Evidence map›Paper›PMID 41829657›Full record

ArticleSensors (Basel, Switzerland)2026

Spatial Encoding with Amplitude Modulation in Serial Flow Cytometry.

Eric W Esch, Matthew DiSalvo, Megan A Catterton, Paul N Patrone, Gregory A Cooksey

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.

Eric W EschMicrosystems and Nanotechnology Division, US National Institute of Standards and Technology, Gaithersburg, MD 20899, USA.
Matthew DiSalvoMicrosystems and Nanotechnology Division, US National Institute of Standards and Technology, Gaithersburg, MD 20899, USA.ORCID 0000-0003-1354-5723
Megan A CattertonMicrosystems and Nanotechnology Division, US National Institute of Standards and Technology, Gaithersburg, MD 20899, USA.
Paul N PatroneApplied and Computational Mathematics Division, US National Institute of Standards and Technology, Gaithersburg, MD 20899, USA.
Gregory A CookseyMicrosystems and Nanotechnology Division, US National Institute of Standards and Technology, Gaithersburg, MD 20899, USA.ORCID 0000-0003-0200-2715

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Serial flow cytometry was recently introduced as a method that can estimate measurement uncertainty (i.e., imprecision, the coefficient of variation of repeated measurements of individual particles) independent from population characteristics. Replication of light sources and detectors at multiple sites along a flow cytometer's microchannel requires more equipment and can complicate detector synchronization. Here, we introduce amplitude modulation to encode each region of a serial cytometer with a unique carrier frequency, which enables demultiplexing of the combined signal incident on a single photodetector by fast Fourier transform (FFT) peak magnitude. To facilitate validation of detection, matching, and uncertainty quantification of fluorescence signals, we designed a microfluidic amplitude modulation (AM) serial flow cytometer that has ground truth detectors on individual regions (serial cytometry) in parallel with the combined channel detection for AM demultiplexing. With this report, we present metrics for event detection and dynamic range, prevalence and processing of overlapping detections, region-decoding accuracy, process yield, and uncertainty quantification on a brightness ladder of calibration microspheres. Despite being operated with reduced light intensities, the AM cytometer was capable of high-fidelity performance in comparison to conventional serial cytometry. For events above the detection limit, over 97% were analyzed. Both conventional and AM serial cytometers achieved median imprecisions in the range of 0.53% to 2.1% after outlier removal, which was well below the inherent intensity distribution of any of the microsphere subpopulations. Overall, AM cytometry supports uncertainty quantification and temporal analyses of serial cytometry data with a reduced number of photodetectors, which offers simplification of chip design with multiple measurement regions and wide-field detectors.

Indexed as

amplitude modulationdigital signals processingfast Fourier transformmicrofluidicsmultiplexingoptofluidicsserial cytometryuncertainty quantification

Identifiers

PMID41829657
PMCPMC12987083

What Socratic holds

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LicenceCC BY
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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 Socratic graph.