Mingyuan "Merlin" Li's Avatar

Mingyuan "Merlin" Li

@supmerlin

PhD candidate at Johns Hopkins | Alexis Battle lab | Computational Biology | Machine Learning | He/Him

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12.12.2024
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Latest posts by Mingyuan "Merlin" Li @supmerlin

Thanks for the question! I think this result is consistent with the previous result (figure 3) where we found response eQTLs share more similar genomic features with disease-associated locus.

27.05.2025 15:24 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Heading to Minneapolis next week to share this work at STATGEN2025!

17.05.2025 21:23 πŸ‘ 5 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0

Thank you!

06.05.2025 15:09 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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This is such an exciting project! Huge thanks to Wenhe Lin, @jmpopp.bsky.social, @radster95.bsky.social, Olivia Allen, Jonathan Burnett, and to @alexisbattle.bsky.social, @ygilad.bsky.social, and Matthew Stephens for their mentorships! Check out our preprint for more!
www.biorxiv.org/content/10.1...

05.05.2025 19:07 πŸ‘ 10 πŸ” 1 πŸ’¬ 2 πŸ“Œ 0

9/n We expect that by continuing to broaden the contexts to include a wider range of cell types, time points, and environmental exposures, we will uncover more context-dependent and functionally relevant loci, which will enhance our ability to explain disease risk.🌐🧬

05.05.2025 19:07 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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8/n We found that incorporating more context-specificity enabled us to identify regulatory effects that may enhance the functional understanding of GWAS associations. These effects would have been missed had we only explored a single tissue type or not accounted for GxE.

05.05.2025 19:07 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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7/n We also mapped dynamic response eQTLs that vary their regulatory effects throughout cellular differentiation. Example: A caffeine-response dynamic eQTL affecting COX5A emerged exclusively in late-stage vascular differentiation. β˜•οΈπŸ©Έβœ¨

05.05.2025 19:07 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 1
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6/n Importantly, we found that response eQTLs share important properties with disease-associated GWAS loci, including similar regulatory landscapes, gene-level constraint, and functional enrichments.πŸ“πŸ”

05.05.2025 19:07 πŸ‘ 5 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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5/n suggesting a functional mechanistic connection between a gene regulatory variant, ethanol exposure, LNX2 expression in the intestinal epithelium, and IBD. 🍷➑️🩺

05.05.2025 19:07 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

4/n For example, an ethanol-specific eQTL for LNX2 found only in intestinal epithelial cells is located in an enhancer element and aligns closely with a genetic risk locus for inflammatory bowel disease (IBD),

05.05.2025 19:07 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

3/n We identified hundreds of response eQTLs, effects change in response to exposure of common environmental factors. These context-dependent eQTLs are often missed in conventional eQTL assays using untreated samples.🌑️🧬

05.05.2025 19:07 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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2/n Here, we utilized heterogeneous differentiating cultures (HDCs) to do this. Using single-cell RNA-seq data from 1.4 MILLION cells across 51 genetically diverse individuals, we studied eQTLs under environmental exposures: caffeine, ethanol, and nicotine. β˜•οΈπŸ·πŸš¬

05.05.2025 19:07 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

1/n 🚨Very excited to share our recent work!🚨
To understand gene regulation across diverse environmental conditions and cellular contexts, we treated a broad array of human cell types with three environmental exposures in vitro.
www.biorxiv.org/content/10.1...

05.05.2025 19:07 πŸ‘ 36 πŸ” 15 πŸ’¬ 3 πŸ“Œ 4