ArticleNature communications2026
Impact of GC content on de novo gene birth.
Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
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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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
2 citing papers in PubMed.
- Emergence Biases in Molecular Evolution.Genome biology and evolution · 2026Review
- Rapid GC content evolution in rice through GC-biased gene conversion and selection for translation efficiency.Nature communications · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Noncoding regions in eukaryotes are extensively expressed and represent a significant source of novel microproteins, some of which become fixed as de novo genes. However, the structural properties of these unevolved products and the features driving their fixation remain poorly understood. Particularly, the influence of nucleotide composition (GC content) on their structural properties and evolutionary trajectories is still unclear. Here, we predict the foldability and sequence properties of millions of microproteins potentially encoded in the noncoding open reading frames (ORFs) of 3,379 eukaryotic genomes with GC contents ranging from 18% to 79%. Depending on GC content, these microproteins exhibit distinct structural properties, suggesting different cellular impacts if non-genic regions are pervasively expressed. Using phylostratigraphy, de novo gene search, and ancestral sequence reconstruction, we trace the evolution of several hundred de novo proteins across 22 organisms with varying GC contents. We show that de novo genes preferentially emerge from GC-rich ORFs with folding potential, revealing that the interplay between GC content and foldability - rooted in the structure of the genetic code - shapes the emergence of novel genes.
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Registered trials
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 Socratic graph.