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Low-mass-ion discriminant equation: A new concept for colorectal cancer screening

Blood metabolites can be detected as low-mass ions (LMIs) by mass spectrometry (MS). These LMIs may reflect the pathological changes in metabolism that occur as part of a disease state, such as cancer. We constructed a LMI discriminant equation (LOME) to investigate whether systematic LMI profiling...

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Autores principales: Lee, Jun Hwa, Kim, Kyung-Hee, Park, Ji-Won, Chang, Hee Jin, Kim, Byung Chang, Kim, Sun Young, Kim, Kwang Gi, Lee, Eun Sook, Kim, Dae Yong, Oh, Jae Hwan, Yoo, Byong Chul, Kim, In-Hoo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BlackWell Publishing Ltd 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4233965/
https://www.ncbi.nlm.nih.gov/pubmed/24096867
http://dx.doi.org/10.1002/ijc.28517
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author Lee, Jun Hwa
Kim, Kyung-Hee
Park, Ji-Won
Chang, Hee Jin
Kim, Byung Chang
Kim, Sun Young
Kim, Kwang Gi
Lee, Eun Sook
Kim, Dae Yong
Oh, Jae Hwan
Yoo, Byong Chul
Kim, In-Hoo
author_facet Lee, Jun Hwa
Kim, Kyung-Hee
Park, Ji-Won
Chang, Hee Jin
Kim, Byung Chang
Kim, Sun Young
Kim, Kwang Gi
Lee, Eun Sook
Kim, Dae Yong
Oh, Jae Hwan
Yoo, Byong Chul
Kim, In-Hoo
author_sort Lee, Jun Hwa
collection PubMed
description Blood metabolites can be detected as low-mass ions (LMIs) by mass spectrometry (MS). These LMIs may reflect the pathological changes in metabolism that occur as part of a disease state, such as cancer. We constructed a LMI discriminant equation (LOME) to investigate whether systematic LMI profiling might be applied to cancer screening. LMI information including m/z and mass peak intensity was obtained by five independent MALDI-MS analyses, using 1,127 sera collected from healthy individuals and cancer patients with colorectal cancer (CRC), breast cancer (BRC), gastric cancer (GC) and other types of cancer. Using a two-stage principal component analysis to determine weighting factors for individual LMIs and a two-stage LMI selection procedure, we selected a total of 104 and 23 major LMIs by the LOME algorithms for separating CRC from control and rest of cancer samples, respectively. CRC LOME demonstrated excellent discriminating power in a validation set (sensitivity/specificity: 93.21%/96.47%). Furthermore, in a fecal occult blood test (FOBT) of available validation samples, the discriminating power of CRC LOME was much stronger (sensitivity/specificity: 94.79%/97.96%) than that of the FOBT (sensitivity/specificity: 50.00%/100.0%), which is the standard CRC screening tool. The robust discriminating power of the LOME scheme was reconfirmed in screens for BRC (sensitivity/specificity: 92.45%/96.57%) and GC (sensitivity/specificity: 93.18%/98.85%). Our study demonstrates that LOMEs might be powerful noninvasive diagnostic tools with high sensitivity/specificity in cancer screening. The use of LOMEs could potentially enable screening for multiple diseases (including different types of cancer) from a single sampling of LMI information.
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spelling pubmed-42339652014-12-03 Low-mass-ion discriminant equation: A new concept for colorectal cancer screening Lee, Jun Hwa Kim, Kyung-Hee Park, Ji-Won Chang, Hee Jin Kim, Byung Chang Kim, Sun Young Kim, Kwang Gi Lee, Eun Sook Kim, Dae Yong Oh, Jae Hwan Yoo, Byong Chul Kim, In-Hoo Int J Cancer Early Detection and Diagnosis Blood metabolites can be detected as low-mass ions (LMIs) by mass spectrometry (MS). These LMIs may reflect the pathological changes in metabolism that occur as part of a disease state, such as cancer. We constructed a LMI discriminant equation (LOME) to investigate whether systematic LMI profiling might be applied to cancer screening. LMI information including m/z and mass peak intensity was obtained by five independent MALDI-MS analyses, using 1,127 sera collected from healthy individuals and cancer patients with colorectal cancer (CRC), breast cancer (BRC), gastric cancer (GC) and other types of cancer. Using a two-stage principal component analysis to determine weighting factors for individual LMIs and a two-stage LMI selection procedure, we selected a total of 104 and 23 major LMIs by the LOME algorithms for separating CRC from control and rest of cancer samples, respectively. CRC LOME demonstrated excellent discriminating power in a validation set (sensitivity/specificity: 93.21%/96.47%). Furthermore, in a fecal occult blood test (FOBT) of available validation samples, the discriminating power of CRC LOME was much stronger (sensitivity/specificity: 94.79%/97.96%) than that of the FOBT (sensitivity/specificity: 50.00%/100.0%), which is the standard CRC screening tool. The robust discriminating power of the LOME scheme was reconfirmed in screens for BRC (sensitivity/specificity: 92.45%/96.57%) and GC (sensitivity/specificity: 93.18%/98.85%). Our study demonstrates that LOMEs might be powerful noninvasive diagnostic tools with high sensitivity/specificity in cancer screening. The use of LOMEs could potentially enable screening for multiple diseases (including different types of cancer) from a single sampling of LMI information. BlackWell Publishing Ltd 2014-04-15 2013-10-21 /pmc/articles/PMC4233965/ /pubmed/24096867 http://dx.doi.org/10.1002/ijc.28517 Text en © 2013 UICC http://creativecommons.org/licenses/by-nc/3.0/ This is an open access article under the terms of the Creative Commons Attribution Non-Commercial License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Early Detection and Diagnosis
Lee, Jun Hwa
Kim, Kyung-Hee
Park, Ji-Won
Chang, Hee Jin
Kim, Byung Chang
Kim, Sun Young
Kim, Kwang Gi
Lee, Eun Sook
Kim, Dae Yong
Oh, Jae Hwan
Yoo, Byong Chul
Kim, In-Hoo
Low-mass-ion discriminant equation: A new concept for colorectal cancer screening
title Low-mass-ion discriminant equation: A new concept for colorectal cancer screening
title_full Low-mass-ion discriminant equation: A new concept for colorectal cancer screening
title_fullStr Low-mass-ion discriminant equation: A new concept for colorectal cancer screening
title_full_unstemmed Low-mass-ion discriminant equation: A new concept for colorectal cancer screening
title_short Low-mass-ion discriminant equation: A new concept for colorectal cancer screening
title_sort low-mass-ion discriminant equation: a new concept for colorectal cancer screening
topic Early Detection and Diagnosis
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4233965/
https://www.ncbi.nlm.nih.gov/pubmed/24096867
http://dx.doi.org/10.1002/ijc.28517
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