1.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.
2.Research progress and prospect on reproductive damage caused by environmental hazards
Journal of Army Medical University 2025;47(15):1685-1694
Environmentally-induced reproductive toxicity is one of the important causes of fertility declines and has become a significant global public health challenge.Elucidating the causal links between exposure to environmental hazards and reproductive damage,unraveling the underlying molecular mechanisms,and establishing precise reproductive injury assessment systems are crucial for development of targeted interventions and safeguarding human reproductive health.In this article,we systematically review the research progress on reproductive toxicity caused by emerging environmental chemical pollutants,common physical factors,and biological factors in the recent 3 years.We summarize the new technologies in the field of toxicology,including novel experimental models,exposomics,and artificial intelligence.We also discuss the potential research directions in risk assessment,prevention and intervention of environmental factors-induced reproductive damage.
3.Damage effect of combined noise and CO exposure on spermatogenesis in male rats
Lulu GUO ; Zhonghao ZHANG ; Chang LIU ; Chaofeng SHI ; Jiankang WANG ; Lei SUN ; Jinyi LIU ; Yingqing LI
Journal of Army Medical University 2025;47(15):1729-1740
Objective To analyze the detrimental effects of exposure to environmental noise alone and combined with carbon monoxide(CO)on spermatogenesis in male rats,investigate the underlying mechanisms involved in such damage,and evaluate the protective role of pterostilbene(PTE)against these adverse effects.Methods Sixty male SD rats(6~8 weeks old,weighing 200±10 g)were randomly divided normal control group(standard housing),sham-exposure control group(restraint stress only),noise exposure(85 dB),CO exposure(460 mg/m3),combined exposure(simultaneous exposure),and PTE intervention(80 mg/kg pretreatment),with 10 animals in each group.The rats were exposed daily for 2 h via a nose-only inhalation exposure system within a multifactorial environmental simulation chamber for 60 consecutive days.Sperm count and viability were measured after exposure.Histopathological changes of testicular tissues were observed with HE staining.qRT-PCR was used to measure stage-specific mRNA levels in germ cells.Serum sex hormone levels and adenosine triphosphate(ATP)concentrations in testes and sperm were detected.Transmission electron microscopy(TEM)was applied to observe the ultrastructural damage in the spermatocytes.Additionally,transcriptome sequencing was performed on testicular tissue,followed by bioinformatics analysis.Results Compared with the negative control group,the combined exposure group exhibited significant reductions in sperm viability and count(P<0.05),and developmental arrest of immature germ cells in the testicular tissue,with obviously less spermatogonia,spermatocytes,and round/elongated spermatids(P<0.01).Additionally,significantly reduced levels of reproductive-related hormones,such as gonadotropin-releasing hormone,follicle-stimulating hormone,luteinizing hormone and testosterone,and ATP levels in testes and sperm were observed in the mice after combined exposure(P<0.01),accompanied by mitochondrial rupture and cristae disruption in spermatocytes.Conversely,the PTE intervention group showed marked alleviation of these impairments,with parameters recovering almost to normal levels.Transcriptome sequencing identified biological processes related to reproductive development and ATP-dependent pathways as potential contributors to testicular injury induced by noise and CO exposure,with key genes including Nppa,Adm,Gnrh1,Ptafr,Atp13a5,Atp8b1,and LOC102555469.Conclusion Noise and CO exposure induce spermatogenic damage in rats,which may be related with energy metabolism and hormonal regulation,while PTE demonstrates significant protective effects against such reproductive impairments.
4.Transgenerational effects and transmission mechanisms of paternal PM2.5 exposure on growth and development in offspring
Zhonghao ZHANG ; Jiankang WANG ; Mengchao HE ; Lei SUN ; Qing CHEN ; Jinyi LIU ; Jia CAO
Journal of Army Medical University 2025;47(15):1741-1749
Objective To investigate the transgenerational effects of paternal PM2.5 exposure on offspring growth and development,and to preliminarily elucidate the role of sperm DNA methylation modifications in mediating these effects.Methods Eight-week-old male C57BL/6 mice were randomly divided into filtered air(FA),unfiltered air(UA),and concentrated PM2.5(CAP)groups,with 10 animals in each group.The exposure was conducted from November 2019 to April 2020,and then,these male mice were mated with unexposed females to generate F1 offspring,which were bred successively to produce F2 and F3 generations.All the offspring were living in PM2.5-free environment.The birth body weight,birth number,and sex ratio of the offspring were recorded,body weight growth was monitored,and organ coefficients of the heart,liver,lung,and brain were calculated.Whole-genome methylation sequencing was performed on the sperm DNA of the CAP group,FA group,and their F1 generation offspring to screen for differentially methylated regions,and the genes and pathways associated with these regions were analyzed.Results When compared with the F1~F3 offspring of the FA group,the CAP group had significantly reduced birth body weight in the F1 generation(P<0.05),no statistical differences were observed in the birth body weight in the F2 and F3 generations(P>0.05),or either in the sex ratio and birth number among the F1,F2 and F3 generations.Compared with the FA group offspring,the F1~F3 offspring of CAP group exhibited delayed body weight gain,especially in the males(P<0.05),the CAP-F1 male generation had obviously elevated liver organ coefficient(P<0.01),but no statistical changes were observed in the heart,lung,or brain coefficients among the F1~F3 generations.Between the FA group and the CAP group,37 997 differentially methylated regions were detected,with a reduction of approximately 50%in the number of differentially methylated regions in the F1 generation.Differentially methylated genes in F0 and F1 sperm were potentially related to developmental processes,including imprinting genes(Gnas,Igf2)and metabolic genes(Ppard,Rps6kb1).Conclusion Paternal exposure to PM2.5 leads to reduced birth weight and intergenerational growth retardation in offspring.Its impact on phenotypic effects is gradually weakened during intergenerational transmission.Changes in the methylation of development-related genes in sperm may be one of the mechanisms mediating this intergenerational effect.
