1.Construction of a prediction model for early hormone remission after prolactinoma surgery based on machine learning
Yanxia DENG ; Jiahui LIU ; Jing XU ; Weijie WANG ; Kun SUN ; Lianshu DING ; Jian JIANG
Chinese Journal of Clinical Medicine 2026;33(3):406-413
Objective To explore factors associated with early postoperative hormonal remission in patients with prolactinoma and to develop prediction models based on clinical and radiological features. Methods Data from 107 patients with prolactinoma who underwent transsphenoidal surgery at The First People’s Hospital of Huai’an, Nanjing Medical University between January 2020 and December 2024 was collected, included general clinical characteristics, preoperative laboratory indicators, and imaging features. Based on whether early postoperative prolactin (PRL) levels normalized, patients were divided into a remission group (n=76) and a non-remission group (n=31). Univariate logistic regression was used for preliminary evaluation of candidate variables, followed by LASSO regression for feature selection. Multiple machine learning models were constructed, including logistic regression, random forest, support vector machine, K-nearest neighbors, naive Bayes, decision tree, neural network, and gradient boosting decision tree (GBDT). All models were trained and evaluated using ten-fold cross-validation, with comprehensive assessment of model performance based on the area under the ROC curve (AUC), accuracy, sensitivity, specificity, precision, and F1 score. Results The maximum diameter of tumors in the non remission group was larger than that in the remission group (P=0.019), and the incidence of tumor stroke and preoperative PRL levels were significantly higher than those in the remission group (P<0.001). Univariate analysis showed that sex, maximum tumor diameter, tumor stroke, and preoperative PRL levels were influencing factors for early postoperative hormone response in patients with prolactinoma (P<0.05). The comparison results of machine learning models show that the neural network model performs the best (AUC=0.921) and has good clinical application value, followed by the GBDT model (AUC=0.893) and the support vector machine model (AUC=0.884). Other models also show certain predictive ability. Conclusions Sex, preoperative PRL levels, maximum tumor diameter, Hounsfield unit value, and tumor stroke are important factors affecting early hormone response after prolactinoma surgery. The machine learning model constructed based on the above variables has good predictive performance, and performs the best and has good clinical application value.
2.Relationship between sleep disorders and physical activity in patients with Alzheimer's disease, and the effectiveness of light therapy intervention
Yanxia LIU ; Xiaojiao WANG ; Xin JIA
Journal of Public Health and Preventive Medicine 2026;37(4):110-113
Objective To investigate the current status of sleep disorders in patients with Alzheimer’s disease (AD) and its relationship with physical activity, and analyze the intervention effect of light therapy. Methods A total of 345 patients with AD admitted to the First Affiliated Hospital of Air Force Medical University from June 2020 to June 2025 were included. The Pittsburgh Sleep Quality Index (PSQI) was used to evaluate the sleep disorders, and the Physical Activity Scale for the Elderly (PASE) was applied to evaluate the physical activity. Pearson correlation analysis model was adopted to analyze the correlation between PSQI and PASE in patients with AD. 345 patients with AD were treated with light therapy intervention for 4 weeks. The changes of PSQI and PASE scores were compared before and after intervention. Results Among the 345 patients with AD, 251 cases had sleep disorders, accounting for 72.75% (251/345), and the PSQI score was (9.87±2.95) points. The scores of leisure activity, housework and occupation-related activity of PASE were (25.81±6.12) points, (78.15±12.93) points, and (45.31±8.74) points, respectively. Pearson correlation analysis model revealed that the leisure activity score of PASE was negatively correlated with the PSQI score (P<0.05), and the scores of housework and occupation-related activity were not significantly correlated with the PSQI score (P>0.05). After 4 weeks of light therapy intervention, the score of leisure activity of patients was increased significantly (P<0.05), while the scores of housework and occupation-related activity did not change significantly (P>0.05), and the PSQI scores were decreased significantly (P<0.05). Conclusion There is a correlation between sleep disorders and leisure time and physical activity in patients with Alzheimer's disease. The implementation of light therapy intervention can effectively improve sleep disorders in AD patients.
