Having fun with microbial genomic and machine learning @TelAvivUni

Israel
Fellow microbial immunity, mobile elements, and plasmid enthusiasts: the paper of our wonderful @BruriaSamuel on anti-defense genes in plasmids is now published in @Nature!!! Check out her thread below for highlights of our new results. 1/2
Meet The Shielded Plasmid๐Ÿ›ก๏ธ๐Ÿงฌ Our new @Nature paper reveals how plasmids outsmart bacterial defenses during conjugation. It's all about being in the right place at the right time! The positioning of anti-defense genes boosts transfer efficiency๐Ÿงต(1/7) nature.com/articles/s41586-0โ€ฆ
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So many bacterial genomes are being editedโ€ฆ Could we spot them in the wild even without obvious markers??? Worry not! Our @EdanGabay has you covered. In our new preprint, she pinpoints such genes disrupting the natural genomic "grammar": biorxiv.org/content/10.64898โ€ฆ 1/4
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No unified large dataset of engineered bacterial genomes. So we built scalable simulations of random and potentially harmful gene insertions. We trained a classifier on those, along with natural sequences and natural occurrences of the inserted genes as hard negatives. 3/4
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After fine-tuning on potentially malicious insertions, the model reached 0.95 AUROC and 0.95 AUPRC. This indicates that such edits do leave detectable genomic-context signatures, without relying on marker genes or predefined databases. Congrats @EdanGabay!!! ๐Ÿ‘๐Ÿ‘๐Ÿ‘ 4/4
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Burstein lab retweeted
Genomes are full of dark matter of unknown functions. We present Minerva, a new method for discovery guided by genome language models. Minerva reveals the interactions hidden in non-coding DNA, pointing to hundreds of new putative RNAs and repetitive elements per bacterial genome. Minerva allows us to find and study elements invisible to traditional methods at orders of magnitude greater scale than before.
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Burstein lab retweeted
Excited to share Minerva, our approach using genome language models for biological discovery! Using Minerva, we find that UG27 reverse transcriptase systems encode variable arrays of diverse ncRNAs with a shared structure, each templating a short DNA hairpin. With @garykbrixi.
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Burstein lab retweeted
ส™ษชษดแด…แด„ส€แด€๊œฐแด›2 is out, and we're not waiting for the paper. The full code drops today, free for academic and industry use. We're releasing it early so you can start designing right now, and bring its full power to the current Adaptyv competition. github.com/PacesaLab/BindCraโ€ฆ
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Burstein lab retweeted
VIPR is now out in @ScienceMagazine! What started with a mysterious RNA led us to an unexpected way of recognizing DNA, as well as some clues to CRISPRโ€™s origins. So happy to share these two papers with an incredible team. Links below; original discovery thread here โ†“
Excited to share our discovery of a new programmable RNA-guided DNA-targeting system hiding inside bacteriophages that predates CRISPR. We call it VIPR (Viral Interference Programmable Repeat), and it uses an entirely new logic to find its targets. Thread + link below.