5.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.
6.A comparative study on the effects of CRH neuron-related brain regions on the behavior of stressed mice
Jinyi XIE ; Junchen LIU ; Junyu LIU ; Yuechen YAN ; Shengxi WU ; Baolin GUO
Chinese Journal of Neuroanatomy 2025;41(5):573-580
Objective:To compare the differential regulatory effects of corticotropin releasing hormone(CRH)neu-rons in periaqueductal gray(PAG)and medial preoptic area(MPA)downstream of paraventricular nucleus(PVN)in mediating stress-related abnormal behaviors.Methods:The anterograde labeled virus AAV2/9-hSyn-DIO-hChR2-EYFP and AAV2/9-mCrh-SV40 NLS-Cre was injected into the PVN brain region of mouse,and the projection distribution of PVN axons in the PAG and MPA brain regions was observed after statistical analysis of its projection distribution through Image J.The optogenetic inhibitory virus mixture of AAV2/9-DIO-stGtACR2-EGFP and AAV2/9-mCrh-SV40 NLS-Cre targeting CRH neurons was injected into the PAG and MPA brain regions receiving the corresponding PVN projection,respectively,and the CRH neurons in the PAG and MPA brain regions were inhibited by optogenetic blue light 460 nm to observe the anxiety-related behaviors of mice under acute restraint stress.Results:Densely distributed CRHergic PVN axon terminals were observed in PAG and MPA brain regions.Optogenetic inhibition of CRH neurons in the PAG region of acute stress mice showed no significant change in social preference behavior.The eating latency decreased in the novelty-suppressed feeding test,and the escape latency increased under visual fear stimulation.Optogenetic inhibi-tion of CRH neurons in the MPA brain region showed no significant change in social preference,significantly decreased eating latency in the novelty-suppressed feeding test,and no significant change in escape latency under visual fear stim-ulation.Conclusion:CRH neurons in PAG and MPA brain regions downstream of PVN have differential regulation in a-cute stress-related anxiety behavior,but no difference in social behavior regulation,which provides theoretical support and basis for in-depth exploration of stress-related brain regions and cellular mechanisms.
7.Mechanism of piRNA-2732 Promoting Proliferation,Migration and Invasion of Cervical Cancer Cells through METTL3 Mediated m6A RNA Methylation
Miaomiao LIU ; Shuangshuang XIE ; Wei LI ; Jinyi WANG ; Yueyue GAO ; Yanhua KANG
Journal of Modern Laboratory Medicine 2025;40(5):22-27
Objective To explore the biological functions and mechanisms of PIWI-interacting RNA(piRNA)in cervical cancer(CC).Methods RT-qPCR was used to detect the expression level of piRNA-2732 in CC tissue,CaSki cells and End1/E6E7 cells.EpiQuik m6A RNA methylation quantification kit was used to detect the methylation level of m6A RNA in CaSki cells.The expression levels of methyltransferases(METTL3,METTL14 and WTAP)and demethylases(FTO,ALKBH5)mRNA in CaSki cells were detected by RT-qPCR.After culturing CaSki cells to logarithmic growth stage,they were divided into six groups:piRNA-2732 mimic negative control group(mi-NC group),piRNA-2732 mimic group(mi-2732 group),piRNA-2732 inhibitor negative control group(in-NC group),piRNA-2732 inhibitor group(in-2732 group),piRNA-2732 mimic+METTL3 knockdown control group(mi-2732+si-NC group),and piRNA-2732 mimic+METTL3 knockdown group(mi-2732+si-METTL3 group).The viability of CaSki cells was detected by CCK8 assay.Colony formation assay was used to detect the proliferation ability of CaSki cells.Transwell experiment was used to detect the migration and invasion ability of CaSki cells.RT-qPCR and Western blot were used to detect the expression of methyltransferase like protein 3(METTL3).Transfected METTL3 wild-type(METTL3-WT)and METTL3 mutant(METTL3-MUT)in the mi-NC group,mi-2732 group,in-NC group,and in-2732 group respectively,and detected the effect of piRNA-2732 on METTL3 through dual luciferase reporter gene assay.Results Compared with the adjacent tissues,the expression of piRNA-2732(3.84±1.08 vs 1.32±0.53)was significantly higher in the cancer tissues of CC patients,and the difference was statistically significant(t=5.115,P<0.001).Compared with end1/E6E7 cells,the expression of piRNA-2732(1.00±0.13 vs 1.67±0.16)in CaSki cells was significantly higher,and the difference was statistically significant(t=5.632,P<0.01).Compared with mi-NC group,mi-2732 group promoted the viability,proliferation,migration and invasion of CaSki cells,and the differences were statistically significant(t=4.410~11.040,all P<0.01).Compared with mi-NC group,mi-2732 group increased m6A RNA methylation level and METTL3 mRNA and protein,the differences were statistically significant(t=6.176,9.211,12.550,all P<0.05).The results of dual luciferase reporter gene testing showed that compared with the mi-NC+METTL3-WT group,the relative