Identifying functioning and nonfunctioning adrenal tumors based on blood serum surface-enhanced Raman spectroscopy

Anal Bioanal Chem. 2021 Jul;413(16):4289-4299. doi: 10.1007/s00216-021-03381-w. Epub 2021 May 8.

Abstract

Adrenal tumors are common tumors in urology and they can be further divided into functioning and nonfunctioning tumors according to whether there is uncommon endocrine function. In clinical practice, the early identification and accurate assessment of adrenal tumors are essential for the guidance of subsequent treatment. However, a nonfunctioning adrenal tumor often lacks obvious clinical symptoms, making it difficult to be timely and precisely diagnosed by conventional examinations. Therefore, a rapid and accurate method for identifying the functioning and nonfunctioning adrenal tumors is urgently required to achieve precise treatment of adrenal tumors. In this study, surface-enhanced Raman spectroscopy was investigated as a diagnostic tool to identify the blood serum samples from healthy volunteers as well as the patients with functioning and nonfunctioning adrenal tumors. Based on the SERS peak analysis, abnormal glycolysis, DNA/RNA, and amino acid metabolites were found to be potential biomarkers for identifying patients with adrenal tumors, while metabolites related to disordered protein catabolism and excessive hormone secretion were expected to further differentiate functioning adrenal tumors from nonfunctioning adrenal tumors. In addition, principal component analysis followed by support vector machine (PCA-SVM) was further applied on those serum SERS measurements, and the classification accuracies of 96.8% and 84.5% were achieved for differentiating healthy group versus adrenal tumor group and functioning adrenal tumor group versus nonfunctioning adrenal tumor group, respectively. The results have demonstrated the prodigious potential of precise adrenal tumor diagnosis by using the blood serum surface-enhanced Raman spectroscopy technique.

Keywords: Adrenal tumor diagnosis; Biochemical analysis; PCA-SVM; Serum; Surface-enhanced Raman spectroscopy.

MeSH terms

  • Adrenal Gland Neoplasms / blood*
  • Adrenal Gland Neoplasms / diagnosis
  • Adult
  • Amino Acids / blood
  • Biomarkers, Tumor / blood
  • Female
  • Glycolysis
  • Humans
  • Male
  • Metal Nanoparticles / chemistry
  • Middle Aged
  • Principal Component Analysis
  • Silver / chemistry
  • Spectrum Analysis, Raman / methods*
  • Surface Properties

Substances

  • Amino Acids
  • Biomarkers, Tumor
  • Silver