1.Development of a postoperative recurrence prediction model for stage Ⅰ non-small cell lung cancer patients using multimodal data based on machine learning
Di ZHANG ; Yi WU ; Yu XU ; Shuai WANG ; Yue HU ; Huawei CHEN ; Nana HU ; Rong HE ; Xueling TONG ; Mengxia LI
Journal of Army Medical University 2025;47(14):1602-1611
Objective To develop a machine learning model integrating preoperative chest CT radiomic features with clinical data for predicting 5-year postoperative recurrence risk in stage Ⅰ non-small cell lung cancer(NSCLC)patients undergoing surgical resection.Methods A total of 217 patients with pathologically confirmed stage Ⅰ NSCLC(selected from 778 initially screened cases based on our inclusion and exclusion criteria)treated in Army Medical Center of PLA between January 2014 and December 2019 were retrospectively enrolled,including 53 recurrence cases and 164 non-recurrence cases within 5-year follow-up.They were randomly divided into a training set(n=173)and a validation set(n=44)in a ratio of 8:2.Radiomic models were established based on extracted features from tumor-dominant regions of interest(ROI)on CT images,while clinical models were developed using demographic characteristics and preoperative laboratory examinations.A combined model was further constructed by integrating both feature sets,and model performance was compared to identify the optimal predictive model.Results This study screened the features from non-contrast CT images and ultimately selected 7 radiomic features for constructing radiomic model.Among 6 machine learning algorithms,the adaptive boosting(Adaboost)model demonstrated the best overall predictive performance,with an area under the curve(AUC)of 0.866(95%CI:0.808~0.923;accuracy:0.832,specificity:0.884)in the training set and of 0.806(95%CI:0.630~0.983;accuracy:0.795,specificity:0.971)in the validation set.Univariate and multivariate logistic regression analyses identified 4 clinical features for clinical model construction.The clinical model achieved an AUC value of 0.874(95%CI:0.821~0.928;accuracy:0.827,specificity:0.891)in the training set and 0.813(95%CI:0.677~0.948;accuracy:0.636,specificity:0.600)in the validation set.By integrating the 7 radiomic features and 4 clinical features using a feature-level fusion strategy,the combined model exhibited further improved predictive performance,with an AUC value of 0.953(95%CI:0.924~0.983;accuracy:0.884,specificity:0.860)and 0.852(95%CI:0.729~0.976;accuracy:0.682,specificity:0.629),respectively in the training set and the validation set.Conclusion The combined model integrating preoperative CT radiomic features with clinical risk factors may provide an evidence-based framework for evaluating 5-year postoperative recurrence risk in stage Ⅰ NSCLC patients.
2.Predictive value of gait and balance on frailty in community-dwelling older adults in Shanghai,China
Nana WEN ; Xinhui ZHANG ; Qing LONG ; Yuhao WANG ; Qunping YU ; Hanchun ZHANG ; Guohua ZHENG
Chinese Journal of Rehabilitation Theory and Practice 2024;30(6):731-736
Objective To explore the predictive value of gait and balance on the frailty in community-dwelling older adults aged 65 years and older in Shanghai. Methods A total of 414 community-dwelling older adults aged 65 years or older were recruited from Shanghai,from De-cember,2022 to April,2023.They were investigated with Fried's Frailty Phenotype Scale,Timed Up and Go Test(TUGT),one leg standing test(OLST)and self-designed questionnaire.The factors related to frailty were ana-lyzed using multivariate Logistic regression. Results The prevalence of pre-frailty and frailty were 62.8%and 10.9%,respectively.Living in rural residence,older age,low income,smoking,sedentary lifestyle and no regular exercise were the risk factors for frailty among com-munity-dwelling older adults.Time of TUGT increased,and time of closed eyes OLST descreased respectively in the frail older adults(P<0.05).The area under curve was 0.846(95%CI 0.808 to 0.884,P<0.001)as prediction for frailty using the combination of TUGT and closed eye OLST,with a sensitivity of 0.726 and a specificity of 0.817 at the optimal threshold. Conclusion Gait and balance may be a valuable predictor of frailty in community-dwelling older adults in Shanghai.
3.Evaluation index system of health literacy for seaman
Fang YU ; Wei FU ; Lin XU ; Shizhao MA ; Nana WANG
Journal of Navy Medicine 2024;45(6):577-581
Objective To establish the evaluation index system of seaman health literacy.Methods Two rounds of questionnaire consultation was conducted by Delphi method among 17 experts,and the indexes were modified according to expert opinions,so as to establish seaman health literacy.Results The response rates of the 2 rounds of questionnaires were 94.4%and 100%,the expert authority coefficients were 0.821 and 0.844,and the Kendall's coefficient of concordance were 0.398 and 0.411,respectively.After the 2 rounds of consultation,the importance score of indexes at all levels was 4.00-4.94,and the coefficient of variation was 0.05-0.21.Finally,the evaluation system of seaman health literacy was constructed,including 4 first-level indicators,20 second-level indicators and 27 items.Conclusion The evaluation system of seaman health literacy constructed in this study is reliable,scientific and practical.It can provide a basis for the decision-making to regulate seaman health literacy.
