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Savage Lab

@savagecatsonly

Compartmentalizing your metabolism, and y’know, CRISPR stuff. Account managed by grad students and postdocs πŸ€™ @ucberkeleyofficial.bsky.social @innovativegenomics.bsky.social @hhmi.bsky.social savagelab.org

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22.01.2025
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Latest posts by Savage Lab @savagecatsonly

How do the ancestors of CRISPR-Cas unwind DNA and how can this lead to better genome editing? With our collaboration between @doudna-lab.bsky.social x @jacobsenucla.bsky.social x Zev Bryant's lab x @savagecatsonly.bsky.social we've uncovered the secrets behind TnpB's dynamics!

15.01.2026 06:55 πŸ‘ 15 πŸ” 9 πŸ’¬ 1 πŸ“Œ 0

Together, these findings showcase the potential of engineered TnpB editors delivered via viral vectors for efficient, heritable genome editing in plants 🧬.
(7/7)

22.12.2025 17:00 πŸ‘ 3 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0
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Mutational scanning of TnpB reveals latent activity for genome editing TnpB is a diverse family of RNA-guided endonucleases associated with prokaryotic transposons. Due to their small size and putative evolutionary relationship to CRISPR-Cas12, TnpB enzymes hold signific...

They demonstrated enhanced activity of two engineered variants, eTnpBc (TnpB-KYLI) and eTnpBe (TnpB-VGIRL), across multiple plant species (N. benthamiana, rice🌾, and pepper🌢️).(read more: doi.org/10.1101/2025...)
(6/7)

22.12.2025 17:00 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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These findings build on prior work by @brittneywthornton.bsky.social and @rfw.bsky.social, who engineered highly active TnpB variants by conducting and leveraging deep mutational scans of the TnpB ribonucleoprotein. (5/7)

22.12.2025 17:00 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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These edits are transmitted to the germline without retaining the eTnpBc transgene – enabling a highly efficient path to heritable, transgene-free editing in plants in a single generation 🧬🌱 4/7) Read more: doi.org/10.64898/202...

22.12.2025 17:00 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

In a new preprint, Nagalakshmi and Rodriguez demonstrate that an engineered, compact RNA-guided nuclease, eTnpBc (TnpB-KYLI), can be efficiently delivered via tobacco rattle virus (TRV) to achieve heritable editing efficiencies of up to 90% in Nicotiana benthamiana. (3/7)

22.12.2025 17:00 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Efficient delivery of genome editing reagents to plants remains a major challenge. Although viral vectors offer a promising solution, their limited cargo capacity has constrained their impact. (2/7)

22.12.2025 17:00 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

New from Ugrappa Nagalakshmi and Jorge Rodriguez πŸŒ±βœ‚οΈβ€“ Gene editing in plants just got a lot easier! Using engineered TnpB, they demonstrate high-efficiency, heritable, transgene-free editing in plants. (1/7)

22.12.2025 17:00 πŸ‘ 10 πŸ” 6 πŸ’¬ 1 πŸ“Œ 0
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Congrats to our savage lab undergrads on their research and presentations in our inaugural undergrad research symposium πŸŽ‰πŸ₯³

05.08.2025 20:56 πŸ‘ 4 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

‼️ New pre-print from co-leads @owentuck.bsky.social and Jason Hu! Check out this fascinating example of how coevolution enables defense system innovation.

29.07.2025 21:18 πŸ‘ 26 πŸ” 9 πŸ’¬ 0 πŸ“Œ 0

We love generating data! But what should we do with it? We collaborated w/ the Listgarten lab on ProteinGuide - a new method for using experimental data to guide protein generative models. Congrats to @junhaobearxiong.bsky.social, @hnisonoff.bsky.social, @marialukarska.bsky.social, Ishan, & Luke! ⬇️

01.06.2025 10:41 πŸ‘ 5 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Excited to share our new preprint on mutational scanning of the TnpB RNP! We identify several highly activating, single-position mutations in TnpB’s protein and reRNA. These datasets enabled us to engineer enhanced TnpB protein variants (>50x plant editing levels compared to WT).

04.03.2025 03:12 πŸ‘ 10 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
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CRISPRi-ART enables functional genomics of diverse bacteriophages using RNA-binding dCas13d - Nature Microbiology Leveraging RNA-targeting dCas13d enables selective interference with phage protein translation and facilitates measurement of phage gene fitness at a transcriptome-wide scale.

It is finally out!

Muntathar Al-Shimary, @doudna-lab.bsky.social , @cresslab.bsky.social and I present a gene knockdown tool that works in diverse bacteriophages: CRISPRi through antisense RNA Targeting (CRISPRi-ART)!

Check it out @naturemicrobiol.bsky.social
www.nature.com/articles/s41...

