Evidence map›Paper›PMID 39762316›Full record

Observational studyScientific reports2025

Validation and accuracy of the Hyfe cough monitoring system: a multicenter clinical study.

Carlos Chaccour, Isabel Sánchez-Olivieri, Sarah Siegel, Gina Megson, Kevin L Winthrop, Juan Berto Botella, Juan P de-Torres, Lola Jover, Joe Brew, George Kafentzis and 3 more

3 registry-linked trialsAbstract readMulticenter StudyObservational StudyValidation Study
In one paragraph

Observational study in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 12 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 1 pooled it
–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.

NCT05723159 unknown statusnot on this map

Clinical Validation of the Hyfe Cough Monitoring System

TypeobservationalSponsorHyfe IncRan2023 to 2023Enrolled21ConditionsCoughArmsClinical Validation of the Hyfe Cough Monitoring System
NCT07070895 narecruitingnot on this map

A Prospective Decentralized Investigation of the Effect of a Cough Management Feature Inside a Wellness Application (CoughPro) in Refractory or Unexplained Chronic Cough (RCC/UCC)

TypeinterventionalSponsorHyfe IncRan2025 to 2025Enrolled20ConditionsRefractory Chronic Cough, Unexplained Chronic Cough, Cough HypersensitivityArmsCough Management, CoughMonitor Suite
NCT07212439 recruitingnot on this map

Continuous Cough Monitoring for Early Detection of COPD Exacerbations Using Hyfe

Typeobservational_patient_registrySponsorClinica Universidad de Navarra, Universidad de NavarraRan2025 to 2026Enrolled50ConditionsChronic Obstructive Pulmonary Disease (COPD)
3 · Its place in the literature

Who cites it

12 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Cough biomarkers for diagnosis and monitoring of respiratory disease: a systematic review.European respiratory review : an official journal of the European Respiratory Society · 2026
    Pooled it
  2. Article
  3. Review
  4. Review
  5. Article
  6. Converting a Cough Counter into a Cough Monitor: A Way Forward?Medical sciences (Basel, Switzerland) · 2026
    Review
  7. Article
  8. Article
  9. Article
  10. Review
  11. Review
  12. Article
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

13 authors.

Carlos ChaccourISGlobal, Barcelona Institute for Global Health, Barcelona, Spain. carlos.chaccour@isglobal.org.
Isabel Sánchez-OlivieriNavarra University Clinic, Pamplona, Spain.
Sarah SiegelOregon Health Science University, Portland, OR, USA.
Gina MegsonOregon Health Science University, Portland, OR, USA.
Kevin L WinthropOregon Health Science University, Portland, OR, USA.
Juan Berto BotellaNavarra University Clinic, Pamplona, Spain.
Juan P de-TorresNavarra University Clinic, Pamplona, Spain.
Lola JoverHyfe, Wilmington, DE, USA.
Joe BrewHyfe, Wilmington, DE, USA.
George KafentzisHyfe, Wilmington, DE, USA.
Mindaugas GalvosasHyfe, Wilmington, DE, USA.
Matthew RuddHyfe, Wilmington, DE, USA.
Peter SmallHyfe, Wilmington, DE, USA.

Funding

Generalitat de Catalunya CERCA
6 · The paper itself

Abstract

backgroundThe ability to passively and continuously monitor coughing for prolonged periods of time would significantly improve cough management and research. To date there is no automated clinically validated cough monitor that can be routinely used in clinical care and research. Here we describe the validation of such an automated cough monitor.

methodsThis multicenter observational study compared the results of the Hyfe CoughMonitor wrist-worn device with manually counted coughs in subjects with a variety of etiologies as they went about their usual daily activities. We collected 24 h of continuous sounds from subjects while they simultaneously wore a CoughMonitor and an audio recorder. Coughs were labelled by multiple trained annotators who listened to the continuous audio recordings using validated methodology. The time stamps of these human-detected coughs were compared to those of the CoughMonitor to determine the system's overall performance using event-to-event and hourly rate correlation analyses.

resultsOver the 546 h monitored, 4,454 cough events were recorded; The overall sensitivity was 90.4% (95% CI of 88.3-92.2%). The overall false positive rate was 1.03 false positives per hour (95% CI of 0.84 to 1.24). The overall correlation between manual and CoughMonitor measured hourly coughing was high (Pearson correlation coefficient of 0.99). Two case studies of long-term monitoring of patients with chronic cough are presented.

conclusionThe present analysis of cough events demonstrated that the Hyfe CoughMonitor accurately reflects them with a high sensitivity and a low false positive rate. Future studies should focus on its potential role in the management of patients with cough in clinical practice.Registration Clinicaltrials.gov, NCT05723159.

Indexed as

CoughAdultAgedFemaleHumansMaleMiddle AgedMonitoring, PhysiologicWearable Electronic Devices

Identifiers

PMID39762316
PMCPMC11704278

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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.