Modeling spatial PM2.5 risk dynamics and projecting disease burden in Pakistan

IF 7.3 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Environmental Pollution Pub Date : 2025-05-15 Epub Date: 2025-03-14 DOI:10.1016/j.envpol.2025.126060
Najeebullah Khan , Shamsuddin Shahid , Kamal Ahmed , Zaher Mundher Yaseen
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Abstract

Air pollution, especially small particulate matter (PM2.5), has emerged as a significant public health crisis in Pakistan, yet its long-term health impacts remain understudied. There is a critical lack of high-resolution spatiotemporal analysis that captures the changing exposure levels and associated mortality trends over extended periods. This study investigates this gap by addressing the spatiotemporal variations in PM2.5 exposure and its associated mortality burden from 2000 to 2021. Additionally, it projects possible spatiotemporal changes in mortality for two scenarios, business-as-usual and PM2.5 mitigation. The Global Exposure Mortality Model (GEMM) was applied on 0.01° resolution gridded PM2.5 and population concentration data to quantify PM2.5-attributed mortality for major diseases: ischemic heart disease (IHD), cerebrovascular disease (CEV), chronic obstructive pulmonary disease (COPD), lower respiratory infection (LRI) and lung cancer (LC). The results showed escalating levels and expanded geographical spread of PM2.5 and mortality in Pakistan. Population exposure estimates reveal high-risk zones with over 80 μg/m3 concentrations engulfing densely inhabited areas far exceeding the WHO annual limit of 5 μg/m3. The number of PM2.5 -related deaths increased from 57,100 in 2000 to 157,762 in 2021. IHD showed the highest sensitivity to PM2.5, marked by over three times higher hazard ratio at 150 μg/m3 exposure. Spatial mapping revealed IHD and LRI mortality hotspots corresponding to settlers near the Indus River basin. Notably, central parts recorded over 2 μg/m3 annual PM2.5 increase. Future projections based on growth trajectories forecast that the uncontrolled increase in PM2.5 could inflate ischemic heart disease deaths from 14,248 to 142,903 by 2030, leading to a total PM2.5 -related mortality burden exceeding 290,000 deaths. However, stabilizing PM2.5 levels under a mitigation scenario could significantly reduce mortality to 29,062 by 2030. This study provides critical insights into demographic vulnerabilities, high-risk zones, and future mortality trends, emphasizing the urgency for mitigation policies to safeguard millions facing existential risk.

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巴基斯坦PM2.5空间风险动态建模与疾病负担预测
空气污染,特别是小颗粒物质(PM2.5),已成为巴基斯坦的一项重大公共卫生危机,但其对健康的长期影响仍未得到充分研究。目前严重缺乏高分辨率的时空分析,无法捕捉长时间内不断变化的暴露水平和相关的死亡率趋势。本研究通过分析2000年至2021年PM2.5暴露的时空变化及其相关的死亡率负担来调查这一差距。此外,它还预测了两种情景下死亡率的可能时空变化,即一切照旧和PM2.5减缓。全球暴露死亡率模型(GEMM)应用于0.01°分辨率网格PM2.5和人口浓度数据,量化PM2.5导致的主要疾病死亡率:缺血性心脏病(IHD)、脑血管疾病(CEV)、慢性阻塞性肺疾病(COPD)、下呼吸道感染(LRI)和肺癌(LC)。结果显示,巴基斯坦的PM2.5水平和死亡率不断上升,地理分布也在扩大。人口暴露估计显示,包括人口稠密地区的80 μg/m3以上浓度的高危区远远超过世卫组织每年5 μg/m3的限值。与PM2.5相关的死亡人数从2000年的57100人增加到2021年的157762人。IHD对PM2.5的敏感性最高,暴露在150 μg/m3时的风险比高出3倍以上。空间制图显示,IHD和LRI死亡率热点与印度河流域附近的定居者相对应。值得注意的是,中部地区PM2.5年均增幅超过2 μg/m3。基于增长轨迹的未来预测预测,到2030年,PM2.5不受控制的增长可能会使缺血性心脏病死亡人数从14,248人增加到142,903人,导致与PM2.5相关的死亡总负担超过29万人。然而,在减缓情景下稳定PM2.5水平可以在2030年将死亡率显著降低到29,062人。这项研究对人口脆弱性、高风险地区和未来死亡率趋势提供了重要见解,强调了制定缓解政策以保护数百万面临生存风险的人的紧迫性。
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来源期刊
Environmental Pollution
Environmental Pollution 环境科学-环境科学
CiteScore
16.00
自引率
6.70%
发文量
2082
审稿时长
2.9 months
期刊介绍: Environmental Pollution is an international peer-reviewed journal that publishes high-quality research papers and review articles covering all aspects of environmental pollution and its impacts on ecosystems and human health. Subject areas include, but are not limited to: • Sources and occurrences of pollutants that are clearly defined and measured in environmental compartments, food and food-related items, and human bodies; • Interlinks between contaminant exposure and biological, ecological, and human health effects, including those of climate change; • Contaminants of emerging concerns (including but not limited to antibiotic resistant microorganisms or genes, microplastics/nanoplastics, electronic wastes, light, and noise) and/or their biological, ecological, or human health effects; • Laboratory and field studies on the remediation/mitigation of environmental pollution via new techniques and with clear links to biological, ecological, or human health effects; • Modeling of pollution processes, patterns, or trends that is of clear environmental and/or human health interest; • New techniques that measure and examine environmental occurrences, transport, behavior, and effects of pollutants within the environment or the laboratory, provided that they can be clearly used to address problems within regional or global environmental compartments.
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