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Burstein lab retweeted
Chromatin structure controls defense island expression! Why do some systems defend on plasmids but fail natively? H-NS is key. Removing it boosts defense and beats anti-defense proteins but raises toxicity. Lab strains still hide novel immunity modules! biorxiv.org/content/10.64898โ€ฆ
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Also a highly experimental port of these models into WebGPU, allowing direct prediction on your ๐Ÿ’ป: localfold.org WARNING: will drain battery๐Ÿชซ, overheat ๐Ÿ”ฅ๐Ÿ’ป & eat your data plan ๐Ÿ“ฑ Started by Martin Steinegger as AF2 port to WebGPU martin-steinegger.github.io/โ€ฆ (3/3)
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Burstein lab retweeted
ColabFold 1.6.3 is out! 2.5x faster, pip-installable, ipSAE+pDockQ2 scores. Thanks Choonghwan Lee, Marielle Russo, Gyuri Kim, Martin Steinegger, Milot Mirdita ๐Ÿ pip install colabfold[alphafold] (1/3)
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Burstein lab retweeted
Published now in @Nature - "Long-read sequencing reveals pre-meiotic gene conversion in sperm". We show an unexpected source of new genetic variation in human sperm, occuring earlier in development than previously thought. Check it out here: nature.com/articles/s41586-0โ€ฆ Thread: 1/
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Burstein lab retweeted
Riboseek encodes RNA and DNA sequences as overlapping di-mers and detects homologs more sensitively than BLASTN and nhmmer. It produces alignments 250-fold faster than nhmmer and 376-fold faster than rMSA. doi.org/10.64898/2026.07.31.โ€ฆ
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Out now! In collaboration with Hiroshi Nishimasu's lab, we uncover how a dual reverse transcriptase immune system builds double-stranded DNA from both RNA and protein templates. sciencedirect.com/science/arโ€ฆ Previous thread for the preprint:
1/9 New preprint from the Sternberg Lab in collaboration with the Nishimasu Lab! We uncover how the DRT3 antiphage immune system pairs two reverse transcriptases, one RNA-templated and one protein-templated, to build a double-stranded DNA effector. doi.org/10.64898/2026.05.04.โ€ฆ
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ืงื˜ืข ืžื“ื”ื™ื ืžื™ื•ืžืŸ ื‘ืจืœื™ืŸ ืฉืœ ื—ืกื™ื“ืช ืื•ืžื•ืช ื”ืขื•ืœื ืจื•ืช ืื ื“ืจื™ืืก-ืคืจื™ื“ืจื™ืš. ื‘ื›ืœืœ ื”ืžืœืฆืช ืžืขืงื‘ ื—ืžื” ืขืœ ืžื ื™ ืื“ืœืจ ืฉืžื‘ื™ื ื›ืœ ื™ื•ื ืงื˜ืขื™ื ื ืคืœืื™ื ืžืกืคืจื™ ื”ืกื˜ื•ืจื™ื” ื•ื”ื•ืคืš ืืช ื”ืคื™ื“ ืœืžืจืชืง
ื™ื•ื ื•, 24 ื‘ืคื‘ืจื•ืืจ 1939 ื›ื•ืœื ืžื“ื‘ืจื™ื ื‘ื‘ืจืœื™ืŸ ืขืœ 'ืœื™ืคื˜ื™ื'. ื”ื›ื•ื•ื ื” ืื™ื ื ื” ืœืžืขืœื™ื•ืช ื”ื ื•ืกืขื™ื ื‘ื‘ืชื™ ืžืœื•ืŸ ืžืคื•ืืจื™ื, ืืœื ืœืืจื’ื–ื™ ื”ืขืฅ ื”ื’ื“ื•ืœื™ื ืฉื‘ื”ื ืื•ืจื–ื™ื ืืช ืžื˜ืœื˜ืœื™ื”ื ื”ืžื”ื’ืจื™ื ืฉืฉื™ื—ืง ืœื”ื ืžื–ืœื ืœืขื–ื•ื‘ ืืช ื’ืจืžื ื™ื”. ืžื–ื” ืฉืฉื” ืฉื‘ื•ืขื•ืช ืžื”ื•ื•ื” 'ื”ืœื™ืคื˜' ืืช ื”ื ื•ืฉื ื”ืžืจื›ื–ื™ ืœื›ืœ ืฉื™ื—ื” ื‘ื—ื•ื’ ืžื›ืจื™ื ื•.
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1/4 Every good defence needs a backup ๐Ÿ›ก๏ธโš”๏ธ Out now in @NatureRevMicro our Comment on "๐—ถ๐—บ๐—บ๐˜‚๐—ป๐—ฒ ๐˜€๐—ฎ๐—ณ๐—ฒ๐—ด๐˜‚๐—ฎ๐—ฟ๐—ฑ๐—ถ๐—ป๐—ด"! ๐ŸŽ‰ ๐Ÿ”— nature.com/articles/s41579-0โ€ฆ
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1/10 ๐ŸšจPreprint! One RING to rule them all (phages)๐Ÿ‘‘๐Ÿ’โš”๏ธ Bacteria build giant DNA-scaffolded RNase rings (larger than the ribosome!) to shut down viral infection๐Ÿงฌ๐Ÿงต๐Ÿ‘‡ ๐Ÿ”—biorxiv.org/content/10.64898โ€ฆ
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