Evidence map›Paper›PMID 42643638›Full record

ArticleFrontiers in medicine2026

Analysis of heart rate variability in critical septic patients using a smartphone application: a prospective cohort study.

João Raphael Zanlorensi Glir, Marcelo Mazza do Nascimento, Hygor Trombetta, Igor Alexandre Cortês de Menezes

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Article in Frontiers in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

João Raphael Zanlorensi Glir *IntensiveCare Unit, Hospital Universitário Evangélico Mackenzie, Curitiba, Paraná, Brazil.
Marcelo Mazza do Nascimento *Department of Internal Medicine, Federal University of Paraná, Curitiba, Paraná, Brazil.
Hygor Trombetta *IntensiveCare Unit, Hospital Universitário Evangélico Mackenzie, Curitiba, Paraná, Brazil.
Igor Alexandre Cortês de Menezes *Department of Internal Medicine, Federal University of Paraná, Curitiba, Paraná, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Heart rate variability (HRV) reflects autonomic nervous system modulation and has been associated with mortality in sepsis. However, in the intensive care unit (ICU), HRV assessment with traditional equipment limits its use. This study aimed to investigate the association between HRV measured by a mobile application and mortality in septic patients. Methods: This is a prospective observational cohort study conducted in two ICUs in Curitiba, Brazil, between July 2024 and March 2026, including septic patients (≥18 years) within 24 h of sepsis diagnosis. HRV, assessed using the standard deviation of NN intervals (SDNN), was measured through a heart rate monitor strap for 5 min over 3 consecutive days; clinical and hemodynamic data were also collected. Pregnancy, patients in exclusive palliative care, skin lesions that could interfere with the cardiac sensor, and decompensated irregular heart rhythm signs during data collection were excluded. The primary outcome was 28-day mortality. Results: A total of 112 septic patients were included, with an overall 28-day mortality of 49%. Non-survivors had a significantly higher APACHE II (30 vs. 22, Conclusion: HRV assessed by a mobile application demonstrated a significant association with 28-day mortality in septic patients, with lower SDNN values at 72 h. This method might facilitate the wider implementation of HRV monitoring in resource-limited ICUs to stratify mortality in septic patients.

Indexed as

autonomic nervous systemheart rate variabilityintensive care unitmobile healthmortalitysepsiswearable device

Identifiers

PMID42643638
PMCPMC13503616

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