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.Recent research progress of prenatal stress-induced disease by disrupting offspring intestinal microbiota
Yingzhi He ; Cizheng Zeng ; Xuemei Chen ; Yuwei Xie ; Dang Ao ; Ling Liu ; Wen Li
Acta Universitatis Medicinalis Anhui 2025;60(2):372-377
Abstract
Prenatal stress is a common, systemic, nonspecific stress response that occurs during pregnancy. The gut microbiota, which is known as the “second genome” of the human body, interacts with all major systems of the body. Changes in the gut microbiota can impact the development and health of infants and young children. Advances in research technology have allowed us to uncover the relationship between prenatal stress and imbalances in offspring intestinal microbiota, as well as the development of multiple systemic diseases. However, the exact mechanisms through which prenatal stress disrupts the gut microbiota of offspring remain incompletely understood. This review summarizes the existing research on diseases caused by prenatal stress disrupting the offspring intestinal flora, and seeks future research directions to expand the understanding of the pathogenesis of infant diseases.
3.A promising novel local anesthetic for effective anesthesia in oral inflammatory conditions through reducing mitochondria-related apoptosis.
Haofan WANG ; Yihang HAO ; Wenrui GAI ; Shilong HU ; Wencheng LIU ; Bo MA ; Rongjia SHI ; Yongzhen TAN ; Ting KANG ; Ao HAI ; Yi ZHAO ; Yaling TANG ; Ling YE ; Jin LIU ; Xinhua LIANG ; Bowen KE
Acta Pharmaceutica Sinica B 2025;15(11):5854-5866
Local anesthetics (LAs), such as articaine (AT), exhibit limited efficacy in inflammatory environments, which constitutes a significant limitation in their clinical application within oral medicine. In our prior research, we developed AT-17, which demonstrated effective properties in chronic inflammatory conditions and appears to function as a novel oral LA that could address this challenge. In the present study, we further elucidated the beneficial effects of AT-17 in acute inflammation, particularly in oral acute inflammation, where mitochondrial-related apoptosis played a crucial role. Our findings indicated that AT-17 effectively inhibited lipopolysaccharide (LPS)-induced nerve cell apoptosis by ameliorating mitochondrial dysfunction in vitro. This process involved the inhibition of mitochondrial reactive oxygen species (mtROS) production and the subsequent activation of the NRF2 pathway. Most notably, improvements in mitochondria-related apoptosis were key contributors to AT-17's inhibition of voltage-gated sodium channels. Additionally, AT-17 was shown to reduce mtROS production in nerve cells through the Na+/NCLX/ETC signaling axis. In conclusion, we have developed a novel local anesthetic that exhibits pronounced anesthetic functionality under inflammatory conditions by enhancing mitochondria-related apoptosis. This advancement holds considerable promise for future drug development and deepening our understanding of the underlying mechanisms of action.
4.Effect and safety of pancreatic extracorporeal shock wave lithotripsy in chronic pancreatitis with pancreatic duct stone and analysis of influencing factors of the success of lithotripsy
Xiang AO ; Yaya BAI ; Ke QI ; Taojing RAN ; Xiaonan SHEN ; Xianzheng QIN ; Yao ZHANG ; Ling ZHANG ; Chunhua ZHOU ; Duowu ZOU
Chinese Journal of Hepatobiliary Surgery 2025;31(3):172-176
Objective:To investigate the effect and safety of pancreatic extracorporeal shock wave lithotripsy (P-ESWL) in treating the chronic pancreatitis (CP) patients with main pancreatic duct (MPD) stones and to analyze the influencing factors of success of lithotripsy.Methods:Clinical data of 132 patients with CP complicated with MPD stones treated with P-ESWL in the Department of Gastroenterology, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from January 2022 to December 2023 were retrospectively analyzed, including 103 males and 29 females, aged (50.3±16.9) years. The times of P-ESWL, the success rate of stone fragmentation, the necessity of combining endoscopic retrograde cholangiopancreatograhy (ERCP), clearance rate of MPD stones, and incidence of post-P-ESWL complications (acute pancreatitis, abdominal hematoma, infection, steinstrasse, perforation, etc.) were evaluated. The factors influencing the success rate of lithotripsy were analyzed using univariate and multivariate logistic regression.Results:All patients underwent P-ESWL treatment, with (2.23±0.82) times of P-ESWL per person. The success rate of stone fragmentation was 87.1%(115/132). Of 107 CP patients (81.1%, 107/132) were treated with their first P-ESWL. Of 12 patients (9.1%, 12/132) underwent single P-ESWL, and 120 (90.9%, 120/132) underwent P-ESWL combined with ERCP. There were 95 cases (72.0%, 95/132) with effective removal of stones, and 62 (47.0%, 62/132) with complete removal of stones. Post-P-ESWL complications included eight cases (6.1%, 8/132) of acute pancreatitis, two (7.6%, 2/132) of steinstrasse complicated with acute pancreatitis and one (0.8%, 1/132) of abdominal hematoma. No infection or perforation occurred. Multivariate logistic regression analysis showed that the higher CT value of stones ( OR=1.239, 95% CI: 1.040-1.477, P=0.017) was associated with the lower success rate of stone fragmentation. Conclusion:P-ESWL is safe and effective in treating patients with CP complicated with MPD stones. The CT value of stones is a risk factor for the success rate of P-ESWL.
