Bayesian statistics and modelling

R van de Schoot, S Depaoli, R King, B Kramer… - Nature Reviews …, 2021 - nature.com
Bayesian statistics is an approach to data analysis based on Bayes' theorem, where
available knowledge about parameters in a statistical model is updated with the information …

HLA variation and disease

CA Dendrou, J Petersen, J Rossjohn… - Nature Reviews …, 2018 - nature.com
Fifty years since the first description of an association between HLA and human disease,
HLA molecules have proven to be central to physiology, protective immunity and …

Interpretable machine learning for discovery: Statistical challenges and opportunities

GI Allen, L Gan, L Zheng - Annual Review of Statistics and Its …, 2023 - annualreviews.org
New technologies have led to vast troves of large and complex data sets across many
scientific domains and industries. People routinely use machine learning techniques not …

[PDF][PDF] Software Application Profile: PHESANT: a tool for performing automated phenome scans in UK Biobank

LAC Millard, NM Davies, TR Gaunt, G Davey Smith… - 2018 - academic.oup.com
Motivation Epidemiological cohorts typically contain a diverse set of phenotypes such that
automation of phenome scans is non-trivial, because they require highly heterogeneous …

Recent genetics and epigenetics approaches to PTSD

NP Daskalakis, CM Rijal, C King, LM Huckins… - Current psychiatry …, 2018 - Springer
Abstract Purpose of Review Following a life-threatening traumatic exposure, about 10% of
those exposed are at considerable risk for developing posttraumatic stress disorder (PTSD) …

[HTML][HTML] The impact of age on genetic risk for common diseases

X Jiang, C Holmes, G McVean - PLoS genetics, 2021 - journals.plos.org
Inherited genetic variation contributes to individual risk for many complex diseases and is
increasingly being used for predictive patient stratification. Previous work has shown that …

A survey on multimodal data-driven smart healthcare systems: approaches and applications

Q Cai, H Wang, Z Li, X Liu - IEEE Access, 2019 - ieeexplore.ieee.org
Multimodal data-driven approach has emerged as an important driving force for smart
healthcare systems with applications ranging from disease analysis to triage, diagnosis and …

Toward genetic prediction of nonalcoholic fatty liver disease trajectories: PNPLA3 and beyond

M Krawczyk, R Liebe, F Lammert - Gastroenterology, 2020 - Elsevier
Nonalcoholic fatty liver disease (NAFLD) is on the verge of becoming the leading cause of
liver disease. NAFLD develops at the interface between environmental factors and inherited …

[HTML][HTML] Genetically determined serum urate levels and cardiovascular and other diseases in UK Biobank cohort: A phenome-wide mendelian randomization study

X Li, X Meng, Y He, A Spiliopoulou, M Timofeeva… - PLoS …, 2019 - journals.plos.org
Background The role of urate in cardiovascular diseases (CVDs) has been extensively
investigated in observational studies; however, the extent of any causal effect remains …

Phenome-wide Mendelian-randomization study of genetically determined vitamin D on multiple health outcomes using the UK Biobank study

X Meng, X Li, MN Timofeeva, Y He… - International journal …, 2019 - academic.oup.com
Background Vitamin D deficiency is highly prevalent across the globe. Existing studies
suggest that a low vitamin D level is associated with more than 130 outcomes. Exploring the …