Multiplex screening of 275 plasma protein biomarkers to identify a signature for early detection of colorectal cancer

Mol Oncol. 2020 Jan;14(1):8-21. doi: 10.1002/1878-0261.12591. Epub 2019 Nov 13.

Abstract

Blood-based protein biomarkers may be an attractive option for early detection of colorectal cancer (CRC). Here, we used a two-stage design to measure 275 protein markers by proximity extension assay (PEA), first in plasma samples of a discovery set consisting of 98 newly diagnosed CRC cases and 100 age- and gender-matched controls free of neoplasm at screening colonoscopy. An algorithm predicting the presence of early- or late-stage CRC was derived by least absolute shrinkage and selection operator regression with .632+ bootstrap method, and the algorithms were then validated using PEA again in an independent validation set consisting of participants of screening colonoscopy with and without CRC (n = 56 and 102, respectively). Three different signatures for all-, early-, and late-stage CRC consisting of 9, 12, and 11 protein markers were obtained in the discovery set with areas under the curves (AUCs) after .632 + bootstrap adjustment of 0.92, 0.91, and 0.96, respectively. External validation among participants of screening colonoscopy yielded AUCs of 0.76 [95% confidence interval (95% CI), 0.67-0.84], 0.75 (95% CI, 0.62-0.87), and 0.80 (95% CI, 0.68-0.89) for all-, early-, and late-stage CRC, respectively. Although the identified protein markers are not competitive with the best available stool tests, these proteins may contribute to the development of powerful blood-based tests for CRC early detection in the future.

Keywords: colorectal cancer; diagnostic biomarkers; early detection; proximity extension assay; screening; sensitivity and specificity.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Aged, 80 and over
  • Algorithms
  • Area Under Curve
  • Biomarkers, Tumor / blood*
  • Blood Proteins / metabolism
  • Case-Control Studies
  • Colonoscopy
  • Colorectal Neoplasms / blood
  • Colorectal Neoplasms / diagnosis*
  • Colorectal Neoplasms / pathology
  • Early Detection of Cancer / methods*
  • Female
  • Humans
  • Male
  • Metabolic Networks and Pathways / immunology
  • Middle Aged
  • Neoplasm Staging
  • ROC Curve
  • Sensitivity and Specificity

Substances

  • Biomarkers, Tumor
  • Blood Proteins