3.Association and Interaction between Multidimensional Lifestyle, Socioeconomic Status and the Incidence of Lung Cancer.
Haotian LIU ; Runhuang YANG ; Haiping ZHANG ; Shiyun LV ; Bo GAO ; Lixin TAO ; Yanxia LUO ; Xiuhua GUO
Chinese Journal of Lung Cancer 2025;28(7):497-505
BACKGROUND:
The incidence and mortality rates of lung cancer remain on the rise, creating an urgent need for screening among high-risk populations and early prevention. This study aims to explore the association and interaction between multidimensional lifestyle, socioeconomic status, and the incidence of lung cancer, and to provide scientific evidence for screening high-risk populations and preventing lung cancer.
METHODS:
Healthy lifestyle score was constructed using information on smoking, alcohol consumption, exercise, diet and sleep obtained through a questionnaire survey. Socioeconomic status was evaluated based on information on education, employment, and family income, and genetic testing data were used to assess the risk of genetic variation. A proportional hazards assumption test was conducted, and the Cox proportional hazards model was applied to analyze the associations between healthy lifestyle scores, socioeconomic status, and lung cancer, as well as the interactions among various factors, after adjusting for the risk of genetic variation, age, gender, diabetes, hypertension and the living environment score.
RESULTS:
A total of 245,538 samples that entered the cohort from March, 2006 to October, 2010 were included and followed up until December 31, 2022. The participants were divided into the case group (n=1472) and the control group (n=244,066). The analysis results showed that after adjusting for covariates, there was still an association between the healthy lifestyle score, socioeconomic status, and the incidence of lung cancer: compared with participants with a high healthy lifestyle score, the risk of lung cancer in participants with medium and low healthy lifestyle scores was significantly increased, with hazard ratios (HR) of 2.12 (95%CI: 1.86-2.41) and 3.36 (95%CI: 2.82-3.99) respectively; compared with participants with high socioeconomic status, the risk of lung cancer in participants with medium and low socioeconomic status was significantly increased, with HR of 1.29 (95%CI: 1.13-1.48) and 1.67 (95%CI: 1.46-1.90) respectively. Moreover, there were interactions between smoking status and socioeconomic status (Pfor interaction=0.05), as well as the other four lifestyle factors (Pfor interaction=0.02).
CONCLUSIONS
This study identified the association between multidimensional lifestyle factors and socioeconomic status with the incidence of lung cancer, as well as interactions between smoking and socioeconomic status and four other lifestyle factors, providing a scientific basis for screening and prevention in high-risk populations for lung cancer.
Humans
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Lung Neoplasms/epidemiology*
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Male
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Middle Aged
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Incidence
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Life Style
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Social Class
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Adult
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Risk Factors
4.The application of surgical robots in head and neck tumors.
Xiaoming HUANG ; Qingqing HE ; Dan WANG ; Jiqi YAN ; Yu WANG ; Xuekui LIU ; Chuanming ZHENG ; Yan XU ; Yanxia BAI ; Chao LI ; Ronghao SUN ; Xudong WANG ; Mingliang XIANG ; Yan WANG ; Xiang LU ; Lei TAO ; Ming SONG ; Qinlong LIANG ; Xiaomeng ZHANG ; Yuan HU ; Renhui CHEN ; Zhaohui LIU ; Faya LIANG ; Ping HAN
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(11):1001-1008
5.Application of the Yang-Reinforcing Method in the Syndrome Differentiation and Treatment of Pulmonary Sarcoidosis
Yanxia LIANG ; Bing WANG ; Guangsen LI ; Wenwen SU ; Fenggu LIU ; Jiaoqiang ZHANG ; Hongfei XING ; Maorong FAN
Journal of Traditional Chinese Medicine 2025;66(11):1182-1185
Pulmonary sarcoidosis is an immune system disease with an unclear etiology. Guided by the yang-reinforcing method, it is believed that the fundamental pathogenesis of pulmonary sarcoidosis lies in the disharmony between water and fire and the reckless movement of the ministerial fire. The failure of the spleen and stomach to maintain warmth, leading to the production of phlegm and blood stasis, is an important pathogenesis. The invasion of external pathogenic toxins, deeply penetrating into the interior, is considered a triggering factor for the disease. The treatment focuses on supplementing the yang, consolidating the kidney, drawing fire back to its source, warming the yang, benefiting the kidney, and nourishing the spleen to generate metal. It also emphasizes unblocking the yang, transforming turbidity, and eliminating phlegm and blood stasis.
