Population Health Sciences, Bristol Medical School, Faculty of Health Sciences, University of Bristol, Bristol, United Kingdom.
Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, United Kingdom.
PLoS Med. 2019 Aug 9;16(8):e1002868. doi: 10.1371/journal.pmed.1002868. eCollection 2019 Aug.
High body mass index (BMI) is associated with mortality, but the pervasive problem of confounding and reverse causality in observational studies limits inference about the direction and magnitude of causal effects. We aimed to obtain estimates of the causal association of BMI with all-cause and cause-specific mortality.
In a record-linked, intergenerational prospective study from the general population of Sweden, we used two-sample instrumental variable (IV) analysis with data from 996,898 fathers (282,407 deaths) and 1,013,083 mothers (153,043 deaths) and their sons followed up from January 1, 1961, until December 31, 2004. Sons' BMI was used as the instrument for parents' BMI to compute hazard ratios (HRs) for risk of mortality per standard deviation (SD) higher parents' BMI. Using offspring exposure as an instrument for parents' exposure is unlikely to be affected by reverse causality (an important source of bias in this context) and reduces confounding. IV analyses supported causal associations between higher BMI and greater risk of all-cause mortality (HR [95% confidence interval (CI)] per SD higher fathers' BMI: 1.29 [1.26-1.31] and mothers' BMI: 1.39 [1.35-1.42]) and overall cancer mortality (HR per SD higher fathers' BMI: 1.20 [1.16-1.24] and mothers' BMI: 1.29 [1.24-1.34]), including 9 site-specific cancers in men (bladder, colorectum, gallbladder, kidney, liver, lung, lymphatic system, pancreas, and stomach) and 11 site-specific cancers in women (gallbladder, kidney, liver, lung, lymphatic system, ovaries, pancreas, stomach, uterus, cervix, and endometrium). There was evidence supporting causal associations between higher BMI in mothers and greater risk of mortality from kidney disease (HR: 2.17 [1.68-2.81]) and lower risk of mortality from suicide (HR: 0.77 [0.65-0.90]). In both sexes, there was evidence supporting causal associations between higher BMI and mortality from cardiovascular diseases (CVDs), stroke, diabetes, and respiratory diseases. We were unable to test the association between sons' and mothers' BMIs (as mothers' data were unavailable) or whether the instrument was independent of unmeasured or residual confounding; however, the associations between parents' mortality and sons' BMI were negligibly influenced by adjustment for available confounders.
Consistent with previous large-scale meta-analyses and reviews, results supported the causal role of higher BMI in increasing the risk of several common causes of death, including cancers with increasing global incidence. We also found positive effects of BMI on mortality from respiratory disease, prostate cancer, and lung cancer, which has been inconsistently reported in the literature, suggesting that the causal role of higher BMI in mortality from these diseases may be underestimated. Furthermore, we expect different patterns of bias in the current observational and IV analyses; therefore, the similarities between our findings from both methods increases confidence in the results. These findings support efforts to understand the mechanisms underpinning these effects to inform targeted interventions and develop population-based strategies to reduce rising obesity levels for disease prevention.
高体重指数(BMI)与死亡率有关,但观察性研究中普遍存在混杂和反向因果关系的问题,限制了对因果效应方向和大小的推断。我们旨在获得 BMI 与全因和特定原因死亡率之间因果关联的估计值。
在一项来自瑞典普通人群的世代间前瞻性研究中,我们使用两样本工具变量(IV)分析,利用来自 996898 名父亲(282407 人死亡)和 1013083 名母亲(153043 人死亡)及其儿子的数据,随访时间从 1961 年 1 月 1 日至 2004 年 12 月 31 日。儿子的 BMI 被用作父母 BMI 的工具,以计算每增加一个标准差(SD)父母 BMI 与死亡率风险的风险比(HR)。使用后代暴露作为父母暴露的工具不太可能受到反向因果关系(这是此背景下的一个重要偏倚来源)的影响,并减少混杂。IV 分析支持更高 BMI 与全因死亡率(每增加一个 SD 父亲 BMI 的 HR [95%置信区间(CI)]:1.29 [1.26-1.31]和母亲 BMI:1.39 [1.35-1.42])和整体癌症死亡率(每增加一个 SD 父亲 BMI 的 HR:1.20 [1.16-1.24]和母亲 BMI:1.29 [1.24-1.34])之间的因果关联,包括男性 9 种特定部位癌症(膀胱癌、结直肠癌、胆囊癌、肾癌、肝癌、肺癌、淋巴系统、胰腺癌和胃癌)和女性 11 种特定部位癌症(胆囊癌、肾癌、肝癌、肺癌、淋巴系统、卵巢癌、胰腺癌、胃癌、子宫、宫颈和子宫内膜)。有证据支持母亲 BMI 与更高的肾病死亡率(HR:2.17 [1.68-2.81])和自杀死亡率(HR:0.77 [0.65-0.90])之间的因果关联。在两性中,都有证据支持更高 BMI 与心血管疾病(CVDs)、中风、糖尿病和呼吸道疾病死亡率之间的因果关联。我们无法测试儿子和母亲 BMI 之间的关联(因为母亲的数据不可用)或工具是否独立于未测量或剩余混杂;然而,父母死亡率与儿子 BMI 之间的关联在调整了可用混杂因素后几乎不受影响。
与之前的大规模荟萃分析和综述一致,结果支持更高 BMI 在增加包括癌症在内的几种常见死亡原因风险方面的因果作用,而癌症的发病率在全球范围内正在不断上升。我们还发现 BMI 对呼吸道疾病、前列腺癌和肺癌死亡率有积极影响,这在文献中一直不一致,这表明更高 BMI 对这些疾病死亡率的因果作用可能被低估了。此外,我们预计当前观察性和 IV 分析中存在不同模式的偏倚;因此,我们从这两种方法中获得的结果相似,这增加了对结果的信心。这些发现支持努力了解这些影响背后的机制,为有针对性的干预措施提供信息,并制定基于人群的策略,以降低肥胖水平,从而预防疾病。