Evidence map›Paper›PMID 41673043›Full record

ArticleScientific reports2026

Telomeric G-quadruplex intermediates unveiled by complex Markov network analysis.

A Sáinz-Agost, F Falo, A Fiasconaro

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

A Sáinz-AgostDepartamento de Física de la materia condensada, Universidad de Zaragoza, Zaragoza, 50009, Spain.
F FaloDepartamento de Física de la materia condensada, Universidad de Zaragoza, Zaragoza, 50009, Spain.
A FiasconaroDepartamento de Física de la materia condensada, Universidad de Zaragoza, Zaragoza, 50009, Spain. afiascon@unizar.es.

Funding

Gobierno de Aragón E36\23R Fisica Estadistica y no-lineal (FENOL)MCIN/AEI/10.13039/501100011033 PID2023-147734NB-I00
6 · The paper itself

Abstract

G-quadruplexes are secondary, non-canonical RNA/DNA structures formed by guanine-rich sequences assembled into four-stranded helical structures by the progressive stacking of G-Tetrads, planar arrangements of guanines stabilised by monovalent ions such as [Formula: see text] or [Formula: see text]. Their stability plays a very important role in the prevention of DNA degradation, leading to the promotion or inhibition of specific biological pathways upon formation. In this work, we explore the occurrences of intermediates originating from the unfolding of these structures by using all-atom simulations, analyzing a small number of significant reaction coordinates to follow the evolution of the system by applying a mesoscopic simplification of the structures followed by two different dimensionality reduction techniques: Principal Component Analysis (PCA) and time-Independent Component Analysis (tICA). The data of the reduced trajectories are then encoded into a Complex Markov Network which, in conjunction with an Stochastic Steepest Descent, provides a hierarchical organization of the different nodes into basins of attraction. This procedure is able to reveal the main intermediates and the most relevant transitions the system undergoes in its denaturation path.

Indexed as

G-QuadruplexesMarkov ChainsTelomereDNAGuanineNucleic Acid ConformationPrincipal Component AnalysisDNAGuanine

Identifiers

PMID41673043
PMCPMC12966461

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.