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农村居民血浆金属铝和金属锰水平及环境风险评分与心血管疾病发病关系:一项巢式病例对照研究

The associations of plasma aluminum and manganese levels and environmental risk score with the incidence of cardiovascular disease in the rural population: a nested case-control study

  • 摘要:
    目的 了解新疆维吾尔自治区南疆地区农村居民血浆金属铝和金属锰水平及环境风险评分(ERS)与心血管疾病(CVD)发病的关系,为该地区农村居民的CVD防控工作提供参考依据。
    方法 于2016年8—9月采用典型抽样方法在新疆维吾尔自治区南疆地区某师某团招募12 794名≥18岁的农村居民进行基线调查。分别于2019年7月、2020年7月、2021年8月和2022年6月进行4次随访调查,将随访期间761例新发CVD患者作为病例组,按照性别相同、年龄相差≤3岁,以1:1匹配761名无CVD者作为对照组进行巢式病例对照研究;通过电感耦合等离子体质谱仪检测血浆金属铝和金属锰含量,利用自适应弹性网络模型构建ERS,应用多因素条件logistic回归模型分析新疆维吾尔自治区南疆地区农村居民血浆金属铝和金属锰水平及ERS与CVD发病风险的关联,并采用限制性立方样条(RCS)分析ERS与CVD发病风险的剂量–反应关系。
    结果 新疆维吾尔自治区南疆地区病例组和对照组农村居民血浆金属铝、锰水平分别为31.46(22.82,46.13)和29.97(21.98,42.46)、2.71(1.85,4.14)和2.37(1.66,3.70)μg/L,病例组农村居民血浆金属铝和金属锰水平均高于对照组农村居民(均P<0.05)。在调整了性别、年龄、文化程度、吸烟情况、饮酒情况、有无CVD家族史、是否肥胖、是否高血压、是否糖尿病、是否血脂异常和估计肾小球滤过率(eGFR)等混杂因素后,多因素条件logistic回归分析结果显示,当血浆金属铝和金属锰作为连续型变量时,血浆金属铝(OR=1.17,95%CI=1.04~1.32)和锰(OR=1.18,95%CI=1.05~1.32)水平升高均会增加新疆维吾尔自治区南疆地区农村居民CVD发病风险;当血浆金属锰作为分类变量时,血浆金属锰高水平组新疆维吾尔自治区南疆地区农村居民CVD发病风险为低水平组新疆维吾尔自治区南疆地区农村居民的1.58倍(OR=1.58,95%CI=1.26~1.97),且血浆金属铝水平与CVD发病风险呈正向线性剂量–反应关系(P=0.022,P非线性=0.112)。将铝浓度的原始项、锰浓度的原始项、铝的平方项、锰的平方项以及铝和锰的交互项纳入自适应弹性网络模型后,锰浓度的原始项(β=0.02,95%CI= –0.05~0.10)、铝的平方项(β=0.01,95%CI=0.00~0.02)以及铝和锰的交互项(β=0.01,95%CI= –0.01~0.03)均被保留在自适应弹性网络模型中,将保留在自适应弹性网络模型的金属项与其对应的回归系数相乘后相加得到ERS。ERS水平升高会增加新疆维吾尔自治区南疆地区农村居民CVD发病风险(OR=1.20,95%CI=1.08~1.35),且ERS水平与CVD发病风险呈正向线性剂量–反应关系(P=0.021,P非线性=0.751)。
    结论 血浆金属铝和金属锰水平及ERS的升高均可增加新疆维吾尔自治区南疆地区农村居民CVD的发病风险。

     

    Abstract:
    Objective To investigate the associations of plasma aluminum and manganese levels and the environmental risk score (ERS) with the incidence of cardiovascular diseases (CVD) in the rural population of southern Xinjiang Uygur Autonomous Region, thereby providing new insights for the prevention of CVD in this population.
    Methods  A typical sampling method was used to enroll 12 794 rural residents ≥ 18 years in a regiment of a division in southern Xinjiang Uygur Autonomous Region from August to September 2016 for the baseline survey, and follow-up surveys were carried out in July 2019, July 2020, August 2021, and June 2022. During the follow-up period, 761 newly diagnosed CVD cases were enrolled in the CVD group. In addition, 761 participants without CVD and with the age differences ≤ 3 years from the CVD cases were enrolled in the control group for a nested case-control study. Plasma levels of aluminum and manganese were measured by inductively coupled plasma mass spectrometry. An adaptive elastic net model was employed to construct the ERS. Conditional multivariate logistic regression was employed to assess the associations of plasma aluminum and manganese levels and ERS with the risk of CVD. Restricted cubic splines were used to explore the dose-response relationship between ERS and CVD risk.
    Results  The plasma aluminum and manganese levels in the CVD group were 31.46 (22.82, 46.13) μg/L and 2.71 (1.85, 4.14) μg/L, respectively. Corresponding levels in the control group were 29.97 (21.98, 42.46) μg/L and 2.37 (1.66, 3.70) μg/L, respectively. The CVD group had higher plasma aluminum and manganese levels than the control group. After adjusting for age, sex, educational background, smoking, alcohol consumption, estimated glomerular filtration rate (eGFR), obesity, hypertension, diabetes, dyslipidemia, and family history of CVD, the conditional multivariate logistic regression showed that elevated plasma levels of both aluminum (OR = 1.17, 95%CI: 1.04–1.32) and manganese (OR = 1.18, 95%CI: 1.05–1.32) were associated with an increased risk of CVD. When the plasma manganese level was used as a categorical variable, the risk of CVD in the high plasma manganese group was 1.58 times of that in the low plasma manganese group (95%CI: 1.26–1.97). Moreover, the plasma aluminum level had a positive linear dose-response relationship with the risk of CVD (Poverall = 0.022, Pnonlinear = 0.112). Following inclusion of the linear term for aluminum concentration, linear term for manganese concentration, quadratic term for aluminum, quadratic term for manganese, and the aluminum-manganese interaction term into the adaptive elastic net model, the linear term for manganese (β = 0.02, 95%CI: –0.05–0.10), the quadratic term for aluminum (β = 0.01, 95%CI: 0.00–0.02), and the aluminum-manganese interaction term (β = 0.01, 95%CI: –0.01–0.03) were retained. ERS was calculated by summing the products of the metal terms retained in the adaptive elastic net model and their corresponding regression coefficients. An increase in ERS was associated with an elevated risk of CVD (OR = 1.20, 95%CI: 1.08–1.35). Furthermore, a positive linear dose-response relationship was observed between ERS and CVD risk (Poverall = 0.021, Pnonlinear = 0.751).
    Conclusions  Elevated plasma levels of aluminum and manganese in the rural population and an elevated ERS in southern Xinjiang Uygur Autonomous Region were associated with an increased risk of CVD.

     

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