• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

使用机器学习预测美国的早期结直肠癌死亡率。

Prediction of early-onset colorectal cancer mortality rates in the United States using machine learning.

机构信息

Department of Gastroenterology, East Carolina University/Brody School of Medicine, Greenville, North Carolina, USA.

Department of Gastroenterology, Mather Hospital/Hofstra University Zucker School of Medicine, New York City, New York, USA.

出版信息

Cancer Med. 2024 Jan;13(1):e6880. doi: 10.1002/cam4.6880. Epub 2023 Dec 27.

DOI:10.1002/cam4.6880
PMID:38149332
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10807634/
Abstract

INTRODUCTION

The current study, focusing on a significant US (United States) colorectal cancer (CRC) burden, employs machine learning for predicting future rates among young population.

METHODS

CDC WONDER data from 1999 to 2022 was analyzed for CRC-related mortality in patients younger than 56 years. Temporal trends in age-adjusted mortality rates (AAMRs) were assessed via Joinpoint software. Future mortality rates were forecasted using an optimal Autoregressive Integrated Moving Average (ARIMA) model.

RESULTS

From 1999 to 2022, we observed 150,908 deaths with CRC listed as the underlying cause, predominantly in males, with an upward trend in AAMR. The ARIMA model projects an increase in CRC mortality by 2035, estimating an average annual percent change (AAPC) of 1.3% overall, 1% for females, and 1.5% for males.

CONCLUSION

Our study findings emphasize the need for more robust preventive measures to reduce future CRC mortality among younger population. These results have significant implications for public health policies, particularly for males under 56, and underscore the importance of early screening and lifestyle modifications.

摘要

简介

本研究聚焦于美国(美国)结直肠癌(CRC)的巨大负担,利用机器学习预测年轻人群未来的发病率。

方法

分析了 1999 年至 2022 年疾病预防控制中心 Wonder 数据中年龄小于 56 岁的 CRC 相关死亡率。使用 Joinpoint 软件评估年龄调整死亡率(AAMR)的时间趋势。使用最优自回归综合移动平均(ARIMA)模型预测未来死亡率。

结果

从 1999 年到 2022 年,我们观察到 150908 例 CRC 作为根本原因导致的死亡,主要发生在男性,AAMR 呈上升趋势。ARIMA 模型预测到 2035 年 CRC 死亡率将上升,估计总体平均年百分比变化(AAPC)为 1.3%,女性为 1%,男性为 1.5%。

结论

我们的研究结果强调需要采取更有力的预防措施,以减少年轻人群未来的 CRC 死亡率。这些结果对公共卫生政策具有重要意义,特别是对 56 岁以下的男性,并强调了早期筛查和生活方式改变的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0df5/10807634/c2eaf7e6c8ff/CAM4-13-e6880-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0df5/10807634/f5f64efa0a46/CAM4-13-e6880-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0df5/10807634/c2eaf7e6c8ff/CAM4-13-e6880-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0df5/10807634/f5f64efa0a46/CAM4-13-e6880-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0df5/10807634/c2eaf7e6c8ff/CAM4-13-e6880-g002.jpg

相似文献

1
Prediction of early-onset colorectal cancer mortality rates in the United States using machine learning.使用机器学习预测美国的早期结直肠癌死亡率。
Cancer Med. 2024 Jan;13(1):e6880. doi: 10.1002/cam4.6880. Epub 2023 Dec 27.
2
Evolving Dynamics of Colorectal Cancer in High Socio-Demographic Regions.高社会人口统计学区域结直肠癌的动态演变
Cancer Control. 2025 Jan-Dec;32:10732748251321672. doi: 10.1177/10732748251321672.
3
How have US colorectal cancer mortality trends changed in the past 20 years?过去 20 年,美国结直肠癌死亡率趋势发生了怎样的变化?
Int J Cancer. 2024 Aug 1;155(3):493-500. doi: 10.1002/ijc.34926. Epub 2024 Mar 25.
4
Temporal trends in disability adjusted life year and mortality for colorectal cancer attributable to a high red meat diet in China from 1990 to 2021: an analysis of the global burden of disease study 2021.1990年至2021年中国因高红肉饮食导致的结直肠癌伤残调整生命年和死亡率的时间趋势:全球疾病负担研究2021分析
BMC Gastroenterol. 2024 Dec 27;24(1):476. doi: 10.1186/s12876-024-03563-7.
5
Shifting trends and disparities in colorectal cancer and heart failure-related mortality in the United States: A two-decade retrospective analysis.美国结直肠癌和心力衰竭相关死亡率的趋势变化与差异:一项二十年回顾性分析。
Curr Probl Cardiol. 2025 Jun;50(6):103034. doi: 10.1016/j.cpcardiol.2025.103034. Epub 2025 Mar 20.
6
Temporal trends in colorectal cancer mortality rates (1999-2022) in the United States.美国结直肠癌死亡率的时间趋势(1999-2022 年)。
Cancer Rep (Hoboken). 2024 Mar;7(3):e2012. doi: 10.1002/cnr2.2012.
7
Temporal Trends in Racial and Gender Disparities of Early Onset Colorectal Cancer in the United States: An Analysis of the CDC WONDER Database.美国早期结直肠癌的种族和性别差异的时间趋势:对疾病预防控制中心 Wonder 数据库的分析。
J Gastrointest Cancer. 2024 Dec;55(4):1511-1519. doi: 10.1007/s12029-024-01096-6. Epub 2024 Oct 1.
8
Trends and Projections of Early-Onset Colorectal Cancer Burden in China, 1990-2036: Findings From the Global Burden of Disease 2021 Study.1990 - 2036年中国早发性结直肠癌负担的趋势与预测:全球疾病负担2021研究的结果
Cancer Control. 2025 Jan-Dec;32:10732748251341524. doi: 10.1177/10732748251341524. Epub 2025 May 8.
9
Global burden and cross-country health inequalities of early-onset colorectal cancer and its risk factors from 1990 to 2021 and its projection until 2036.全球范围内早发性结直肠癌及其危险因素的发病负担和国家间健康不平等状况,以及 1990 年至 2021 年的发病情况和到 2036 年的预测。
BMC Public Health. 2024 Nov 12;24(1):3124. doi: 10.1186/s12889-024-20624-4.
10
Geographical Variations in Early Onset Colorectal Cancer in the United States between 2001 and 2020.2001年至2020年美国早发性结直肠癌的地理差异
Cancers (Basel). 2024 May 1;16(9):1765. doi: 10.3390/cancers16091765.

