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全球代谢组学揭示了结直肠癌患者代谢衰老时钟的偏差。

Global metabolomics revealed deviations from the metabolic aging clock in colorectal cancer patients.

机构信息

Department of Colorectal Surgery, Fudan University Shanghai Cancer Center; Shanghai, China.

Department of Oncology, Shanghai Medical College, Fudan University; Shanghai, China.

出版信息

Theranostics. 2024 Feb 4;14(4):1602-1614. doi: 10.7150/thno.87303. eCollection 2024.

DOI:10.7150/thno.87303
PMID:38389840
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10879879/
Abstract

Markers of aging hold promise in the context of colorectal cancer (CRC) care. Utilizing high-resolution metabolomic profiling, we can unveil distinctive age-related patterns that have the potential to predict early CRC development. Our study aims to unearth a panel of aging markers and delve into the metabolomic alterations associated with aging and CRC. We assembled a serum cohort comprising 5,649 individuals, consisting of 3,002 healthy volunteers, 715 patients diagnosed with colorectal advanced precancerous lesions (APL), and 1,932 CRC patients, to perform a comprehensive metabolomic analysis. We successfully identified unique age-associated patterns across 42 metabolic pathways. Moreover, we established a metabolic aging clock, comprising 9 key metabolites, using an elastic net regularized regression model that accurately estimates chronological age. Notably, we observed significant chronological disparities among the healthy population, APL patients, and CRC patients. By combining the analysis of circulative carcinoembryonic antigen levels with the categorization of individuals into the "hypo" metabolic aging subgroup, our blood test demonstrates the ability to detect APL and CRC with positive predictive values of 68.4% (64.3%, 72.2%) and 21.4% (17.8%, 25.9%), respectively. This innovative approach utilizing our metabolic aging clock holds significant promise for accurately assessing biological age and enhancing our capacity to detect APL and CRC.

摘要

衰老标志物在结直肠癌(CRC)治疗中具有广阔的应用前景。通过高分辨率代谢组学分析,我们可以揭示出与衰老和 CRC 相关的独特的年龄相关性模式,从而有可能预测 CRC 的早期发生。本研究旨在发现一组衰老标志物,并深入研究与衰老和 CRC 相关的代谢组学改变。我们组建了一个包含 5649 人的血清队列,其中包括 3002 名健康志愿者、715 名被诊断为结直肠高级癌前病变(APL)的患者和 1932 名 CRC 患者,以进行全面的代谢组学分析。我们成功地在 42 条代谢途径中识别出了独特的与年龄相关的模式。此外,我们使用弹性网络正则化回归模型建立了一个包含 9 个关键代谢物的代谢衰老时钟,该模型可以准确地估计生物年龄。值得注意的是,我们观察到健康人群、APL 患者和 CRC 患者之间存在显著的生物年龄差异。通过将循环癌胚抗原水平的分析与将个体分为“低代谢衰老”亚组的分类相结合,我们的血液检测可以检测 APL 和 CRC,其阳性预测值分别为 68.4%(64.3%,72.2%)和 21.4%(17.8%,25.9%)。这种利用我们的代谢衰老时钟的创新方法具有很大的潜力,可以准确评估生物年龄,并提高我们检测 APL 和 CRC 的能力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70c0/10879879/60975c3b3a22/thnov14p1602g006.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70c0/10879879/60975c3b3a22/thnov14p1602g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70c0/10879879/aee10153cf24/thnov14p1602g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70c0/10879879/3775e107a199/thnov14p1602g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70c0/10879879/34b193097467/thnov14p1602g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70c0/10879879/de70ee6f0ebc/thnov14p1602g004.jpg
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