Evidence map›Paper›PMID 40389946›Full record

ArticleBMC public health2025

Association of individual and community-level socioeconomic status and education with medication use: a multilevel analysis in the PERSIAN cohort.

Mohammadreza Akbari, Hossein Poustchi, Erfan Taherifard, Seyed Reza Abdipour Mehrian, Zahra Rahimian, Bita Mesgarpour, Farhad Pourfarzi, Afshin Gharekhani, Azim Nejatizadeh, Farhad Moradpour and 20 more

Abstract read
In one paragraph

Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

30 authors.

Mohammadreza AkbariNephro-Urology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran.
Hossein PoustchiLiver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran.
Erfan TaherifardMPH Department, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.
Seyed Reza Abdipour MehrianHealth Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran.
Zahra RahimianMPH Department, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.
Bita MesgarpourNational Institute for Medical Research Development (NIMAD), Tehran, Iran.
Farhad PourfarziDigestive Disease Research Center, Ardabil University of Medical Sciences, Ardabil, Iran.
Afshin GharekhaniLiver and Gastrointestinal Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran.
Azim NejatizadehMolecular Medicine Research Center, Hormozgan University of Medical Sciences, Bandar Abbas, Iran.
Farhad MoradpourSocial Determinants of Health Research Center, Research Institute for Health Development, Kurdistan University of Medical Sciences, Sanandaj, Iran.
Elahe PiraieSocial Determinants of Health Research Center, Yasuj University of Medical Sciences, Yasuj, Iran.
Bahareh FakhraeiNon-Communicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, Iran.
Farahnaz JoukarGastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran.
Nader SakiHearing Research Center, Clinical Sciences Research Institute, Department of Otolaryngology, Head and Neck Surgery, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran.
Ali Reza SafarpourGastroenterohepatology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran.
Mehdi MoradinazarSocial Development & Health Promotion Research Center, Health Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran.
Abbas RezaianzadehColorectal Research Center, Shiraz University of Medical Sciences, Shiraz, Iran.
Mohsen TafaghodiNanotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran.
Ali Esmaeili-NadimiNon-Communicable Diseases Research Center, Rafsanjan University of Medical Sciences, Rafsanjan, Iran.
Alireza MoslemNon-Communicable Diseases Research Center, Sabzevar University of Medical Sciences, Sabzevar, Iran.
Moluk Hadi AlijanvandModeling in Health Research Center, Shahrekord University of Medical Sciences, Shahrekord, Iran.
Mahmood MoosazadehGastrointestinal Cancer Research Center, Non-Communicable Diseases Institute, Mazandaran University of Medical Sciences, Sari, Iran.
Amir Houshang MehrparvarIndustrial Diseases Research Center, Shahid Sadoughi University of Medical Sciences, Yazd, Iran.
Alireza Ansari-MoghaddamHealth Promotion Research Center, Zahedan University of Medical Sciences, Zahedan, Iran.
Ehsan TaherifardStudent Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran.
SaharNaz GhahramaniMPH Department, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.
Mahsa PakrooMPH Department, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.
Zahra MohammadiLiver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran.
Reza MalekzadehLiver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran.
Hossein Molavi VardanjaniMD-MPH Department, School of Medicine, Research Center for Traditional Medicine and History of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran. hosseinmolavi@ymail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSocioeconomic status (SES) and education influence medication use, but their effects at both individual and community levels remain poorly understood. This study investigates the association between medication count and polypharmacy with SES and education at both levels.

methodsWe used data from the Prospective Epidemiological Research Studies in IrAN (PERSIAN), comprising 163,770 individuals aged 35-70 from 18 sites in Iran. Individual SES was evaluated using asset analysis, while community SES was determined based on the prevalence of low SES individuals in each site. Individual education level was dichotomized into having at least 5 years of schooling or not, while community education level was determined by the frequency of individuals with high education level in each site. Multi-level Poisson regressions, were conducted to explore the association between these variables and medication count in this cross-sectional study.

resultsApproximately 45% of participants used at least one medication, with an average of 1.32 medications per person. Polypharmacy was observed in 8.85% of the population. Higher individual SES was associated with a slightly increased medication count (PR 1.05; 95% CI: 1.02-1.08) and a modest increase in polypharmacy risk (PR 1.08; 95% CI: 1.03-1.14). Residing in middle-SES communities was linked to lower medication use (PR 0.88; 95% CI: 0.85-0.91) but was not significantly associated with polypharmacy. Higher individual education was associated with reduced medication count (PR 0.92; 95% CI: 0.88-0.96) and a lower likelihood of polypharmacy (PR 0.85; 95% CI: 0.79-0.91). However, living in highly educated communities was associated with increased medication count (PR 1.70; 95% CI: 1.62-1.78) and a higher risk of polypharmacy (PR 1.81; 95% CI: 1.16-2.81). The models were adjusted for age, gender, residence, ethnicity, marital status, body mass index, physical activity level, smoking status, opium use, hookah use, and alcohol consumption.

conclusionHigher education was associated with lower medication use, whereas living in more educated communities was linked to higher usage. Although the association between individual SES and medication use was relatively weak, residing in middle-SES communities was associated with lower medication usage. These findings show the importance of addressing community-level factors in health research and policymaking.

Indexed as

Educational StatusPolypharmacyResidence CharacteristicsSocial ClassAdultAgedCross-Sectional StudiesFemaleHumansIranMaleMiddle AgedMultilevel AnalysisProspective StudiesCommunity-level factorsEducationEducational statusHealth disparitiesMedication useMultilevel analysisPERSIANPolypharmacySocioeconomic status

Identifiers

PMID40389946
PMCPMC12087133

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.