KELLYGOAT
27.07.2025 19:04 β π 1 π 0 π¬ 0 π 0@tobioinformatics.bsky.social
I look at small things on a big scale Single-cell data scientist at Open Targets, EMBL-EBI. Previously PhD student at Sanger Institute
KELLYGOAT
27.07.2025 19:04 β π 1 π 0 π¬ 0 π 0expect going in! More in prev paper if you're curious:
medrxiv.org/content/10.1101/2023.09.06.23295056v3.full-text
a bit older than the disease arm (as you typically get screened for things later in life) and potentially had a family history of bowel cancer. The uninflamed CDs (but had history of inflammation in biopsied region) were very similar to the healthies, transcriptomically at least, which I didn't
09.07.2025 06:35 β π 1 π 0 π¬ 1 π 0Thanks! And fairly healthy! The controls were getting an endoscopy for innocuous reasons (e.g. anaemia surveillance or bowel cancer screens) but excluded if they had a history of cancer, were on antibiotics or any immune modulating medication. The unhealthiest things about them were that they skewed
09.07.2025 06:35 β π 1 π 0 π¬ 1 π 0Guilty of this trope and agree with the point!
08.07.2025 18:05 β π 1 π 0 π¬ 1 π 0It seems like it may act via c-Rel/ERK which leads to expression of IL12/IL23. In all honesty we've had a fair few cool findings (and some fires to put out!) so I haven't had the time to flesh this out as much as it deserves - hoping we can whilst under review!
www.sciencedirect.com/science/arti...
Thanks Luke! Hopefully MAML2 is a familiar sight as it's a locus from Jostins, Ripke et al. 2012 and although our cis-eQTL is a novel coloc, it has colocalised with trans pQTLs for IL12A and IL12B (targeted by ustekinumab afaik). Really cool locus + coloc!
platform.opentargets.org/credible-set...
β¦samples or assisting with analysis. Also the folk outside those groups who contributed! Thank you!! A huge thanks to our funders @opentargets.org, @crohnscolitisfdn.bsky.social & @wellcometrust.bsky.social trust. And finally thank you to the individuals who donated samples to make this all possible
08.07.2025 09:02 β π 2 π 0 π¬ 0 π 0Iβve loved working on this project (IBDverse) and these results wouldnβt have been possible without co-first author
@bradleyomics.bsky.social
the two supervisors
@carlanderson.bsky.social
and Tim Raine, as well as everyone in their teams, especially those who played a direct role processingβ¦
Sadly this thread is long enough without me diving into genetics too but fortunately co-first author and eQTL superstar
@bradleyomics.bsky.social
has made an excellent thread covering our thoughts as to WHY we think sc-eQTL approaches are better-suited to GWAS:
bsky.app/profile/brad...
Whilst weβre incredibly excited about our biological findings, what excites us most is that this tissue-based, single-cell approach could be applied to other complex diseases to gain similar insights and unlock the hidden potential of GWAS!
08.07.2025 08:51 β π 1 π 0 π¬ 1 π 0β¦past phase 3 clinical trials in-part due to the gastrointestinal symptoms that even included IBD in one individual! Our results couldβve identified these symptoms arising without the expensive clinical trials - human genetics can identify novel targets AND safety issues!
08.07.2025 08:51 β π 2 π 0 π¬ 1 π 0β¦are both existing targets for gamma secretase inhibitors (Alzheimerβs) and mitochondrial complex I inhibitors/metformin (diabetes), respectively. But both drugs have had IBD-like side effects reported (diarrhoea, weight loss, abdominal discomfort/bleeding). GSIs never made itβ¦
08.07.2025 08:51 β π 1 π 0 π¬ 1 π 0Last but by no means least, we chose to take a reversed approach and check which of our colocalised IBD genes were ALREADY drug targets for non-IBD diseases. With a little help from
@chembl.bsky.social
and
@opentargets.org
, we noticed two particularly interesting cases: PSEN2 and NDUFAF1β¦
β¦in and/or explained the most variance in epithelial cell types, offering a possible avenue to therapeutics which donβt target the immune system (unlike most IBD drugs). But the role of Wnt signalling in cancer necessitates a careful approach to avoid harmful side effects.