4.Current status of health literacy and its influencing factors in seamen
Wei FU ; Fang YU ; Shizhao MA ; Lin XU ; Nana WANG
Journal of Navy Medicine 2024;45(6):582-585
Objective To investigate the current status and influencing factors of health literacy in seamen.Methods The random cluster sampling method was adopted to select 302 naval officers and soldiers,and a questionnaire survey was conducted to investigate their health literacy.Results The proportion of respondents with health literacy was 55.1%.The level of health literacy ranked from high to low as follows:basic health concept(72.1%),basic health behaviors(54.0%),basic health knowledge(41.3%),and basic health skills(33.4%).Multivariate logistic regression analysis showed that education background,the length of time to board,smoking and sleep late were influencing factors for health literacy in seamen(P<0.05).Conclusion The overall health literacy level is unbalanced in seamen,especially in health knowledge and health skills,which need to be strengthened.It is essential to carry out targeted health education,correct unhealthy lifestyles and constantly improve the level of health literacy of seamen.
5.Research progress on the assessment method of carers′ fall concern for the elderly
Cui KONG ; Xuezhang ZHANG ; Yu ZHANG ; Chunxia LI ; Qiuxia ZHAO ; Xi CHEN ; Nana LUO ; Dandan SUN ; Fen WANG ; Wei LI
Chinese Journal of Practical Nursing 2023;39(28):2236-2241
This paper focused on the research progress of the assessment methods of carers′ fall concern for the elderly. The content of this review included the definition of carers′ fall concern, and the advantages and disadvantages of various assessment method of carers′ fall concern for the caregivers to the elderly, such as qualitative interviews, questionnaires, and scales. Through this review, the authors hoped to provide a reference for selecting or developing a localized carers′ fall concern assessment tool.
6.Effects of wrist-ankle acupuncture combined with electroacupuncture on neurological function and limb movement in patients with ischemic stroke
Qian ZHOU ; Shuwei SHENG ; Jiao ZHANG ; Dantong ZHAI ; Nana LI ; Xia XIE ; Jiefu YU ; Xiehe KONG
Journal of Acupuncture and Tuina Science 2023;21(5):368-374
Objective:To observe the effect of wrist-ankle acupuncture combined with electroacupuncture on neurological function and limb motor function in patients with ischemic stroke. Methods:A total of 106 eligible subjects were divided into a treatment group and a control group according to the random number table method,with 53 cases in each group.Patients in the control group were treated with conventional rehabilitation.The treatment group was treated with wrist-ankle acupuncture and electroacupuncture in addition to the treatment used in the control group.The National Institute of Heath stroke scale(NIHSS)score,Fugl-Meyer assessment scale score,Berg balance scale score,lower limb main nerve conduction velocity,and total response rate were compared between the two groups. Results:The total response rate of the treatment group was higher than that of the control group(P<0.05).After treatment,the NIHSS score,Fugl-Meyer assessment scale score,and Berg balance scale score of the two groups were improved compared with those before treatment(P<0.05),and the treatment group was significantly better than the control group(P<0.05).After treatment,only the conduction velocity of femoral nerve in the control group was better than that before treatment(P<0.05),and the conduction velocity of femoral nerve,tibial nerve,sural nerve,and common peroneal nerve in the treatment group was better than that before treatment(P<0.05),and was better than that in the control group(P<0.05). Conclusion:Wrist-ankle acupuncture and electroacupuncture combined with conventional rehabilitation therapy can significantly improve nerve and muscle function and the motor and living ability of patients with ischemic stroke,and its therapeutic effect is superior to that of conventional rehabilitation therapy alone.
7.Prevalence of myopia among children and adolescents in Inner Mongolia Autonomous Region from 2019 to 2021
LI Guofeng, ZHANG Xiuhong, WEI Nana, YANG Tian, ZHAO Jufang, ZHAO Jing, YU Dong
Chinese Journal of School Health 2023;44(7):1076-1079
Objective:
To analyze the prevalence and trend of myopia among children and adolescents in Inner Mongolia from 2019 to 2021,so as to provide a reference for making scientific and effective prevention and controlling measures of myopia.
Methods:
By using the stratified random cluster sampling method, 555 093 children and adolescents were selected from 12 professional institutions in league cities of the whole region for remote vision examination and refractive examination. The refraction test was carried out under the condition of non-Ciliary muscle paralysis using a desktop automatic computer optometer. Chi-squared test and multivariate Logistic regression were used to analyze the myopia status of children and adolescents and its influencing factors.
