Evidence map›Paper›PMID 41039400›Full record

ArticleBMC public health2025

Socioeconomic development index (SDI) gradients and high BMI-Driven pan-cancer burden: a global burden of disease study on mortality, disability, and health inequities (2015-2021).

Zhuang Ma, Sixuan Zou, Ruoxuan Liu, Song Li, Zhenjiang Li

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 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Observational
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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

5 authors.

Zhuang MaNeurosurgery, Huaihe Hospital of Henan University, Kaifeng, 475000, China.
Sixuan ZouMedical department, Huaihe Hospital of Henan University, Kaifeng, 475000, China. hhyyzgks@163.com.
Ruoxuan LiuSurgical Department, Huaihe Hospital of Henan University, Kaifeng, 475000, China.
Song LiSurgical Department, Huaihe Hospital of Henan University, Kaifeng, 475000, China.
Zhenjiang LiNeurosurgery, Huaihe Hospital of Henan University, Kaifeng, 475000, China. hhlzj009@163.com.

Funding

ey R&D and Promotion Projects in Henan Province 252102310068Henan Medical Technology Public Relations Plan Project (LHGJ20220668, LHGJ20220667)Key Research Projects of Higher Education Institutions in Henan Province 23A320039
6 · The paper itself

Abstract

backgroundThe rising prevalence of high body mass index (BMI) has become a critical driver of global oncologic morbidity and mortality, yet its pan-cancer burden remains poorly characterized across socioeconomic development strata. This study investigates the geographic, temporal, and sex-specific disparities in high BMI-attributable cancer burden, stratified by the Socioeconomic Development Index (SDI), to inform precision public health strategies.

methodsLeveraging the 2021 Global Burden of Disease (GBD) dataset, we analyzed age-standardized mortality, disability-adjusted life years (DALYs), and years of life lost (YLLs) for 17-23 countries across Asia and globally. SDI-stratified analyses evaluated temporal trends (2015-2021) and cancer-type contributions, while multivariable models assessed associations between income inequality (Gini coefficient), healthcare capacity, and metabolic risk exposure.

resultsMarked disparities emerged across SDI gradients: high-SDI nations exhibited 6.7-fold higher mortality rates (e.g., Malaysia: 4.40 vs. Bangladesh: 0.65/100,000) and concentrated burdens in colorectal (40.5% DALYs) and breast cancers (27.0% DALYs), contrasting with distributed burdens in low-SDI regions (no cancer > 15.6% DALYs). Gender disparities highlighted male predominance in liver (+ 8.4 DALY difference) and colorectal cancers (+ 5.1), while female-specific malignancies (e.g., uterine cancer) retained consistent burdens across SDI levels. Temporal analyses revealed accelerated DALY reductions in middle-SDI regions (-4.5% annual percent change [APC]) but rising breast cancer burdens in low-SDI settings (+ 1.2% APC). Economic inequality (Gini > 0.40) correlated with elevated mortality (Turkey: 123.1/100,000), independent of GDP, underscoring synergistic impacts of BMI and sociodemographic inequities.

conclusionHigh BMI-driven pan-cancer burden is profoundly shaped by SDI gradients, reflecting interactions between metabolic risk, healthcare access, and socioeconomic determinants. Tailored interventions-prioritizing colorectal and breast cancers in high-SDI regions and addressing systemic inequities in low-SDI settings-are critical to mitigating the dual burden of obesity and cancer in transitioning populations.

Indexed as

Body Mass IndexGlobal Burden of DiseaseGlobal HealthHealth Status DisparitiesNeoplasmsPersons with DisabilitiesAdultDisability-Adjusted Life YearsFemaleHumansMaleMiddle AgedSocioeconomic FactorsDisability-Adjusted life years (DALYs)Global burden of disease (GBD)Health disparitiesHigh BMIPan-Cancer burdenSocioeconomic development index (SDI)

Identifiers

PMID41039400
PMCPMC12492920

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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.