AnniZ Lab

Uncovering Diverse Microbial Mechanisms via AI

Highlighted Discoveries

Case 1 of 6:

Sequence aligners use fixed-size k-mers in their algorithms, with the choice of k-mer size significantly impacting alignment quality. Our tool, Mapper, overcomes this by dynamically incorporating k-mers of various sizes (x-mers).

Case 2 of 6:

Gut microbiomes are actively adapting in healthy human subjects through accumulating beneficial mutations in carbohydrate transport regulators.

Case 3 of 6:

Gut microbiomes share CRISPR systems through horizontal gene transfer to update their phage defense.

Case 4 of 6:

A novel algorithm for genetic variant identification that is 9x faster than existing tools, while producing fewer false positives and false negatives.

Case 5 of 5:

Antibiotic resistance genes (ARGs) are everywhere, but most high-risk ARGs (Rank I, red bars) are only present in human-associated environments but not in natural environments.

Case 6 of 6:

Antibiotic resistance genes are highly prevalent (red and blue dots) in almost all bacterial genomes. Specifically, ARGs in Gammaproteobacteria (red dots) are spreading by horizontal gene transfer via class 1 integrons (i.e. intI1).