Evidence map›Paper›PMID 42429913›Full record

ArticleApplied psychophysiology and biofeedback2026

From Subjective to Objective: The Bedside Value of HRV in AssessingChronic Pain Complicated by Emotionaland Sleep Issues.

Jinchao Hu, Yunlong Xiao, Guangyuan Ma, Banghua Yao, Jingchi Li, Haiyan An, Guoyou Wang, Yi Chen

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Article in Applied psychophysiology and biofeedback, 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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0citing papers in PubMed
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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

8 authors.

Jinchao Hu *School of Humanities and Management, Southwest Medical University, Luzhou, China.
Yunlong Xiao *The Affiliated Traditional Chinese Medicine Hospital of Southwest Medical University, Luzhou, China.
Guangyuan MaSchool of Humanities and Management, Southwest Medical University, Luzhou, China.
Banghua YaoSchool of Humanities and Management, Southwest Medical University, Luzhou, China.
Jingchi LiThe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical University, Luzhou, China.
Haiyan AnSchool of Humanities and Management, Southwest Medical University, Luzhou, China.
Guoyou WangLuzhou Key Laboratory of Orthopedic Disorders, Department of Orthopedics, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China. wang_guoyou1981@163.com.
Yi ChenSchool of Humanities and Management, Southwest Medical University, Luzhou, China. chenyiswmu@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

To test whether brief bedside photoplethysmography-derived heart-rate variability (PPG-HRV) provides objective information about pain, sleep, and affect in adults with chronic pain, and whether sleep moderates the pain-emotion association. We conducted a cross-sectional study of consecutive inpatients with chronic pain (duration ≥ 3 months) admitted to an orthopedics/traumatology service from March 31 to September 28, 2025. Adults (≥ 18 years; right-handed) were excluded for severe internal disease or acute trauma, major psychiatric disorders, marked cognitive impairment, or recent use of anxiolytics/hypnotics. At admission, 5-min fingertip PPG-HRV was recorded under standardized bedside conditions, with artifact correction, stationarity checking, and quality-control screening applied before analysis. Outcomes were the Brief Pain Inventory-Short Form (BPI-SF), Hamilton Depression Rating Scale (HAMD-24), Hamilton Anxiety Rating Scale (HAMA-14), and a composite "sleep problems" index computed as the mean of z-scored HAMD insomnia items and the BPI-SF sleep-interference item. Analyses included correlations, cross-validated random-forest regression incorporating logarithmically transformed HF power (lnHF), and Hayes' PROCESS Model 1 testing sleep as a moderator of the pain→emotion pathway. A total of 172 patients were enrolled (37.2% men; mean age 59.2 years). lnHF was significantly associated with HFnorm, pain, sleep disturbance, and depression, but not anxiety. Random-forest models showed the strongest predictive performance for sleep disturbance (R

Indexed as

AnxietyDepressionHRVPainRandom forestSleep

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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.