Proteomic and metabolomic characterization of bone, liver, and lung metastases in plasma of breast cancer patients

医学 骨转移 乳腺癌 转移 生物标志物 癌症 肿瘤科 内科学 肺癌 代谢组学 病理 癌症研究 生物信息学 生物 生物化学
作者
Hui Ye,Xia‐Bo Shen,Yaohan Li,Weibin Zou,Syed Shams ul Hassan,Feng Yue,Xiaojia Wang,Jingkui Tian,Xiying Shao,Yi Tao,Wei Zhu
出处
期刊:Proteomics Clinical Applications [Wiley]
被引量:6
标识
DOI:10.1002/prca.202300136
摘要

Abstract Background Breast cancer (BC) is the second leading cause of cancer‐related deaths among women, primarily due to metastases to other organs rather than the primary tumor. Methods In this study, a comprehensive analysis of plasma proteomics and metabolomics was conducted on a cohort of 51 BC patients. Potential biomarkers were screened by the Least Absolute Shrinkage and Selection Operator (LASSO) regression and Random Forest algorithm. Additionally, enzyme‐linked immunosorbent assay (ELISA) kits and untargeted metabolomics were utilized to validate the prognostic biomarkers in an independent cohort. Results In the study, extracellular matrix (ECM)‐related functional enrichments were observed to be enriched in BC cases with bone metastases. Proteins dysregulated in retinol metabolism in liver metastases and leukocyte transendothelial migration in lung metastases were also identified. Machine learning models identified specific biomarker panels for each metastasis type, achieving high diagnostic accuracy with area under the curve (AUC) of 0.955 for bone, 0.941 for liver, and 0.989 for lung metastases. Conclusions For bone metastasis, biomarkers such as leucyl‐tryptophan, LysoPC(P‐16:0/0:0), FN1, and HSPG2 have been validated. dUDP, LPE(18:1/0:0), and aspartylphenylalanine have been confirmed for liver metastasis. For lung metastasis, dUDP, testosterone sulfate, and PE(14:0/20:5) have been established.
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