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 …
complex datasets. One of the promising applications of machine learning is in precision …
Genetics of diabetes mellitus and diabetes complications
Diabetes is one of the fastest growing diseases worldwide, projected to affect 693 million
adults by 2045. Devastating macrovascular complications (cardiovascular disease) and …
adults by 2045. Devastating macrovascular complications (cardiovascular disease) and …
Single-cell eQTL mapping identifies cell type–specific genetic control of autoimmune disease
The human immune system displays substantial variation between individuals, leading to
differences in susceptibility to autoimmune disease. We present single-cell RNA sequencing …
differences in susceptibility to autoimmune disease. We present single-cell RNA sequencing …
Causal relationship between gut microbiota and autoimmune diseases: a two-sample Mendelian randomization study
Q Xu, JJ Ni, BX Han, SS Yan, XT Wei, GJ Feng… - Frontiers in …, 2022 - frontiersin.org
Background Growing evidence has shown that alterations in gut microbiota composition are
associated with multiple autoimmune diseases (ADs). However, it is unclear whether these …
associated with multiple autoimmune diseases (ADs). However, it is unclear whether these …
Pancreatic β-cells in type 1 and type 2 diabetes mellitus: different pathways to failure
DL Eizirik, L Pasquali, M Cnop - Nature Reviews Endocrinology, 2020 - nature.com
Loss of functional β-cell mass is the key mechanism leading to the two main forms of
diabetes mellitus—type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM) …
diabetes mellitus—type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM) …
Complex genetic signatures in immune cells underlie autoimmunity and inform therapy
We report on the influence of~ 22 million variants on 731 immune cell traits in a cohort of
3,757 Sardinians. We detected 122 significant (P< 1.28× 10− 11) independent association …
3,757 Sardinians. We detected 122 significant (P< 1.28× 10− 11) independent association …
Interpreting type 1 diabetes risk with genetics and single-cell epigenomics
Genetic risk variants that have been identified in genome-wide association studies of
complex diseases are primarily non-coding. Translating these risk variants into mechanistic …
complex diseases are primarily non-coding. Translating these risk variants into mechanistic …
From GWAS to function: using functional genomics to identify the mechanisms underlying complex diseases
E Cano-Gamez, G Trynka - Frontiers in genetics, 2020 - frontiersin.org
Genome-wide association studies (GWAS) have successfully mapped thousands of loci
associated with complex traits. These associations could reveal the molecular mechanisms …
associated with complex traits. These associations could reveal the molecular mechanisms …
Benefits and limitations of genome-wide association studies
Genome-wide association studies (GWAS) involve testing genetic variants across the
genomes of many individuals to identify genotype–phenotype associations. GWAS have …
genomes of many individuals to identify genotype–phenotype associations. GWAS have …
Synergistic insights into human health from aptamer-and antibody-based proteomic profiling
M Pietzner, E Wheeler, J Carrasco-Zanini… - Nature …, 2021 - nature.com
Affinity-based proteomics has enabled scalable quantification of thousands of protein targets
in blood enhancing biomarker discovery, understanding of disease mechanisms, and …
in blood enhancing biomarker discovery, understanding of disease mechanisms, and …