Evidence map›Paper›PMID 42515211›Full record

ArticleSensors (Basel, Switzerland)2026

Dark-Pi Imaging System Permits Open-Source Label-Free Microfluidic Monitoring of Platelet Aggregation by Cellular Light Scattering.

Rüya Meltem Sarıyer Oglago, Alexander P Bye, Sultan İlayda Dönmez Eryılmaz, Chris I Jones, Alexander D Edwards

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

5 authors.

Rüya Meltem Sarıyer OglagoDepartment of Healthcare Management, Kütahya Health Sciences University, Germiyan Campus, Kütahya 43100, Türkiye.ORCID 0000-0002-2155-653X
Alexander P ByeReading School of Pharmacy, University of Reading, Whiteknights Campus, Reading RG6 6AD, UK.ORCID 0000-0002-2061-2253
Sultan İlayda Dönmez EryılmazDepartment of Genetics and Bioengineering, Rafet Kayış Engineering Faculty, Alanya Alaaddin Keykubat University, Alanya 07425, Türkiye.ORCID 0000-0002-8439-0055
Chris I JonesReading School of Biological Sciences, University of Reading, Whiteknights Campus, Reading RG6 6AS, UK.
Alexander D EdwardsReading School of Pharmacy, University of Reading, Whiteknights Campus, Reading RG6 6AD, UK.ORCID 0000-0003-2369-989X

Funding

Turkish Ministry of National Education NA
6 · The paper itself

Abstract

Measuring platelet function is important for patient stratification to judge bleeding vs. thrombotic risk and for research into antiplatelet drugs to prevent cardiovascular disease. Variability in platelet function is not fully understood, and large studies of inter-individual variation are making gradual progress using laboratory measurements, but rapid and high-performance hematological tests are also needed. We present here a novel microfluidic technology for platelet function analysis that images light scatter by platelets, using a low-cost, open-source, high-throughput and customizable darkfield imaging system called Dark-Pi. The hardware consists of a camera and a simple LED light source controlled by a Raspberry Pi, with 3D-printed parts. Using the Dark-Pi, platelet aggregation was imaged within adenosine 5'-diphosphate-loaded microcapillaries, revealing clearly visible patterns. This darkfield cellular light scatter approach was previously developed for bacterial cells, and here we adapted and optimized it for directly monitoring platelet aggregation. Capturing high-quality time-resolved images of platelets undergoing activation within microcapillaries allowed us to measure changes in light scattering in platelet-rich plasma that correspond with aggregation measured using conventional laboratory methods. This novel prototype system shows that this approach may have potential for use in large-scale studies of platelet function, combining simplicity with low-cost components and using a disposable dip-and-test microfluidic format.

Indexed as

Blood PlateletsMicrofluidic Analytical TechniquesMicrofluidicsPlatelet AggregationPlatelet Function TestsHumansLightScattering, Radiationdarkfieldlight scatteringplatelet aggregationRaspberry Pi

Identifiers

PMID42515211
PMCPMC13418586

What Socratic holds

Textmetadata
LicenceCC BY
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.