#protospacer
Tool Choice drastically Impacts CRISPR Spacer-Protospacer Detection https://www.biorxiv.org/content/10.1101/2025.05.06.652306v1
May 11, 2025 at 12:47 AM
Customizing CRISPR–Cas PAM specificity with protein language models - @thisismadani.bsky.social go.nature.com/4a4G9Zy
Customizing CRISPR–Cas PAM specificity with protein language models - Nature Biotechnology
The protospacer-adjacent motif specificity of several Cas enzymes is customized using protein language models.
go.nature.com
February 2, 2026 at 4:07 PM
A λ exonuclease system exhibits protospacer-adjacent motif-independent DNA-binding specificity, enabling diagnostic and imaging applications go.nature.com/3TwgkKk
rdcu.be/eynve
Bacteriophage λ exonuclease and a 5′-phosphorylated DNA guide allow PAM-independent targeting of double-stranded nucleic acids - Nature Biotechnology
A λ exonuclease system exhibits protospacer-adjacent motif-independent DNA-binding specificity, enabling diagnostic and imaging applications.
go.nature.com
July 30, 2025 at 2:10 AM
ePE-P3-SpRY expands PAM compatibility for prime editing in rice

Chen et al.

nph.onlinelibrary.wiley.com/doi/10.1111/...
September 9, 2026 at 9:27 AM
@urineri.bsky.social Have you seen this new sequence aligner? I wonder if its approach would help mitigate some of the alignment issues you pointed out in your preprint on spacer-protospacer alignments.
September 15, 2025 at 6:10 PM
Microbial Ecology:

An evolutionary arms race between phages and their hosts in an anaerobic microbial community

Here, methanogenic microbes develop resilience through CRISPR-Cas mutations and spacer expansions, while phages counter-adapt by altering infectivity genes & protospacer-adjacent motifs
Single nucleotide variants drive evolutionary phage-host arms race in anaerobic carbon dioxide-converting microbiome - Nature Communications
In this study, the authors track microbial communities in a perturbed cultivation vessel and show that methanogenic microbes develop resilience through CRISPR-Cas mutations and spacer expansions, driving phages to counter-adapt by altering infectivity genes and protospacer-adjacent motifs, revealing a host-phage arms race.
dlvr.it
August 19, 2026 at 11:50 AM
My first-author paper was published today in Nature Biomedical Engineering! Here we describe how incorporating DNA substitutions into various positions of the Cas9 guide RNA protospacer can enhance the precision and performance of adenine base editors. 🧬 ✂️
October 28, 2025 at 7:36 PM
8/11 How about off-targets? We observe new non-canonical mismatches across the protospacer, highlighting broad diversity of mismatch types when the DNA is (-)SC.
March 25, 2026 at 6:09 PM
Microbial Ecology:

An evolutionary arms race between phages and their hosts in an anaerobic microbial community

Here, methanogenic microbes develop resilience through CRISPR-Cas mutations and spacer expansions, while phages counter-adapt by altering infectivity genes & protospacer-adjacent motifs
Single nucleotide variants drive evolutionary phage-host arms race in anaerobic carbon dioxide-converting microbiome - Nature Communications
In this study, the authors track microbial communities in a perturbed cultivation vessel and show that methanogenic microbes develop resilience through CRISPR-Cas mutations and spacer expansions, driving phages to counter-adapt by altering infectivity genes and protospacer-adjacent motifs, revealing a host-phage arms race.
dlvr.it
August 24, 2026 at 5:49 PM
@kosmopoulos.bsky.social @annizlab.bsky.social Hi! we are planning another benchmark run for using mappers/aligners for CRISPR spacer-protospacer analyses, I'll add a reminder to try x-mapper too :)
September 16, 2025 at 1:43 AM
Explore Cas12a reprogrammed to act as a DNA-guided, RNA-targeting tool, enhancing RNA recognition and cleavage efficiency. PMID:42067668, Nat Biotechnol 2026, @NatureBiotech @OTSociety @NAR_Open https://doi.org/10.1038/s41587-026-03120-5 #Medsky #Pharmsky #RNA #ASHG #ESHG 🧪
DNA-guided CRISPR–Cas12a effectors for programmable RNA recognition and cleavage | Nature Biotechnology
CRISPR–Cas effectors typically rely on RNA guides to recognize target sequences. In Cas12a, the protospacer adjacent motif on DNA engages conserved protein residues, triggering target binding and nuclease activation. Here we reprogram Cas12a into a DNA-guided, RNA-targeting effector. Exploiting protospacer-adjacent motif-dependent interaction, we engineer synthetic CRISPR DNA that engages Cas12a to form a functional deoxyribonucleoprotein complex, while repurposing solely RNA as the programmable target. Structural, biophysical and biochemical analyses reveal the molecular basis of this DNA-guided, RNA-targeting configuration and support an activation pathway distinct from that of canonical RNA-guided systems. DNA-guided Cas12a enables direct RNA detection and efficient intracellular RNA knockdown, establishing a modular activation architecture for CRISPR–Cas12a and expanding the design space for programmable RNA manipulation. Synthetic DNA guides (crDNA) reprogram Cas12a nucleases for
doi.org
May 28, 2026 at 9:10 AM
As a quick aside, we also noticed that blastn may not be the optimal tool for matching spacers to potential targets at these scales. And because @urineri.bsky.social is who he is, he turned this exercise into a full-on benchmark of spacer matching approaches 😆 doi.org/10.1101/2025...
Tool Choice drastically Impacts CRISPR Spacer-Protospacer Detection
CRISPR (Clustered Regularly Interspaced Short Palindromic Repeats) systems are a fundamental defense mechanism in prokaryotes, where short sequences called spacers are stored in the host genome to rec...
doi.org
June 13, 2025 at 8:22 PM
Protein2PAM uses deep learning, trained on 45K+ data points, to enhance CRISPR PAM targeting without tedious experiments. PMID:41629462, Nat Biotechnol 2026, @NatureBiotech @OTSociety @NAR_Open https://doi.org/10.1038/s41587-025-02995-0 #Medsky #Pharmsky #RNA #ASHG #ESHG 🧪
Customizing CRISPR–Cas PAM specificity with protein language models | Nature Biotechnology
CRISPR–Cas enzymes must recognize a protospacer-adjacent motif (PAM) to edit a genomic site, greatly limiting the range of targetable sequences in a genome. Although engineering strategies to alter PAM specificity exist, they typically require labor-intensive, iterative experimentation. We introduce an evolution-informed deep learning model, Protein2PAM, to efficiently guide the design of Cas protein variants tailored to recognize specific PAMs. Trained on a dataset of over 45,000 CRISPR–Cas PAMs, Protein2PAM rapidly and accurately predicts PAM specificity directly from Cas proteins across type I, II and V CRISPR–Cas systems. Using in silico mutagenesis, the model identifies residues critical for PAM recognition in Cas9 without using structural information. We use Protein2PAM to computationally evolve Nme1Cas9, generating variants with broadened PAM recognition and up to a 50-fold increase in PAM cleavage rates compared to the wild type in vitro. Our machine learning approach allows Ca
doi.org
February 9, 2026 at 2:10 AM
Split Cas12a protospacer engineering enables ultra-specific, PAM-free detection https://www.biorxiv.org/content/10.1101/2025.07.30.667643v1
July 31, 2025 at 4:18 AM
A benchmark shows that sequence-search tool choice changes recall, runtime and resource use in #CRISPR spacer–protospacer detection. Bowtie1 with ≤3 mismatches offers a practical balance for large-scale host–MGE analyses 🧬
