinese Journal of Tissue Engineering Research 2026;30(1):130-138
BACKGROUND:Choline kinase alpha is a key enzyme in phospholipid metabolism,involved in the synthesis of phosphatidylcholine,and plays an important role in maintaining cell membrane integrity and signal transduction.Research has shown that choline kinase alpha is highly expressed in various tumors and is closely related to cell proliferation,metabolic reprogramming,and tumor progression.As a potential therapeutic target,the role of choline kinase alpha in tumor metabolism and mitochondrial function still needs further exploration.OBJECTIVE:To evaluate the effects and the underlying mechanisms of choline kinase alpha on the proliferation and apoptosis of glioma U87MG and U251 cells.METHODS:Short hairpin RNA of choline kinase alpha and its empty vector control were transfected into U87MG and U251 glioma cells.Mitochondrial morphology was observed by transmission electron microscopy.Mitochondrial structure and functional protein levels were assessed by western blot assay.Reactive oxygen species levels in cells were measured using a reactive oxygen species fluorescent probe.Mitochondrial membrane potential was assessed with a JC-1 assay.Intracellular adenosine triphosphate levels were measured by chemiluminescence.Cell proliferation was evaluated using a CCK-8 assay.Apoptosis levels were analyzed by flow cytometry.The mitochondrial fission inhibitor Mdivi-1 was used to protect the mitochondrial function of the choline kinase α-silenced lentiviral cells.Finally,U87MG cells were subcutaneously injected to construct a subcutaneous tumor model in nude mice.The tumor growth in nude mice was observed before and after choline kinase alpha silencing and after the use of the mitochondrial fission inhibitor Mdivi-1.RESULTS AND CONCLUSION:(1)Compared with the empty control group,the mitochondria of U87MG and U251 cells in the choline kinase alpha silencing lentivirus group exhibited significant structural abnormalities in mitochondria,such as vacuolization and cristae disruption.The expressions of mitochondrial structure and function-related proteins TOM20,ACO2,and ATP5A were significantly decreased(P<0.01,P<0.001),the expression of SOD2 was significantly increased(P<0.01,P<0.000 1),the fluorescence intensity of reactive oxygen species was significantly increased(P<0.01),the mitochondrial membrane potential and adenosine triphosphate level were significantly decreased(P<0.01,P<0.001),the cell proliferation ability was reduced(P<0.01),and the apoptosis level was increased(P<0.001).(2)Following Mdivi-1 treatment,the fluorescence intensity of reactive oxygen species in U87MG and U251 cells decreased(P<0.05,P<0.01),mitochondrial membrane potential and adenosine triphosphate levels were significantly restored(P<0.05,P<0.01,P<0.001),cell proliferation ability was improved(P<0.05,P<0.01),and apoptosis level was decreased(P<0.05).(3)In addition,the in vitro subcutaneous tumor formation experiment of nude mice showed that compared with the empty control group,the mass and growth rate of subcutaneous tumors formed by U87MG cells in the choline kinase alpha silencing lentivirus group were significantly reduced(P<0.000 1).After Mdivi-1 treatment,the mass and growth rate of tumors were significantly increased(P<0.000 1).(4)The results show that choline kinase alpha silencing affects the proliferation and apoptosis of glioma cells by inducing mitochondrial dysfunction.
7.PET/CT imaging of PD-1 receptor probe targeting S180 sarcoma in mice
Haifeng HUANG ; Jiangnan SUN ; Huan ZOU ; Tao BAO ; Hua ZHU ; Xianteng YANG ; Shanshan LI
Acta Universitatis Medicinalis Anhui 2026;61(4):682-688
ObjectiveTo explore the feasibility of constructing a programmed death receptor-1(PD-1) molecular probe for non-invasive micro-positron emission tomography/computed tomography (Micro-PET/CT) imaging of PD-1 protein in mouse S180 sarcoma. MethodsA transgenic PD-1 C57 S180 sarcoma mouse model was established using the S180 sarcoma cell injection. Furthermore, 124I-anti-PD-1 monoclonal antibody probe was synthesized. 18.5 MBq of the 124I-anti-PD-1 probe was injected into the tail vein of transgenic PD-1 C57 mice. Subsequently, S180 sarcoma was imaged using Micro-PET/CT. ResultsStudy successfully established a transgenic PD-1 C57 S180 sarcoma mouse model. Immunohistochemical (IHC) results showed PD-1 protein expression in S180 sarcoma. Micro-PET/CT imaging successfully visualized the PD-1 protein receptor in S180 sarcoma at different time points (20, 48, 72, and 120 h) after probe injection. ConclusionThe 124I-anti-PD-1 monoclonal antibody molecular probe successfully targets the PD-1 receptor in S180 sarcoma of transgenic PD-1 C57 mice, and presents clear Micro-PET/CT immunoassay results, thus it potentially enables the non-invasive screening of patients with PD-1 positive malignant tumors.
