Air pollutants, genetic susceptibility, and bladder cancer risk: a prospective study

The contribution of long-term ambient air pollution to bladder cancer (BCa) risk remains unclear, and gene–environment interactions are underexplored. We investigated associations of major air pollutants with BCa, their interplay with genetic susceptibility, and the potentially avertable burden under intervention scenarios. We analyzed 469,105 BCa-free participants from the UK Biobank. Annual exposures to fine particulate matter < 2.5 μm (PM₂.₅), particulate matter < 10 μm (PM₁₀), nitrogen dioxide (NO₂), and nitrogen oxides (NOx) were estimated using 1 km × 1 km spatiotemporal models with complete residential histories to derive time-weighted cumulative exposures. Time-dependent Cox models estimated hazard ratios (HRs), adjusting for demographic, socioeconomic, and lifestyle factors. Polygenic risk scores were constructed to assess genetic susceptibility, and joint effects, interaction indices, population attributable fractions (PAFs), and intervention scenarios were examined. During a median follow-up of 15.4 years, 3,204 BCa cases were identified. All pollutants showed strong dose–response associations ( P < 0.05). Long-term exposure to PM₂.₅ (HR, 2.020; 95% CI, 1.919–2.127), PM₁₀ (HR, 1.657; 95%CI, 1.580–1.738), NOx (HR, 1.450; 95%CI, 1.391–1.513), and NO₂ (HR, 1.508; 95%CI, 1.441–1.578) were significantly associated with increased BCa risk. The elevated risk associated with air pollution was evident across all PRS strata. In joint analyses, participants with high genetic risk and high exposure had the greatest risks, with HRs up to 8.75 for PM₂.₅, 6.32 for PM₁₀, 4.79 for NOx, and 4.97 for NO₂. Additive interaction analyses revealed strong synergy, particularly for PM₂.₅ in high-risk individuals ( P < 0.001). The population attributable risk because of annual average PM₂.₅ concentration ≥Q4 level was 36.8%, followed by PM₁₀ (28.2%), NOx (24.8%), and NO₂ (24.7%). Achieving World Health Organization (WHO) guideline levels was projected to theoretically avert up to 80% of PM₂.₅-related cases. Ambient air pollution is strongly assossciated with BCa risk, particularly among genetically susceptible individuals, and may represent a potential target for future prevention. Stricter air quality standards could potentially mitigate BCa burden.

Authors

Institutions

Publication Details

Journal
BMC Cancer
Published
2026-10-15
DOI
https://doi.org/10.1186/s12885-026-17167-9
Primary Topic
Air Quality and Health Impacts
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Air pollutants, genetic susceptibility, and bladder cancer risk: a prospective study

Haoran Wang, Jianlong Wang, Runhua Tang, Pengjie Wu et al.
BMC Cancer
Air Quality and Health Impacts
article

Air pollutants, genetic susceptibility, and bladder cancer risk: a prospective study

Haoran Wang, Jianlong Wang, Runhua Tang, Pengjie Wu, Jianyong Liu, Shuhang Luo
article en

Abstract

The contribution of long-term ambient air pollution to bladder cancer (BCa) risk remains unclear, and gene–environment interactions are underexplored. We investigated associations of major air pollutants with BCa, their interplay with genetic susceptibility, and the potentially avertable burden under intervention scenarios. We analyzed 469,105 BCa-free participants from the UK Biobank. Annual exposures to fine particulate matter < 2.5 μm (PM₂.₅), particulate matter < 10 μm (PM₁₀), nitrogen dioxide (NO₂), and nitrogen oxides (NOx) were estimated using 1 km × 1 km spatiotemporal models with complete residential histories to derive time-weighted cumulative exposures. Time-dependent Cox models estimated hazard ratios (HRs), adjusting for demographic, socioeconomic, and lifestyle factors. Polygenic risk scores were constructed to assess genetic susceptibility, and joint effects, interaction indices, population attributable fractions (PAFs), and intervention scenarios were examined. During a median follow-up of 15.4 years, 3,204 BCa cases were identified. All pollutants showed strong dose–response associations ( P < 0.05). Long-term exposure to PM₂.₅ (HR, 2.020; 95% CI, 1.919–2.127), PM₁₀ (HR, 1.657; 95%CI, 1.580–1.738), NOx (HR, 1.450; 95%CI, 1.391–1.513), and NO₂ (HR, 1.508; 95%CI, 1.441–1.578) were significantly associated with increased BCa risk. The elevated risk associated with air pollution was evident across all PRS strata. In joint analyses, participants with high genetic risk and high exposure had the greatest risks, with HRs up to 8.75 for PM₂.₅, 6.32 for PM₁₀, 4.79 for NOx, and 4.97 for NO₂. Additive interaction analyses revealed strong synergy, particularly for PM₂.₅ in high-risk individuals ( P < 0.001). The population attributable risk because of annual average PM₂.₅ concentration ≥Q4 level was 36.8%, followed by PM₁₀ (28.2%), NOx (24.8%), and NO₂ (24.7%). Achieving World Health Organization (WHO) guideline levels was projected to theoretically avert up to 80% of PM₂.₅-related cases. Ambient air pollution is strongly assossciated with BCa risk, particularly among genetically susceptible individuals, and may represent a potential target for future prevention. Stricter air quality standards could potentially mitigate BCa burden.

BMC Cancer
Chinese Academy of Medical Sciences & Peking Union Medical College (CN), China-Japan Friendship Hospital (CN), Chinese PLA General Hospital (CN), National Cancer Center (US)
Good health and well-being
Openalex Percentile: Top 18%
Air Quality and Health Impacts
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.