A review of feature selection methods for machine learning-based disease risk prediction

N Pudjihartono, T Fadason, AW Kempa-Liehr… - Frontiers in …, 2022 - frontiersin.org
Machine learning has shown utility in detecting patterns within large, unstructured, and
complex datasets. One of the promising applications of machine learning is in precision …

Towards clinical utility of polygenic risk scores

SA Lambert, G Abraham, M Inouye - Human molecular genetics, 2019 - academic.oup.com
Prediction of disease risk is an essential part of preventative medicine, often guiding clinical
management. Risk prediction typically includes risk factors such as age, sex, family history of …

Genomic risk prediction of coronary artery disease in 480,000 adults: implications for primary prevention

M Inouye, G Abraham, CP Nelson, AM Wood… - Journal of the American …, 2018 - jacc.org
Background: Coronary artery disease (CAD) has substantial heritability and a polygenic
architecture. However, the potential of genomic risk scores to help predict CAD outcomes …

Improved polygenic prediction by Bayesian multiple regression on summary statistics

LR Lloyd-Jones, J Zeng, J Sidorenko, L Yengo… - Nature …, 2019 - nature.com
Accurate prediction of an individual's phenotype from their DNA sequence is one of the great
promises of genomics and precision medicine. We extend a powerful individual-level data …

Clinical utility of polygenic risk scores for coronary artery disease

D Klarin, P Natarajan - Nature Reviews Cardiology, 2022 - nature.com
Over the past decade, substantial progress has been made in the discovery of alleles
contributing to the risk of coronary artery disease. In addition to providing causal insights into …

[HTML][HTML] Machine learning SNP based prediction for precision medicine

DSW Ho, W Schierding, M Wake, R Saffery… - Frontiers in …, 2019 - frontiersin.org
In the past decade, precision genomics based medicine has emerged to provide tailored
and effective healthcare for patients depending upon their genetic features. Genome Wide …

Genetic prediction of complex traits with polygenic scores: a statistical review

Y Ma, X Zhou - Trends in Genetics, 2021 - cell.com
Accurate genetic prediction of complex traits can facilitate disease screening, improve early
intervention, and aid in the development of personalized medicine. Genetic prediction of …

Genetics of common cerebral small vessel disease

C Bordes, M Sargurupremraj, A Mishra… - Nature Reviews …, 2022 - nature.com
Cerebral small vessel disease (cSVD) is a leading cause of ischaemic and haemorrhagic
stroke and a major contributor to dementia. Covert cSVD, which is detectable with brain MRI …

Perspective of artificial intelligence in healthcare data management: A journey towards precision medicine

NS Gupta, P Kumar - Computers in Biology and Medicine, 2023 - Elsevier
Mounting evidences have highlighted the implementation of big data handling and
management in healthcare industry to improve the clinical services. Various private and …

Challenges in the integration of omics and non-omics data

E López de Maturana, L Alonso, P Alarcón… - Genes, 2019 - mdpi.com
Omics data integration is already a reality. However, few omics-based algorithms show
enough predictive ability to be implemented into clinics or public health domains. Clinical …