Evidence map›Paper›PMID 41928563›Full record

ArticleNano letters2026

Geometric Confinement in Solid-State Nanopores Enables Single-Molecule Discrimination of Ferritin Subunits and Translocation Bias.

Chaoming Gu, Xin Zhu, Santosh Khatri, Navod Thyashan, Kamruzzaman Joty, Min Jun Kim

Abstract read
In one paragraph

Article in Nano letters, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Chaoming GuDepartment of Mechanical Engineering, Lyle School of Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
Xin ZhuCollege of Information Science and Electronic Engineering, Zhejiang University, Hangzhou 310027, China.
Santosh KhatriDepartment of Mechanical Engineering, Lyle School of Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
Navod ThyashanDepartment of Mechanical Engineering, Lyle School of Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
Kamruzzaman JotyDepartment of Mechanical Engineering, Lyle School of Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
Min Jun KimDepartment of Mechanical Engineering, Lyle School of Engineering, Southern Methodist University, Dallas, Texas 75205, United States.ORCID 0000-0002-0819-1644

Funding

Multimodal Label-Free Nanosensor for Single Virus Characterization and Content AnalysisR01GM149949 · NIGMS · SOUTHERN METHODIST UNIVERSITY · PI MinJun Kim · 2023 to 2026
$1.7M
NIGMS NIH HHS R01 GM149949
6 · The paper itself

Abstract

Resolving intact (24-mer) ferritin from its heavy and light chain subunits at the single-molecule level has remained a fundamental challenge, owing to their near-identical sizes and complex structural heterogeneity. Here, we quantitatively probe ferritin compositional and dynamic heterogeneity using confinement-modulated solid-state nanopores. Under weak confinement (∼20 nm), intact ferritin is discriminated from individual subunits via volumetric scaling of current blockades and a pronounced free-energy penalty governing its capture kinetics. Furthermore, transitioning to strong confinement (∼10 nm) reveals intrinsic, subunit-specific transport dynamics driven by steric-mechanical coupling. Finally, applying semisupervised learning to mixed samples uncovers a strong accessibility-driven translocation bias, demonstrating that nanopore readouts report capture-accessible molecular populations rather than nominal bulk abundance. This establishes a quantitative, physically grounded framework for decoding complex protein assembly states and transient dynamics in heterogeneous environments.

Indexed as

FerritinsNanoporesSingle Molecule ImagingKineticsProtein SubunitsFerritinsProtein SubunitsFerritinMixed-sample analysisSingle-molecule sensingSolid-state nanoporeSubunit discrimination

Identifiers

PMID41928563
PMCPMC13156841

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.