8.Research progress on traditional Chinese medicine regulation of MAPK signaling pathway in intervening slow transit constipation
Xiangrui KONG ; Qimeng ZHANG ; Yue ZOU ; Yong LIANG ; Yu SHI ; Yang ZHANG ; Ke MENG ; Hongxi ZHANG
China Pharmacy 2026;37(11):1508-1514
low transit constipation (STC) is a common functional intestinal disorder caused by impaired colonic transit function, characterized by reduced bowel movement frequency, hard stools, and difficulty in defecation. The mitogen-activated protein kinase (MAPK) signaling pathway, which mainly includes extracellular signal-regulated kinase (ERK), c-Jun N-terminal kinase (JNK), and p38 subtypes, plays a critical regulatory role in the occurrence and development of STC. This paper systematically reviews the multiple pathogenic mechanisms of the MAPK signaling pathway in STC and the research progress of traditional Chinese medicine (TCM) intervention.At the mechanistic level, the MAPK signaling pathway promotes the progression of STC through the following links:(1) Activation of p38 upregulates the expression of aquaporin 3 (AQP3)/AQP4 in the colon, leading to excessive reabsorption of water in the intestinal lumen; (2) It forms a positive feedback loop with nuclear factor-κB (NF-κB) to maintain low-grade intestinal inflammation, releases inflammatory factors such as tumor necrosis factor-α (TNF-α) and interleukin-1β (IL-1β), and inhibits smooth muscle contraction; (3) Overactivation of p38 downregulates the expression of occludin and mucin 2 while upregulates the expression of claudin-2, thereby disrupting the mucosal barrier; (4) The JNK/p38 signaling pathway activates the caspase cascade to induce apoptosis of intestinal epithelial cells, neurons, and interstitial cells of Cajal; (5) Abnormal ERK signaling and excessive activation of p38/JNK inhibit intestinal smooth muscle contraction and reduce 5-hydroxytryptamine secretion, ultimately resulting in impaired colonic transit function.At the intervention level, TCM compound formulas and single herbs have been proven to improve STC by regulating the MAPK signaling pathway. Their effects are syndrome type-dependent:yin-nourishing formulas (Zengye Chengqi Tang, Tongbian Tang) mainly regulate the ERK/AQP axis; yang-warming formulas (Jichuan Jian) target both ERK/JNK and anti-apoptosis; heat-clearing formulas (Sanren Tang) focus on p38/NF-κB anti-inflammation. A single drug can simultaneously cover multiple aspects including water metabolism, inflammation, barrier function, apoptosis, and intestinal motility.Current relevant studies still have limitations such as mechanisms mostly remaining at the correlational level and a lack of disease-syndrome integrated research models. Future studies should combine specific inhibitors or gene knockout to identify core targets, establish disease-syndrome integrated STC models, and use network pharmacology and molecular docking techniques to deeply analyze the fine mechanism of “component-target-phenotype”, so as to provide high-quality evidence for the precise regulation of the MAPK signaling pathway by TCM in the intervention of STC.
9.Pathological response of a mouse model of lethal Vibrio vulnificus infection and its preliminary application in inactivated whole cell vaccine
Baohang ZHU ; Jiale PAN ; Shulin LIU ; Yan YE ; Zhen SONG ; Yuxian LI ; Yun YANG ; Hongwu SUN ; Quanming ZOU ; Liusheng PENG
Journal of Army Medical University 2025;47(7):656-663
Objective To establish a mouse model of infection with the minimum lethal dose of Vibrio vulnificus(V.vulnificus)and to evaluate the protective efficacy of inactivated whole-cell(IWC)vaccine using this model.Methods A mouse model of lethal-dose infection was established by intraperitoneal injection of different doses of V.vulnificus.Bacterial colonization in the organs was detected with tissue homogenate plating,and pathological changes in the organs were observed after tissue section staining.Flow cytometry was used to detect immune cell responses after liver tissues were digested into single-cell suspension.IWC vaccine of V.vulnificus was prepared,and the mice were immunized through different routes to observe the protective efficacy of the vaccine.Results A mouse model of infection with the minimum lethal dose at 1×106 CFU of V.vulnificus was successfully established.After infection,the bacteria were mainly colonized in the liver of mice and caused severe pathological damages.Compared with the uninfected mice,the proportion of neutrophils in the liver was significantly increased in the infected mice,whereas the proportions of B cells and T cells were correspondingly decreased(P<0.05).A single intramuscular or intraperitoneal injection of the IWC vaccine could protect the mice effectively against lethal infection of V.vulnificus in 7 d later(P<0.01),although the level of serum IgG having no significant increase.Conclusion A mouse model of lethal-dose infection with V.vulnificus is successfully established,with histopathological characteristics.The IWC vaccine of V.vulnificus rapidly mediates immune protection in this model probably independent of IgG.
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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