Cargando…

Construction of Xinjiang metabolic syndrome risk prediction model based on interpretable models

BACKGROUND: We aimed to construct simple and practical metabolic syndrome (MetS) risk prediction models based on the data of inhabitants of Urumqi and to provide a methodological reference for the prevention and control of MetS. METHODS: This is a cross-sectional study conducted in the Xinjiang Uygu...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zhang, Yan, Razbek, JAINA, Li, Deyang, Yang, Lei, Bao, Liangliang, Xia, Wenjun, Mao, Hongkai, Daken, Mayisha, Zhang, Xiaoxu, Cao, Mingqin
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2022
Materias:	Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8822755/ https://www.ncbi.nlm.nih.gov/pubmed/35135534 http://dx.doi.org/10.1186/s12889-022-12617-y

Ejemplares similares

Opening the black box: interpretable machine learning for predictor finding of metabolic syndrome
por: Zhang, Yan, et al.
Publicado: (2022)

The relationship between vitamin D level and second acid-fast bacilli (AFB) smear-positive during treatment for TB patients was inferred by Bayesian network
por: Zhang, Xiaoxu, et al.
Publicado: (2022)

Study on Dynamic Progression and Risk Assessment of Metabolic Syndrome Based on Multi-State Markov Model
por: Razbek, Jaina, et al.
Publicado: (2022)

Metabolic syndrome in Xinjiang Kazakhs and construction of a risk prediction model for cardiovascular disease risk
por: Mao, Lei, et al.
Publicado: (2018)

Correction: Metabolic syndrome in Xinjiang Kazakhs and construction of a risk prediction model for cardiovascular disease risk
por: Mao, Lei, et al.
Publicado: (2019)

Forecast Model Analysis for the Morbidity of Tuberculosis in Xinjiang, China
por: Zheng, Yan-Ling, et al.
Publicado: (2015)

The Distribution Characteristics of Vegetation in the Subrange of the Altai Mountains, Xinjiang
por: Cao, Qiumei, et al.
Publicado: (2023)

Modeling and Analyzing the Transmission Dynamics of HBV Epidemic in Xinjiang, China
por: Zhang, Tailei, et al.
Publicado: (2015)

Burden of tuberculosis in Xinjiang between 2011 and 2015: A surveillance data-based study
por: He, Xiangyan, et al.
Publicado: (2017)

Using Interpretative Structural Modeling to Identify Critical Success Factors for Safety Management in Subway Construction: A China Study
por: Liu, Ping, et al.
Publicado: (2018)

Framework to construct and interpret latent class trajectory modelling
por: Lennon, Hannah, et al.
Publicado: (2018)

Inversion models of aboveground grassland biomass in Xinjiang based on multisource data
por: Zhang, R. P., et al.
Publicado: (2023)

Competitiveness of Xinjiang’s mutton industry based on diamond model
por: Dawut, Ablat, et al.
Publicado: (2021)

Construction of Landscape Ecological Security Pattern in the Zhundong Region, Xinjiang, NW China
por: Jiang, Jiao, et al.
Publicado: (2022)

Prediction of outpatients with conjunctivitis in Xinjiang based on LSTM and GRU models
por: Wang, Yijia, et al.
Publicado: (2023)

Nomogram Model for Screening the Risk of Type II Diabetes in Western Xinjiang, China
por: Wang, Yushan, et al.
Publicado: (2021)

Impact of interactions among metabolic syndrome components on the development of cardiovascular disease among Kazakhs in Xinjiang
por: Yang, Wenwen, et al.
Publicado: (2018)

Association of total bilirubin and indirect bilirubin content with metabolic syndrome among Kazakhs in Xinjiang
por: Hao, Hao, et al.
Publicado: (2020)

A Dynamic Model of Human and Livestock Tuberculosis Spread and Control in Urumqi, Xinjiang, China
por: Liu, Shan, et al.
Publicado: (2016)

Construction and Analysis of an Enzyme-Constrained Metabolic Model of Corynebacterium glutamicum
por: Niu, Jinhui, et al.
Publicado: (2022)

Comparison Between Metabolic Syndrome and the Framingham Risk Score as Predictors of Cardiovascular Diseases Among Kazakhs in Xinjiang
por: Yang, Wenwen, et al.
Publicado: (2018)

Comparison of Anthropometric and Atherogenic Indices as Screening Tools of Metabolic Syndrome in the Kazakh Adult Population in Xinjiang
por: Zhang, Xiang-Hui, et al.
Publicado: (2016)

Metabolically healthy obesity and unhealthy normal weight rural adults in Xinjiang: prevalence and the associated factors
por: Wang, Wen-qiang, et al.
Publicado: (2021)

Construction and Interpretation of Prediction Model of Teicoplanin Trough Concentration via Machine Learning
por: Ma, Pan, et al.
Publicado: (2022)

A flexible symbolic regression method for constructing interpretable clinical prediction models
por: La Cava, William G., et al.
Publicado: (2023)

Nomogram Based on Cytokines for Cardiovascular Diseases in Xinjiang Kazakhs
por: Mao, Lei, et al.
Publicado: (2019)

Flavor Characterization of Native Xinjiang Flat Peaches Based on Constructing Aroma Fingerprinting and Stoichiometry Analysis
por: Li, Chunyan, et al.
Publicado: (2023)

Modelling Seasonal Brucellosis Epidemics in Bayingolin Mongol Autonomous Prefecture of Xinjiang, China, 2010–2014
por: Lou, Pengwei, et al.
Publicado: (2016)

ECMpy, a Simplified Workflow for Constructing Enzymatic Constrained Metabolic Network Model
por: Mao, Zhitao, et al.
Publicado: (2022)

Local spatial variations analysis of smear-positive tuberculosis in Xinjiang using Geographically Weighted Regression model
por: Wei, Wang, et al.
Publicado: (2016)

The association of lipid metabolism relative gene polymorphisms and ischemic stroke in Han and Uighur population of Xinjiang
por: Yue, Yun-hua, et al.
Publicado: (2017)

Establishment and verification of a nomogram prediction model of hypertension risk in Xinjiang Kazakhs
por: Xu, Yuezhen, et al.
Publicado: (2021)

Human Infection with West Nile Virus, Xinjiang, China, 2011
por: Lu, Zhi, et al.
Publicado: (2014)

Study on the prediction model of atherosclerotic cardiovascular disease in the rural Xinjiang population based on survival analysis
por: Qian, Xin, et al.
Publicado: (2023)

Comparison of obesity-related indicators for identifying metabolic syndrome among normal-weight adults in rural Xinjiang, China
por: Jian, Le-yao, et al.
Publicado: (2022)

An interpretable boosting model to predict side effects of analgesics for osteoarthritis
por: Liu, Liangliang, et al.
Publicado: (2018)

Construction of a Personalized Insulin Resistance Risk Assessment Tool in Xinjiang Kazakhs Based on Lipid- and Obesity-Related Indices
por: Yu, Linzhi, et al.
Publicado: (2022)

Ancient Xinjiang mitogenomes reveal intense admixture with high genetic diversity
por: Wang, Wenjun, et al.
Publicado: (2021)

Interpreting models interpreting brain dynamics
por: Rahman, Md. Mahfuzur, et al.
Publicado: (2022)

Prognostic analysis of breast cancer in Xinjiang based on Cox proportional hazards model and two−step cluster method
por: Wu, Mengjuan, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_v62u595cpa0gh5u6838j1g1fm1