Cargando…
Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy
BACKGROUND: This study was conducted in order to elucidate metabolic differences between human rectal cancer biopsies and colorectal HT29, HCT116 and SW620 xenografts by using high-resolution magnetic angle spinning (MAS) magnetic resonance spectroscopy (MRS) and for determination of the most approp...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2008
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2377266/ https://www.ncbi.nlm.nih.gov/pubmed/18439252 http://dx.doi.org/10.1186/1476-4598-7-33 |
_version_ | 1782154804203618304 |
---|---|
author | Seierstad, Therese Røe, Kathrine Sitter, Beathe Halgunset, Jostein Flatmark, Kjersti Ree, Anne H Olsen, Dag Rune Gribbestad, Ingrid S Bathen, Tone F |
author_facet | Seierstad, Therese Røe, Kathrine Sitter, Beathe Halgunset, Jostein Flatmark, Kjersti Ree, Anne H Olsen, Dag Rune Gribbestad, Ingrid S Bathen, Tone F |
author_sort | Seierstad, Therese |
collection | PubMed |
description | BACKGROUND: This study was conducted in order to elucidate metabolic differences between human rectal cancer biopsies and colorectal HT29, HCT116 and SW620 xenografts by using high-resolution magnetic angle spinning (MAS) magnetic resonance spectroscopy (MRS) and for determination of the most appropriate human rectal xenograft model for preclinical MR spectroscopy studies. A further aim was to investigate metabolic changes following irradiation of HT29 xenografts. METHODS: HR MAS MRS of tissue samples from xenografts and rectal biopsies were obtained with a Bruker Avance DRX600 spectrometer and analyzed using principal component analysis (PCA) and partial least square (PLS) regression analysis. RESULTS AND CONCLUSION: HR MAS MRS enabled assignment of 27 metabolites. Score plots from PCA of spin-echo and single-pulse spectra revealed separate clusters of the different xenografts and rectal biopsies, reflecting underlying differences in metabolite composition. The loading profile indicated that clustering was mainly based on differences in relative amounts of lipids, lactate and choline-containing compounds, with HT29 exhibiting the metabolic profile most similar to human rectal cancers tissue. Due to high necrotic fractions in the HT29 xenografts, radiation-induced changes were not detected when comparing spectra from untreated and irradiated HT29 xenografts. However, PLS calibration relating spectral data to the necrotic fraction revealed a significant correlation, indicating that necrotic fraction can be assessed from the MR spectra. |
format | Text |
id | pubmed-2377266 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-23772662008-05-13 Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy Seierstad, Therese Røe, Kathrine Sitter, Beathe Halgunset, Jostein Flatmark, Kjersti Ree, Anne H Olsen, Dag Rune Gribbestad, Ingrid S Bathen, Tone F Mol Cancer Research BACKGROUND: This study was conducted in order to elucidate metabolic differences between human rectal cancer biopsies and colorectal HT29, HCT116 and SW620 xenografts by using high-resolution magnetic angle spinning (MAS) magnetic resonance spectroscopy (MRS) and for determination of the most appropriate human rectal xenograft model for preclinical MR spectroscopy studies. A further aim was to investigate metabolic changes following irradiation of HT29 xenografts. METHODS: HR MAS MRS of tissue samples from xenografts and rectal biopsies were obtained with a Bruker Avance DRX600 spectrometer and analyzed using principal component analysis (PCA) and partial least square (PLS) regression analysis. RESULTS AND CONCLUSION: HR MAS MRS enabled assignment of 27 metabolites. Score plots from PCA of spin-echo and single-pulse spectra revealed separate clusters of the different xenografts and rectal biopsies, reflecting underlying differences in metabolite composition. The loading profile indicated that clustering was mainly based on differences in relative amounts of lipids, lactate and choline-containing compounds, with HT29 exhibiting the metabolic profile most similar to human rectal cancers tissue. Due to high necrotic fractions in the HT29 xenografts, radiation-induced changes were not detected when comparing spectra from untreated and irradiated HT29 xenografts. However, PLS calibration relating spectral data to the necrotic fraction revealed a significant correlation, indicating that necrotic fraction can be assessed from the MR spectra. BioMed Central 2008-04-25 /pmc/articles/PMC2377266/ /pubmed/18439252 http://dx.doi.org/10.1186/1476-4598-7-33 Text en Copyright © 2008 Seierstad et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Seierstad, Therese Røe, Kathrine Sitter, Beathe Halgunset, Jostein Flatmark, Kjersti Ree, Anne H Olsen, Dag Rune Gribbestad, Ingrid S Bathen, Tone F Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy |
title | Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy |
title_full | Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy |
title_fullStr | Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy |
title_full_unstemmed | Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy |
title_short | Principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)H magnetic resonance spectroscopy |
title_sort | principal component analysis for the comparison of metabolic profiles from human rectal cancer biopsies and colorectal xenografts using high-resolution magic angle spinning (1)h magnetic resonance spectroscopy |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2377266/ https://www.ncbi.nlm.nih.gov/pubmed/18439252 http://dx.doi.org/10.1186/1476-4598-7-33 |
work_keys_str_mv | AT seierstadtherese principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT røekathrine principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT sitterbeathe principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT halgunsetjostein principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT flatmarkkjersti principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT reeanneh principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT olsendagrune principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT gribbestadingrids principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy AT bathentonef principalcomponentanalysisforthecomparisonofmetabolicprofilesfromhumanrectalcancerbiopsiesandcolorectalxenograftsusinghighresolutionmagicanglespinning1hmagneticresonancespectroscopy |