Results:
From 2019 to 2021, the myopia rate of children and adolescents was 53.30%, 58.65% and 54.82%, respectively, the difference was statistically significant ( χ 2=991.70, P <0.01). The overall female myopia rate(58.82%) was higher than that of male (51.52%), and the differece was statistical significant ( χ 2=3 295.66, P <0.05). The myopia rates of boys and girls by year were 49.44% and 57.30%, 54.76% and 62.60%, 51.23% and 57.62%, respectively, and the differences were statistically significant ( χ 2=1 197.02, 922.31, 1 172.09, P <0.01). The overall myopia rate of urban students (59.42%) was higher than that of suburban counties (53.61%), and the difference was statistically significant ( χ 2=1 565.03, P <0.05). The myopia rates of children and adolescentss in urban and suburban counties were 59.20% and 50.79%, 60.26% and 57.88%, 58.95% and 53.36%, and the differences were statistically significant ( χ 2=1 150.80, 74.10, 529.25, P <0.01). The children and adolescents of learning stages were of statistical significance ( χ 2=92 402.39, P <0.05), and the overall myopia rate of senior school students was the highest, accounting for 83.57%. The difference of overall myopia rates of different age groups was of statistical significance ( χ 2=121 881.67, P <0.05), and the students in age group of 17 ranked the first (83.32%), those in age group of 5 ranked the last(15.52%).
Conclusion
From 2019 to 2021, the myopia rate of children and adolescents in the Inner Mongolia Autonomous Region increase first and then decrease, and the myopia rate in 2020 and 2021 is higher than that in 2019. The high incidence and low age of myopia are intensifying. The prevention and controlling of myopia among children and adolescents should be strengthened, so as to reduce the occurance of myopia.
8.Analysis of choroidal vascularity index distribution and influencing factors in normal children
Nana MA ; Aicun FU ; Shiao YU ; Congcong HUANG ; Lili SHANG ; Minghang CHANG ; Xuemin JIN ; Bo LEI ; Shasha GAO
Chinese Journal of Experimental Ophthalmology 2023;41(6):568-575
Objective:To evaluate the distribution characteristics of choroidal vascularity index (CVI) in macula among normal children using swept-source optical coherence tomography (SS-OCT), and to investigate the influencing factors.Methods:A cross-sectional study was conducted.Sixty-three children aged 6 to 12 years were enrolled in The First Affiliated Hospital of Zhengzhou University from May 2021 to November 2021.Spherical equivalent refraction, axial length (AL) and other ocular biological parameters were measured.Macula-centered CVI and choroidal thickness (ChT) were measured by SS-OCT angiography.According to the ETDRS partition, the obtained image was divided into macular central fovea (0-1 mm diameter), inner ring (1-3 mm diameter) and outer ring (3-6 mm diameter) zones.Data from the right eye were selected for statistical analysis.CVI in the three rings and four zones (superior, temporal, inferior and nasal zones) of the inner and outer rings were compared.Univariate and multiple linear regression analyses were used to analyze the correlation between CVI and sex, AL, anterior chamber depth (ACD), ChT and pupil diameter.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of The First Affiliated Hospital of Zhengzhou University (No.2021-KY-0399-003). Written informed consent was obtained from each guardian.Results:The average CVI in the macular central fovea, inner ring and outer ring were 0.35±0.12, 0.32±0.10 and 0.27±0.08, respectively, with a significant difference ( F=10.96, P<0.001), and significant differences in CVI were found in pairwise comparisons of the three ring zones (all at P<0.05). Significant differences in CVI were found among superior, temporal, inferior and nasal zones in inner and outer rings ( Fring=11.60, P=0.001; Fzone=12.02, P<0.05). The CVI was smaller in superior and nasal zones in inner ring than in temporal zone, greater in superior, temporal and inferior zones in outer ring than in nasal zone, smaller in superior zone of outer ring than that of the inner ring, and the differences were statistically significant (all at P<0.001). The single factor linear regression analysis showed that ChT in the fovea, inner ring and outer ring were the influencing factors of CVI in the three ring zones (all at β=0.001, P<0.001). Pupil diameter ( β=0.034, P=0.038; β=0.040, P=0.003; β=0.024, P=0.011) and ACD ( β=0.097, P=0.034; β=0.097, P=0.013; β=0.061, P=0.032) were the influencing factors of CVI in fovea, inner ring and outer ring.After multiple linear regression analysis, the regression equations were established as follows: CVI in the macular fovea=0.001×ChT in the macular fovea + 0.001×ChT in the inner ring+ 0.001×ChT in the outer ring-0.301 ( R2=0.514, F=6.875, P<0.001); CVI in the inner ring=0.001×ChT in the macular fovea+ 0.001×ChT in the inner ring+ 0.001×ChT in the outer ring+ 0.088×AL-0.307 ( R2=0.603, F=9.870, P<0.001); CVI in the outer ring=0.001×ChT in the macular fovea+ 0.001×ChT in the inner ring+ 0.001×ChT in the outer ring-0.135 ( R2=0.601, F=9.781, P<0.001). Conclusions:In children aged 6-12 years old, the CVI is higher in the macular central fovea than in inner and outer rings, and the CVI in nasal zone is the smallest in both inner and outer rings.The thicker the ChT, the higher the CVI in all zones in the macular area; the deeper the anterior chamber, the higher the CVI in the inner ring.
