Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Review
. 2024 Aug;39(8):771-784.
doi: 10.1016/j.tree.2023.11.002. Epub 2024 Jun 6.

Species delimitation 4.0: integrative taxonomy meets artificial intelligence

Affiliations
Free article
Review

Species delimitation 4.0: integrative taxonomy meets artificial intelligence

Kevin Karbstein et al. Trends Ecol Evol. 2024 Aug.
Free article

Abstract

Although species are central units for biological research, recent findings in genomics are raising awareness that what we call species can be ill-founded entities due to solely morphology-based, regional species descriptions. This particularly applies to groups characterized by intricate evolutionary processes such as hybridization, polyploidy, or asexuality. Here, challenges of current integrative taxonomy (genetics/genomics + morphology + ecology, etc.) become apparent: different favored species concepts, lack of universal characters/markers, missing appropriate analytical tools for intricate evolutionary processes, and highly subjective ranking and fusion of datasets. Now, integrative taxonomy combined with artificial intelligence under a unified species concept can enable automated feature learning and data integration, and thus reduce subjectivity in species delimitation. This approach will likely accelerate revising and unraveling eukaryotic biodiversity.

Keywords: integrative taxon-omics; machine learning; reticulate evolution; species delimitation; taxonomically complex groups.

PubMed Disclaimer

Conflict of interest statement

Declaration of interests No interests are declared.

References

Publication types

LinkOut - more resources