Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, Massachusetts.
Department of Biostatistics and Epidemiology, School of Public Health & Health Sciences, University of Massachusetts Amherst, Amherst, Massachusetts.
Cancer Epidemiol Biomarkers Prev. 2022 Jan;31(1):85-96. doi: 10.1158/1055-9965.EPI-21-0837. Epub 2021 Oct 25.
Higher circulating carotenoids are associated with lower breast cancer risk. The underlying biology remains under-explored.
We profiled 293 prediagnostic plasma metabolites in a nested case-control study ( = 887 cases) within the Nurses' Health Studies. Associations between circulating carotenoids and metabolites were identified using linear-mixed models (FDR ≤ 0.05), and we further selected metabolites most predictive of carotenoids with LASSO. Metabolic signatures for carotenoids were calculated as weighted sums of LASSO selected metabolites. We further evaluated the metabolic signatures in relation to breast cancer risk using conditional logistic-regression.
We identified 48 to 110 metabolites associated with plasma levels of α-carotene, β-carotene, β-cryptoxanthin, estimated-vitamin-A-potential, lutein/zeaxanthin, and lycopene, which included primarily positively associated metabolites implicated in immune regulation (tryptophan), redox balance (plasmalogens, glutamine), epigenetic regulations (acetylated-/methylated-metabolites), and primarily inversely associated metabolites involved in β-oxidation (carnitines; FDR ≤ 0.05). The metabolomic signatures derived for β-carotene (Q4 vs. Q1 relative risk RR = 0.74, = 0.02), and estimated-vitamin-A-potential (Q4 vs. Q1 RR = 0.74, = 0.02)-measured ≥10 years before diagnosis-were associated with lower breast cancer risk. Modest attenuations of RR for measured levels of β-carotene and estimated-vitamin-A-potential were seen when we adjusted for their corresponding metabolic signatures.
Metabolites involved in immune regulation, redox balance, membrane signaling, and β-oxidation were associated with plasma carotenoids. Although some metabolites may reflect shared common food sources or compartmental colocalization with carotenoids, others may signal the underlying pathways of carotenoids-associated lowered breast cancer risk.
Consumption of carotenoid-rich diet is associated with a wide-range of metabolic changes which may help to reduce breast cancer risk.
较高的循环类胡萝卜素与较低的乳腺癌风险相关。其潜在生物学机制仍未得到充分探索。
我们在护士健康研究的嵌套病例对照研究中(=887 例病例)对 293 种预测性的预诊断血浆代谢物进行了分析。使用线性混合模型(FDR ≤0.05)确定循环类胡萝卜素与代谢物之间的关联,我们进一步使用 LASSO 选择最能预测类胡萝卜素的代谢物。类胡萝卜素的代谢特征被计算为 LASSO 选择的代谢物的加权和。我们进一步使用条件逻辑回归来评估代谢特征与乳腺癌风险的关系。
我们确定了 48 至 110 种代谢物与血浆中 α-胡萝卜素、β-胡萝卜素、β-隐黄质、维生素 A 当量、叶黄素/玉米黄质和番茄红素水平相关,这些代谢物主要包括与免疫调节(色氨酸)、氧化还原平衡(溶血磷脂、谷氨酰胺)、表观遗传调控(乙酰化/甲基化代谢物)相关的正相关代谢物,以及与β-氧化(肉碱)相关的负相关代谢物,(FDR ≤0.05)。β-胡萝卜素(Q4 与 Q1 的相对风险 RR=0.74,=0.02)和维生素 A 当量(Q4 与 Q1 的 RR=0.74,=0.02)-在诊断前 10 年以上测量得到的代谢特征与较低的乳腺癌风险相关。当我们调整了β-胡萝卜素和维生素 A 当量的相应代谢特征时,β-胡萝卜素和维生素 A 当量的测量水平的 RR 略有减弱。
参与免疫调节、氧化还原平衡、膜信号和β-氧化的代谢物与血浆类胡萝卜素相关。虽然一些代谢物可能反映了共同的食物来源或与类胡萝卜素的局部共定位,但其他代谢物可能反映了类胡萝卜素降低乳腺癌风险的潜在途径。
富含类胡萝卜素的饮食与广泛的代谢变化相关,这可能有助于降低乳腺癌风险。