身体活动与最少加工食物对美国代谢功能障碍相关脂肪性肝病死亡风险的独立及联合关联:基于NHANES的人群队列研究OA
Independent and joint associations of physical activity and minimally processed foods with mortality risk in U.S.patients with metabolic dysfunction-associated steatotic liver disease:a population-based cohort study from NHANES
目的 评估身体活动(PA)与最少加工食物(MPF)摄入量对代谢功能障碍相关脂肪性肝病(MASLD)患者死亡风险的独立及联合影响.方法 利用美国国家健康与营养检查调查(NHANES)2007-2018年数据,共纳入1825例MASLD患者.PA的评估通过全球体力活动问卷(GPAQ)换算为代谢当量(MET-min/周),MPF摄入量根据24 h膳食回忆,依据NOVA食物加工程度分类系统计算.采用Cox比例风险模型评估PA和MPF摄入量与MASLD患者全因死亡、心血管死亡及非心血管死亡的关系,并进行联合效应分析及限制性立方样条(RCS)剂量-反应分析.敏感性分析包括更改MASLD诊断界值[脂肪肝指数(FLI)>30、美国脂肪肝指数(US-FLI)>60、US-FLI>30]及排除随访前24个月内死亡个体.结果 在中位随访87个月的1825例患者中,累计发生149例死亡(心血管死亡45例,非心血管死亡104例).在完全调整模型中,高PA(≥1500 MET-min/周)提示全因死亡风险呈升高趋势(HR=1.14,95%CI 1.00~1.29),而高MPF摄入与全因死亡(HR=0.73,95%CI 0.65~0.81)、心血管死亡(HR=0.73,95%CI 0.65~0.82)及非心血管死亡(HR=0.73,95%CI 0.65~0.82)风险均明显降低相关.联合分析显示,高MPF摄入+低PA组的死亡风险最低(全因死亡:HR=0.75,95%CI 0.63~0.88;心血管死亡:HR=0.76,95%CI 0.64~0.90;非心血管死亡:HR=0.76,95%CI 0.64~0.91).RCS分析显示,PA与全因死亡、心血管死亡及非心血管死亡风险之间均存在明显非线性关系(全因死亡:P非线性=0.0002;心血管死亡:P非线性=0.0003;非心血管死亡:P非线性=0.0002).尽管MPF摄入量与全因死亡、心血管死亡及非心血管死亡风险之间的关联整体呈近似线性下降趋势,但非线性检验结果表明该关联并非严格线性(全因死亡:P非线性=0.005;心血管死亡:P非线性=0.0107;非心血管死亡:P非线性=0.0057).敏感性分析提示结果具有稳健性.结论 在MASLD患者中,高PA并非单纯保护因素,而高MPF摄入总体与较低死亡风险相关.联合分析提示,饮食优化可能比单纯增加PA更为关键.适度PA与高MPF摄入的结合可能代表MASLD人群的较优生活方式模式,可为个体化管理与公共卫生干预提供循证参考.
Objective To evaluate the independent and joint associations of physical activity(PA)and minimally processed food(MPF)intake with the mortality risk among patients with metabolic dysfunction-associated steatotic liver disease(MASLD).Methods Data from the National Health and Nutrition Examination Survey(NHANES)2007-2018 were utilized,and a total of 1825 patients with MASLD were enrolled.PA levels were quantified as metabolic equivalent minutes per week(MET-min/week)using the Global Physical Activity Questionnaire(GPAQ).MPF intake was calculated based on 24-hour dietary recalls and classified in accordance with the NOVA food processing classification system.Cox proportional hazards models were used to evaluate the associations of PA and MPF intake with all-cause mortality,cardiovascular mortality,and non-cardiovascular mortality in MASLD patients.Joint association analyses and restricted cubic spline(RCS)dose-response analysis were further performed.Sensitivity analyses were conducted by modifying the diagnostic cut-off values for MASLD[fatty liver index(FLI)>30,United States fatty liver index(US-FLI)>60,and US-FLI>30]and excluding individuals who died within the first 24 months of follow-up.Results During a median follow-up of 87 months,149 deaths occurred among 1825 enrolled patients,including 45 cardiovascular deaths and 104 non-cardiovascular deaths.In the fully adjusted model,high PA(≥1500 MET-min/week)showed a marginal increasing trend in all-cause mortality risk(HR=1.14,95%CI 1.00-1.29),whereas higher MPF intake was significantly associated with reduced risk of all-cause mortality(HR=0.73,95%CI 0.65-0.81),cardiovascular mortality(HR=0.73,95%CI 0.65-0.82),and non-cardiovascular mortality(HR=0.73,95%CI 0.65-0.82).Joint analysis demonstrated that the group with high MPF intake and low PA had the lowest mortality risk(all-cause mortality:HR=0.75,95%CI 0.63-0.88;cardiovascular mortality:HR=0.76,95%CI 0.64-0.90;non-cardiovascular mortality:HR=0.76,95%CI 0.64-0.91).RCS analysis revealed significant nonlinear associations between PA and risks of all-cause,cardiovascular,and non-cardiovascular mortality(all-cause mortality:Pnon-linear=0.0002;cardiovascular mortality:Pnon-linear=0.0003;non-cardiovascular mortality:Pnon-linear=0.0002).Although the associations between MPF intake and the three types of mortality presented an overall approximately linear downward trend,non-linear tests indicated that these associations were not strictly linear(all-cause mortality:Pnon-linear=0.05,cardiovascular mortality:Pnon-linear=0.0107;non-cardiovascular mortality:Pnon-linear=0.0057).Sensitivity analyses confirmed the robustness of the primary findings.Conclusions Among patients with MASLD,high-level PA is not a simple protective factor,whereas high MPF intake is generally associated with lower mortality risk.Joint analysis suggested that dietary optimization may be more critical than simply increasing physical activity.The combination of moderate PA and higher MPF intake may represent an optimal lifestyle pattern for the MASLD population,providing evidence-based references for individualized management and public health interventions.
乔谦;陈兆峰;刘敏
兰州大学第一临床医学院,甘肃 兰州 730000兰州大学第一临床医学院,甘肃 兰州 730000||兰州大学第一医院消化内科,甘肃 兰州 730000||兰州大学第一医院甘肃省消化系统疾病临床医学研究中心,甘肃 兰州 730000兰州大学第一临床医学院,甘肃 兰州 730000||兰州大学第一医院消化内科,甘肃 兰州 730000||兰州大学第一医院甘肃省消化系统疾病临床医学研究中心,甘肃 兰州 730000
医药卫生
代谢功能障碍相关脂肪性肝病身体活动最少加工食物死亡率美国国家健康与营养检查调查
metabolic dysfunction-associated steatotic liver diseasephysical activityminimally processed foodmortalityNational Health and Nutrition Examination Survey
《解放军医学杂志》 2026 (8)
1216-1225,10
兰州大学第一医院院内科研项目(ldyyyn2022-6,ldyyyn2025-203) This work was supported by the Intramural Research Project of the First Hospital of Lanzhou University(ldyyyn2022-6,ldyyyn2025-203)
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