Since the project is ongoing and samples have only been selected and shipped towards the end of year 1, we are still in the process of analyzing the data. However, we have already worked together in various ways around data analysis approaches exemplified by the collaborative efforts and publications below (there have been more publications, but we focus on these research articles to highlight different aspects we are covering with ID-DarkMatter-NCD):
“T and B cell responses against Epstein–Barr virus in primary sclerosing cholangitis” published in 2025 in the journal Nature Medicine [1]
Partners: UKSH/CAU, UNIBAS, MUW
Primary sclerosing cholangitis (PSC) is related to IBD, but so far no conclusive data on ID triggers had been reported. Building on data generated previously, the DarkMatter partners joined forces in analyzing complementary TCRseq and PhIP-Seq datasets, implicating EBC as a potential trigger. Colleagues from UNIBAS performed critical experimental validations. This project represents a blueprint on how we share data, and use complementary expertise synergistically.
Summary of results:
Primary sclerosing cholangitis (PSC) is an idiopathic, progressive and incurable liver disease. Here, we aimed for systematic analyses of adaptive immune responses in PSC. By profiling the T cell repertoires of 504 individuals with PSC and 904 healthy controls, we identified 1,008 clonotypes associated with PSC. A substantial fraction of these clonotypes was restricted to known PSC human leukocyte antigen susceptibility alleles and known to target Epstein–Barr virus (EBV) epitopes. We further utilized p ha ge -i mm un oprecipitation sequencing to determine antibody epitope repertoires of 120 individuals with PSC and 202 healthy controls, which showed a higher burden of anti-EBV responses in PSC than controls. EBV-specific monoclonal antibodies isolated from B cells in PSC livers corroborated convergent B and T cell responses against EBV. By analyzing electronic health records of >116 million people, we identified an association between infectious mononucleosis and PSC (odds ratio, 12; 95% confidence interval, 6.3–22.9) suggesting a link between EBV and PSC.
“Associations between HLA-II variation and antibody specificity are predicted by antigen properties” published in 2025 in the journal Genome Medicine [2]
Partners: UKSH/CAU, BRC, MUW
This project relates to the HLA analysis, linking functional PhIP-Seq data with genetic HLA data. We use novel approaches to link these datasets, and generate new insights into which types of antigens to focus on.
“Systemic antibody responses against gut microbiota flagellins implicate shared and divergent immune reactivity in Crohn’s disease and chronic fatigue syndrome” published in 2024 in the journal Microbiome [3]
Partners: UMCG, MUW
This project represents the first systematic comparison of two different diseases covered in ID-DarkMatter-NCD. We show that IBD and ME/CFS show some shared by also different antibody responses against certain gut microbiota. This approach, and the comparisons performed, will also be highly relevant to upcoming data of RA, SLE, PCC, and MS and comparing these diseases to each other.