妇科癌症发病率和死亡率的全球决定因素:具有预测性见解的聚类分析

IF 2.4 3区 医学 Q2 OBSTETRICS & GYNECOLOGY
Mauricio A. Cuello, Fernán Gomez-Valenzuela, Ignacio Wichmann, Alexander B. Olawaiye
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引用次数: 0

摘要

妇科癌症,包括子宫颈癌、卵巢癌和子宫内膜癌,仍然是一个重大的全球健康挑战。2022年,报告了9 175 141例女性新发癌症病例,其中1 473 427例(16.1%)归因于妇科癌症,发病率为30.4 / 10万。这些癌症导致680372人死亡,占女性癌症总死亡率的15.9%,每10万人中有17.3人死亡。确定发病率和死亡率的驱动因素对于解决差距和推进联合国可持续发展目标(sdg),特别是针对卫生公平和性别平等的目标至关重要。目的确定和分析影响全球妇科癌症发病率和死亡率的社会经济、卫生保健、生活方式和环境因素。这项研究利用了基于集群的方法,涵盖了68个国家,占全球国家的34.9%,跨越了不同的地理和经济背景。方法采用主成分分析法(PCA)对87个变量进行分析,将其整合为17个关键分量,对总方差的贡献率为74.4%。这些组成部分构成了一个分层聚类过程,根据共同特征将国家分为四个概况。特定聚类的反向回归模型检验了这些成分对标准化发病率和死亡率的影响(标准化调整率,ARS)。蒙特卡罗模拟验证了预测,为差异提供了强有力的见解。结果本研究揭示了影响妇科癌症预后的因素具有显著的集群特异性变异性。集群1在生活方式驱动的癌症预防方面表现出色,而集群4的系统性障碍需要紧急的医疗投资和政策改革。中间集群表现出受社会稳定、环境健康和医疗保健基础设施影响的变异性。该分析强调了HPV疫苗接种覆盖率、卫生保健支出、公共卫生政策和获得预防服务等关键预测指标方面的差异。结论:本研究强调了量身定制的、针对集群的策略对于减少妇科癌症预后差异的重要性。干预措施应优先考虑公平获得预防保健、改变生活方式和医疗保健投资,特别是在资源有限的地区。调查结果与可持续发展目标关于健康和福祉的具体目标(可持续发展目标3)和性别平等的具体目标(可持续发展目标5)相一致,为加快实现世卫组织90-70-90目标和消除作为公共卫生威胁的宫颈癌提供了可行的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Global determinants of gynecologic cancer incidence and mortality: A cluster-based analysis with predictive insights

Global determinants of gynecologic cancer incidence and mortality: A cluster-based analysis with predictive insights

Global determinants of gynecologic cancer incidence and mortality: A cluster-based analysis with predictive insights

Global determinants of gynecologic cancer incidence and mortality: A cluster-based analysis with predictive insights

Global determinants of gynecologic cancer incidence and mortality: A cluster-based analysis with predictive insights

Global determinants of gynecologic cancer incidence and mortality: A cluster-based analysis with predictive insights

Background

Gynecologic cancers, including cervical, ovarian, and endometrial cancers, remain a significant global health challenge. In 2022, 9 175 141 new cancer cases were reported among females, with 1 473 427 (16.1%) attributed to gynecologic cancers, reflecting an incidence rate of 30.4 per 100 000. These cancers were responsible for 680 372 deaths, representing 15.9% of total female cancer mortality at a rate of 17.3 per 100 000. Identifying the drivers of incidence and mortality is critical for addressing disparities and advancing the United Nations Sustainable Development Goals (SDGs), particularly those targeting health equity and gender equality.

Objective

To identify and analyze the socioeconomic, healthcare, lifestyle, and environmental determinants driving gynecologic cancer incidence and mortality globally. The study leveraged a cluster-based approach across 68 countries, representing 34.9% of global nations and spanning diverse geographic and economic contexts.

Methods

Eighty-seven variables were analyzed using Principal Component Analysis (PCA), consolidating them into 17 key components that explained 74.4% of the total variance. These components informed a hierarchical clustering process that grouped countries into four profiles based on shared characteristics. Cluster-specific backward regression models examined the influence of these components on standardized incidence and mortality rates (Adjusted Rate Standardized, ARS). Monte Carlo simulations validated projections, providing robust insights into disparities.

Results

The study revealed significant cluster-specific variability in factors influencing gynecologic cancer outcomes. Cluster 1 excelled in lifestyle-driven cancer prevention, whereas systemic barriers in Cluster 4 necessitate urgent healthcare investment and policy reform. Intermediate clusters exhibited variability influenced by social stability, environmental health, and healthcare infrastructure. The analysis underscored disparities in key predictors such as HPV vaccination coverage, healthcare expenditure, public health policies, and access to preventive services.

Conclusions

This study highlights the importance of tailored, cluster-specific strategies to reduce disparities in gynecologic cancer outcomes. Interventions should prioritize equitable access to preventive care, lifestyle modifications, and healthcare investments, particularly in resource-constrained regions. The findings align with SDG targets on health and well-being (SDG 3) and gender equality (SDG 5), offering actionable insights to accelerate progress toward WHO's 90–70–90 goals and the elimination of cervical cancer as a public health threat.

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来源期刊
CiteScore
5.80
自引率
2.60%
发文量
493
审稿时长
3-6 weeks
期刊介绍: The International Journal of Gynecology & Obstetrics publishes articles on all aspects of basic and clinical research in the fields of obstetrics and gynecology and related subjects, with emphasis on matters of worldwide interest.
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