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Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation

BACKGROUND: In this study, we established and validated a model for predicting prognosis of stage IIA colon cancer patients based on expression profiles of aptamers in serum. METHODS: Bloods samples were collected from 227 consecutive patients with pathologic T3N0M0 (stage IIA) colon cancer. We incu...

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Autores principales: Huh, Jung Wook, Kim, Sung Chun, Sohn, Insuk, Jung, Sin-Ho, Kim, Hee Cheol
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals LLC 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4941318/
https://www.ncbi.nlm.nih.gov/pubmed/26908450
http://dx.doi.org/10.18632/oncotarget.7488
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author Huh, Jung Wook
Kim, Sung Chun
Sohn, Insuk
Jung, Sin-Ho
Kim, Hee Cheol
author_facet Huh, Jung Wook
Kim, Sung Chun
Sohn, Insuk
Jung, Sin-Ho
Kim, Hee Cheol
author_sort Huh, Jung Wook
collection PubMed
description BACKGROUND: In this study, we established and validated a model for predicting prognosis of stage IIA colon cancer patients based on expression profiles of aptamers in serum. METHODS: Bloods samples were collected from 227 consecutive patients with pathologic T3N0M0 (stage IIA) colon cancer. We incubated 1,149 serum molecule-binding aptamer pools of clinical significance with serum from patients to obtain aptamers bound to serum molecules, which were then amplified and marked. Oligonucleotide arrays were constructed with the base sequences of the 1,149 aptamers, and the marked products identified above were reacted with one another to produce profiles of the aptamers bound to serum molecules. These profiles were organized into low- and high-risk groups of colon cancer patients based on clinical information for the serum samples. Cox proportional hazards model and leave-one-out cross-validation (LOOCV) were used to evaluate predictive performance. RESULTS: During a median follow-up period of 5 years, 29 of the 227 patients (11.9%) experienced recurrence. There were 212 patients (93.4%) in the low-risk group and 15 patients (6.6%) in the high-risk group in our aptamer prognosis model. Postoperative recurrence significantly correlated with age and aptamer risk stratification (p = 0.046 and p = 0.001, respectively). In multivariate analysis, aptamer risk stratification (p < 0.001) was an independent predictor of recurrence. Disease-free survival curves calculated according to aptamer risk level predicted through a LOOCV procedure and age showed significant differences (p < 0.001 from permutations). CONCLUSION: Aptamer risk stratification can be a valuable prognostic factor in stage II colon cancer patients.
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spelling pubmed-49413182016-07-19 Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation Huh, Jung Wook Kim, Sung Chun Sohn, Insuk Jung, Sin-Ho Kim, Hee Cheol Oncotarget Research Paper BACKGROUND: In this study, we established and validated a model for predicting prognosis of stage IIA colon cancer patients based on expression profiles of aptamers in serum. METHODS: Bloods samples were collected from 227 consecutive patients with pathologic T3N0M0 (stage IIA) colon cancer. We incubated 1,149 serum molecule-binding aptamer pools of clinical significance with serum from patients to obtain aptamers bound to serum molecules, which were then amplified and marked. Oligonucleotide arrays were constructed with the base sequences of the 1,149 aptamers, and the marked products identified above were reacted with one another to produce profiles of the aptamers bound to serum molecules. These profiles were organized into low- and high-risk groups of colon cancer patients based on clinical information for the serum samples. Cox proportional hazards model and leave-one-out cross-validation (LOOCV) were used to evaluate predictive performance. RESULTS: During a median follow-up period of 5 years, 29 of the 227 patients (11.9%) experienced recurrence. There were 212 patients (93.4%) in the low-risk group and 15 patients (6.6%) in the high-risk group in our aptamer prognosis model. Postoperative recurrence significantly correlated with age and aptamer risk stratification (p = 0.046 and p = 0.001, respectively). In multivariate analysis, aptamer risk stratification (p < 0.001) was an independent predictor of recurrence. Disease-free survival curves calculated according to aptamer risk level predicted through a LOOCV procedure and age showed significant differences (p < 0.001 from permutations). CONCLUSION: Aptamer risk stratification can be a valuable prognostic factor in stage II colon cancer patients. Impact Journals LLC 2016-02-19 /pmc/articles/PMC4941318/ /pubmed/26908450 http://dx.doi.org/10.18632/oncotarget.7488 Text en Copyright: © 2016 Huh et al. http://creativecommons.org/licenses/by/2.5/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Huh, Jung Wook
Kim, Sung Chun
Sohn, Insuk
Jung, Sin-Ho
Kim, Hee Cheol
Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation
title Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation
title_full Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation
title_fullStr Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation
title_full_unstemmed Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation
title_short Serum protein profiling using an aptamer array predicts clinical outcomes of stage IIA colon cancer: A leave-one-out crossvalidation
title_sort serum protein profiling using an aptamer array predicts clinical outcomes of stage iia colon cancer: a leave-one-out crossvalidation
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4941318/
https://www.ncbi.nlm.nih.gov/pubmed/26908450
http://dx.doi.org/10.18632/oncotarget.7488
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