Abstract

Simple SummaryColorectal cancer (CRC) is currently the third leading cause of cancer death worldwide. Early diagnosis of CRC is important for increasing the opportunity for treatment and receiving a good prognosis. The aim of our study was to develop a detection method that combined wheat germ agglutinin (WGA) chromatography with mass spectrometry (MS) for early detection of CRC. Further, machine learning algorithms and logistic regression were applied to combine multiple biomarkers we discovered. We validated in a population of 286 plasma samples the diagnostic performance of peptides corresponding to WGA-captured protein and its combination, which received a sensitivity of 84.5% and a specificity of 97.5% in the diagnoses of CRC. Proteomic biomarkers combined with algorithms can provide a powerful tool for discriminating patients with CRC and health controls (HCs). Measurements of WGA-captured PF4, ITIH4, and APOE with MS are then useful for early detection of CRC. Additionally, our study revealed the potential of applying lectin chromatography with MS for disease diagnosis.Colorectal cancer (CRC) is currently the third leading cause of cancer-related mortality in the world. U.S. Food and Drug Administration-approved circulating tumor markers, including carcinoembryonic antigen, carbohydrate antigen (CA) 19-9 and CA125 were used as prognostic biomarkers of CRC that attributed to low sensitivity in diagnosis of CRC. Therefore, our purpose is to develop a novel strategy for novel clinical biomarkers for early CRC diagnosis. We used mass spectrometry (MS) methods such as nanoLC-MS/MS, targeted LC-MS/MS, and stable isotope-labeled multiple reaction monitoring (MRM) MS coupled to test machine learning algorithms and logistic regression to analyze plasma samples from patients with early-stage CRC, late-stage CRC, and healthy controls (HCs). On the basis of our methods, 356 peptides were identified, 6 differential expressed peptides were verified, and finally three peptides corresponding wheat germ agglutinin (WGA)-captured proteins were semi-quantitated in 286 plasma samples (80 HCs and 206 CRCs). The novel peptide biomarkers combination of PF454–62, ITIH4429–438, and APOE198–207 achieved sensitivity 84.5%, specificity 97.5% and an AUC of 0.96 in CRC diagnosis. In conclusion, our study demonstrated that WGA-captured plasma PF454–62, ITIH4429–438, and APOE198–207 levels in combination may serve as highly effective early diagnostic biomarkers for patients with CRC.

Highlights

  • Colorectal cancer (CRC) is currently the third leading cause of cancer-related mortality worldwide and the most common cancer in Taiwan [1,2]

  • Peptides corresponding to wheat germ agglutinin (WGA)-captured proteins were identified and label-free quantification was performed with PEAKS 7 software

  • We discovered that only two methylated peptides and four unmodified peptides satisfied a signal-to noise ratio (S/N) of >5, including ADLS*GITGAR (AACT341–350), HITSLEVIK (PF454–62), LALDNGGLAR (ITIH4429–438), LGPLVEQGR (APOE198–207), QLEQVIAK (FIBA202–210), and SLGN*VIMVCR (CFAH58–67) (* indicates a methylated site, Table S2)

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Summary

Introduction

Colorectal cancer (CRC) is currently the third leading cause of cancer-related mortality worldwide and the most common cancer in Taiwan [1,2]. The global incidence by the year 2030 is estimated to be 2.2 million new cases, with the number of CRC-related deaths for that period to be 1.1 million [3]. The guaiac fecal occult blood test (gFOBT) is the most common non-invasive screening method, which is based on detecting the activity of hemoglobin peroxidase. Despite the FOBT being a rapid and low-cost method for screening CRC, poor selectivity and sensitivity by FOBT result in high rates of false positives and false negatives [4]. An alternative rapid, high throughput and accurate screening procedure is urgently needed for early diagnosis of CRC

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