Department of General Surgery, Beaumont Health, Royal Oak, MI, USA.
Department of Surgery, Beaumont Health, 3601 W. 13 Mile Rd., Royal Oak, MI, 48073, USA.
Metabolomics. 2018 Aug 3;14(8):105. doi: 10.1007/s11306-018-1398-9.
Melanoma is a highly aggressive malignancy and is currently one of the fastest growing cancers worldwide. While early stage (I and II) disease is highly curable with excellent prognosis, mortality rates rise dramatically after distant spread. We sought to identify differences in the metabolome of melanoma patients to further elucidate the pathophysiology of melanoma and identify potential biomarkers to aid in earlier detection of recurrence.
Using H NMR and DI-LC-MS/MS, we profiled serum samples from 26 patients with stage III (nodal metastasis) or stage IV (distant metastasis) melanoma and compared their biochemical profiles with 46 age- and gender-matched controls.
We accurately quantified 181 metabolites in serum using a combination of H NMR and DI-LC-MS/MS. We observed significant separation between cases and controls in the PLS-DA scores plot (permutation test p-value = 0.002). Using the concentrations of PC-aa-C40:3, DL-carnitine, octanoyl-L-carnitine, ethanol, and methylmalonyl-L-carnitine we developed a diagnostic algorithm with an AUC (95% CI) = 0.822 (0.665-0.979) with sensitivity and specificity of 100 and 56%, respectively. Furthermore, we identified arginine, proline, tryptophan, glutamine, glutamate, glutathione and ornithine metabolism to be significantly perturbed due to disease (p < 0.05).
Targeted metabolomic analysis demonstrated significant differences in metabolic profiles of advanced stage (III and IV) melanoma patients as compared to controls. These differences may represent a potential avenue for the development of multi-marker serum-based assays for earlier detection of recurrences, allow for newer, more effective targeted therapy when tumor burden is less, and further elucidate the pathophysiologic changes that occur in melanoma.
黑色素瘤是一种高度侵袭性的恶性肿瘤,目前是全球增长最快的癌症之一。虽然早期(I 期和 II 期)疾病通过具有良好预后的治疗可以高度治愈,但远处转移后死亡率会急剧上升。我们试图确定黑色素瘤患者代谢组之间的差异,以进一步阐明黑色素瘤的病理生理学,并确定潜在的生物标志物以帮助更早地发现复发。
我们使用 H NMR 和 DI-LC-MS/MS 对 26 名 III 期(淋巴结转移)或 IV 期(远处转移)黑色素瘤患者的血清样本进行了分析,并将其生化特征与 46 名年龄和性别匹配的对照进行了比较。
我们使用 H NMR 和 DI-LC-MS/MS 组合准确地定量了血清中的 181 种代谢物。我们在 PLS-DA 得分图中观察到病例与对照之间的显著分离(置换检验 p 值=0.002)。使用 PC-aa-C40:3、DL-肉碱、辛酰基-L-肉碱、乙醇和甲基丙二酰基-L-肉碱的浓度,我们开发了一种诊断算法,其 AUC(95%CI)=0.822(0.665-0.979),具有 100%的敏感性和 56%的特异性。此外,我们发现由于疾病,精氨酸、脯氨酸、色氨酸、谷氨酰胺、谷氨酸、谷胱甘肽和鸟氨酸代谢显著受到干扰(p<0.05)。
靶向代谢组学分析表明,晚期(III 期和 IV 期)黑色素瘤患者的代谢谱与对照组相比存在显著差异。这些差异可能代表了开发用于更早发现复发的基于多标志物血清检测的潜在途径,在肿瘤负担较低时允许使用更新、更有效的靶向治疗,并进一步阐明黑色素瘤中发生的病理生理变化。