Evidence map›Paper›PMID 40045251›Full record

ArticleBMC public health2025

The effects of smoking, alcohol consumption, obesity, and physical inactivity on healthcare costs: a longitudinal cohort study.

Younhee Kim

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. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
–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

6 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Effects of alcohol consumption on postoperative outcomes: a scoping review.Canadian journal of anaesthesia = Journal canadien d'anesthesie · 2026
    Article
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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

1 author.

Younhee KimDepartment of Social and Preventive Medicine, College of Medicine, Inha University, Incheon, South Korea. younhee@inha.ac.kr.

Funding

Inha University Research Grant No. 74012-1
6 · The paper itself

Abstract

backgroundResearch indicates major risk factors including smoking, alcohol consumption, obesity and physical inactivity contribute significantly to global disease burden and healthcare costs. However, these studies have challenges, such as increased bias and uncertainty arising from use of population attributable fractions (PAF) and the issue of reverse causality in cross-sectional data. This study aims to evaluate the long-term healthcare costs associated with these behaviors using a longitudinal cohort.

methodsThis longitudinal cohort study used the Korean National Health Insurance Service-National Sample Cohort database (NHIS-NSC 2.0), covering 2002-2019. The cohort included individuals aged 40-69 years who underwent health examinations in 2002-2004 and had no pre-existing risk factor-related diseases. Cumulative healthcare costs during 2010-2019 were analyzed using a generalized linear model with log-link function and gamma distribution, adjusted for other health behaviors and sociodemographic factors.

resultsSmoking, alcohol consumption, obesity, and physical inactivity significantly increased healthcare costs for both sexes. Male current smokers incurred 13.8% higher costs than never-smokers, while female smokers spent 18.6% more. Former smokers had lower costs than current smokers, with reductions of 9.9% for males and 13.2% for females. Almost daily alcohol consumption raised costs by 21.4% for males and 31.8% for females. Costs varied by BMI categories, with severe obesity increasing expenditures by 26.9% for males and 46.5% for females compared to normal weight. Overweight status showed contrasting effects between sexes, with a 3.4% decrease in healthcare costs for males but a 7.6% increase for females. Exercising 1-4 times weekly reduced costs by 7.6% for males and 7.4% for females compared to non-exercisers.

conclusionsThe study underscores the economic impact of health risk behaviors and supports the need for targeted public health interventions. The findings highlight the importance of targeted interventions for high-risk groups for reducing healthcare costs.

Indexed as

Alcohol DrinkingHealth Care CostsObesitySedentary BehaviorSmokingAdultAgedFemaleHumansLongitudinal StudiesMaleMiddle AgedRepublic of KoreaRisk FactorsAlcohol consumptionHealthcare costsHealth risk behaviorsObesityPhysical activitySmoking

Identifiers

PMID40045251
PMCPMC11881326

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LicenceCC BY-NC-ND
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Registered trials

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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.