Evidence map›Paper›PMID 35427389›Full record

ArticlePloS one2022

An exploratory identification of biological markers of chronic musculoskeletal pain in the low back, neck, and shoulders.

Codjo Djignefa Djade, Caroline Diorio, Danielle Laurin, Clermont E Dionne

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05896878 (The Effects of Daily Anti-inflammatory Supplementation on Foundation Pain Index Scores in Chronic Opiate Patients), which is not on this map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
1.7field-weighted citation impact, top 17% 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.

NCT05896878 naterminatednot on this mapstarted 2023, after this paper: background citation

The Effects of Daily Anti-inflammatory Supplementation on Foundation Pain Index Scores in Chronic Opiate Patients

TypeinterventionalSponsorHudson MedicalRan2023 to 2024Enrolled1ConditionsPain, Chronic, Opioid Dependence, Opioid Use, Inflammation ChronicArmsRoot.Health Dietary Supplement
3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 10 citations in OpenAlex.

  1. Underexplored terrain: effects of high priority environmental toxicants on skeletal muscle.Journal of toxicology and environmental health. Part B, Critical reviews · 2026
    Review
  2. Article
  3. Risk factors and interaction effects in recurrent low back pain.American journal of translational research · 2025
    Article
  4. Article
  5. 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

4 authors at 1 institution in 1 country.

Codjo Djignefa DjadeDepartment of Social and Preventive Medicine, Université Laval, Québec City (Québec), Canada.
Caroline DiorioDepartment of Social and Preventive Medicine, Université Laval, Québec City (Québec), Canada.
Danielle LaurinCentre de recherche du CHU de Québec - Université Laval, Québec City (Québec), Canada.
Clermont E DionneDepartment of Social and Preventive Medicine, Université Laval, Québec City (Québec), Canada.ORCID 0000-0003-0806-5573
Université Laval · CA

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThis study was an in-depth exploration of unique data from a nationally representative sample of adults living in the United States to identify biomarkers associated with musculoskeletal pain.

methodsWe performed secondary analyses of 2003-2004 NHANES data. After a first screening of 187 markers, analyses of 31 biomarkers were conducted on participants aged ≥20 years identified in all counties using the 2000 Census Bureau data (n = 4,742). To assess the association of each biomarker with each pain outcome (acute, subacute and chronic low back, neck, and shoulder pain), analyses were carried out using multivariable logistic regression with adjustments for sex, age and body mass index. Biomarkers were considered as continuous variables and categorized at the median of their distributions.

resultsPain at any site for ≥24 hours during the past month was reported by 1,214 participants. Of these, 779 mentioned that the pain had lasted for ≥3 months ("chronic pain"). α-carotene, ascorbic acid, β-carotene, mercury and total protein had a statistically significant, inverse association with ≥2 chronic pain sites. Acrylamide, alkaline phosphatase, cadmium, cotinine, glycidamide, homocysteine, retinol, triglycerides and white blood cell count were positively associated with ≥2 chronic pain sites. Few biological markers were associated with acute and subacute pain.

conclusionsThis study identified some biomarkers that were strongly and consistently associated with musculoskeletal pain. These results raise new hypotheses and could have tremendous implications for advancing knowledge in the field. Research on musculoskeletal pain needs to put more effort on the biological dimension of the biopsychosocial model of pain.

Indexed as

Chronic PainMusculoskeletal PainAdultBiomarkersHumansNeck PainNutrition SurveysShoulderSurveys and QuestionnairesBiomarkers

Identifiers

PMID35427389
PMCPMC9012384
OpenAlexW4223940150

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.