5.Clinical effects of Jinfukang Oral Liquid combined with thymosin α1 on patients with non-small cell lung cancer due to Dual Deficiency of Qi and Yin
Guan-jin WU ; Mo-fei HUANG ; Ao QI ; Xue-qi TIAN ; De-cai WANG ; Li-jing JIAO ; Ling XU
Chinese Traditional Patent Medicine 2025;47(3):790-795
AIM To explore the clinical effects of Jinfukang Oral Liquid combined with thymosin α1 on patients with non-small cell lung cancer due to Dual Deficiency of Qi and Yin.METHODS Seventy-five patients were randomly assigned into thymosin α1 group(15 cases)for 4-week administration,Jinfukang Oral Liquid group(30 cases)for 4-week administration,and combination group(30 cases)for 4-week administration.The changes in TCM clinical syndrome effects,immunity indices(CD3+T,Th,CTL,total NK,CD56dim CD16+NK,NKT,Treg,MDSC),lethality/inhibition ratios(CTL/Treg,total NK/Treg,NKT/Treg,CTL/MDSC,total NK/MDSC,NKT/MDSC)and FACT-L scores were detected.RESULTS The Jinfukang Oral Liquid group and combination group demonstrated higher total effective rates than the thymosin α1 group(P<0.05).After the treatment,the Jinfukang Oral Liquid group and combination group displayed increased NKT(P<0.05)and decreased MDSC(P<0.05),which were more obvious than those in the thymosin α1 group(P<0.05),and higher NKT was observable in the Jinfukang Oral Liquid group(P<0.05);the Jinfukang Oral Liquid group and combination group displayed increased lethality/inhibition ratios(P<0.05),among which NKT/Treg,CTL/MDSC,total NK/MDSC,NKT/MDSC were higher than those in the thymosin α1 group(P<0.05),and higher CTL/MDSC,NKT/MDSC were observable in the Jinfukang Oral Liquid group(P<0.05);the Jinfukang Oral Liquid group(except for physiological status,society and family status)and combination group(except for society and family status)displayed increased FACT-L scores(P<0.05).CONCLUSION For the patients with non-small cell lung cancer due to Dual Deficiency of Qi and Yin,Jinfukang Oral Liquid single use or combined with thymosin α1 can enhance peripheral blood immune surveillance,inhibit immune escape,restore the balanced state of tumor immune responses,and improve TCM syndromes and life quality.
6.Clinical effects of Jinfukang Oral Liquid combined with thymosin α1 on patients with non-small cell lung cancer due to Dual Deficiency of Qi and Yin
Guan-jin WU ; Mo-fei HUANG ; Ao QI ; Xue-qi TIAN ; De-cai WANG ; Li-jing JIAO ; Ling XU
Chinese Traditional Patent Medicine 2025;47(3):790-795
AIM To explore the clinical effects of Jinfukang Oral Liquid combined with thymosin α1 on patients with non-small cell lung cancer due to Dual Deficiency of Qi and Yin.METHODS Seventy-five patients were randomly assigned into thymosin α1 group(15 cases)for 4-week administration,Jinfukang Oral Liquid group(30 cases)for 4-week administration,and combination group(30 cases)for 4-week administration.The changes in TCM clinical syndrome effects,immunity indices(CD3+T,Th,CTL,total NK,CD56dim CD16+NK,NKT,Treg,MDSC),lethality/inhibition ratios(CTL/Treg,total NK/Treg,NKT/Treg,CTL/MDSC,total NK/MDSC,NKT/MDSC)and FACT-L scores were detected.RESULTS The Jinfukang Oral Liquid group and combination group demonstrated higher total effective rates than the thymosin α1 group(P<0.05).After the treatment,the Jinfukang Oral Liquid group and combination group displayed increased NKT(P<0.05)and decreased MDSC(P<0.05),which were more obvious than those in the thymosin α1 group(P<0.05),and higher NKT was observable in the Jinfukang Oral Liquid group(P<0.05);the Jinfukang Oral Liquid group and combination group displayed increased lethality/inhibition ratios(P<0.05),among which NKT/Treg,CTL/MDSC,total NK/MDSC,NKT/MDSC were higher than those in the thymosin α1 group(P<0.05),and higher CTL/MDSC,NKT/MDSC were observable in the Jinfukang Oral Liquid group(P<0.05);the Jinfukang Oral Liquid group(except for physiological status,society and family status)and combination group(except for society and family status)displayed increased FACT-L scores(P<0.05).CONCLUSION For the patients with non-small cell lung cancer due to Dual Deficiency of Qi and Yin,Jinfukang Oral Liquid single use or combined with thymosin α1 can enhance peripheral blood immune surveillance,inhibit immune escape,restore the balanced state of tumor immune responses,and improve TCM syndromes and life quality.
