Evidence map›Paper›PMID 40852837›Full record

ArticleProtein science : a publication of the Protein Society2025

Taxonomic quasi-primes: peptides charting lineage-specific adaptations and disease-relevant loci.

Eleftherios Bochalis, Michail Patsakis, Nikol Chantzi, Ioannis Mouratidis, Dionysios V Chartoumpekis, Ilias Georgakopoulos-Soares

Abstract read
In one paragraph

Article in Protein science : a publication of the Protein Society, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Eleftherios BochalisInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, Pennsylvania, USA.ORCID 0009-0008-4988-6427
Michail PatsakisInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, Pennsylvania, USA.
Nikol ChantziInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, Pennsylvania, USA.
Ioannis MouratidisInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, Pennsylvania, USA.
Dionysios V ChartoumpekisDepartment of Internal Medicine, Division of Endocrinology, Medical School, University of Patras, Patras, Greece.
Ilias Georgakopoulos-SoaresInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, Pennsylvania, USA.ORCID 0000-0003-3641-1488

Funding

Harnessing the Power of Kmers: Concepts and Methods for Genomic and Proteomic ResearchR35GM155468 · NIGMS · UNIVERSITY OF TEXAS AT AUSTIN · PI Ilias Georgakopoulos-Soares · 2024 to 2026
$1.2M
Huck Institutes of the Life SciencesNIGMS NIH HHS R35 GM155468NIGMS NIH HHS R35GM155468
6 · The paper itself

Abstract

The identification of succinct, universal fingerprints that enable the characterization of individual taxonomies can reveal insights into trait development. Here, we introduce taxonomic quasi-primes, peptide k-mer sequences that are exclusively present in a specific taxonomy and absent from all others. By analyzing 24,073 reference proteomes, we identified these unique peptides at the superkingdom, kingdom, and phylum ranks. These sequences exhibit remarkable uniqueness at six- and seven-amino-acid lengths. For instance, the seven-mer SAPNYCY is found in 98.11% of eukaryotic species, while being completely absent from archaeal, bacterial, and viral reference proteomes. Functional analysis demonstrated that taxonomic quasi-prime containing proteins are enriched for processes defining a lineage, such as synaptic signaling in Chordata. Structural analysis revealed that these peptides are preferentially located within proteins, participating directly in enzymatic active sites, mediating protein-protein interactions, and stabilizing ligand binding. Moreover, we show that in human proteins, highly conserved Chordata quasi-prime loci are 2.08-fold more likely to harbor pathogenic variants than surrounding regions, directly linking these evolutionary signatures to disease. This study establishes taxonomic quasi-primes as markers that illuminate evolutionary pathways and provide a powerful method for identifying functionally indispensable and disease-relevant loci, which warrant further therapeutic and diagnostic investigation.

Indexed as

PeptidesProteomeAnimalsHumansPhylogenyPeptidesProteomeevolutionK‐mersreference proteomestaxonomic quasi‐primestaxonomiestree of life

Identifiers

PMID40852837
PMCPMC12375989

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.