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Metabolic Signatures of Lung Cancer in Biofluids: NMR-Based Metabonomics of Blood Plasma

机译:肺癌在生物流体中的代谢特征:基于NMR的血浆血浆代谢组学

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摘要

In this work, the variations in the metabolic profile of blood plasma from lung cancer patients and healthy controls were investigated through NMR-based metabonomics, to assess the potential of this approach for lung cancer screening and diagnosis. PLS-DA modeling of CPMG spectra from plasma, subjected to Monte Carlo Cross Validation, allowed cancer patients to be discriminated from controls with sensitivity and specificity levels of about 90%. Relatively lower HDL and higher VLDL + LDL in the patients' plasma, together with increased lactate and pyruvate and decreased levels of glucose, citrate, formate, acetate, several amino acids (alanine, glutamine, histidine, tyrosine, valine), and methanol, could be detected. These changes were found to be present at initial disease stages and could be related to known cancer biochemical hallmarks, such as enhanced glycolysis, glutaminolysis, and gluconeogenesis, together with suppressed Krebs cycle and reduced lipid catabolism, thus supporting the hypothesis of a systemic metabolic signature for lung cancer. Despite the possible confounding influence of age, smoking habits, and other uncontrolled factors, these results indicate that NMR-based metabonomics of blood plasma can be useful as a screening tool to identify suspicious cases for subsequent, more specific radiological tests, thus contributing to improved disease management.
机译:在这项工作中,通过基于NMR的代谢组学研究了肺癌患者和健康对照人群血浆代谢谱的变化,以评估这种方法在肺癌筛查和诊断中的潜力。血浆CPMG光谱的PLS-DA模型经过蒙特卡洛交叉验证,使癌症患者与对照组的灵敏度和特异性水平达到约90%。患者血浆中相对较低的HDL和较高的VLDL + LDL,以及乳酸和丙酮酸增加,以及葡萄糖,柠檬酸盐,甲酸盐,乙酸盐,几种氨基酸(丙氨酸,谷氨酰胺,组氨酸,酪氨酸,缬氨酸)和甲醇的水平降低,可以被检测到。这些变化被发现存在于疾病的初始阶段,并且可能与已知的癌症生化标志有关,例如增强的糖酵解,谷氨酰胺分解和糖异生,以及抑制的克雷布斯循环和减少的脂质分解代谢,从而支持系统性代谢特征的假说。对于肺癌。尽管可能受到年龄,吸烟习惯和其他不受控制因素的混杂影响,但这些结果表明,基于NMR的血浆代谢组学可以作为筛查工具,用于识别可疑病例,以进行后续更具体的放射学检查,从而有助于改善疾病管理。

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