Mendelian randomization

E Sanderson, MM Glymour, MV Holmes… - Nature reviews …, 2022 - nature.com
Mendelian randomization (MR) is a term that applies to the use of genetic variation to
address causal questions about how modifiable exposures influence different outcomes …

Genomics of hypertension: the road to precision medicine

S Padmanabhan, AF Dominiczak - Nature Reviews Cardiology, 2021 - nature.com
The known genetic architecture of blood pressure now comprises> 30 genes, with rare
variants resulting in monogenic forms of hypertension or hypotension and> 1,477 common …

Mendelian randomisation for mediation analysis: current methods and challenges for implementation

AR Carter, E Sanderson, G Hammerton… - European journal of …, 2021 - Springer
Mediation analysis seeks to explain the pathway (s) through which an exposure affects an
outcome. Traditional, non-instrumental variable methods for mediation analysis experience …

Causal inference with observational data: the need for triangulation of evidence

G Hammerton, MR Munafò - Psychological medicine, 2021 - cambridge.org
The goal of much observational research is to identify risk factors that have a causal effect
on health and social outcomes. However, observational data are subject to biases from …

Variable prediction accuracy of polygenic scores within an ancestry group

H Mostafavi, A Harpak, I Agarwal, D Conley… - elife, 2020 - elifesciences.org
Fields as diverse as human genetics and sociology are increasingly using polygenic scores
based on genome-wide association studies (GWAS) for phenotypic prediction. However …

How much does education improve intelligence? A meta-analysis

SJ Ritchie, EM Tucker-Drob - Psychological science, 2018 - journals.sagepub.com
Intelligence test scores and educational duration are positively correlated. This correlation
could be interpreted in two ways: Students with greater propensity for intelligence go on to …

Explainable artificial intelligence for tabular data: A survey

M Sahakyan, Z Aung, T Rahwan - IEEE access, 2021 - ieeexplore.ieee.org
Machine learning techniques are increasingly gaining attention due to their widespread use
in various disciplines across academia and industry. Despite their tremendous success …

Understanding the consequences of education inequality on cardiovascular disease: mendelian randomisation study

AR Carter, D Gill, NM Davies, AE Taylor, T Tillmann… - bmj, 2019 - bmj.com
Objectives To investigate the role of body mass index (BMI), systolic blood pressure, and
smoking behaviour in explaining the effect of education on the risk of cardiovascular disease …

Educational attainment, structural brain reserve and Alzheimer's disease: a Mendelian randomization analysis

A Seyedsalehi, V Warrier, RAI Bethlehem, BI Perry… - Brain, 2023 - academic.oup.com
Higher educational attainment is observationally associated with lower risk of Alzheimer's
disease. However, the biological mechanisms underpinning this association remain unclear …

Technological innovations and health performance: Effects and transmission channels

B Kahouli, A Omri, H Afi - Technological Forecasting and Social Change, 2024 - Elsevier
This article extends the existing literature on the health impacts of technological innovations
by investigating both the direct effects of technological innovations on health outcomes and …