6.Survey and drug resistance analysis on pathogens in the intestines of healthy humans in Guangzhou from 2018 to 2023
Shuang MA ; Yun XIAO ; Bixia KE ; Fangzhu OUYANG ; Keng LIN ; Yanxia LIU ; Xiang MA ; Bosheng LI ; Dongmei HE
International Journal of Laboratory Medicine 2025;46(10):1221-1226,1233
Objective To investigate the carrying status and drug resistance analysis of pathogenic bacteria in the gut of healthy population in Huadu District,Guangzhou,and provide reference for epidemiological re-search.Methods A total of 337 459 anal swabs were directly isolated and cultured from healthy individuals who underwent physical examinations from 2018 to 2023.600 anal swabs from 2022 were randomly selected for multi pathogen nucleic acid testing,direct isolation and culture,and enrichment culture.Identification of bacteria was conducted by using VITEK 2 Compact and VITEK MS,serological testing was used for determi-nation of type,and drug susceptibility testing of pathogenic bacteria was conducted.Results A total of 128 pathogenic bacteria were isolated from rectal swabs,including 52 strains of Salmonella,71 strains of Aero-monas,3 strains of Vibrio parahaemolyticus,and 2 strains of Shigella flexneri,with a total detection rate of 3.79/10 000.The detection rate of Salmonella in direct isolation and culture of 600 rectal swabs was 0.50%,the detection rate of enrichment culture was 1.00%,and the detection rate of multi-pathogen nucleic acid de-tection was 1.17%.52 strains of Salmonella were divided into 27 serotypes,and Salmonella Ⅰ 4,5,12:i:—was the dominant serotype.Aeromonas sobria was the dominant serotype in Aeromonas.The sensitivity of Salmonella to piperacillin/tazobactam,imipenem,cefepime,levofloxacin,and aztreonam was up to 92.00%or more,however,the phenomenon of multidrug resistance was severe,with a multidrug resistance rate as high as 40.38%.The resistance rate of Aeromonas to ampicillin and ampicillin/sulbactam was up to 85.00%or more,while Aeromonas was relatively sensitive to other antibiotics.Conclusion There are many species and types of intestinal pathogenic bacteria carried by healthy individuals in Huadu District,Guangzhou,with Aero-monas and Salmonella ranking first and second,and levofloxacin treatment could be preferred.The use of bac-terial culture and multi pathogen nucleic acid testing methods could improve the detection rate of intestinal pathogenic bacteria,and attention should be paid to the monitoring of intestinal pathogenic bacteria among rel-evant practitioners.
