Department of Biostatistics, Student Research Committee, Hamadan University of Medical Sciences, Hamadan, Iran.
Modeling of Noncommunicable Diseases Research Center, Department of Biostatistics, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran.
Sci Rep. 2022 Oct 6;12(1):16700. doi: 10.1038/s41598-022-21194-4.
Because the age at which a person first starts smoking has such a strong correlation with future smoking behaviours, it's crucial to examine its relationship with smoking intensity. However, it is still challenging to accurately prove this relationship due to limitations in the methodology of the performed studies. Therefore the main purpose of this study is to evaluate the potential risk factors affecting the intensity of smoking, especially the age of smoking onset among Iranian adult male smokers over 18 years of age using a generalized additive model (GAM). In GAM a latent variable with logistic distribution and identity link function was considered. Data from 913 Iranian male current smokers over the age of 18 was evaluated from a national cross-sectional survey of non-communicable disease (NCD) risk factors in 2016. Individuals were classified into: light, moderate, and heavy smokers. A GAM was used to assess the relationship. The results showed that 246 (26.9%) subjects were light smokers, 190 (20.8%) subjects were moderate smokers and 477 (52.2%) subjects were heavy smokers. According to the GAM results, the relationship was nonlinear and smokers who started smoking at a younger age were more likely to become heavy smokers. The factors of unemployment (OR = 1.364, 95% CI 0.725-2.563), retirement (OR = 1.217, 95% CI 0.667-2.223), and exposure to secondhand smoke at home (OR = 1.364, 95% CI 1.055-1.763) increased the risk of heavy smoking. but, smokers with high-income (OR = 0.742, 95% CI 0.552-0.998) had a low tendency to heavy smoking. GAM identified the nonlinear relationship between the age of onset of smoking and smoking intensity. Tobacco control programs should be focused on young and adolescent groups and poorer socio-economic communities.
由于一个人开始吸烟的年龄与未来的吸烟行为有很强的相关性,因此检查其与吸烟强度的关系至关重要。然而,由于所进行研究的方法学限制,准确证明这种关系仍然具有挑战性。因此,本研究的主要目的是使用广义加性模型(GAM)评估影响吸烟强度的潜在风险因素,特别是伊朗 18 岁以上成年男性吸烟者的吸烟起始年龄。在 GAM 中,考虑了具有逻辑分布和恒等链接函数的潜在变量。数据来自 2016 年国家非传染性疾病(NCD)危险因素横断面调查的 913 名伊朗成年当前吸烟者。个体被分为:轻度、中度和重度吸烟者。使用 GAM 进行评估。结果表明,246(26.9%)名受试者为轻度吸烟者,190(20.8%)名受试者为中度吸烟者,477(52.2%)名受试者为重度吸烟者。根据 GAM 结果,这种关系是非线性的,并且吸烟起始年龄较小的吸烟者更有可能成为重度吸烟者。失业(OR=1.364,95%CI 0.725-2.563)、退休(OR=1.217,95%CI 0.667-2.223)和在家中接触二手烟(OR=1.364,95%CI 1.055-1.763)等因素增加了重度吸烟的风险。但是,高收入(OR=0.742,95%CI 0.552-0.998)的吸烟者吸烟强度较低。GAM 确定了吸烟起始年龄与吸烟强度之间的非线性关系。烟草控制计划应重点关注青年和青少年群体以及较贫困的社会经济社区。