26.02.2025 16:43 πŸ‘ 93 πŸ” 47 πŸ’¬ 7 πŸ“Œ 3
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Congrats to the whole team!! (Whole team not pictured)

26.02.2025 18:43 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Latent activity in TnpB revealed by mutational scanning TnpB is an evolutionarily diverse family of RNA-guided endonucleases associated with prokaryotic transposons. Due to their small size and putative evolutionary relationship to Cas12s, TnpB holds signi...

(9/9) In addition to laying the groundwork for engineering, the data could provide valuable insights into TnpB evolution and function in transposable elements. If you want to read more check out the pre-print here: www.biorxiv.org/content/10.1...

26.02.2025 18:43 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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(8/9) They then chose 33 enriched muts across 19 AA positions & made & assayed a combinatorial protein library. 6 enriched variants were followed up on in HEK293T cells & N. benthamiana editing. All variants increased editing, with a max of 50-fold increase over WT in benthi!

26.02.2025 18:43 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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(7/9) Enrichment varied by domain - many muts in RuvC and WED were enriched, most ZnF muts were depleted, muts in the unstructured C-terminal tail were ~neutral. Additionally, positive AAs were enriched w/i the vicinity of nucleic acids, particularly near the heteroduplex

26.02.2025 18:43 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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(6/9) For the protein library, the authors made all single AA mutations and all stop codons. Surprisingly, ~20% of all mutations were enriched over WT!

26.02.2025 18:43 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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(5/9) The hinge forms a sharp bend in the reRNA in stem 2, which is hypothesized to act as a regulatory switch for TnpB. Multiple groups have shown that stem 2 truncations increase TnpB editing, and our data suggests that hinge mutations may activate TnpB by a similar mechanism

26.02.2025 18:43 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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(4/9) Starting with the reRNA– the library contained all single substitutions, 1-2 nt deletions, and larger secondary structure truncations. Many mutations were enriched over WT. Particularly, some (especially 1-2 nt dels) in the β€œhinge” region were highly enriched

26.02.2025 18:43 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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(3/9) In the native genomic context, TnpB’s RNA scaffold (reRNA) is encoded in the protein’s mRNA. To map the mutational landscapes of the RNP components separately, they assayed two DMS libraries for the protein and RNA in an in vivo selection for endonuclease activity in yeast

26.02.2025 18:43 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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(2/9) TnpB is an RNA-guided endonuclease found in prokaryotic transposons. Given its compact size, complex scaffold RNA, and putative ancestral relationship to Cas12s, they thought the TnpB ribonucleoprotein would be an ideal model for DMS

26.02.2025 18:43 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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What's better than 1 deep mutational scanning (DMS) library? 2! In a new pre-print @brittneywthornton.bsky.social and @rfw.bsky.social et al. map the mutational landscape of ISDra2 TnpB protein and reRNA and leverage these datasets to engineer highly active variants (1/9)

26.02.2025 18:43 πŸ‘ 15 πŸ” 7 πŸ’¬ 1 πŸ“Œ 1
Photo of Noam Prywes standing in from of bamboo plants

Photo of Noam Prywes standing in from of bamboo plants

New research from IGI Investigator Dave Savage @savagecatsonly.bsky.social and first author Noam Prywes @prywes.bsky.social (pictured) details the landscape of possible Rubisco variants, suggesting ways to make the world's most abundant enzyme better at its job. 🌱πŸ§ͺ🧬

Read more: ow.ly/t2JO50ULh10

07.02.2025 00:38 πŸ‘ 12 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Mass testing of mutant enzymes involved in photosynthesis Insights from a high-throughput screening assay of rubisco variants could be used to engineer improved versions of this key enzyme.

Check out the summary and "behind the paper" here doi.org/10.1038/d415...

24.01.2025 20:27 πŸ‘ 7 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0

Small changes in sequence can have big consequences in function, and not only negatively! We hope that this data is useful to other enzyme engineers and that this result expands our view of what is possible with even small changes. (7/7)

24.01.2025 20:27 πŸ‘ 5 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Several single AA mutations increased the CO2 affinity! Given sequence divergence and different oligomeric states of Form I & II, we were surprised to find single muts led to CO2 affinity outside of the range of Form II & at the edge of the distribution of plants and algae (6/7)

24.01.2025 20:27 πŸ‘ 7 πŸ” 3 πŸ’¬ 1 πŸ“Œ 0
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Rubisco is, after all, an enzyme, so we wanted to biochemically characterize each mutation. By repeating the assay over CO2 titration, key biochemical parameters (e.g. Vmax, Kc) are estimated for each mutant! (5/7)

24.01.2025 20:27 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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This assay neatly identified known structural, functional, and evolutionary effects, confirming the robustness of the screen. For example, key residues in Loop 6 and the active site, are mutation-intolerant (4/7)

24.01.2025 20:27 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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To address this, @prywes.bsky.social et. al developed an assay to estimate the fitness of 99% of single mutations in a high-throughput E. coli screen. E. coli growth rate is linked to enzyme behavior! (3/7)

24.01.2025 20:27 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0