10/n: Reflection:
Incredible collab between my lab (DMS), Ntranos Lab (PLM), @amanglik.bsky.social's Lab (structural biology), & Cyster Lab (lymphocyte trafficking). All led by Taylor LaFlam, a Pediatric Rheumatology Fellow. I learned so much and can't wait for what's next...
07.03.2025 18:50 β π 0 π 0 π¬ 0 π 0
9/n: Broader Impact for Genetics:
* With synbio & genome engineering, we can test in vitro variant effects at scale, many of which may rarely segregate in humans.
* PLMs can be fine-tuned with experimental data to improve in silico prediction of GoF mutations which are depleted in training data.
07.03.2025 18:50 β π 0 π 0 π¬ 1 π 0
8/n: Lymphoma Connections:
* P2RY8 is mutated frequently in GC-derived B cell lymphomas.
* Almost all such tumor variants reduce P2RY8 function, suggesting that escaping confinement leads to uncontrolled growth.
* Potential path toward novel therapeutic strategies targeting P2RY8 & related pathways.
07.03.2025 18:50 β π 0 π 0 π¬ 1 π 0
7/n: Computational Twist:
* We compared DMS results with zero shot variant effect predictions using protein language models (PLMs).
* Found decent correlation (~Spearman 0.6)βbut much better after βfine-tuningβ (~Spearman 0.8) with ~20% of real experimental data points. Thanks Vasilis Ntranos!
07.03.2025 18:50 β π 0 π 0 π¬ 1 π 0
6/n: In collaboration with Jason Cyster, who has done seminal work characterizing the gene, we validated variant effects in vivo. Mice expressing human P2RY8 variants (they don't natively express the gene) showed differences in GC confinement vs. B cell expansion.
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5/n: Christian Billesboelle from the Manglik lab solved the structure by Cryo-EM:
* Captured P2RY8 in its active conformation bound to its ligand.
* Showed key contacts needed for ligand binding vs. G-protein interaction.
* Helped interpret which amino acids are especially critical for function.
07.03.2025 18:50 β π 0 π 0 π¬ 1 π 0
4/n: We also found distinct classes of mutations:
* Loss-of-function (LoF): reduce expression -> increase migration (less constraint)
* Gain-of-function (GoF): boost expression -> decreased migration (more constraint)
* Subtle βbiasβ mutants: normal in one assay, impaired in another
07.03.2025 18:50 β π 0 π 0 π¬ 1 π 0
3/n: Taylor introduced nearly every possible missense substitution (7,045 variants) into B cells lacking endogenous P2RY8. Effects on 3 phenotypes were measured: expression, migration, & proliferation. We observed an inverse relationship between expression & migration across the allelic series.
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2/n: Why P2RY8?
* Itβs a GPCR critical for restraining GC B cell migration and proliferation.
* Mutations in P2RY8 are linked to lymphomas like DLBCL and Burkitt.
* But how these mutations affect expression or function wasnβt fully understood.
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We also saw an enrichment of transitional B cells that do not seem to fully mature in SSA+ samples. These cells have a less diverse repertoire and their frequency is associated with type-1 interferon response. 5/n
04.03.2025 16:30 β π 0 π 0 π¬ 0 π 0
Really striking to see SSA+ and SSA- are molecularly distinct with a signature of Type-1 interferon response, often seen in lupus, in SSA+ patients. 4/n
04.03.2025 16:30 β π 0 π 0 π¬ 1 π 0
We analyzed PBMCs using multiplexed VDJ+CITE-seq from 333 patients from the SICCA cohort (an amazing resource assembled by Caroline Shiboski here at UCSF. 3/n
04.03.2025 16:30 β π 0 π 0 π¬ 1 π 0
Sjogrens is an autoimmune disease marked by immune infiltration of exocrine glands. Anti-SSA antibodies are a hallmark (SSA+), but nearly half of patients lack them, raising big questions about disease mechanisms. 2/n
04.03.2025 16:30 β π 1 π 0 π¬ 1 π 0
Could one envision a synthetic receptor technology that is fully programmable, able to detect diverse extracellular antigens β both soluble and cell-attached β and convert that recognition into a wide range of intracellular responses, from gene expression and real-time fluorescence to modulation..
04.12.2024 16:05 β π 434 π 139 π¬ 33 π 17
Come to UCSF and work with Chris. Heβs got some really cool tech that could fundamentally change the way we study and control gene regulation. And oh yeah, this is my first post!
04.12.2024 15:26 β π 5 π 0 π¬ 3 π 0
Bren Professor of Computational Biology @Caltech.edu. Blog at http://liorpachter.wordpress.com. Posts represent my views, not my employer's. #methodsmatter
Researching AI in Drug Discovery @uuuniversity.bsky.social
Working on Computer Vision, Cell Painting, single-cell
@UCSF Associate Professor | G protein coupled receptor aficionado
Molecular biologist | Assistant Professor at UCSF | hsiunglab.org | synthetic gene regulation, combinatorial genetics, tissue biology | #ClimateCrisis
@Stanford Professor. AI for science and medicine.
Genomics, Machine Learning, Statistics, Big Data and Football (Soccer, GGMU)
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