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Citation: Huang et al., doi:10.1093/nar/gkaa857 2020

Introduction to AcrDB

AcrDB is a comprehensive database of computationally predicted anti-CRISPR (Acr) and Acr-associated (Aca) operons. Similar online databases include Anti-CRISPRdb, CRISPRminer, and AcrCatalog. Compared to these previous databases, AcrDB has the following unique features and data:

  1. It is a genome-scale database with the largest collection of data (39,799 Acr-Aca operons containing Aca or Acr homologs);
  2. It offers a user-friendly web interface with various functions for browsing, graphically viewing, searching, and batch downloading Acr-Aca operons;
  3. It focuses on the genomic context of Acr and Aca candidates instead of individual Acr protein families;
  4. It collects data with three independent programs (AcrFinder, AcRanker, and PaCRISPR) each having a unique data mining algorithm for cross-validation.

New Data and Features of AcrDB

In this update, we have significantly expanded AcrDB by including Acr operons (AOs) from human viromes and focusing on their predicted 3D structures. The process involved the following steps:

  1. Operon Prediction: We used AOminer to predict operons likely containing Acrs.
  2. 3D Structure Prediction: Proteins within putative Acr operons were subjected to 3D structure predictions using ESMfold , which is hundreds of times faster than AlphaFold2.
  3. Filtering Predicted Structures: Predicted structures were filtered by comparing them to 118 experimentally verified Acrs using TM-Vec and Foldseek, and further validated by the latest machine learning-based tool, AcrPred.

The updated AcrDB includes the following new data compared to the previous version and existing resources:

  1. 118 experimentally characterized Acr 3D structures reported in recent studies.
  2. 18,544 predicted Acr 3D structures with structural similarity (TM-score > 0.6) to known Acrs, supported by Foldseek; 24,093 structures supported by TM-Vec; and 2,000 structures supported by AcrPred.
  3. Human Gut Virome Databases: Data from the three largest human gut virome databases—GPD, GVD, MGV and the NCBI phage genome database INPHARED.