Loading publication...

Noodle always counts identifier-free feature events for service operation. With your permission, Google Analytics can also estimate audience and engagement. Search text, publication identifiers, cookies, IP addresses and browser fingerprints are never included in Noodle's first-party event counters.

Privacy details

Article

Beyond the Classics: The Synergy of AI and Genomics Reveals an Expanded Repertoire of Pigmentation Genes.

Journal of experimental zoology. Part B, Molecular and developmental evolution - 1 Sept 2026

Ahi Ehsan Pashay, Karagic Nidal

Abstract excerpt

Pigmentation has long served as a powerful system for exploring gene-trait relationships, yet much of the field has focused on a relatively narrow group of well-established genes involved in melanin production and pigment cell differentiation. Recent advances, however, have allowed pigmentation to be studied through a more comprehensive framework. By combining artificial intelligence (AI)-driven phenotyping with...

Read the complete abstract on PubMed

Topics

Share this publication in a Topic to start or enrich a Post.

Share to Artificial Intelligence
Share to Genomics

Methodology Data sources Editorial policy Privacy About Contact Helena Bioinformatics

Share to Phenotype

Share to Pigmentation

Source

Open in PubMed Open full text

Identifiers

PMID: 42393928
DOI: 10.1002/jez.b.70032
PMCID: PMC13486257

Provenance

PubMed metadata and Literature Corpus relationships. Corpus snapshot updated 1 Sept 2026.

Related research

Semantic proximity does not establish scientific evidence.

Research trail→

Click a neighbor to travelStep 1 · 12 closest

Beyond the Classics: The Synergy of AI and Genomics Reveals an Expanded Repertoire of Pigmentation Genes.PMID 42393928Read ↗

A curated gene list for expanding the horizons of pigmentation biologySemantic proximity Read ↗

Novel quantitative pigmentation phenotyping enhances genetic association, epistasis, and prediction of human eye colour.Semantic proximity Read ↗

Not just black and white: pigment pattern development and evolution in vertebrates.Semantic proximity Read ↗

Analysis of the genetic loci of pigment pattern evolution in vertebrates.Semantic proximity Read ↗

Discovering genotype-phenotype relationships with machine learning and the Visual Physiology Opsin Database (VPOD).Semantic proximity Read ↗

The genetic and evolutionary basis of colour variation in vertebrates.Semantic proximity Read ↗

Genetics, development and evolution of adaptive pigmentation in vertebrates.Semantic proximity Read ↗

Accessible and robust machine learning approaches to improve the opsin genotype-phenotype map.Semantic proximity Read ↗

Candidate genes underlying hypomelanistic morphs in squamate reptiles.Semantic proximity Read ↗

The genomics of coloration provides insights into adaptive evolution.Semantic proximity Read ↗

Shades of meaning: the pigment-type switching system as a tool for discovery.Semantic proximity Read ↗

Searching for improvements in predicting human eye colour from DNA.Semantic proximity Read ↗

⌁Select a neighboring publication to make it the new centre.