Evidence map›Paper›PMID 34071326›Full record

ArticleSensors (Basel, Switzerland)2021

Analysis of Gender Differences in HRV of Patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Using Mobile-Health Technology.

Lluis Capdevila, Jesús Castro-Marrero, José Alegre, Juan Ramos-Castro, Rosa M Escorihuela

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05454683 (Effect of Melatonin Plus Zinc Supplementation on Fatigue, Pain, Sleep Disturbances, Anxiety and Depression, and Autonomic Dysfunction in ME/CFS), which is not on this map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
1.1field-weighted citation impact, top 25% of its field
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.

NCT05454683 naunknown statusnot on this mapstarted 2022, after this paper: background citation

Effect of Melatonin Plus Zinc Supplementation on Fatigue, Pain, Sleep Disturbances, Anxiety and Depression, and Autonomic Dysfunction in ME/CFS: a Randomized, Double-blind, Placebo-controlled Study

TypeinterventionalSponsorLaboratorios Viñas, S.A.Ran2022 to 2024Enrolled106ConditionsChronic Fatigue Syndrome, Myalgic EncephalomyelitisArmsmelatonin plus zinc, isomaltose and magnesium stearate
3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 1 synthesis or guideline pooled it, 14 citations in OpenAlex.

  1. Recent research in myalgic encephalomyelitis/chronic fatigue syndrome: an evidence map.Health technology assessment (Winchester, England) · 2025
    Pooled it
  2. Decreased Heart Rate Variability Is Associated with Increased Fatigue Across Different Medical Populations: A Systematic Review.Pathophysiology : the official journal of the International Society for Pathophysiology · 2025
    Review
  3. Article
  4. Article
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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 at 2 institutions in 1 country.

Lluis CapdevilaDepartament de Psicologia Bàsica, Sport Research Institute, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain.ORCID 0000-0002-7319-4745
Jesús Castro-MarreroME/CFS Unit, Division of Rheumatology, Vall d'Hebron University Hospital Research Institute, Universitat Autonoma de Barcelona, 08035 Barcelona, Spain.ORCID 0000-0002-2481-3052
José AlegreME/CFS Unit, Division of Rheumatology, Vall d'Hebron University Hospital Research Institute, Universitat Autonoma de Barcelona, 08035 Barcelona, Spain.ORCID 0000-0002-7582-7585
Juan Ramos-CastroBiomedical and Electronic Instrumentation Group, Department of Electronic Engineering, Universitat Politècnica de Catalunya, 08034 Barcelona, Spain.ORCID 0000-0001-9413-2001
Rosa M EscorihuelaDepartament de Psiquiatria i Medicina Legal, Institut de Neurociències, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain.
Universitat Autònoma de Barcelona · ESUniversitat Politècnica de Catalunya · ES

Funding

Ministerio de Ciencia e Innovación, Spanish Government PID2019-107473RB-C2
6 · The paper itself

Abstract

In a previous study using mobile-health technology (mHealth), we reported a robust association between chronic fatigue symptoms and heart rate variability (HRV) in female patients with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). This study explores HRV analysis as an objective, non-invasive and easy-to-apply marker of ME/CFS using mHealth technology, and evaluates differential gender effects on HRV and ME/CFS core symptoms. In our methodology, participants included 77 ME/CFS patients (32 men and 45 women) and 44 age-matched healthy controls (19 men and 25 women), all self-reporting subjective scores for fatigue, sleep quality, anxiety, and depression, and neurovegetative symptoms of autonomic dysfunction. The inter-beat cardiac intervals are continuously monitored/recorded over three 5-min periods, and HRV is analyzed using a custom-made application (iOS) on a mobile device connected via Bluetooth to a wearable cardiac chest band. Male ME/CFS patients show increased scores compared with control men in all symptoms and scores of fatigue, and autonomic dysfunction, as with women in the first study. No differences in any HRV parameter appear between male ME/CFS patients and controls, in contrast to our findings in women. However, we have found negative correlations of ME/CFS symptomatology with cardiac variability (SDNN, RMSSD, pNN50, LF) in men. We have also found a significant relationship between fatigue symptomatology and HRV parameters in ME/CFS patients, but not in healthy control men. Gender effects appear in HF, LF/HF, and HFnu HRV parameters. A MANOVA analysis shows differential gender effects depending on the experimental condition in autonomic dysfunction symptoms and HF and HFnu HRV parameters. A decreased HRV pattern in ME/CFS women compared to ME/CFS men may reflect a sex-related cardiac autonomic dysfunction in ME/CFS illness that could be used as a predictive marker of disease progression. In conclusion, we show that HRV analysis using mHealth technology is an objective, non-invasive tool that can be useful for clinical prediction of fatigue severity, especially in women with ME/CFS.

Indexed as

Fatigue Syndrome, ChronicTelemedicineBiomedical TechnologyFemaleHeart RateHumansMaleSex CharacteristicsTechnologychronic fatigue syndromegender differencesheart rate variabilityHRVME/CFSmHealthmyalgic encephalomyelitis

Identifiers

PMID34071326
PMCPMC8197911
OpenAlexW3163987953

What OpenQuestion holds

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LicenceCC BY
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.