Evidence map›Paper›PMID 41778976›Full record

ReviewCritical care explorations2026

Medication Effects on Heart Rate Variability in Critical Illness: The Overlooked Confounder.

Kelli Henry, Brian Murray, Rishikesan Kamaleswaran, Susan E Smith, Emily Grace Moore, Kaitlin Blotske, Andrea Sikora

Abstract readReview
In one paragraph

Review in Critical care explorations, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. A reporting checklist for human and animal heart rate variability research.Pflugers Archiv : European journal of physiology · 2026
    Review
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.

Kelli HenryDepartment of Biomedical Informatics, University of Colorado Anschutz, Aurora, CO.
Brian MurrayDepartment of Clinical Pharmacy, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO.ORCID 0000-0001-6660-9749
Rishikesan KamaleswaranDepartment of Surgery, Duke University, Durham, NC.
Susan E SmithDepartment of Clinical and Administrative Pharmacy, University of Georgia College of Pharmacy, Athens, GA.
Emily Grace MooreDepartment of Clinical and Administrative Pharmacy, University of Georgia College of Pharmacy, Athens, GA.
Kaitlin BlotskeDepartment of Biomedical Informatics, University of Colorado Anschutz, Aurora, CO.
Andrea SikoraDepartment of Biomedical Informatics, University of Colorado Anschutz, Aurora, CO.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Heart rate variability (HRV) reflects autonomic nervous system function and has emerged as a potential noninvasive biomarker for early detection of physiologic deterioration in critical illness. HRV-based prediction models show promise; however, translation into routine ICU practice has been limited. A major barrier is the insufficient characterization of medication effects on HRV. Pharmacologic agents commonly used in critical care, including vasopressors, steroids, and antiarrhythmics, can directly or indirectly alter autonomic tone, yet existing studies rarely account for these influences. As a result, medication-induced HRV changes may represent meaningful therapeutic response or misleading confounding noise, complicating interpretation. Current studies do not adequately account for medication exposure when evaluating HRV in critical illness. We outline research priorities focused on quantifying medication effects, integrating medication exposure into predictive modeling, evaluating HRV as a marker of treatment response, and determining the utility of HRV as a treatment target.

Indexed as

Autonomic Nervous SystemCritical IllnessHeart RateAnti-Arrhythmia AgentsBiomarkersCritical CareHumansVasoconstrictor AgentsAnti-Arrhythmia AgentsBiomarkersVasoconstrictor Agentscritical careheart rate variabilitymedicationssepsisshock

Identifiers

PMID41778976
PMCPMC12962568

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.