TY - JOUR A1 - Zaimenko, I. A1 - Jaeger, C. A1 - Brenner, H. A1 - Chang-Claude, J. A1 - Hoffmeister, M. A1 - Grötzinger, C. A1 - Detjen, K. A1 - Burock, S. A1 - Schmitt, C.A. A1 - Stein, U. A1 - Lisec, Jan T1 - Non-invasive metastasis prognosis from plasma metabolites in stage II colorectal cancer patients: The DACHS study N2 - Metastasis is the main cause of death from colorectal cancer (CRC). About 20% of stage II CRC patients develop metastasis during the course of disease. We performed metabolic profiling of plasma samples from non-metastasized and metachronously metastasized stage II CRC patients to assess the potential of plasma metabolites to serve as biomarkers for stratification of stage II CRC patients according to metastasis risk. We compared the metabolic profiles of plasma samples prospectively obtained prior to metastasis formation from non-metastasized vs. metachronously metastasized stage II CRC patients of the German population-based case–control multicenter DACHS study retrospectively. Plasma samples were analyzed from stage II CRC patients for whom follow-up data including the information on metachronous metastasis were available. To identify metabolites distinguishing non-metastasized from metachronously metastasized stage II CRC patients robust supervised classifications using decision trees and support vector machines were performed and verified by 10-fold cross-validation, by nested cross-validation and by traditional validation using training and test sets. We found that metabolic profiles distinguish non-metastasized from metachronously metastasized stage II CRC patients. Classification models from decision trees and support vector machines with 10-fold cross-validation gave average accuracy of 0.75 (sensitivity 0.79, specificity 0.7) and 0.82 (sensitivity 0.85, specificity 0.77), respectively, correctly predicting metachronous metastasis in stage II CRC patients. Taken together, plasma metabolic profiles distinguished non-metastasized and metachronously metastasized stage II CRC patients. The classification models consisting of few metabolites stratify non-invasively stage II CRC patients according to their risk for metachronous metastasis. KW - Mass-Spectrometry KW - Cancer PY - 2019 U6 - https://doi.org/10.1002/ijc.32076 SN - 1097-0215 VL - 145 IS - 1 SP - 221 EP - 231 PB - Wiley AN - OPUS4-47465 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER -