mSystemsBioinformaticsPeer-reviewed journal article
AcaFinder: genome mining for anti-CRISPR associated genes
Abstract
Anti-CRISPR (Acr) proteins are encoded by (pro)viruses to inhibit their hosts CRISPR-Cas systems. Genes encoding Acr and Aca (Acr associated) proteins often co-localize to form acr-aca operons. Here, we present AcaFinder as the first Aca genome mining tool. AcaFinder can: (i) predict Acas and their associated acr-aca operons using guilt-by-association (GBA); (ii) identify homologs of known Acas using an HMM (Hidden Markov model) database; (iii) take input genomes for potential prophages, CRISPR-Cas systems, and self-targeting spacers (STSs); and (iv) provide a standalone program (https://github.com/boweny920/AcaFinder) and a web server (http://aca.unl.edu/Aca). AcaFinder was applied to mining over 16,000 prokaryotic and 142,000 gut phage genomes. After a multi-step filtering, 36 high-confident new Aca families were identified, which is three times of the 12 known Aca families. Seven new Aca families were from major human gut bacteria (Bacteroidota, Actinobacteria, Fusobacteria) and their phages, while most known Aca families were from Proteobacteria and Firmicutes. A complex association network between Acrs and Acas was revealed by analyzing their operonic co-localizations. It appears very common in evolution that the same aca genes can recombine with different acr genes and vice versa to form diverse acr-aca operon combinations. ImportanceAt least four bioinformatics programs have been published for genome mining of Acrs since 2020. In contrast, no bioinformatics tools are available for automated Aca discovery. As the self-transcriptional repressor of acr-aca operons, Aca can be viewed as anti-anti-CRISPRs, with a great potential in the improvement of CRISPR-Cas technology. Although all the 12 known Aca proteins contain a conserved Helix-Turn-Helix (HTH) domain, not all HTH-containing proteins are Acas. However, HTH-containing proteins with an adjacent Acr homologs encoded in the same genetic operon are likely Aca proteins. AcaFinder implements this guilt-by-association (GBA) idea and the idea of using HMMs of known Acas for homologs into one software package. Applying AcaFinder in screening prokaryotic and gut phage genomes reveals a complex acr-aca operonic co-localization network between different families of Acrs and Acas.
- Citations
- 26
- FWCI
- 1.55
- Field percentile
- top 17%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- An expanded realm of anti-CRISPR-associated proteins and regulatory mechanisms
Maximilian Feussner, Nils Birkholz, … Zasha Weinberg A·Nucleic Acids ResearchPeer-reviewed·Aug 22, 2026
- Precise detection of Acrs in prokaryotes using only six features
Chuan Dong, Dong‐Kai Pu, … Feng‐Biao Guo·bioRxiv·May 23, 2020
- Vast diversity of anti-CRISPR proteins predicted with a machine-learning approach
A. Gussow, S. A. Shmakov, … E. V. Koonin·bioRxiv·Jan 23, 2020
- High-throughput Eukaryotic Screening of Putative Anti-CRISPR Proteins against SpyCas9 and SauCas9
Dinie Zheng, Tristan R Grieve, … Meru J. Sadhu·bioRxiv·Oct 21, 2026
- Discovery of multiple anti-CRISPRs uncovers anti-defense gene clustering in mobile genetic elements
R. Pinilla-Redondo, S. Shehreen, … J. Bondy-Denomy·bioRxiv·May 22, 2020
- CRISPR-repressed toxin-antitoxin provides population-level immunity against diverse anti-CRISPR elements