高社会人口地区结肠直肠癌的变化动态
Laalithya Konduru1,2, Simranjeet Singh Dahia2,3, Claudia Szabo3
1College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.
Cancer control : journal of the Moffitt Cancer Center
|February 17, 2025
概括
大肠直肠癌 (CRC) 在高SDI地区的年轻人中正在增加,而在老年人中正在下降. 这项研究预测,在五年内,CRC负担将向女性转移.
科学领域:
- 在瘤学瘤学.
- 流行病学 流行病学
- 机器学习 机器学习
背景情况:
- 结肠直肠癌 (CRC) 在不断变化的人口趋势下,是一个重大的全球健康挑战.
- 现有的CRC预测模型缺乏全面覆盖,需要提高预测准确性.
- 高社会人口指数 (SDI) 的地区需要精确的CRC预测,特别是在年龄,性别和国家特定变化方面.
研究的目的:
- 开发基于机器学习的准确和精确的预测模型,用于结直肠癌 (CRC) 发病率,死亡率和残疾调整寿命年 (DALY) 率.
- 分析CRC趋势的年龄,性别和国家特定变化,重点关注高SDI地区.
- 识别CRC疾病负担的人口变化,并为积极的健康战略提供信息.
主要方法:
- 开发并验证了一种集成预测算法,集成简单线性回归,指数平滑和自行回归集成移动平均线 (ARIMA).
- 使用了针对年龄,性别和国家特定的CRC发病率,死亡率和DALY率的综合数据集.
- 该算法旨在有效处理短时间序列数据,以便进行可靠的预测.
主要成果:
- 预测模型显示,在高SDI地区的15-49岁年龄组 (早期发病) 中,CRC负担正在增加,而在50-74岁年龄组 (晚期发病) 中,CRC负担正在下降.
- 确定了CRC发病率,死亡率和DALY率的性别特异性变化.
- 在未来五年内,预测CRC疾病负担的人口变化,包括女性,特别是老年人的负担可能增加.
结论:
- 一个新的多因素模型有效地比较了高SDI地区的年轻和晚期发病CRC率.
- 青春期CRC发病率的增加需要积极的公共卫生策略和调整的查指南.
- 精细的预测模型和有针对性的干预措施对于早期检测和改善结直肠癌的结果至关重要.
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