引用本文的文献

1
Declining Myocarditis Mortality in the United States and the Impact of the COVID-19 Pandemic.美国心肌炎死亡率的下降以及新冠疫情的影响
J Clin Med. 2025 Jul 18;14(14):5116. doi: 10.3390/jcm14145116.

本文引用的文献

1
Burden of early-onset colorectal cancer along with attributable risk factors from 1990 to 2019: a comparative study between China and other G20 countries.1990 年至 2019 年中国与其他 20 国集团国家早发性结直肠癌的负担及其归因危险因素:一项比较研究。
BMC Public Health. 2023 Jul 31;23(1):1463. doi: 10.1186/s12889-023-16407-y.
2
Colorectal cancer statistics, 2023.2023 年结直肠癌统计数据。
CA Cancer J Clin. 2023 May-Jun;73(3):233-254. doi: 10.3322/caac.21772. Epub 2023 Mar 1.
3
The systematic analysis and 10-year prediction on disease burden of childhood cancer in China.
中国儿童癌症疾病负担的系统分析与 10 年预测。
Front Public Health. 2022 Sep 6;10:908955. doi: 10.3389/fpubh.2022.908955. eCollection 2022.
4
Epidemiology and biology of early onset colorectal cancer.早发性结直肠癌的流行病学与生物学
EXCLI J. 2022 Jan 7;21:162-182. doi: 10.17179/excli2021-4456. eCollection 2022.
5
Early-onset colorectal cancer: Current insights and future directions.早发性结直肠癌:当前见解与未来方向
World J Gastrointest Oncol. 2022 Jan 15;14(1):230-241. doi: 10.4251/wjgo.v14.i1.230.
6
Updates on Age to Start and Stop Colorectal Cancer Screening: Recommendations From the U.S. Multi-Society Task Force on Colorectal Cancer.结直肠癌筛查起始和终止年龄的最新建议:美国多学会结直肠癌工作组的推荐。
Gastroenterology. 2022 Jan;162(1):285-299. doi: 10.1053/j.gastro.2021.10.007. Epub 2021 Nov 15.
7
Using Autoregressive Integrated Moving Average (ARIMA) Modelling to Forecast Symptom Complexity in an Ambulatory Oncology Clinic: Harnessing Predictive Analytics and Patient-Reported Outcomes.应用自回归求和移动平均(ARIMA)模型预测门诊肿瘤诊所的症状复杂性:利用预测分析和患者报告的结果。
Int J Environ Res Public Health. 2021 Aug 7;18(16):8365. doi: 10.3390/ijerph18168365.
8
Epidemiological characteristics and forecasting incidence for patients with breast cancer in Shantou, Southern China: 2006-2017.中国南方汕头市乳腺癌患者的流行病学特征及发病预测:2006-2017 年。
Cancer Med. 2021 Apr;10(8):2904-2913. doi: 10.1002/cam4.3843. Epub 2021 Mar 16.
9
Gender and racial disparities in colorectal cancer incidence and mortality: a national cancer registry study.结直肠癌发病率和死亡率的性别和种族差异:国家癌症登记研究。
Int J Colorectal Dis. 2021 Aug;36(8):1801-1804. doi: 10.1007/s00384-021-03894-x. Epub 2021 Feb 22.
10
Colorectal Cancer Epidemiology: Recent Trends and Impact on Outcomes.结直肠癌流行病学:近期趋势及其对结局的影响。
Curr Drug Targets. 2021;22(9):998-1009. doi: 10.2174/1389450121999201117115717.