Unveiling new genetic insights in rheumatoid arthritis for drug discovery through Taxonomy3 analysis
Justyna Kozlowska, Neil Humphryes-Kirilov, Anastasia Pavlovets, Martin Connolly, Zhana Kuncheva, Jonathan Horner, Ana Sousa Manso, Clare Murray, J. Craig Fox, Alun McCarthy

TL;DR
A new method called Taxonomy3 finds additional genetic signals in rheumatoid arthritis, offering new drug discovery opportunities.
Contribution
Taxonomy3, a novel mathematical approach, uncovers new genetic signals in rheumatoid arthritis beyond conventional GWAS.
Findings
Taxonomy3 identified novel genetic signals in rheumatoid arthritis not detected by traditional GWAS.
Follow-up studies confirmed the method's ability to reveal tractable drug targets with genetic support.
Abstract
Genetic support for a drug target has been shown to increase the probability of success in drug development, with the potential to reduce attrition in the pharmaceutical industry alongside discovering novel therapeutic targets. It is therefore important to maximise the detection of genetic associations that affect disease susceptibility. Conventional statistical methods such as genome-wide association studies (GWAS) only identify some of the genetic contribution to disease, so novel analytical approaches are required to extract additional insights. C4X Discovery has developed Taxonomy3, a unique method for analysing genetic datasets based on mathematics that is novel in drug discovery. When applied to a previously published rheumatoid arthritis GWAS dataset, Taxonomy3 identified many additional novel genetic signals associated with this autoimmune disease. Follow-up studies using tool…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsChronic Lymphocytic Leukemia Research · Monoclonal and Polyclonal Antibodies Research · Rheumatoid Arthritis Research and Therapies
