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

R Rachel S. Nelson (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University) M Margaret G. Grossman (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University) Z Zasu M. Klug (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University) M Mia Calamari (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University) A Alvaro Donayre (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University) T Thaddeus Cybulski (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University) J Jared Schooley (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University) G Garett J. Griffith (School of Physical Therapy and Human Movement Sciences, Northwestern University) D Daniel M. Corcos (School of Physical Therapy and Human Movement Sciences, Northwestern University) D Donald E. Wright (Epicore Biosystems, Inc.) J Jessica C. Wallace (Epicore Biosystems, Inc.) D Da Som Yang (School of Mechanical Engineering, Chung-Ang University) J John A. Wright (Epicore Biosystems, Inc.) J John A. Rogers S Stephen P. Lee (Epicore Biosystems, Inc.) R Roozbeh Ghaffari (Epicore Biosystems, Inc.) A A. J. Aranyosi (Epicore Biosystems, Inc.) M Manu Jain (Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University)

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.

Article Details

Volume / Issue Vol. 122, Issue 33
Published August 19, 2025
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (18)

R

Rachel S. Nelson

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University

M

Margaret G. Grossman

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University

Z

Zasu M. Klug

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University

M

Mia Calamari

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University

A

Alvaro Donayre

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University

T

Thaddeus Cybulski

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University

J

Jared Schooley

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University

G

Garett J. Griffith

School of Physical Therapy and Human Movement Sciences, Northwestern University

D

Daniel M. Corcos

School of Physical Therapy and Human Movement Sciences, Northwestern University

D

Donald E. Wright

Epicore Biosystems, Inc.

J

Jessica C. Wallace

Epicore Biosystems, Inc.

D

Da Som Yang

School of Mechanical Engineering, Chung-Ang University

J

John A. Wright

Epicore Biosystems, Inc.

J

John A. Rogers

S

Stephen P. Lee

Epicore Biosystems, Inc.

R

Roozbeh Ghaffari

Epicore Biosystems, Inc.

A

A. J. Aranyosi

Epicore Biosystems, Inc.

M

Manu Jain

Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University