Investigating the association of environmental exposures and all-cause mortality in the UK Biobank using sparse principal component analysis

Investigating the association of environmental exposures and all-cause mortality in the UK Biobank using sparse principal component analysis

Multicollinearity refers to the presence of collinearity between multiple variables and renders the results of statistical inference erroneous (Type II error). This is particularly important in environmental health research where multicollinearity can hinder inference. To address this, correlated va...

书目详细资料
Main Authors:	Mamouei, M, Zhu, Y, Nazarzadeh, M, Rahimi, K, Hassaine, A, Salimi-Khorshidi, G, Cai, Y
格式:	Journal article
语言:	English
出版:	Springer Nature 2022

相似书籍

Investigating the association of environmental exposures and all-cause mortality in the UK Biobank using sparse principal component analysis
由: Mohammad Mamouei, et al.
出版: (2022-06-01)

A comparative study of model-centric and data-centric approaches in the development of cardiovascular disease risk prediction models in the UK Biobank
由: Mamouei, M, et al.
出版: (2023)

Systolic blood pressure and cardiovascular risk in patients with diabetes: a prospective cohort study
由: Rao, S, et al.
出版: (2022)

Sodium-based paracetamol: impact on blood pressure, cardiovascular events, and all-cause mortality
由: Rao, S, et al.
出版: (2023)

Association between cardiometabolic disease multimorbidity and all-cause mortality in 2 million women and men registered in UK general practices
由: Canoy, D, et al.
出版: (2021)

Systolic blood pressure, chronic obstructive pulmonary disease and cardiovascular risk
由: Rao, S, et al.
出版: (2023)

Association between cardiometabolic disease multimorbidity and all-cause mortality in 2 million women and men registered in UK general practices
由: Dexter Canoy, et al.
出版: (2021-10-01)

Stratification of diabetes in the context of comorbidities, using representation learning and topological data analysis
由: Wamil, M, et al.
出版: (2023)

Hi-BEHRT: Hierarchical transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records
由: Li, Y, et al.
出版: (2022)

Validation of risk prediction models applied to longitudinal electronic health record data for the prediction of major cardiovascular events in the presence of data shifts
由: Li, Y, et al.
出版: (2022)

Targeted-BEHRT: deep learning for observational causal inference on longitudinal electronic health records
由: Rao, S, et al.
出版: (2022)

Road traffic noise and incidence of primary hypertension: a prospective analysis in UK Biobank
由: Huang, J, et al.
出版: (2023)

Deep Bayesian Gaussian processes for uncertainty estimation in electronic health records
由: Li, Y, et al.
出版: (2021)

Uncertainty-aware interpretable deep learning for slum mapping and monitoring
由: Fisher, T, et al.
出版: (2022)

Stratification of diabetes in the context of comorbidities, using representation learning and topological data analysis
由: Malgorzata Wamil, et al.
出版: (2023-07-01)

Adverse muscle composition predicts all‐cause mortality in the UK Biobank imaging study
由: Jennifer Linge, et al.
出版: (2021-12-01)

The impact of in utero tobacco exposure on smoking behaviors, cardiovascular disease risk and all-cause mortality in adulthood: A UK Biobank study
由: Yanxu Zheng, et al.
出版: (2025-01-01)

Certifiably optimal sparse principal component analysis
由: Berk, Lauren, et al.
出版: (2021)

Significant Sparse Polygenic Risk Scores across 813 traits in UK Biobank
由: Tanigawa, Yosuke, et al.
出版: (2022)

Significant sparse polygenic risk scores across 813 traits in UK Biobank.
由: Yosuke Tanigawa, et al.
出版: (2022-03-01)

Genetic predictors of participation in optional components of UK Biobank
由: Jessica Tyrrell, et al.
出版: (2021-02-01)

Long-term exposure to elevated systolic blood pressure in predicting incident cardiovascular disease: evidence from large-scale routine electronic health records
由: Solares, JR, et al.
出版: (2019)

Optimal lifestyle patterns for delaying ageing and reducing all-cause mortality: insights from the UK Biobank
由: Ce Liu, et al.
出版: (2024-10-01)

Association of Antioxidants Use with All-Cause and Cause-Specific Mortality: A Prospective Study of the UK Biobank
由: Inken Behrendt, et al.
出版: (2020-12-01)

Self-reported and objectively-measured physical activity in people with and without chronic heart failure: a UK Biobank analysis
由: O’Donnell, J, et al.
出版: (2020)

Is occupational physical activity associated with mortality in UK Biobank?
由: Matthew Pearce, et al.
出版: (2021-07-01)

Sparse supervised principal component analysis for survival models
由: Poh, Charissa Li Ann
出版: (2022)

Handgrip strength and all‐cause dementia incidence and mortality: findings from the UK Biobank prospective cohort study
由: Irene Esteban‐Cornejo, et al.
出版: (2022-06-01)

Deep Bayesian Gaussian processes for uncertainty estimation in electronic health records
由: Yikuan Li, et al.
出版: (2021-10-01)

Publisher Correction: Deep Bayesian Gaussian processes for uncertainty estimation in electronic health records
由: Yikuan Li, et al.
出版: (2021-11-01)

Untangling the complexity of multimorbidity with machine learning
由: Hassaine, A, et al.
出版: (2020)

Subsampling Technique to Estimate Variance Component for UK-Biobank Traits
由: Ting Xu, et al.
出版: (2021-03-01)

Occupational exposures and small airway obstruction in the UK Biobank Cohort
由: Johanna Feary, et al.
出版: (2023-05-01)

The impact of sunlight exposure on brain structural markers in the UK Biobank
由: Huihui Li, et al.
出版: (2024-05-01)

The role of obesity in mortality from digestive diseases in UK Biobank
由: Changcong Wang, et al.
出版: (2024-11-01)

Sleep regularity and mortality: a prospective analysis in the UK Biobank
由: Lachlan Cribb, et al.
出版: (2023-11-01)

Investigating the stratified efficacy and safety of pharmacological blood pressure-lowering: an overall protocol for individual patient-level data meta-analyses of over 300 000 randomised participants in the new phase of the Blood Pressure Lowering Treatment Trialists’ Collaboration (BPLTTC)
由: Rahimi, K, et al.
出版: (2019)

Craniofacial similarity analysis through sparse principal component analysis.
由: Junli Zhao, et al.
出版: (2017-01-01)

Class-Specific Sparse Principal Component Analysis for Visual Classification
由: Fei Pan, et al.
出版: (2020-01-01)

Social connection and mortality in UK Biobank: a prospective cohort analysis
由: Hamish M. E. Foster, et al.
出版: (2023-11-01)