📄 https://doi.org/10.1093/bioinformatics/btag394
👤 EVBC: Uri Neri, Simon Roux
doi.org
September 7, 2026 at 8:27 AM
Expansion of the Asgard archaeal virome and defensome provides insights into virus-host interactions | Microbiome | Springer Nature Link
Expansion of the Asgard archaeal virome and defensome provides insights into virus-host interactions - Microbiome
Background Asgard archaea, broadly considered as a group of archaea that exhibit the closest evolutionary relationship with eukaryotes, encode diverse defense systems and are infected by distinct viruses. However, the diversity of Asgard archaeal viruses and their interactions with the hosts remain poorly explored. Results Here, using CRISPR spacer-protospacer matching, we predict 23 viruses associated with Asgard archaea from various habitats. Apart from clusters with known viruses, we report three previously undescribed groups of Asgard viruses with predicted head-tailed virions of the realm Duplodnaviria and filamentous virions characteristic of the archaea-specific realm Adnaviria. Mapping of metagenomic reads to viral and host genomes suggested that most Asgard viruses display relatively low virus-to-host ratios, typically below 10. In addition, we considerably expanded the known defensome of Asgard archaea, among others, detecting putative PARIS and Prometheus defense systems. Finally, the diversity of anti-defense proteins and putative archaeal type IV pilins encoded by some Asgard viruses provide additional insights into the interactions between Asgard archaea and their viruses. Conclusions Overall, this work sheds new light on the Asgard archaeal virome and defensome, and virus-host interactions. Video Abstract
link.springer.com
July 30, 2026 at 11:08 PM
A comprehensive review of genomic-scale genetic engineering as a strategy to improve bacterial productivity. Published Open Access and fee-free in Microbiology using a Publish and Read agreement: doi.org/10.1099/mic.... #MicrobioJ #PublishAndRead
December 2, 2025 at 10:01 AM
I would have never thought to use Bowtie1 for spacer-protospacer alignments before. Very interesting work… will definitely consider this paper the next time I try to predict virus-host interactions!
May 11, 2025 at 2:28 PM
We recently pushed an updated to our protospacer Base editing design tool (baglaenkolab.shinyapps.io/snpGuide/) to allow for genome modification near a variant regardless or transition. If the region is important, so are the nucleotides around it. Hope this helps somebody out.
snpGuide v0.4
baglaenkolab.shinyapps.io
January 12, 2026 at 9:38 PM
A second challenge we encountered was surprisingly strong off-target effects from dCas9 binding at 3-5 nt sequences matching the protospacer seed region, which we could observe directly via CUT&RUN. This is a critical consideration for studies of enhancers and high MOI designs.
August 6, 2025 at 3:14 PM
Discover a new #CRISPR cytosine base editor! FrCas9n with NNTA PAM reduces off-target effects, offers wide editing range & fidelity. Ideal for microbial gene editing! 🌟 PMID:39893181, Nat Commun 2025, @NatureComms @OTSociety https://doi.org/10.1038/s41467-025-56655-7 #Medsky #Pharmsky #RNA 🧪
A universal and wide-range cytosine base editor via domain-inlaid and fidelity-optimized CRISPR-FrCas9 | Nature Communications
CRISPR-based base editor (BE) offer diverse editing options for genetic engineering of microorganisms, but its application is limited by protospacer adjacent motif (PAM) sequences, context preference, editing window, and off-target effects. Here, a series of iteratively improved cytosine base editors (CBEs) are constructed using the FrCas9 nickase (FrCas9n) with the unique PAM palindromic structure (NNTA) to alleviate these challenges. The deaminase domain-inlaid FrCas9n exhibits an editing range covering 38 nucleotides upstream and downstream of the palindromic PAM, without context preference, which is 6.3 times larger than that of traditional CBEs. Additionally, lower off-target editing is achieved when incorporating high-fidelity mutations at R61A and Q964A in FrCas9n, while maintaining high editing efficiency. The final CBE, HF-ID824-evoCDA-FrCas9n demonstrates broad applicability across different microbes such as Escherichia coli MG1655, Shewanella oneidensis MR-1, and Pseudomonas
doi.org
March 21, 2025 at 6:30 AM
Authors published a paper in Biorxiv, they used python-bx in the study. Including #RRIDs will make this less ambiguous.

SciScore made a table with this resource, see “Automated Services” module (download as csv, xml or #jats) #OpenScience #methodsmatter
Tool Choice drastically Impacts CRISPR Spacer-Protospacer Detection
www.biorxiv.org
May 30, 2025 at 12:00 PM