From sequencing to intelligence: how AI is transforming metagenomics

Fathi A. Mubaraki · 2026

Read From sequencing to intelligence: how AI is transforming metagenomics by Fathi A. Mubaraki (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13151934.txt.

Description

Fathi Mubaraki reviews how artificial intelligence is changing metagenomics, the study of whole microbial communities from their DNA, in a 2026 paper. A sample of gut water, soil, or gut fluid holds DNA from thousands of species at once. Shotgun sequencing reads it all, but the output is a flood of short, broken pieces. Making sense of that flood by hand is slow and error-prone.

The review follows the full pipeline of a metagenomics project. It covers deep learning tools for newer long-read sequencing, machine learning for cleaning and checking raw data, and AI help in rebuilding whole genomes from the pieces. Sorting fragments into the right genome bins gets special attention. The author argues that smart software is now what turns raw sequence data into knowledge about health and the environment.

Catalog record

CREATORFathi A. Mubaraki
YEAR2026
COLLECTIONPAPERS
FORMATTXT
FILE SIZE49 KB
VERSION1.0
LICENSECC BY 4.0
RIGHTSCC BY
SOURCEEurope PMC

Source: https://europepmc.org/articles/PMC13151934

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