08.07.2025 08:51 β π 1 π 0 π¬ 1 π 0Another story which emerged was that many eQTLs for genes involved in Wnt signalling colocalised with independent IBD GWAS loci too! These included MYC (a cancer gene), RNF14 (eQTL only seen in inflamed bowels), FUBP1 (binds MYC) amongst others. These eQTLs were observedβ¦
08.07.2025 08:51 β π 1 π 0 π¬ 1 π 0β¦by leaning on the diversity of cell types in our atlas AND the genotype data paired with each cell type, we were able to probe where the lead variantβs effect was strongest and identify likely effector cell types for these Notch pathway genes, which were both strongest in cDCs!
08.07.2025 08:51 β π 3 π 0 π¬ 1 π 0β¦MAML2 and ZMIZ1 (both key players in Notch signalling) - they each had an eQTL colocalise with an independent IBD GWAS locus, on chromosomes 11 and 10, respectively. And both showed the strongest evidence of colocalisation in very distinct cell types (T cells and macrophages) butβ¦
08.07.2025 08:51 β π 2 π 0 π¬ 1 π 0..and what we found was STRIKING! With our high resolution, IBD-relevant, single-cell data, our eQTLs colocalised with 74 (!) genomic regions where IBD genes couldnβt previously be found (more in
@bradleyomics.bsky.social
βs thread as to why we think this might be). These genes includedβ¦
We used this atlas to map eQTLs (genome-wide association of genetic variants to gene expression) across the 86 cell types and 9 major populations in our atlas. With statistical colocalisation, we tested if our eQTLs were driven by the same genetic variants as IBD GWAS signalsβ¦
08.07.2025 08:51 β π 1 π 0 π¬ 1 π 0β¦as a result generated a HUGE cross-tissue single-cell atlas using the three most relevant tissues for IBD: terminal ileum (most frequently inflamed in Crohnβs), rectum (most frequently inflamed in colitis) and IBD blood (enriched for immune cells often tricky to find in gut).
08.07.2025 08:51 β π 1 π 0 π¬ 2 π 0β¦thus there is a need for new IBD drugs to be developed. As reported by @OpenTargets and others, drug targets with genetic support are far more likely to be approved for use in the clinic. We set out to create a dataset for finding novel IBD genes supported by genetics andβ¦
08.07.2025 08:51 β π 1 π 0 π¬ 1 π 0Inflammatory bowel diseases such as Crohnβs disease and ulcerative colitis are incurable, often debilitating diseases which affect 1 in 123 people in the UK. Whilst drugs exist to treat them, for many these can be ineffective or lose efficacy over timeβ¦
08.07.2025 08:51 β π 1 π 0 π¬ 1 π 0π¨New preprint just dropped π¨
medrxiv.org/content/10.1101/2025.06.24.25330216
The main output from my PhD is finally public and weβre SUPER excited about the findings! If youβre interested in what we learnt about IBD with a massive 700+ sample sc-eQTL dataset of the gut, read on!
An awesome preprint by a superstar PhD student looking at the utility of blood vs tissue in the context of disease!
05.06.2025 08:39 β π 1 π 0 π¬ 0 π 0π¨ SUPER EXCITED to share our new preprint on the mucosal and circulatory immune landscape of Crohnβs disease!
π©Έ Blood is commonly used in biomarker discovery and drug development, but how well does it reflect what's actually happening in the gut? π
π§΅ 1/10
π www.medrxiv.org/content/10.1...
Heading to #EMDS24 in π¦πΉ this week?
Come hear about our work on the "inflammatory handbrake" exerted by intestinal monocytes in human IBD and murine colitis through ACOD1.
Wednesday, Session 4 1640-55; See you there!
www.biorxiv.org/content/10.1...