New lab preprint: if ML struggles with extrapolation, let's expand the diversity of training data with gene synth, DNA shuffling, and ML gen.... also lots of #FluorescentProteins #ProteinEngineering #MachineLearning #SyntheticBiology 1/n
Posts by Karl Romanowicz
🎥 My Variant Effects Seminar Series (VESS) talk is now on YouTube! I discuss how DropSynth-based gene synthesis reveals how bacterial DHFR variants evolve antibiotic resistance. Thanks to @varianteffect.bsky.social for the invite!
🔗 www.youtube.com/watch?v=KiA9...
#VESS #VariantEffects #DropSynth
Next up! Two applications of MAVE!
🧬 DNA damage repair & cancer: Shelby Hemker (@jacobkitzman.bsky.social lab UMich) measures DNA repair of MUTYH variants.
🦠Antibiotic resistance: @kroman.bsky.social (@synplexity.bsky.social Univ. of Oregon) decodes how mutations drive resistance in DHFR.
Our new Science Advances paper is out! 🎉 The Plesa Lab's first, it builds on DropSynth technology as a proof of concept for large-scale synthetic gene libraries, showcasing a synthetic metagenomics approach to studying antibiotic resistance at scale. 👉 www.science.org/doi/10.1126/...
We unlock breakthrough insights by delivering the best training sets in biology—at unprecedented scale. youtu.be/KuCaJTPHM2o
Permafrost thaw takes center stage on Ice & Fire Climate Change podcast! 🎙️❄️🔥
S2 Ep2 "Layer" & Ep3 "Microbes Reawaken" explore carbon release & climate impacts. Hear my research!
Tune in: iceandfireclimatepodcast.weebly.com/s2-permafros...
#ClimateChange #PermafrostResearch #SciComm
New preprint! We carried out the largest complementation and inhibition study for diverse homologs in a single protein family (DHFR) to date. Highlights thread follows... 1/n 🧵