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基于 UPLC-Q/TOF-MS 的间变性星形细胞瘤发病机制的全面代谢组学研究。

Comprehensive metabolomics study on the pathogenesis of anaplastic astrocytoma via UPLC-Q/TOF-MS.

机构信息

Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun, Jilin.

出版信息

Medicine (Baltimore). 2022 Aug 5;101(31):e29594. doi: 10.1097/MD.0000000000029594.

Abstract

Anaplastic astrocytoma (AA) is a malignant carcinoma whose pathogenesis remains to be fully elucidated. System biology techniques have been widely used to clarify the mechanism of diseases from a systematic perspective. The present study aimed to explore the pathogenesis and novel potential biomarkers for the diagnosis of AA according to metabolic differences. Patients with AA (n = 12) and healthy controls (n = 15) were recruited. Serum was assayed with untargeted ultraperformance liquid chromatography-quadrupole/time-of-flight-mass spectrometry (UPLC-Q/TOF-MS) metabolomic techniques. The data were further evaluated using multivariate analysis and bioinformatic methods based on the KEGG database to determine the distinct metabolites and perturbed pathways. Principal component analysis and orthogonal projections to latent structures-discriminant analysis (OPLS-DA) identified the significance of the distinct metabolic pattern between patients with AA and healthy controls (P < .001) in both ESI modes. Permutation testing confirmed the validity of the OPLS-DA model (permutation = 200, Q2 < 0.5). In total, 24 differentiated metabolites and 5 metabolic pathways, including sphingolipid, glycerophospholipid, caffeine, linoleic acid, and porphyrin metabolism, were identified based on the OPLS-DA model. 3-Methylxanthine, sphinganine, LysoPC(18:1), and lactosylceramide were recognized as potential biomarkers with excellent sensitivity and specificity (area under the curve > 98%). These findings indicate that the perturbed metabolic pattern related to immune regulation and cellular signal transduction is associated with the pathogenesis of AA. 3-Methylxanthine, sphinganine, LysoPC(18:1), and lactosylceramide could be used as biomarkers of AA in future clinical practice. This study provides a therapeutic basis for further studies on the mechanism and precise clinical diagnosis of AA.

摘要

间变性星形细胞瘤 (AA) 是一种恶性癌,其发病机制仍未完全阐明。系统生物学技术已被广泛用于从系统角度阐明疾病的发病机制。本研究旨在根据代谢差异探讨 AA 的发病机制和新型潜在诊断生物标志物。招募了 12 例 AA 患者和 15 例健康对照者。采用非靶向超高效液相色谱-四极杆/飞行时间质谱联用技术 (UPLC-Q/TOF-MS) 检测血清代谢组学。基于 KEGG 数据库,采用多元分析和生物信息学方法进一步评估数据,以确定明显的代谢物和失调的途径。主成分分析和正交偏最小二乘判别分析 (OPLS-DA) 确定了 AA 患者和健康对照者之间明显代谢模式的意义 (ESI 模式,P <.001)。置换检验证实了 OPLS-DA 模型的有效性 (置换=200,Q2 < 0.5)。共鉴定出 24 种差异代谢物和 5 种代谢途径,包括鞘脂、甘油磷脂、咖啡因、亚油酸和卟啉代谢。基于 OPLS-DA 模型,鉴定出 3-甲基黄嘌呤、神经酰胺、溶血磷脂酰胆碱 (18:1) 和乳糖基神经酰胺作为具有优异灵敏度和特异性的潜在生物标志物 (曲线下面积>98%)。这些发现表明,与免疫调节和细胞信号转导相关的失调代谢模式与 AA 的发病机制有关。3-甲基黄嘌呤、神经酰胺、溶血磷脂酰胆碱 (18:1) 和乳糖基神经酰胺可作为 AA 的生物标志物,用于未来的临床实践。本研究为进一步研究 AA 的发病机制和精确临床诊断提供了治疗依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e538/9351860/6b8e488f3b65/medi-101-e29594-g001.jpg

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