Evidence map›Paper›PMID 40794828›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Remote analysis and management of sweat biomarkers using a wearable microfluidic sticker in adult cystic fibrosis patients.

Rachel S Nelson, Margaret G Grossman, Zasu M Klug, Mia Calamari, Alvaro Donayre, Thaddeus Cybulski, Jared Schooley, Garett J Griffith, Daniel M Corcos, Donald E Wright and 8 more

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. 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. Review
  2. Remote analysis and management of sweat biomarkers using a wearable microfluidic sticker in adult cystic fibrosis patients.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

18 authors.

Rachel S NelsonDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.
Margaret G GrossmanDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.
Zasu M KlugDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.ORCID 0000-0003-3483-396X
Mia CalamariDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.
Alvaro DonayreDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.
Thaddeus CybulskiDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.ORCID 0000-0003-0613-7617
Jared SchooleyDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.
Garett J GriffithSchool of Physical Therapy and Human Movement Sciences, Northwestern University, Chicago, IL 60611.
Daniel M CorcosSchool of Physical Therapy and Human Movement Sciences, Northwestern University, Chicago, IL 60611.ORCID 0000-0001-7440-6458
Donald E WrightEpicore Biosystems, Inc., Cambridge, MA 02139.
Jessica C WallaceEpicore Biosystems, Inc., Cambridge, MA 02139.ORCID 0000-0002-2654-7149
Da Som YangSchool of Mechanical Engineering, Chung-Ang University, Seoul, South Korea 06974.
John A WrightEpicore Biosystems, Inc., Cambridge, MA 02139.
John A RogersEpicore Biosystems, Inc., Cambridge, MA 02139.ORCID 0000-0002-2980-3961
Stephen P LeeEpicore Biosystems, Inc., Cambridge, MA 02139.ORCID 0000-0002-8521-8652
Roozbeh GhaffariEpicore Biosystems, Inc., Cambridge, MA 02139.ORCID 0000-0001-5380-2363
A J AranyosiEpicore Biosystems, Inc., Cambridge, MA 02139.ORCID 0000-0002-8133-5026
Manu JainDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611.ORCID 0000-0003-1534-5629

Funding

Northwestern University Clinical and Translational Science Institute (NUCATS)UL1TR001422 · NCATS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI D'AQUILA, RICHARD · 2015 to 2023
$56.8M
The Center for Label-free Imagingand Multiscale Biophotonics (CLIMB)P41EB031772 · NIBIB · UNIVERSITY OF ILLINOIS AT URBANA-CHAMPAIGN · PI Stephen A Boppart · 2022 to 2026
$7.6M
Wearable Microfluidic Systems for Measuring Sweat Biomarkers in Cystic Fibrosis Patients During Exercise in Remote SettingsR43HL162246 · NHLBI · EPICORE BIOSYSTEMS, INC. · PI LEE, STEPHEN PETER · 2022 to 2022
$300k
Foundation for the National Institutes of Health (FNIH) UL1TR001422NCATS NIH HHS UL1 TR001422NHBLI R43HL162246NHLBI NIH HHS R43 HL162246NIBIB NIH HHS P41 EB031772
6 · The paper itself

Abstract

Sweat parameters such as volume and chloride concentration may offer invaluable clinical insights for people with CF (PwCF). Pilocarpine-induced sweat collection for chloridometry measurement is the gold standard for a CF diagnosis, but this technique is cumbersome and not suitable for remote settings or repeat measurements. We have previously reported the utility of a skin-interfaced microfluidic device (CF Patch) in conjunction with a smartphone image processing platform that enables real-time measurement of sweating rates and sodium chloride loss in laboratory and remote settings. Here, we conducted clinical studies assessing the accuracy of the CF Patch compared to chloridometry when using pilocarpine to induce sweat. We also tested the feasibility and accuracy of exercise-induced sweat chloride measurements in PwCF and healthy volunteers (HV). In the laboratory, using either pilocarpine or exercise to induce sweat, the CF Patch demonstrated strong correlations with sweat chloride measured by pilocarpine-induced chloridometry. In remote settings, exercise-induced sweat chlorides measured using the CF patch were strongly correlated with in-laboratory exercise-induced CF patch sweat chlorides in HV but had a weaker correlation in PwCF. For PwCF on CFTR modulators, there was greater day-to-day variability in sweat chloride compared to HV, which highlights the limitations of assessing CFTR modulator efficacy and pharmacodynamics based on a single in-laboratory chloridometry measurement. Moreover, these findings demonstrate that the CF Patch is suitable as a remote management device capable of measuring serial sweat chloride concentrations and offers the potential of monitoring the efficacy of CF medication regimens but should not replace pilocarpine-based chloridometry for making a CF diagnosis.

Indexed as

BiomarkersCystic FibrosisLab-On-A-Chip DevicesMicrofluidicsSweatWearable Electronic DevicesAdultChloridesExerciseFemaleHumansMalePilocarpineSmartphoneSweatingYoung AdultBiomarkersChloridesPilocarpineCFTR modulator pharmacodynamicscystic fibrosis remote monitoringexercise-induced sweat chloridesweat patch colorimetric analysiswearable microfluidic biosensors

Identifiers

PMID40794828
PMCPMC12377746

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.