1.Correlation of daytime outdoor light exposure and moderate to vigorous physical activities with sleep quality among primary school students
WANG Ziyi, DUAN Zhihong, MAIHELIYAKEZI Tuersunniyazi, PENG Hui, ZHU Yanhong, SHI Huijing
Chinese Journal of School Health 2026;47(3):351-354
Objective:
To analyze the independent and interaction effects of daytime outdoor light exposure and moderate to vigorous physical activity (MVPA) duration on sleep quality of primary school students, so as to provide scientific evidence for interventions on children s sleep health.
Methods:
From April to June 2024, a total of 444 students from grades 3 and 4 in 2 primary schools in Jiading District, Shanghai were selected using stratified random cluster sampling method for continuous 7 day monitoring. Wearable devices "Clouclip" were used to monitor daytime outdoor activity time (represented by time with light intensity ≥ 1 000 lx ), and accelerometers were used to monitor MVPA time and sleep quality related indicators. Multiple linear regression was used to analyze the associations of daytime outdoor activity and MVPA with sleep quality.
Results:
Both daytime outdoor light exposure and MVPA duration(longer actual sleep duration per night,longer time in bed,fewer awakening and shorter post sleep awakening shic) were independently associated with multiple sleep indicators( β =0.52, 0.46, -0.83, -2.19, all P <0.05), with no significant interaction between the associations ( P >0.05). After controlling for MVPA, more daytime outdoor light exposure was significantly and independently associated with longer actual sleep time ( β =0.50, 95% CI =0.21-0.79, P <0.05). After controlling for light exposure, longer MVPA duration was independently associated with shorter post-sleep awakening duration ( β=-4.15, 95% CI = -6.33 to -1.96, P <0.05).
Conclusion
Increased daytime outdoor activity and MVPA are both associated with better sleep quality in primary school students.
2.Explainable Machine Learning Model for Predicting Prognosis in Patients with Malignant Tumors Complicated by Acute Respiratory Failure: Based on the eICU Collaborative Research Database in the United States
Zihan NAN ; Linan HAN ; Suwei LI ; Ziyi ZHU ; Qinqin ZHU ; Yan DUAN ; Xiaoting WANG ; Lixia LIU
Medical Journal of Peking Union Medical College Hospital 2026;17(1):98-108
To develop and validate a model for predicting intensive care unit (ICU) mortality risk in patients with malignant tumors complicated by acute respiratory failure (ARF) based on an explainable machine learning framework. Clinical data of patients with malignant tumors and ARF were extracted from the eICU Collaborative Research Database in the United States, including demographic characteristics, comorbidities, vital signs, laboratory test indicators, and major interventions within the first 24 hours after ICU admission.The study outcome was ICU death.Enrolled patients were randomly divided into a training set and a validation set at a ratio of 7:3.Predictor variables were selected using least absolute shrinkage and selection operator (LASSO) regression.Five machine learning algorithms-extreme gradient boosting (XGBoost), support vector machine (SVM), Logistic regression, multilayer perceptron (MLP), and C5.0 Decision Tree-were employed to construct predictive models.Model performance was evaluated based on the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and other metrics.The optimal model was further interpreted using the Shapley additive explanations (SHAP) algorithm. A total of 3196 patients with malignant tumors complicated by ARF were included.The training set comprised 2, 261 patients and the validation set 935 patients; 683 patients died during ICU stay, while 2513 survived.LASSO regression ultimately selected 12 variables closely associated with patient ICU outcomes, including sepsis comorbidity, use of vasoactive drugs, and within the first 24 hours after ICU admission: minimum mean arterial pressure, maximum heart rate, maximum respiratory rate, minimum oxygen saturation, minimum serum bicarbonate, minimum blood urea nitrogen, maximum white blood cell count, maximum mean corpuscular volume, maximum serum potassium, and maximum blood glucose.After model evaluation, the XGBoost model demonstrated the best performance.The AUCs for predicting ICU mortality risk in the training and validation sets were 0.940 and 0.763, respectively; accuracy was 88.3% and 81.2%;sensitivity was 98.5% and 95.9%.Its predictive performance also remained optimal in sensitivity analyses.SHAP analysis indicated that the top five variables contributing to the model's predictions were minimum oxygen saturation, minimum serum bicarbonate, minimum mean arterial pressure, use of vasoactive drugs, and maximum white blood cell count. This study successfully developed a mortality risk prediction model for ICU patients with malignant tumors complicated by ARF based on a large-scale dataset and performed explainability analysis.The model aids clinicians in early identification of high-risk patients and implementing individualized interventions.