luciferase activity of mi-2732+METTL3-WT group was significantly increased(t=11.850).Compared with mi-2732+METTL3-WT group,the relative luciferase activity of mi-2732+METTL3-MUT group was significantly lower(t=12.740),and the difference was statistically significant(all P<0.000 1).Compared with in NC+METTL3-WT group,the relative luciferase activity of in-2732+METTL3-WT group was significantly lower(t=7.828),compared with in-2732+METTL3-WT group,the relative luciferase activity of CaSki cells in in-2732+METTL3-MUT group was significantly increased(t=8.146),and the difference was statistically significant(all P<0.001).Compared with mi-2732+si-NC group,the expression level of m6A in mi-2732+si-METTL3 group was significantly lower,and the difference was statistically significant(t=7.630,P<0.01).Compared with mi-2732+si-NC group,the proliferation ability,colony number,cell migration and invasion ability of CaSki cells in mi-2732+si-METTL3 group were significantly decreased,and the differences were statistically significant(t=3.695~4.891,all P<0.001).Conclusion piRNA-2732 is overexpressed in CC tissues and cells,and piRNA-2732 promotes tumor development in CC through METTL3 mediated m6A methylation.
8.A comparative study on the effects of CRH neuron-related brain regions on the behavior of stressed mice
Jinyi XIE ; Junchen LIU ; Junyu LIU ; Yuechen YAN ; Shengxi WU ; Baolin GUO
Chinese Journal of Neuroanatomy 2025;41(5):573-580
Objective:To compare the differential regulatory effects of corticotropin releasing hormone(CRH)neu-rons in periaqueductal gray(PAG)and medial preoptic area(MPA)downstream of paraventricular nucleus(PVN)in mediating stress-related abnormal behaviors.Methods:The anterograde labeled virus AAV2/9-hSyn-DIO-hChR2-EYFP and AAV2/9-mCrh-SV40 NLS-Cre was injected into the PVN brain region of mouse,and the projection distribution of PVN axons in the PAG and MPA brain regions was observed after statistical analysis of its projection distribution through Image J.The optogenetic inhibitory virus mixture of AAV2/9-DIO-stGtACR2-EGFP and AAV2/9-mCrh-SV40 NLS-Cre targeting CRH neurons was injected into the PAG and MPA brain regions receiving the corresponding PVN projection,respectively,and the CRH neurons in the PAG and MPA brain regions were inhibited by optogenetic blue light 460 nm to observe the anxiety-related behaviors of mice under acute restraint stress.Results:Densely distributed CRHergic PVN axon terminals were observed in PAG and MPA brain regions.Optogenetic inhibition of CRH neurons in the PAG region of acute stress mice showed no significant change in social preference behavior.The eating latency decreased in the novelty-suppressed feeding test,and the escape latency increased under visual fear stimulation.Optogenetic inhibi-tion of CRH neurons in the MPA brain region showed no significant change in social preference,significantly decreased eating latency in the novelty-suppressed feeding test,and no significant change in escape latency under visual fear stim-ulation.Conclusion:CRH neurons in PAG and MPA brain regions downstream of PVN have differential regulation in a-cute stress-related anxiety behavior,but no difference in social behavior regulation,which provides theoretical support and basis for in-depth exploration of stress-related brain regions and cellular mechanisms.
9.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*
;
Aged
;
Stomatognathic System
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Oral Health
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Dental Care for Aged
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Dental Restoration, Permanent/methods*
10.Research progress in target motion management and toxicity of MR-guided stereotactic body radiation therapy
Menglin ZHANG ; Min LIU ; Yimin LI ; Jinyi LANG ; Jun YIN
Chinese Journal of Radiation Oncology 2025;34(1):36-43
Stereotactic radiation therapy is a crucial approach in the treatment of tumors. However, the precision of stereotactic radiation therapy is influenced by important factors such as fractional tumor motion, image-guided resolution, and the utilization of adaptive techniques. Different image-guided methods and motion management strategies exhibit varying degrees of control over radiation-related toxicity. With the clinical application of magnetic resonance accelerator, it is still unclear whether its excellent soft tissue imaging contrast, adaptive radiotherapy technology, and real-time motion management of the moving target can bring better toxicity control for patients. Hence, the advantages of magnetic resonance accelerator in mitigating radiation-related toxicity, its clinical applications, and the reported post-treatment toxic reactions were comprehensively reviewed in this article.

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