Evidence map›Paper›PMID 31906988›Full record

ArticleJournal of translational medicine2020

Reduced heart rate variability predicts fatigue severity in individuals with chronic fatigue syndrome/myalgic encephalomyelitis.

Rosa María Escorihuela, Lluís Capdevila, Juan Ramos Castro, María Cleofé Zaragozà, Sara Maurel, José Alegre, Jesús Castro-Marrero

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in Journal of translational medicine, 2020. 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 59 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
59citing papers in PubMed, 1 pooled it
8.8field-weighted citation impact, top 1% 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

59 citing papers in PubMed, 1 synthesis or guideline pooled it, 98 citations in OpenAlex.

  1. Pooled it
  2. An open trial of biofeedback for long COVID.Journal of psychosomatic research · 2024
    Trial
  3. Trial
  4. Article
  5. Article
  6. Review
  7. Article
  8. Autonomic Dysfunction in Patients withPathogens (Basel, Switzerland) · 2026
    Article
  9. Article
  10. Article
  11. Article
  12. Review
  13. Article
  14. Review
  15. Predicting driver fatigue using HRV measures and machine learning.Frontiers in sports and active living · 2026
    Article
  16. Review
  17. Article
  18. Review
  19. 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
  20. 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

7 authors at 3 institutions in 2 countries.

Rosa María EscorihuelaDepartament de Psiquiatria i Medicina Legal, Institut de Neurosciències, Universitat Autònoma de Barcelona, Facultat de Medicina, Avinguda Can Domènech, s/n, 08193, Bellaterra, Barcelona, Spain. rosamaria.escorihuela@uab.cat.
Lluís CapdevilaLaboratory of Sport Psychology, Department of Basic Psychology, Universitat Autònoma de Barcelona, Barcelona, Spain.
Juan Ramos CastroDepartment of Electronic Engineering, Biomedical and Electronic Instrumentation Group, Universitat Politécnica de Catalunya, Barcelona, Spain.
María Cleofé ZaragozàClinical Research Department, Laboratorios Viñas, Barcelona, Spain.
Sara MaurelDepartment of Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain.
José AlegreCFS/ME Unit, Vall d'Hebron University Hospital Research Institute, Universitat Autònoma de Barcelona, Passeig de Vall d'Hebron 119-129, 08035, Barcelona, Spain.
Jesús Castro-MarreroCFS/ME Unit, Vall d'Hebron University Hospital Research Institute, Universitat Autònoma de Barcelona, Passeig de Vall d'Hebron 119-129, 08035, Barcelona, Spain. jesus.castro@vhir.org.ORCID 0000-0002-2481-3052
Universitat Autònoma de Barcelona · ESHebron University · PSUniversitat Politècnica de Catalunya · ES

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHeart rate variability (HRV) is an objective, non-invasive tool to assessing autonomic dysfunction in chronic fatigue syndrome/myalgic encephalomyelitis (CFS/ME). People with CFS/ME tend to have lower HRV; however, in the literature there are only a few previous studies (most of them inconclusive) on their association with illness-related complaints. To address this issue, we assessed the value of different diurnal HRV parameters as potential biomarker in CFS/ME and also investigated the relationship between these HRV indices and self-reported symptoms in individuals with CFS/ME.

methodsIn this case-control study, 45 female patients who met the 1994 CDC/Fukuda definition for CFS/ME and 25 age- and gender-matched healthy controls underwent HRV recording-resting state tests. The intervals between consecutive heartbeats (RR) were continuously recorded over three 5-min periods. Time- and frequency-domain analyses were applied to estimate HRV variables. Demographic and clinical features, and self-reported symptom measures were also recorded.

resultsCFS/ME patients showed significantly higher scores in all symptom questionnaires (p < 0.001), decreased RR intervals (p < 0.01), and decreased HRV time- and frequency-domain parameters (p < 0.005), except for the LF/HF ratio than in the healthy controls. Overall, the correlation analysis reached significant associations between the questionnaires scores and HRV time- and frequency-domain measurements (p < 0.05). Furthermore, separate linear regression analyses showed significant relationships between self-reported fatigue symptoms and mean RR (p = 0.005), RMSSD (p = 0.0268) and HFnu indices (p = 0.0067) in CFS/ME patients, but not in healthy controls.

conclusionsOur findings suggest that ANS dysfunction presenting as increased sympathetic hyperactivity may contribute to fatigue severity in individuals with ME/CFS. Further studies comparing short- and long-term HRV recording and self-reported outcome measures with previous studies in larger CFS/ME cohorts are urgently warranted.

Indexed as

Fatigue Syndrome, ChronicCase-Control StudiesFemaleHeart RateHumansSelf ReportSurveys and QuestionnairesAutonomic dysfunctionChronic fatigue syndromeFatigueHeart rate variabilityMyalgic encephalomyelitis

Identifiers

PMID31906988
PMCPMC6943898
OpenAlexW2999318359

What OpenQuestion holds

Textmetadata
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.