Evidence map›Paper›PMID 41934469›Full record

ArticleGenome biology and evolution2026

Characterization of Hairpin Loops and Cruciforms Across 118,019 Genomes Spanning the Tree of Life.

Nikol Chantzi, Camille Moeckel, Candace S Y Chan, Akshatha Nayak, Guliang Wang, Ioannis Mouratidis, Dionysios Chartoumpekis, Karen M Vasquez, Ilias Georgakopoulos-Soares

Abstract read
In one paragraph

Article in Genome biology and evolution, 2026. 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

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.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Review
  2. Article
  3. invertiaDB: A Database of Inverted Repeats Across Organismal Genomes.bioRxiv : the preprint server for biology · 2024
    Article
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

9 authors.

Nikol ChantziInstitute for Personalized Medicine, Department of Molecular and Precision Medicine, The Pennsylvania State University College of Medicine, Hershey, PA, USA.ORCID 0009-0005-4947-0745
Camille MoeckelInstitute for Personalized Medicine, Department of Molecular and Precision Medicine, The Pennsylvania State University College of Medicine, Hershey, PA, USA.ORCID 0009-0001-9808-4841
Candace S Y ChanInstitute for Personalized Medicine, Department of Molecular and Precision Medicine, The Pennsylvania State University College of Medicine, Hershey, PA, USA.ORCID 0000-0001-9667-7996
Akshatha NayakInstitute for Personalized Medicine, Department of Molecular and Precision Medicine, The Pennsylvania State University College of Medicine, Hershey, PA, USA.ORCID 0000-0001-7649-3946
Guliang WangDivision of Pharmacology and Toxicology, College of Pharmacy, The University of Texas at Austin, Dell Pediatric Research Institute, Austin, TX, USA.ORCID 0000-0001-6871-7540
Ioannis MouratidisInstitute for Personalized Medicine, Department of Molecular and Precision Medicine, The Pennsylvania State University College of Medicine, Hershey, PA, USA.ORCID 0000-0002-1025-8780
Dionysios ChartoumpekisDepartment of Internal Medicine, Division of Endocrinology, Medical School, University of Patras, Patras, Greece.ORCID 0000-0002-6139-6067
Karen M VasquezDivision of Pharmacology and Toxicology, College of Pharmacy, The University of Texas at Austin, Dell Pediatric Research Institute, Austin, TX, USA.ORCID 0000-0002-6958-5073
Ilias Georgakopoulos-SoaresInstitute for Personalized Medicine, Department of Molecular and Precision Medicine, The Pennsylvania State University College of Medicine, Hershey, PA, USA.ORCID 0000-0003-3641-1488

Funding

REPAIR OF GENOME DESTABILIZING DNA STRUCTURESR01CA093729 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI Karen M Vasquez · 2002 to 2026
$8.2M
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
NCI NIH HHS R01CA093729NIGMS NIH HHS R35GM155468NIH HHS
6 · The paper itself

Abstract

Inverted repeats (IRs) can form alternative DNA secondary structures, including hairpins and cruciforms, which have a multitude of functional roles and have been associated with genomic instability. However, their prevalence across diverse organismal genomes remains only partially understood. Here, we examine the prevalence of perfect IRs, which do not have mismatches in their arms, across 118,019 complete organismal genomes. Our comprehensive analysis across taxonomic subdivisions reveals significant differences in the distribution, frequency, and biophysical properties of perfect IRs among these genomes. We identify a total of 33,558,920 perfect IRs and show a highly variable density across different organisms, with strikingly distinct patterns observed in Viruses, Bacteria, Archaea, and Eukaryota. We report IRs with perfect arms of extreme lengths, which can extend to hundreds of thousands of base pairs. Our findings reveal that Bacteria possess the highest IR density. Additionally, this study reveals the enrichment of IRs at transcription start and end sites in prokaryotes and Viruses and underscores their potential roles in gene regulation and genome organization. Analysis of intraspecies variation shows elevated substitution burden in IR spacers and relative conservation of IR arms, particularly near transcriptional terminators. Through a comprehensive overview of the distribution and characteristics of IRs in a wide array of organisms, this largest-scale analysis to date sheds light on the functional significance of perfect IRs, their contribution to genomic instability, and their evolutionary impact across the tree of life.

Indexed as

DNA, CruciformGenomeInverted Repeat SequencesArchaeaBacteriaEukaryotaEvolution, MolecularNucleic Acid ConformationPhylogenyDNA, Cruciformcruciformsevolutiongenomeshairpinsinverted repeats

Identifiers

PMID41934469
PMCPMC13155455

What OpenQuestion holds

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Registered trials

None linked

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.