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癌症与糖尿病之间的关联对死亡率的影响。

The Impact of the Association between Cancer and Diabetes Mellitus on Mortality.

作者信息

Kim Sung-Soo, Kim Hun-Sung

机构信息

Department of Health Administration & Healthcare, Cheongju University, Cheongju 28503, Korea.

Division of Endocrinology and Metabolism, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea.

出版信息

J Pers Med. 2022 Jul 1;12(7):1099. doi: 10.3390/jpm12071099.

Abstract

The prevalence of cancer, diabetes mellitus (DM), and hypertension is increasing in ageing populations. We analyzed the association of DM with cancer and its effects on cancer mortality. The data of 2009-2018 from the Korea National Hospital Discharge In-depth Injury Survey were used; 169,959 adults with cancer as the main diagnosis were identified. The association rule for unsupervised machine learning was used. Association rule mining was used to analyze the association between the diseases. Logistic regression was performed to determine the effects of DM on cancer mortality. DM prevalence was 12.9%. Cancers with high DM prevalence were pancreatic (29.9%), bile duct (22.7%), liver (21.4%), gallbladder (15.5%), and lung cancers (15.4%). Cancers with high hypertension prevalence were bile duct (31.4%), ureter (30.5%), kidney (29.5%), pancreatic (28.1%), and bladder cancers (27.5%). The bidirectional association between DM and hypertension in cancer was the strongest (lift = 2.629, interest support [IS] scale = 0.426), followed by that between lung cancer and hypertension (lift = 1.280, IS scale = 0.204), liver cancer and DM (lift = 1.658, IS scale = 0.204), hypertension and liver cancer and DM (lift = 3.363, IS scale = 0.197), colorectal cancer and hypertension (lift = 1.133, IS scale = 0.180), and gastric cancer and hypertension (lift = 1.072, IS scale = 0.175). DM increased liver cancer mortality ( = 0.000), while hypertension significantly increased the mortality rate of stomach, colorectal, liver, and lung cancers. Our study confirmed the association between cancer and DM. Consequently, a patient management strategy with presumptive diagnostic ability for DM and hypertension is required to decrease cancer mortality rates.

摘要

在老龄化人群中,癌症、糖尿病(DM)和高血压的患病率正在上升。我们分析了DM与癌症的关联及其对癌症死亡率的影响。使用了韩国国家医院出院深度伤害调查2009 - 2018年的数据;确定了169,959名以癌症为主要诊断的成年人。采用无监督机器学习的关联规则。使用关联规则挖掘来分析疾病之间的关联。进行逻辑回归以确定DM对癌症死亡率的影响。DM患病率为12.9%。DM患病率高的癌症有胰腺癌(29.9%)、胆管癌(22.7%)、肝癌(21.4%)、胆囊癌(15.5%)和肺癌(15.4%)。高血压患病率高的癌症有胆管癌(31.4%)、输尿管癌(30.5%)、肾癌(29.5%)、胰腺癌(28.1%)和膀胱癌(27.5%)。癌症中DM与高血压之间的双向关联最强(提升度 = 2.629,兴趣支持[IS]量表 = 0.426),其次是肺癌与高血压之间的关联(提升度 = 1.280,IS量表 = 0.204)、肝癌与DM之间的关联(提升度 = 1.658,IS量表 = 0.204)、高血压与肝癌和DM之间的关联(提升度 = 3.363,IS量表 = 0.197)、结直肠癌与高血压之间的关联(提升度 = 1.133,IS量表 = 0.180)以及胃癌与高血压之间的关联(提升度 = 1.072,IS量表 = 0.175)。DM增加了肝癌死亡率( = 0.000),而高血压显著增加了胃癌、结直肠癌、肝癌和肺癌的死亡率。我们的研究证实了癌症与DM之间的关联。因此,需要一种对DM和高血压具有推定诊断能力的患者管理策略来降低癌症死亡率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cce8/9322980/c427e1cb46f8/jpm-12-01099-g001.jpg

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