7.Impact of family sandplay therapy based on narrative concept on family resilience among gastric cancer patients
Aimei WANG ; Ling LIU ; Honggang WANG ; Yongping AO
Journal of Clinical Medicine in Practice 2025;29(7):109-112
Objective To explore the impact of family sandplay therapy based on the narrative concept on family resilience and sense of meaning in life among gastric cancer patients.Methods A total of 104 gastric cancer patients were selected and randomly divided into control group and experi-mental group,with 52 patients in each group.The control group received routine nursing care,while the experimental group received family sandplay therapy based on the narrative concept in addition to routine nursing care.Both groups were assessed using the Chinese Family Resilience Assessment Scale(C-FRAS)and the Chinese Meaning in Life Questionnaire(C-MLQ)before the intervention and at 1 month and 3 months post-intervention.The scores of scales were compared.Results After interven-tion,the total C-FRAS score and score of each dimension were higher in the experimental group than those in the control group,and both the total C-FRAS score and score of each dimension showed an upward with time extension.The total C-MLQ score and score of each dimension were also higher in the experimental group compared with the control group(P<0.05).Conclusion Family sandplay therapy based on the narrative concept can enhance family resilience and sense of meaning in life a-mong gastric cancer patients.
8.Effect and safety of pancreatic extracorporeal shock wave lithotripsy in chronic pancreatitis with pancreatic duct stone and analysis of influencing factors of the success of lithotripsy
Xiang AO ; Yaya BAI ; Ke QI ; Taojing RAN ; Xiaonan SHEN ; Xianzheng QIN ; Yao ZHANG ; Ling ZHANG ; Chunhua ZHOU ; Duowu ZOU
Chinese Journal of Hepatobiliary Surgery 2025;31(3):172-176
Objective:To investigate the effect and safety of pancreatic extracorporeal shock wave lithotripsy (P-ESWL) in treating the chronic pancreatitis (CP) patients with main pancreatic duct (MPD) stones and to analyze the influencing factors of success of lithotripsy.Methods:Clinical data of 132 patients with CP complicated with MPD stones treated with P-ESWL in the Department of Gastroenterology, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from January 2022 to December 2023 were retrospectively analyzed, including 103 males and 29 females, aged (50.3±16.9) years. The times of P-ESWL, the success rate of stone fragmentation, the necessity of combining endoscopic retrograde cholangiopancreatograhy (ERCP), clearance rate of MPD stones, and incidence of post-P-ESWL complications (acute pancreatitis, abdominal hematoma, infection, steinstrasse, perforation, etc.) were evaluated. The factors influencing the success rate of lithotripsy were analyzed using univariate and multivariate logistic regression.Results:All patients underwent P-ESWL treatment, with (2.23±0.82) times of P-ESWL per person. The success rate of stone fragmentation was 87.1%(115/132). Of 107 CP patients (81.1%, 107/132) were treated with their first P-ESWL. Of 12 patients (9.1%, 12/132) underwent single P-ESWL, and 120 (90.9%, 120/132) underwent P-ESWL combined with ERCP. There were 95 cases (72.0%, 95/132) with effective removal of stones, and 62 (47.0%, 62/132) with complete removal of stones. Post-P-ESWL complications included eight cases (6.1%, 8/132) of acute pancreatitis, two (7.6%, 2/132) of steinstrasse complicated with acute pancreatitis and one (0.8%, 1/132) of abdominal hematoma. No infection or perforation occurred. Multivariate logistic regression analysis showed that the higher CT value of stones ( OR=1.239, 95% CI: 1.040-1.477, P=0.017) was associated with the lower success rate of stone fragmentation. Conclusion:P-ESWL is safe and effective in treating patients with CP complicated with MPD stones. The CT value of stones is a risk factor for the success rate of P-ESWL.
