用决策树分析乳腺癌患者预后因素

G. Ghasemi, N. Abazari, M. Abazari
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摘要

背景与目的:在伊朗,乳腺癌是女性癌症死亡的第二大原因,仅次于肺癌。鉴于乳腺癌的高患病率,确定乳腺癌的生殖危险因素至关重要。方法:2018年3月至2019年3月,选取年龄匹配的女性乳腺癌患者139例(病例组)和健康女性279例(对照组)进行研究。人口统计和生殖变量,包括怀孕次数、母乳喂养、口服避孕药使用史、流产、第一次月经年龄和第一次分娩年龄,均通过问卷调查收集。采用条件Logistic回归计算OR (CI: 95%),采用分类树模型对患者进行分类。结果:乳腺癌患者的平均年龄为50.8±8.3岁。阳性一级家族史、服用口服避孕药和推迟首次怀孕会增加患乳腺癌的几率。相比之下,母乳喂养和14岁以后的月经对乳腺癌的发展起着保护作用。结论:本研究结果显示,初产年龄、口服避孕药的使用、一级家族史和缺乏母乳喂养与乳腺癌有显著关系。因此,经历过这些因素的妇女易患乳腺癌,必须优先进行预防性治疗和筛查。
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Prognostic Factors in Patients with Breast Cancer Using Decision Tree
Background & objectives: Breast cancer is the second leading cause of cancer mortality for women, behind lung cancer in Iran. Given the high prevalence of breast cancer, it is crucial to determine the reproductive risk factors of breast cancer. Methods: A total of 139 female patients with breast cancer (the case group) and 279 healthy females (the control group) that were age-matched participated in the study from March 2018 to March 2019. Demographic and reproductive variables, including the number of pregnancies, breastfeeding, history of oral contraceptive use, abortion, age at first menstruation, and age at first childbirth, were all collected using a questionnaire. Conditional Logistic regression was utilized to calculate OR (CI: 95%), and the classification tree model was used to classify the patients. Results: The mean age of breast cancer patients was 50.8 ± 8.3. Positive first-degree family history, intake of oral contraceptive use, and delaying first pregnancy increased the chance of breast cancer. In contrast, breastfeeding and menstruation after age 14 played a protective role in the development of breast cancer. Conclusion: The findings of this study reveal that the age at first birth, use of oral contraceptives, first-degree family history, and lack of breastfeeding has a significant relationship with breast cancer. Thus, women who have experienced such factors are susceptible to breast cancer and must be prioritized for preventive treatments and screening.
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