Evidence map›Paper›PMID 41930467›Full record

ArticleLangmuir : the ACS journal of surfaces and colloids2026

Multiscale Molecular Modeling to Reveal Interactions between the Atomic Force Microscopy Tip and Lipid Bilayer Stacks.

Saswati Panda, Yuqi Huang, Gang-Yu Liu, Roland Faller

Abstract read
In one paragraph

Article in Langmuir : the ACS journal of surfaces and colloids, 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

4 authors.

Saswati PandaDepartment of Materials Science and Engineering, University of California, Davis, California 95616, United States.ORCID 0009-0006-4537-6441
Yuqi HuangDepartment of Chemistry, University of California, Davis, California 95616, United States.ORCID 0000-0001-5993-9862
Gang-Yu LiuDepartment of Chemistry, University of California, Davis, California 95616, United States.ORCID 0000-0003-3689-0685
Roland FallerDepartment of Chemical Engineering, Texas Tech University, Lubbock, Texas 79409, United States.ORCID 0000-0001-9946-3846

Funding

National Science Foundation CHE-2304986
6 · The paper itself

Abstract

Knowledge of AFM tip and lipid bilayer stack interactions is essential for designing and developing nano- to mesoscale lipid constructs. In this study, a model was developed to reveal the complex molecular mechanism governing tip-lipid interactions. This complexity in the interaction forces during penetration leading to a disturbance of lipid bilayers is explored using coarse-grained MARTINI molecular dynamics simulations for a multibilayer 1-palmitoyl-2-oleoylphosphatidylcholine (POPC) lipid system and an AFM tip apex. Force-distance profiles acquired during AFM tip penetration displayed a sawtooth pattern with a periodicity consistent with the bilayer thickness. This computation provides mechanistic insights into this process: a layer-by-layer penetration with distinct features in force-distance traces to specific molecular events such as climbing, adhesion, and compression. The outcomes benefit development of engineered lipid-based materials used in drug and vaccine delivery and fabrication of lipid-based nanodevices and biosensors.

Indexed as

Lipid BilayersMicroscopy, Atomic ForceMolecular Dynamics SimulationPhosphatidylcholines1-palmitoyl-2-oleoylphosphatidylcholineLipid BilayersPhosphatidylcholines

Identifiers

PMID41930467
PMCPMC13104170

What Socratic 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 Socratic graph.