9.Effects of chronic psychological stress on testicular cell senescence in rats and role of glucocorticoid receptor in the process
Binwei YANG ; Lei SUN ; Xi LING ; Qing CHEN ; Tong WANG ; Huan YANG ; Jinyi LIU ; Jia CAO ; Lin AO ; Peng ZOU
Journal of Army Medical University 2024;46(24):2698-2706
Objective To investigate the effect of chronic psychological stress on testicular cell senescence in rats and the role of glucocorticoid receptor(GR)in the process.Methods Thirty-two male SD rats(4~6 weeks old,weighing 120~140 g)were randomly assigned into dimethyl sulfoxide(DMSO)group,mifepristone(RU486)group,chronic unpredictable mild stress(CUMS)group,and CUMS+RU486 group.DMSO of 0.5 ml/(kg·d)was injected subcutaneously into the rats of DMSO group.After the rats of the CUMS group were exposed to CUMS,mifepristone of 1 mg/(kg·d)was given to the rats of the RU486 group and CUMS+RU486 group.All the above 4 groups were inflicted for 42 consecutive days.After modeling,the psychological stress status of rats was evaluated with animal behavioral experiments.Computer-aided sperm analysis(CASA)system was used to detect sperm density.ELISA was employed to measure the serum levels of corticosterone(CORT),sex hormones and inflammation factors.The contents of malondialdehyde(MDA),H2O2,NAD+/NADH and ATP in the testicular tissues were tested with corresponding reagent kits.Western blotting was utilized to detect protein levels of[3-gal,p16,and GR in testicular tissue,and transmission electron microscopy was used to observe mitochondrial structure of spermatogenic cells.Results Compared with the DMSO group,the sperm density,serum levels of testosterone(T),luteinizing hormone(LH)and follicle stimulating hormone(FSH)were decreased while those of CORT and estradiol(E2)were increased in the CUMS group(all P<0.001).Serum pro-inflammatory factors IL-6 and TNF-α concentrations were increased while anti-inflammatory factor IL-10 concentration was decreased in the CUMS group than the DMSO group(all P<0.05).And,ATP content and NAD+/NADH ratio were decreased while MDA and H2O2 levels were elevated in testicular tissues in the CUMS group(all P<0.05).Moreover,the protein levels of testicular cell aging markers β-gal,p16 and GR were significantly enhanced in the CUMS group(all P<0.01),accompanied by swelling and vacuolization of mitochondrial structures in spermatogenic cells.RU486 treatment effectively improved sperm density and increased CORT level and down-regulated the testicularβ-gal,p16 and GR protein level(all P<0.05).Conclusion Chronic psychological stress induces testicular damage in rats,presenting declines in sperm density and CORT level,which is possibly associated with GR-mediated cell senescence.
10.Clinical Observation of Warming-Needle Moxibustion Combined with Cross Acupoint Selection Method in Treating Knee Osteoarthritis
Wan-Ling WU ; Ke ZHOU ; Fen WU ; Qin LU ; Jun-Ye LIANG ; Ao-Yang LONG ; Xiang-Yu LONG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(12):3198-3203
Objective To observe the clinical efficacy of warming-needle moxibustion combined with cross acupoint selection method in the treatment of knee osteoarthritis(KOA).Methods Fifty patients with KOA were randomly divided into observation group and control group,25 patients in each group.The control group was treated with warming-needle moxibustion on local of the knee joint,and the observation group was treated with elbow cross acupoint selection on the basis of the treatment of the control group.The course of treatment covered five days,with an interval of one day between courses of treatment,and a total of two courses of treatment.After two courses of treatment,the changes in Visual Analogue Scale(VAS)scores and Western Ontario and McMaster Universities Osteoarthritis Index(WOMAC)scores in the two groups before and after treatment were observed.Changes in step frequency,step speed,step length,stride,and gait period between the two groups of patients before and after treatment were compared.Results(1)During the research,there was one case in the observation group and four cases in the control group lost to follow-up.Finally,24 cases in the observation group and 21 cases in the control group were included in the efficacy statistics.(2)After treatment,the scores of VAS and WOMAC of patients in the two groups decreased significantly(P<0.01),and the improvement in the observation group was significantly superior to that in the control group,and the differences were statistically significant(P<0.05).(3)After treatment,the step frequency and step speed of patients in the two groups were significantly improved compared with those before treatment,and the difference was statistically significant(P<0.05),and the parameters of step length and stride were slightly improved compared with those before treatment,but the difference was not statistically significant(P>0.05).After treatment,the observation group was slightly superior to that in the control group in improving the patients'step frequency,step length,step speed and stride,but the difference was not statistically significant(P>0.05).(4)After treatment,the gait period of patients in both groups were improved significantly(P<0.05),and the improvement in the observation group was significantly superior to that in the control group,but the difference was not statistically significant(P>0.05).Conclusion The efficacy of warming-needle moxibustion combined with cross acupoint selection method in the treatment of KOA is precise,with good analgesic effect,moreover,it can significantly improve the daily joint function of the patients,and improve the step frequency and step speed of patients with KOA and shorten the gait period,so as to improve the quality of life of patients,with remarkable therapeutic effect.


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