Evidence map›Paper›PMID 36446776›Full record

ArticleNature communications2022

Acousto-holographic reconstruction of whole-cell stiffness maps.

Rahmetullah Varol, Zeynep Karavelioglu, Sevde Omeroglu, Gizem Aydemir, Aslihan Karadag, Hanife E Meco, Ali A Demircali, Abdurrahim Yilmaz, Gizem C Kocal, Gulsum Gencoglan and 5 more

Abstract read
In one paragraph

Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing 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

14 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. MechanoMR microparticle (MbioRxiv : the preprint server for biology · 2025
    Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. Article
  14. Engineering Heterogeneous Tumor Models for Biomedical Applications.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024
    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

15 authors.

Rahmetullah VarolDepartment of Mechatronics Engineering, Yildiz Technical University, Istanbul, 34349, Turkey.ORCID 0000-0002-4028-0583
Zeynep KaraveliogluBioengineering Department, Yildiz Technical University, Istanbul, 34220, Turkey.
Sevde OmerogluChemical Engineering Department, Gebze Technical University, Kocaeli, 41400, Turkey.ORCID 0000-0002-7679-0577
Gizem AydemirDepartment of Mechatronics Engineering, Yildiz Technical University, Istanbul, 34349, Turkey.
Aslihan KaradagOncology Institute, Dokuz Eylul University, Izmir, 35330, Turkey.
Hanife E MecoOncology Institute, Dokuz Eylul University, Izmir, 35330, Turkey.ORCID 0000-0002-7870-0854
Ali A DemircaliDepartment of Mechatronics Engineering, Yildiz Technical University, Istanbul, 34349, Turkey.
Abdurrahim YilmazDepartment of Mechatronics Engineering, Yildiz Technical University, Istanbul, 34349, Turkey.ORCID 0000-0002-4922-7391
Gizem C KocalOncology Institute, Dokuz Eylul University, Izmir, 35330, Turkey.
Gulsum GencoglanDepartment of Dermatology, Istinye University, Istanbul, 34722, Turkey.ORCID 0000-0002-0650-0722
Muhammed E OrucChemical Engineering Department, Gebze Technical University, Kocaeli, 41400, Turkey.
Gokhan B EsmerElectrical and Electronics Engineering Department, Marmara University, Istanbul, 34722, Turkey.
Yasemin BasbinarOncology Institute, Dokuz Eylul University, Izmir, 35330, Turkey.
Sahin K OzdemirDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.ORCID 0000-0002-2625-3992
Huseyin UvetDepartment of Mechatronics Engineering, Yildiz Technical University, Istanbul, 34349, Turkey. huvet@yildiz.edu.tr.ORCID 0000-0003-0392-982X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Accurate assessment of cell stiffness distribution is essential due to the critical role of cell mechanobiology in regulation of vital cellular processes like proliferation, adhesion, migration, and motility. Stiffness provides critical information in understanding onset and progress of various diseases, including metastasis and differentiation of cancer. Atomic force microscopy and optical trapping set the gold standard in stiffness measurements. However, their widespread use has been hampered with long processing times, unreliable contact point determination, physical damage to cells, and unsuitability for multiple cell analysis. Here, we demonstrate a simple, fast, label-free, and high-resolution technique using acoustic stimulation and holographic imaging to reconstruct stiffness maps of single cells. We used this acousto-holographic method to determine stiffness maps of HCT116 and CTC-mimicking HCT116 cells and differentiate between them. Our system would enable widespread use of whole-cell stiffness measurements in clinical and research settings for cancer studies, disease modeling, drug testing, and diagnostics.

Indexed as

HolographyAcoustic StimulationBiophysicsCell DifferentiationOptical Tweezers

Identifiers

PMID36446776
PMCPMC9709086

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Registered trials

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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.