Evidence map›Paper›PMID 40631413›Full record

ArticleTransactions of the Royal Society of Tropical Medicine and Hygiene2025

Remoscope: a label-free imaging cytometer for malaria diagnostics.

Paul M Lebel, Ilakkiyan Jeyakumar, Michelle W L Khoo, James Emorut, Chris Charlton, Aditi Saxena, Axel Jacobsen, Emily Huynh, William Wu, Greg Courville and 8 more

Abstract read
In one paragraph

Article in Transactions of the Royal Society of Tropical Medicine and Hygiene, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

18 authors.

Paul M LebelDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0000-0003-4569-1493
Ilakkiyan JeyakumarDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0000-0002-6973-9167
Michelle W L KhooDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0009-0005-0634-6904
James EmorutDepartment of Laboratory Medicine, Infectious Disease Research Collaboration, 2C Nakasero Hill Road, 10106, Uganda.ORCID 0009-0002-8592-751X
Chris CharltonDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0000-0003-2008-9893
Aditi SaxenaDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0000-0001-5736-5180
Axel JacobsenDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0009-0006-5056-3065
Emily HuynhDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0009-0007-6620-0530
William WuDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.
Greg CourvilleDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0000-0002-6396-9017
Pei-Chuan FuDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.
Madhura RaghavanDepartment of Biochemistry and Biophysics, University of California, San Francisco, 600 16th street, San Francisco, CA 94158, USA.ORCID 0000-0002-8566-9189
Robert PuccinelliDepartment of Bioengineering, University of California , Berkeley, Stanley Hall University Drive, Berkeley, CA 94720, USA.ORCID 0000-0002-8614-8326
Peter OlwochDepartment of Laboratory Medicine, Infectious Disease Research Collaboration, 2C Nakasero Hill Road, 10106, Uganda.ORCID 0000-0002-7396-3348
Grant DorseyDepartment of Medicine, University of California, San Francisco, San Francisco, CA 94158, USA.ORCID 0000-0003-0740-0317
Philip J RosenthalDepartment of Medicine, University of California, San Francisco, San Francisco, CA 94158, USA.ORCID 0000-0002-7953-7622
Joseph DeRisiDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0000-0002-4611-9205
Rafael Gomez-SjobergDepartment of Bioengineering, Chan Zuckerberg Biohub San Francisco, 499 Illinois Street, San Francisco, CA 94158, USA.ORCID 0000-0001-8017-9669

Funding

Transmission ProjectU19AI089674 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI MATTHEW G DORSEY, MOSES Robert KAMYA · 2010 to 2026
$29.3M
Chan Zuckerberg Biohub San FranciscoNIAID NIH HHS U19 AI089674
6 · The paper itself

Abstract

backgroundMalaria diagnostic testing remains a burden on healthcare systems. Here we present Remoscope, a portable imaging cytometer that scans fresh, unstained whole blood using a custom neural network running on low-cost hardware. Remoscope performs label-free, quantitative, stage-specific detection of Plasmodium falciparum (Pf) by screening up to 2 million red blood cells (RBCs) in 1-12 min, without sample fixation, staining or slide scanning. Low-cost disposable cartridges are used to confine flowing blood to an ultrathin sheet for imaging.

methodsPerformance was benchmarked in vitro by titration of cultured Pf (17.1-710 000 parasites/µl) into whole blood. A study of Remoscope's diagnostic accuracy was evaluated in a cohort of 500 individuals in eastern Uganda, comprising 601 unique clinic visits. Parallel measurements of parasitaemia were performed using Remoscope, quantitative polymerase chain reaction (qPCR) and thick blood smears.

resultsClinically, Remoscope's 10× diluted blood assay had a limit of detection with respect to qPCR of 95.1 parasites/µl, sensitivity of 83%, specificity of 96%, positive predictive value of 91% and negative predictive value of 93%.

conclusionsRemoscope's speed, accuracy, cost and ease of use address key challenges in malaria diagnosis worldwide. In this pilot study, the diagnostic accuracy approaches that of expert thick smears performed in duplication.

Indexed as

ErythrocytesImage CytometryMalaria, FalciparumParasitemiaPlasmodium falciparumFemaleHumansMalePredictive Value of TestsSensitivity and SpecificityUgandaAIdiagnosticsglobal healthlabel-freelow-costmalaria

Identifiers

PMID40631413
PMCPMC13052389

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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.