7.Research progress in moxibustion for treating gastrointestinal dysfunction after laparoscopic cholecystectomy
Shuo LI ; Dongdong LU ; Qiuhui LIANG ; Quanxin LIU ; Weiwei JIAO ; Ying ZHEN ; Min DENG ; Lingyun WEN ; Jinbao WANG ; Yanxia CAO
International Journal of Traditional Chinese Medicine 2025;47(9):1327-1331
TCM believes that the main pathogenesis of gastrointestinal dysfunction (GD) after laparoscopic cholecystectomy (LC) is spleen and stomach weakness, liver and stomach disharmony, liver depression and spleen deficiency, and intestinal depression. Moxibustion in the treatment of GD after LC can avoid the aggravation of gastrointestinal burden caused by oral drugs. The intervention methods mainly include suspension moxibustion, umbilical moxibustion, heat sensitive moxibustion, thunder fire moxibustion, warm acupuncture, partition moxibustion, etc. Moxibustion is often performed on the acupoints in liver meridian, spleen meridian, stomach meridian, small intestine meridian, large intestine meridian and Conception Vessel, such as Taichong (LR3), Ganshu (BL18), Yinlingquan (SP9), Zusanli (ST36), Tianshu (ST25), Wangu (SI4), Hegu (LI4), Zhongwan (CV12), Shenque (CV8) and Qihai (CV6). At present, most studies combined with moxibustion on the basis of conventional Western medicine treatment can significantly improve the efficacy, and have certain advantages in improving gastrointestinal motility decline, intestinal flora imbalance, first exhaust time, gastrointestinal hormone level disorder and intestinal mucosal barrier dysfunction. However, there are still some problems in the existing research: small sample size of clinical research, not perfect scoring scale, not unified treatment plan and operation standard, relatively scarce basic research, relatively simple acupoint research, lack of biochemical evaluation indicators, and the research of national moxibustion needs to be explored and improved in the future.
8.Xu Youjia's Experience in Treating Allergic Comorbidity in Children from the Deficiency-Cold Pathogenesis
Yanxia ZHENG ; Lanlin YOU ; Yanzhu HUO ; Zhuoxun LIU ; Youjia XU
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(5):1255-1259
Allergic comorbidity is a common allergic-related disease in the department of pediatrics,which is called atopic triad in modern medicine.Professor Xu Youjia believes that the children with allergic comorbidity have a more distinctive constitution of insufficiency of immature yang.Children with allergic comorbidity initially have the spleen-qi deficiency pathogenesis,and then the kidney yang will be further involved if the children fail in timely regulation and supplementation,which will result in kidney yang deficiency.In the view of spleen-kidney deficiency-cold pathogenesis of children with allergic comorbidity,Professor Xu Youjia suggested that,during the treatment,attention should be paid to the protection of the spleen(earth)of the middle energizer,thus to ensure the postnatal fire warm congenital kidney yang,and then the efficacy of raising qi and reinforcing yang can be achieved.The core medicines used for the treatment of deficiency-cold snineling nose include seven herbs,and they were Glycyrrhizae Radix et Rhizoma,Atractylodis Macrocephalae Rhizoma,Angelicae Dahuricae Radix,Saposhnikoviae Radix,Xanthii Fructus,Magnoliae Flos,and Schisandrae Chinensis Fructus.For children with severe deficiency-cold,the treatment needs to start from supplementing kidney-qi and protecting the root of yang,and the medicinals such as Psoraleae Fructus,Cimicifugae Rhizoma,Eucommiae Cortex,and Cinnamomi Cortex can be used.Professor Xu stressed the importance of adjusting the children's dietary structure and habits for protecting the spleen and stomach.The application of therapy of mediating the middle earth,raising qi and strengthening yang should accord with the growth and development of children,and the therapy is suitable for guiding the clinical treatment of diseases related to deficiency-cold syndrome.The selection of prescriptions should be based on the identification of the pathogenesis of deficiency-cold and its severity.
