Machine learning techniques for personalised medicine approaches in immune-mediated chronic inflammatory diseases: applications and challenges

J Peng, EC Jury, P Dönnes, C Ciurtin - Frontiers in pharmacology, 2021 - frontiersin.org
In the past decade, the emergence of machine learning (ML) applications has led to
significant advances towards implementation of personalised medicine approaches for …

HLA-DQA1∗ 05 genotype and immunogenicity to tumor necrosis factor-α antagonists: a systematic review and meta-analysis

V Solitano, A Facciorusso, DPB McGovern… - Clinical …, 2023 - Elsevier
Background & Aims Identifying patients at high risk of immunogenicity is important when
selecting tumor necrosis factor (TNF)-α antagonists in patients with immune-mediated …

Assessing immunogenicity of biologic drugs in inflammatory joint diseases: progress towards personalized medicine

JE Gehin, GL Goll, MK Brun, M Jani, N Bolstad… - BioDrugs, 2022 - Springer
Biologic drugs have greatly improved treatment outcomes of inflammatory joint diseases, but
a substantial proportion of patients either do not respond to treatment or lose response over …

[HTML][HTML] Positioning biologics in the treatment of IBD: A practical guide–Which mechanism of action for whom?

P Juillerat, MM Grueber, R Ruetsch, G Santi… - Current research in …, 2022 - Elsevier
The number of available biological therapies have doubled over the last 10 years and the
arrival of novel molecules (interleukin 23p19 inhibitors) is ongoing alongside the …

Response to biologic drugs in patients with rheumatoid arthritis and antidrug antibodies

S Bitoun, S Hässler, D Ternant, N Szely… - JAMA Network …, 2023 - jamanetwork.com
Importance There are conflicting data on the association of antidrug antibodies with
response to biologic disease–modifying antirheumatic drugs (bDMARDs) in rheumatoid …

[HTML][HTML] Polymorphisms indicating risk of inflammatory bowel disease or antigenicity to anti-TNF drugs as biomarkers of response in children

P Zapata-Cobo, S Salvador-Martín, M Velasco… - Pharmacological …, 2023 - Elsevier
Few genetic polymorphisms predict early response to anti-TNF drugs in inflammatory bowel
disease (IBD), and even fewer have been identified in the pediatric population. However, it …

Individual and population-level variability in HLA-DR associated immunogenicity risk of biologics used for the treatment of rheumatoid arthritis

N Sugiyama, FE Terry, AH Gutierrez, T Hirano… - Frontiers in …, 2024 - frontiersin.org
Hypothesis While conventional in silico immunogenicity risk assessments focus on
measuring immunogenicity based on the potential of therapeutic proteins to be processed …

Impact of HLA-DQA1* 05 Genotype in Immunogenicity and Failure to Treatment with Tumour Necrosis Factor-alpha Antagonists in Inflammatory Bowel Disease: A …

L Rodríguez-Alcolado, E Grueso-Navarro… - Journal of Crohn's …, 2024 - academic.oup.com
Abstract Background HLA-DQA1* 05 carriage has been associated with an increased risk of
immunogenicity in patients with immune-mediated inflammatory diseases treated with …

How to prevent and mitigate hypersensitivity reactions to biologicals induced by anti-drug antibodies?

A Vultaggio, M Perlato, F Nencini, E Vivarelli… - Frontiers in …, 2021 - frontiersin.org
Biologicals are widely used therapeutic agents for rheumatologic diseases, cancers, and
other chronic inflammatory diseases. They are characterized by complex structures and …

Antibiotic use differentially affects the risk of anti-drug antibody formation during anti-TNFα therapy in inflammatory bowel disease patients: a report from the epi-IIRN

Y Gorelik, S Freilich, S Gerassy-Vainberg, S Pressman… - Gut, 2022 - gut.bmj.com
Objective Anti-drug antibodies (ADA) to anti-tumour necrosis factor (anti-TNF) therapy drive
treatment loss of response. An association between intestinal microbial composition and …