[HTML][HTML] Random forests algorithm boosts genetic risk prediction of systemic lupus erythematosus

W Ma, YL Lau, W Yang, YF Wang - Frontiers in Genetics, 2022 - frontiersin.org
Patients with systemic lupus erythematosus (SLE) present varied clinical manifestations,
posing a diagnostic challenge for physicians. Genetic factors substantially contribute to SLE …

[HTML][HTML] Establishment and analysis of a disease risk prediction model for the systemic lupus erythematosus with random forest

H Chen, L Huang, X Jiang, Y Wang, Y Bian… - Frontiers in …, 2022 - frontiersin.org
Systemic lupus erythematosus (SLE) is a latent, insidious autoimmune disease, and with the
development of gene sequencing in recent years, our study aims to develop a gene-based …

Genome-wide assessment of genetic risk for systemic lupus erythematosus and disease severity

L Chen, YF Wang, L Liu, A Bielowka… - Human molecular …, 2020 - academic.oup.com
Using three European and two Chinese genome-wide association studies (GWAS), we
investigated the performance of genetic risk scores (GRSs) for predicting the susceptibility …

Higher genetic risk loads confer more diverse manifestations and higher risk of lupus nephritis in systemic lupus erythematosus

YC Kwon, E Ha, HH Kwon, DJ Park… - Arthritis & …, 2023 - Wiley Online Library
Objective Systemic lupus erythematosus (SLE) is a highly heritable complex disorder with
heterogeneous clinical manifestations. In this study, we aimed to identify the genetic risk …

Phenotype Risk Score but Not Genetic Risk Score Aids in Identifying Individuals With Systemic Lupus Erythematosus in the Electronic Health Record

A Barnado, L Wheless, A Camai, S Green… - Arthritis & …, 2023 - Wiley Online Library
Objective Systemic lupus erythematosus (SLE) poses diagnostic challenges. We undertook
this study to evaluate the utility of a phenotype risk score (PheRS) and a genetic risk score …

A review of genetic risk in systemic lupus erythematosus

S Guga, Y Wang, DC Graham… - Expert Review of Clinical …, 2023 - Taylor & Francis
ABSTRACT Introduction Systemic Lupus Erythematosus (SLE) is a complex multisystem
autoimmune disease with a wide range of signs and symptoms in affected individuals. The …

Machine learning approaches for the genomic prediction of rheumatoid arthritis and systemic lupus erythematosus

CW Chung, TH Hsiao, CJ Huang, YJ Chen, HH Chen… - BioData Mining, 2021 - Springer
Background Rheumatoid arthritis (RA) and systemic lupus erythematous (SLE) are
autoimmune rheumatic diseases that share a complex genetic background and common …

Machine learning approaches to identify systemic lupus erythematosus in anti-nuclear antibody-positive patients using genomic data and electronic health records

CW Chung, SC Chou, TH Hsiao, GJ Zhang, YF Chung… - BioData Mining, 2024 - Springer
Abstract Background Although the 2019 EULAR/ACR classification criteria for systemic
lupus erythematosus (SLE) has required at least a positive anti-nuclear antibody (ANA) titer …

Novel risk genes for systemic lupus erythematosus predicted by random forest classification

JC Almlöf, A Alexsson, J Imgenberg-Kreuz, L Sylwan… - Scientific reports, 2017 - nature.com
Genome-wide association studies have identified risk loci for SLE, but a large proportion of
the genetic contribution to SLE still remains unexplained. To detect novel risk genes, and to …

Genetic variation and systemic lupus erythematosus: a field synopsis and systematic meta-analysis

DY Jeong, SW Lee, YH Park, JH Choi, YW Kwon… - Autoimmunity …, 2018 - Elsevier
Systemic lupus erythematosus (SLE) is a multi-systemic severe autoimmune disease which
results from the irreversible loss of self-tolerance and impaired molecular responses …