3.Roles of plant-derived natural compounds in the prevention and treatment of osteoporosis
Ziyi DUAN ; Wenhao ZHOU ; Yingjie CAI ; Min ZHONG ; Jian MAO ; Lan JIANG
Science of Traditional Chinese Medicine 2026;4(1):33-39
Osteoporosis is a systemic disease, and epidemiological projections indicate that by 2050, approximately 23.43% of the Chinese population over 50 years of age will be affected. Given the poor prognosis associated with osteoporosis, the exploration of safe and effective natural products is of considerable significance. Studies investigating the chemical constituents of traditional Chinese medicine in cellular and/or animal models have demonstrated bone-protective effects. Although most of these compounds lack clinical data, they hold considerable potential as lead candidates for drug development. In-depth study of the structure-activity relationship of these natural products not only contributes to elucidating the mechanisms of action but also provides a theoretical basis for the development of novel antiosteoporosis therapies. This review summarizes natural products with potential antiosteoporotic effects reported between 2020 and 2024. Overall, plant-derived natural compounds exhibit antiosteoporotic effects by regulating bone remodeling, inflammation, and oxidative stress, highlighting their promise as multitarget therapeutic candidates.
4.Discussion on the Differentiation Treatment Strategy of Borderline Hypertension Based on the Theory of "Examining the Symptoms First, Identifying the Constitutions as Reference, and Combining the Diseases and Patterns"
Xiaoxiao ZHANG ; Qingqing WANG ; Jinlong DUAN ; Jianguo LIN ; Ziyi SUN ; Xiaoning SUN ; Wenqian ZUO ; Kuiwu YAO
Journal of Traditional Chinese Medicine 2024;65(12):1224-1229
Based on the clinical thinking of combining diseases and patterns, we combined disease identification, pattern differentiation, and constitution identification, and put forward the theory of identifying and treating critical hypertension, which is "examining the symptoms first, identifying the constitutions as reference, and combining the diseases and patterns". Firstly, the starting point of identifying the disease is to examine the symptoms, and those with precise diagnosis and strong specificity will be diagnosed with the disease, while those with relatively broad diagnosis and fuzzy characteristics will be emphasised on identifying constitutions and differentiating patterns. Focusing on the impact of constitution identification on disease identification and pattern differentiation, constitution identification could be the basis when no symptoms to identify, and based on the theory of "constitution-disease correlation" and "constitution-pattern correlation" to improve the understanding of borderline hypertension from the group and individual level, which helps to identify and predict the development of the diseases and patterns; if the symptoms are complicated and difficult to identify, it is necessary to take syndrome as the outline, use the syndrome to unify the disease, and then refer to the constitution to legislate and prescribe medications. This paper summarizes the traditional Chinese medicine clinical differentiation and treatment strategy of borderline hypertension clear and easy to grasp, with a view to provide a feasible and efficient reference for prevention and treatment of borderline hypertension with traditional Chinese medicine.
5.Research progress in the prevention and treatment of elderly frailty through resistance exercise
Chao GAO ; Qiyu PAN ; Ziyi ZHOU ; Chunbo DUAN
Chinese Journal of Geriatrics 2024;43(6):662-667
Frailty is a clinical condition associated with aging, encompassing deficiencies in physical performance, nutritional status, mental health, and cognition.Physical exercise has proven to be an effective strategy for maintaining functional abilities and alleviating frailty symptoms in older adults.Exercise helps in preserving or enhancing bone density, muscle mass, strength, and overall function.In recent years, there has been increasing attention on the impact of resistance exercise on the prognosis of frailty in the elderly population.This article explores the mechanisms of resistance exercise in preventing and treating frailty, examines the effects of different types of resistance exercise on age-related weakness, and reviews related research on the use of resistance exercise for preventing and treating frailty.The findings of this study provide valuable insights for developing precise exercise prescriptions that incorporate multiple modes of exercise for frail older patients.