9.Cancer Incidence and Mortality in Liaoning Cancer Regi-stration Areas from 2016 to 2020 and Trends from 2006 to 2020
Huijuan MU ; Yanxia LI ; Xiang MA ; Jun NA ; Liya YU ; Jiang TIAN ; Li LIU
China Cancer 2025;34(4):279-289
[Purpose]To analyze cancer incidence and mortality in Liaoning cancer registration areas from 2016 to 2020 and the trends from 2006 to 2020.[Methods]Cancer data in cancer registra-tion areas in Liaoning Province from 2016 to 2020 were collected.The incidence and mortality,age-standardized rate,cumulative rate(0~74 years old),and age-specific rate were calculated.Age-standardized incidence and mortality rate were calculated by the Chinese standard popula-tion(ASIRC,ASMRC)and Segi world standard population(ASIRW,ASMRW).Joinpoint software was applied to analyze the trends of incidence and mortality.[Results]From 2016 to 2020,the crude incidence rate of cancer in Liaoning cancer registration areas was 422.30/105,the ASIRC and ASIRW were 215.67/105 and 209.52/105.The ASIRC was higher in urban areas(225.00/105)than that in rural areas(190.15/105),and higher in male(221.47/105)than that in female(213.03/105).The crude mortality rate was 254.22/105,the ASMRC and ASMRW were 113.26/105 and 112.91/105.The ASMRC in urban areas(113.12/105)was the same as that in rural areas(113.01/105),and higher in male(146.86/105)than that in female(83.46/105).The ASIRW of lung cancer was 46.13/105,and the ASMRW was 32.04/105,both ranking the first of all cancers.From 2006 to 2020,the crude incidence,ASIRC and ASIRW in urban areas showed an increasing trend(AAPC=3.921%,t=16.222,P<0.05;AAPC=0.823%,t=2.409,P<0.05;AAPC=0.875%,t=2.933,P<0.05).The crude incidence,ASIRC and ASIRW in urban female were all rising(AAPC=4.151%,t=15.888,P<0.05;AAPC=1.597%,t=4.819,P<0.05;AAPC=1.514%,t=4.752,P<0.05).During the same period,the cancer mortality in urban areas showed an increasing trend(AAPC=3.175%,t=14.745,P<0.05),and the ASMRW showed a decreasing trend(AAPC=-0.908%,t=-2.273,P<0.05).The crude mor-tality of both men and women showed an increasing trend(AAPC=3.010%,t=6.032,P<0.05;AAPC=2.820%,t=5.921,P<0.05),while the crude mortality and ASMRW for female showed a significant downward trend(AAPC=-1.487%,t=-2.437,P<0.05;AAPC=-2.680%,t=-2.246,P<0.05).From 2016 to 2020,the crude incidence,ASIRC and ASIRW in rural areas showed no significant change;however,the crude incidence in male was increasing(AAPC=2.025%,t=3.853,P<0.05).In the same period,the crude mortality rate in rural areas increased(AAPC=3.577%,t=9.377,P<0.05),while there was no significant change in the ASMRC and ASMRW.The crude mortality of both men and women showed an increasing trend(AAPC=3.377%,t=10.615,P<0.05;AAPC=3.978%,t=7.245,P<0.05),while there was no significant change in ASMRC and ASMRW.[Conclusion]The cancer burden in Liaoning from 2016 to 2020 was higher than the average level in China,can-cer prevention and control should be further strengthened in the provice.
10.A review of auditory evoked potentials in patients with specific language impairment
Yanxia WANG ; HaKyung KIM ; Qiaoyun LIU ; Zongyun ZHANG
Journal of Audiology and Speech Pathology 2025;33(2):178-181
Patients with specific language impairment(SLI)have normal intelligence but experience difficul-ties in language comprehension and expression.At present,the cause of the disease has not been determined,and only a few potential causes are being discussed,among which the relationship between auditory processing abilities and language problems of this group has attracted much attentions.An increasing number of studies employ electro-physiological techniques to investigate the auditory processing abilities of SLI patients,accumulating substantial evi-dence.Therefore,this study reviewed empirical research on the auditory processing abilities of SLI patients from the perspectives of auditory brainstem response,middle-latency response,and long-latency response.It aims to eluci-date the characteristics of auditory processing in SLI patients,analyze its relationship with language disorders,and offer insights into the diagnosis and treatment of SLI patients.


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