Evidence map›Paper›PMID 40904270›Full record

ReviewAdvanced materials (Deerfield Beach, Fla.)2026

Kelvin Probe Force Microscopy in Bionanotechnology: Current Advances and Future Perspectives.

Ehsan Rahimi, Mario Palacios-Corella, Arjan Mol, Salvador Pané, Josep Puigmartí-Luis

Abstract readReview
In one paragraph

Review in Advanced materials (Deerfield Beach, Fla.), 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. Article
  2. Article
  3. Review
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

5 authors.

Ehsan RahimiDepartment of Materials Science and Engineering, Delft University of Technology, Mekelweg 2, Delft, 2628 CD, The Netherlands.
Mario Palacios-CorellaDepartament de Ciència dels Materials i Química Física, Institut de Química Teòrica i Computacional, Universitat de Barcelona, Barcelona, 08028, Spain.
Arjan MolDepartment of Materials Science and Engineering, Delft University of Technology, Mekelweg 2, Delft, 2628 CD, The Netherlands.
Salvador PanéMulti-Scale Robotics Lab, Institute of Robotics and Intelligent Systems, Department of Mechanical and Process Engineering, ETH Zurich, Tannenstrasse 3, Zurich, 8092, Switzerland.
Josep Puigmartí-LuisDepartament de Ciència dels Materials i Química Física, Institut de Química Teòrica i Computacional, Universitat de Barcelona, Barcelona, 08028, Spain.ORCID 0000-0002-7510-9815

Funding

Agencia Nacional de Investigación y Desarrollo CEX2021-001202Delft University of TechnologyETH ZurichGeneralitat de Catalunya 2021 SGR 00270HORIZON EUROPE Reforming and enhancing the European Research and Innovation system 101047081'la Caixa' Foundation LCF/BQ/PI24/12040015María de Maeztu CEX2021-001202-M
6 · The paper itself

Abstract

Kelvin probe force microscopy (KPFM) is a highly advanced technique offering notable surface sensitivity and high lateral resolution, ranging from micrometres to the sub-nanometre scale. This scanning probe technique effectively detects local electrical surface potential (ESP), influenced charge distribution, and work function differences, making it essential for studying biological and biochemical processes, from single molecules to complex cellular structures. By enabling nanometre-resolution analysis under simulated conditions, KPFM provides crucial insights into the physicochemical evolution, functionality, and structural organization of biomolecular systems. Recent advancements have significantly expanded KPFM's capabilities, revealing ESP characteristics in diverse biological entities, including single proteins, DNA strands, lipid films, fibrils, and complex neuronal structures. The technique also facilitates the study of biomolecular nanolayers on advanced nanomaterials like gold nanoparticles and carbon nanotubes, enhancing its role in bio-nanotechnology. Such versatility highlights KPFM's transformative potential in elucidating biomolecular interactions at unprecedented resolutions. This review critically analyses recent advancements, addresses ongoing challenges in measuring ESP in biological samples, and highlights emerging strategies to improve resolution and sensitivity. Additionally, KPFM's implications in diagnostics, biosensing, tissue engineering, therapeutics, drug screening, and Alzheimer's research are explored, establishing it as a powerful tool at the intersection of nanotechnology and biomedical innovation.

Indexed as

Microscopy, Atomic ForceNanotechnologyAnimalsHumansbiofunctionalized surfacebiotechnologyKPFMnanosciencesurface potential

Identifiers

PMID40904270
PMCPMC13569047

What OpenQuestion holds

Textmetadata
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.