1. Multiplex screening of 275 plasma protein biomarkers to identify a signature for early detection of colorectal cancer
- Author
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Hermann Brenner, Axel Benner, Kaja Tikk, Petra Schrotz-King, Megha Bhardwaj, and Korbinian Weigl
- Subjects
Male ,0301 basic medicine ,Oncology ,Cancer Research ,Protein biomarkers ,Colorectal cancer ,0302 clinical medicine ,Multiplex ,early detection ,Early Detection of Cancer ,Research Articles ,Aged, 80 and over ,Blood Proteins ,Colonoscopy ,General Medicine ,Middle Aged ,lcsh:Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,Blood proteins ,Area Under Curve ,030220 oncology & carcinogenesis ,Molecular Medicine ,Female ,Colorectal Neoplasms ,Algorithms ,Metabolic Networks and Pathways ,Research Article ,medicine.medical_specialty ,Early detection ,colorectal cancer ,lcsh:RC254-282 ,03 medical and health sciences ,diagnostic biomarkers ,Internal medicine ,Biomarkers, Tumor ,Genetics ,medicine ,Humans ,Aged ,Neoplasm Staging ,business.industry ,screening ,External validation ,medicine.disease ,Confidence interval ,030104 developmental biology ,ROC Curve ,sensitivity and specificity ,Case-Control Studies ,proximity extension assay ,business ,Selection operator - 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., A signature consisting of 12 plasma protein biomarkers derived in a clinical setting and independently validated in a true screening setting (participants of screening colonoscopy) yielded area under the curves of 0.91 and 0.75 for distinguishing early‐stage colorectal cases from controls free of neoplasms. These 12 protein markers may contribute to the development of blood‐based tests for population‐based screening.
- Published
- 2019
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