6.Relationship between frailty status and risk of death in the elderly based on frailty index analysis
Jing SHI ; Bing SHI ; Yongkang TAO ; Li MENG ; Ziyi ZHOU ; Shuqiang CHEN ; Chunbo DUAN ; Pulin YU
Chinese Journal of Epidemiology 2020;41(11):1824-1830
Objective:To analyze the relationship between frailty status and the risk of death in the elderly based on the frailty index (FI).Methods:Data from a prospective cohort study conducted between 2005 and 2015 in elderly people of an urban community in Beijing were analyzed. The variables related to health and frailty status based on the 2005 baseline survey and death as outcome variables collected in 2015 were used. A FI model was used to evaluate the correlation between FI and mortality in the elderly people in different age groups was analyzed. Cox regression was applied to evaluate the influence of FI on the risk of death, and Kaplan-Meier curves was used to show the survival rate of different frailty levels in the elderly adults.Results:Of the 1 301 elderly people included in the analysis, 403 died during 2005-2015, with the 10-year mortality rate of 31.0 %(403/1 301). The mortality rate of the elderly increased with the increase of FI, but, with the increase of FI value, the rate of mortality increased slowly. The limit value of FI causing death was around 0.70, indicating any new health problem might cause death at this value. Cox regression analysis showed that higher FI was associated with higher risk for death ( HR=1.143, 95 %CI: 1.034-1.248, P=0.000), and FI was more significantly associated with death than age ( HR=1.143 vs. HR=1.048, t=5.827, P=0.000). With the increase of age, the effect of frailty on the risk of death decreased ( HR=1.179 to HR=1.120). Kaplan-Meier curves showed that the survival rate of the elderly in all age groups decreased with the increase of frailty (Log-rank=317.812, 354.203, 247.258, all P=0.000). The survival time between different frailty levels in the elderly were significantly different, except for the elderly adults aged ≥80 years with severe frailty level (0.4≤FI<0.5, FI≥0.5, P=0.368). Conclusions:Compared with other evaluation tools of frailty, FI model can better reflect the frailty status of the elderly in communities in Beijing and has a high sensitivity in predicting adverse outcomes such as mortality. In the intervention of frailty in the elderly, focusing on relatively young elderly might be more effective in reducing the adverse outcomes caused by frailty.
7.Analysis of types and medication of common chronic diseases in the elderly visiting primary medical institutions in eight provinces and cities
Huiqing YAO ; Ziyi ZHOU ; Baiyu ZHOU ; Chunbo DUAN
Chinese Journal of Geriatrics 2019;38(7):800-805
Objective To investigate the types of common chronic diseases and common drugs in the elderly visiting primary medical institutions in China.Methods Cluster sampling was adopted in eight provinces/cities/autonomous region of Zhejiang,Jilin,Henan,Shanghai,Chongqing,Gansu,Guangxi and Jiangsu.Sampling sites were selected and information was collected through the online reporting system of common diseases and drug costs of the elderly in primary hospitals at all levels in China.On these grounds,the basic situation of primary medical institutions,the common chronic diseases and common drugs for people aged 65 years and above were investigated.Results Primary hypertension(65.7% or 46/70)and arthropathy(10.0% or 7/70)were the most common chronic diseases in the elderly visiting primary medical institutions.The consultation rate of primary hypertension was highest both in rural areas(58.3%,i.e.the ratio of 21 over 36 primary medical institutions)and in urban areas(73.5%,i.e.the ratio of 25 over 34 primary medical institutions).The primary medical institutions with consultation rates of hypercholesterolemia/hyperlipidemia (x2 =5.137,P=0.023),diabetes(x2 =3.868,P =0.049)and dyspepsia(Fisher's exact test,P =0.026)as the top 3 chronic diseases were more often seen in urban areas than in rural areas,while the primary medical institutions with consultation rates of cerebrovascular diseases as the top 3 chronic diseases were more often seen in the rural areas than in urban areas(x2=9.974,P =0.002).More primary medical institutions with consultation rates of benign prostatic hyperplasia and primary osteoporosis as the top 10 chronic diseases were found in urban areas than in rural areas(x2 =4.054 and 3.861,P =0.044 and 0.049,respectively),while more primary medical institutions with consultation rates of heart failure as the top 10 chronic diseases were found in rural areas than in urban areas(x2 =3.865,P =0.049).Aspirin,nifedipine and simvastatin one by one were most commonly used in people aged 65 years and over in primary medical institutions.Conclusions Primary hypertension is the most common chronic disease among the elderly visiting primary medical institutions in both rural and urban.Common chronic diseases in primary medical institutions are different between the urban and rural areas.Regional differences and urban-rural differences should be taken into account in drug preparation.There are some irregularities in the use of drugs and insufficient stocks of essential drugs in basic-level medical institutions.