9.Basal Forebrain Cholinergic Innervation Induces Depression-Like Behaviors Through Ventral Subiculum Hyperactivation.
Nana YU ; Huina SONG ; Guangpin CHU ; Xu ZHAN ; Bo LIU ; Yangling MU ; Jian-Zhi WANG ; Yisheng LU
Neuroscience Bulletin 2023;39(4):617-630
Malfunction of the ventral subiculum (vSub), the main subregion controlling the output connections from the hippocampus, is associated with major depressive disorder (MDD). Although the vSub receives cholinergic innervation from the medial septum and diagonal band of Broca (MSDB), whether and how the MSDB-to-vSub cholinergic circuit is involved in MDD is elusive. Here, we found that chronic unpredictable mild stress (CUMS) induced depression-like behaviors with hyperactivation of vSub neurons, measured by c-fos staining and whole-cell patch-clamp recording. By retrograde and anterograde tracing, we confirmed the dense MSDB cholinergic innervation of the vSub. In addition, transient restraint stress in CUMS increased the level of ACh in the vSub. Furthermore, chemogenetic stimulation of this MSDB-vSub innervation in ChAT-Cre mice induced hyperactivation of vSub pyramidal neurons along with depression-like behaviors; and local infusion of atropine, a muscarinic receptor antagonist, into the vSub attenuated the depression-like behaviors induced by chemogenetic stimulation of this pathway and CUMS. Together, these findings suggest that activating the MSDB-vSub cholinergic pathway induces hyperactivation of vSub pyramidal neurons and depression-like behaviors, revealing a novel circuit underlying vSub pyramidal neuronal hyperactivation and its associated depression.
Rats
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Mice
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Animals
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Rats, Sprague-Dawley
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Depressive Disorder, Major/metabolism*
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Basal Forebrain
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Depression
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Hippocampus/metabolism*
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Cholinergic Agents
10.Scutellarin prevents acute alcohol-induced liver injury via inhibiting oxidative stress by regulating the Nrf2/HO-1 pathway and inhibiting inflammation by regulating the AKT,p38 MAPK/NF-κB pathways
ZHANG XIAO ; DONG ZHICHENG ; FAN HUI ; YANG QIANKUN ; YU GUILI ; PAN ENZHUANG ; HE NANA ; LI XUEQING ; ZHAO PANPAN ; FU MIAN ; DONG JINGQUAN
Journal of Zhejiang University. Science. B 2023;24(7):617-631
Alcoholic liver disease(ALD)is the most frequent liver disease worldwide,resulting in severe harm to personal health and posing a serious burden to public health.Based on the reported antioxidant and anti-inflammatory capacities of scutellarin(SCU),this study investigated its protective role in male BALB/c mice with acute alcoholic liver injury after oral administration(10,25,and 50 mg/kg).The results indicated that SCU could lessen serum alanine aminotransferase(ALT)and aspartate aminotransferase(AST)levels and improve the histopathological changes in acute alcoholic liver;it reduced alcohol-induced malondialdehyde(MDA)content and increased glutathione peroxidase(GSH-Px),catalase(CAT),and superoxide dismutase(SOD)activity.Furthermore,SCU decreased tumor necrosis factor-α(TNF-α),interleukin-6(IL-6),and IL-1β messenger RNA(mRNA)expression levels,weakened inducible nitric oxide synthase(iNOS)activity,and inhibited nucleotide-binding oligomerization domain(NOD)-like receptor protein 3(NLRP3)inflammasome activation.Mechanistically,SCU suppressed cytochrome P450 family 2 subfamily E member 1(CYP2E1)upregulation triggered by alcohol,increased the expression of oxidative stress-related nuclear factor erythroid 2-related factor 2(Nrf2)and heme oxygenase-1(HO-1)pathways,and suppressed the inflammation-related degradation of inhibitor of nuclear factor-κB(NF-κB)-α(IκBα)as well as activation of NF-κB by mediating the protein kinase B(AKT)and p38 mitogen-activated protein kinase(MAPK)pathways.These findings demonstrate that SCU protects against acute alcoholic liver injury via inhibiting oxidative stress by regulating the Nrf2/HO-1 pathway and suppressing inflammation by regulating the AKT,p38 MAPK/NF-κB pathways.


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