8.The changes of parathyroid hormone and serum calcium in different modes of thyroid surgery
Xihong FAN ; Qingqing HE ; Xia LI ; Dayong ZHUANG ; Ziyi FAN ; Luming ZHENG ; Chenhui XI ; Songjian DUAN ; Bingchuan PANG
Journal of Endocrine Surgery 2011;05(4):247-249,279
ObjectiveTo investigate the changes of serum concentration of parathyroid hormone (PTH) and calcium after thyroid surgery and compare the changes among different modes of operation. MethodsFrom Aug. 2006 to Dec. 2009, 470 patients accepted thyroid surgery. The serum concentration of PTH and calcium in different groups was measured and compared before and 1 day after surgery. According to the extent and similarity of the surgery, patients were classified into 7 groups and they were compared in terms of postoperative changes of PTH and serum calcium. Statistical analysis was performed. ResultsThe serum concentration of PTH and calciurn decreased significantly after surgery in all patients except for those receiving unilateral and bilateral partial thyroidectomy. Compared with unilateral lobectomy, surgeries such as bilateral subtotal thyroidectomy, unilateral thyroidectomy with contralateral subtotal thyroidectomy, bilateral near-total thyroidectomy and total thyroidectomy resulted in more dramatic decreases of serum concentration of PTH and calcium and higher incidence of hypocalcemia ( P < 0.05 ). The comparison between patients receiving CLND or not had the same result. Conclusions Almost all kinds of thyroid surgery affect the parathyroid function. The wider the surgery, the higher the possibility of postoperative hypoparathyroidism. The indications and criteria of different types of thyroid surgery are essential for hypoparathyroidism prevention. In some cases, vitamin D and calcium are recommended for preventive purpose.
9.Comparasion of two different detection methods for HER-2 protein expression and gene amplification in breast cancer tissue
Chenhui XI ; Ziyi FAN ; Dayong ZHUANG ; Luming ZHENG ; Songjian DUAN ; Junmei HE ; Xihong FAN ; Qingqing HE
Journal of Endocrine Surgery 2010;04(5):303-306
Objective To compare HER-2 state in breast cancer tissue deteced by fluorescent in situ hybridization (FISH) and immunohistochemistry (IHC) and analyze their correlation. Methods HER-2/neu protein expression and gene amplification were detected by FISH and IHC in 56 newly-diagnosed cases of female breast cancer from July 2008 to July 2009. Results Of the 56 patients, HER-2 protein expression (-), (+), (++), (+++) was 9 cases (16.1%), 29 cases (51.8%), 11 cases (19.6%) and 7cases (12.5%) respectively; 26 cases (46.4%) had HER-2 gene amplification while 30 cases (53.6%) didnt have. Type of HER-2 gene amplification was mainly HER-2(++) and HER-2(+++), and according gene amplification rate was 72 7% and 100%. HER-2 (+) gene amplification rate was 37.9 %(11cases) and no gene amplification was found in HER-2(-) tissue. The HER-2 positive rate using two methods had significant difference(χ2=19.778,P<0.01). HER-2(-) and HER-2(+++) had good consistency with the FISH results(Kappa=0.969),but HER-2(+) and HER-2(+ +) were poorly consistent with the FISH results(Kappa=0.271). Conclusions IHC is the preliminary screening method for detection of HER-2 expression. HER-2(-) and HER-2(+++) have good consistency with the gene amplification, and can guide clinical treatment. Some patients with HER-2(+) and HER-2(++) have HER-2 gene amplification. FISH is needed for targeted therapy.


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