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Title: MALDI-Mass Spectrometric Imaging Revealing Hypoxia-Driven Lipids and Proteins in a Breast Tumor Model

Journal Article · · Analytical Chemistry
DOI:https://doi.org/10.1021/ac504503x· OSTI ID:1203872
 [1];  [2];  [3];  [4];  [4];  [3];  [5];  [4]
  1. Johns Hopkins Univ., Baltimore, MD (United States). Division of Cancer Imaging Research, Russell H. Morgan Dept. of Radiology and Radiological Science
  2. Fundamental Research on Matter (FOM) AMOLF, Amsterdam (The Netherlands)
  3. Pacific Northwest National Lab. (PNNL), Richland, WA (United States). Environmental Molecular Sciences Lab. (EMSL)
  4. Johns Hopkins Univ., Baltimore, MD (United States). Division of Cancer Imaging Research, Russell H. Morgan Dept. of Radiology and Radiological Science; Johns Hopkins Univ., Baltimore, MD (United States). School of Medicine, Sidney Kimmel Comprehensive Cancer Center
  5. Fundamental Research on Matter (FOM) AMOLF, Amsterdam (The Netherlands); Maastricht MultiModal Molecular Imaging Institute (M4I), Maastricht (The Netherlands)

Hypoxic areas are a common feature of rapidly growing malignant tumors and their metastases, and are typically spatially heterogeneous. Hypoxia has a strong impact on tumor cell biology and contributes to tumor progression in multiple ways. To date, only a few molecular key players in tumor hypoxia, such as for example hypoxia-inducible factor-1 (HIF-1), have been discovered. The distribution of biomolecules is frequently heterogeneous in the tumor volume, and may be driven by hypoxia and HIF-1α. Understanding the spatially heterogeneous hypoxic response of tumors is critical. Mass spectrometric imaging (MSI) provides a unique way of imaging biomolecular distributions in tissue sections with high spectral and spatial resolution. In this paper, breast tumor xenografts grown from MDA-MB-231-HRE-tdTomato cells, with a red fluorescent tdTomato protein construct under the control of a hypoxia response element (HRE)-containing promoter driven by HIF-1α, were used to detect the spatial distribution of hypoxic regions. We elucidated the 3D spatial relationship between hypoxic regions and the localization of small molecules, metabolites, lipids, and proteins by using principal component analysis – linear discriminant analysis (PCA-LDA) on 3D rendered MSI volume data from MDA-MB-231-HRE-tdTomato breast tumor xenografts. In this study we identified hypoxia-regulated proteins active in several distinct pathways such as glucose metabolism, regulation of actin cytoskeleton, protein folding, translation/ribosome, splicesome, the PI3K-Akt signaling pathway, hemoglobin chaperone, protein processing in endoplasmic reticulum, detoxification of reactive oxygen species, aurora B signaling/apoptotic execution phase, the RAS signaling pathway, the FAS signaling pathway/caspase cascade in apoptosis and telomere stress induced senescence. In parallel we also identified co-localization of hypoxic regions and various lipid species such as PC(16:0/18:1), PC(16:0/18:2), PC(18:0/18:1), PC(18:1/18:1), PC(18:1/18:2), PC(16:1/18:4), PC(18:0/20:3), PC(16:0/22:1), among others. Lastly, our findings shed light on the biomolecular composition of hypoxic tumor regions, which may be responsible for a given tumor’s resistance to radiation or chemotherapy.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE; National Institutes of Health (NIH)
Grant/Contract Number:
AC05-76RL01830; R01 CA134695; R01 CA154725
OSTI ID:
1203872
Report Number(s):
PNNL-SA-110776; 40892; KP1704020
Journal Information:
Analytical Chemistry, Vol. 87, Issue 12; ISSN 0003-2700
Publisher:
American Chemical Society (ACS)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 38 works
Citation information provided by
Web of Science

References (65)

Localized Hypoxia Results in Spatially Heterogeneous Metabolic Signatures in Breast Tumor Models journal August 2012
Cloning and characterization of a human c-myc promoter-binding protein. journal April 1991
Hypoxia-Inducible Factor-1α and the Glycolytic Phenotype in Tumors journal April 2005
Effect of distributional heterogeneity on the analysis of tumor hypoxia based on carbonic anhydrase IX journal October 2007
Toward Digital Staining using Imaging Mass Spectrometry and Random Forests journal June 2009
Update of the human and mouse SERPIN gene superfamily journal January 2013
Principal component analysis journal August 1987
Extended data analysis strategies for high resolution imaging MS: New methods to deal with extremely large image hyperspectral datasets journal February 2007
Importance in Catalysis of the 6-Phosphate-binding Site of 6-Phosphogluconate in Sheep Liver 6-Phosphogluconate Dehydrogenase journal September 2006
Ras regulates interleukin-1β-induced HIF-1α transcriptional activity in glioblastoma journal September 2010
Imaging mass spectrometry statistical analysis journal August 2012
Hypoxia regulates TSC1/2 mTOR signaling and tumor suppression through REDD1-mediated 14 3 3 shuttling journal January 2008
Hypoxia Regulates Choline Kinase Expression through Hypoxia-Inducible Factor-1α Signaling in a Human Prostate Cancer Model journal January 2008
Multivariate statistical differentiation of renal cell carcinomas based on lipidomic analysis by ambient ionization imaging mass spectrometry journal October 2010
Mass spectrometry images acylcarnitines, phosphatidylcholines, and sphingomyelin in MDA-MB-231 breast tumor models journal February 2013
Novel molecular tumour classification using MALDI–mass spectrometry imaging of tissue micro-array journal March 2010
Correlating MALDI and SIMS imaging mass spectrometric datasets of biological tissue surfaces: Secondary ion mass spectrometry and matrix-assisted laser desorption/ionization journal July 2009
Active Learning for Convenient Annotation and Classification of Secondary Ion Mass Spectrometry Images journal December 2012
Histology-Driven Data Mining of Lipid Signatures from Multiple Imaging Mass Spectrometry Analyses: Application to Human Colorectal Cancer Liver Metastasis Biopsies journal February 2013
Exploring Three-Dimensional Matrix-Assisted Laser Desorption/Ionization Imaging Mass Spectrometry Data: Three-Dimensional Spatial Segmentation of Mouse Kidney journal June 2012
Correction: Routine HIV Testing in Botswana: A Population-Based Study on Attitudes, Practices, and Human Rights Concerns journal October 2006
Oxygen-independent Regulation of HIF-1: Novel Involvement of PI3K/ AKT/mTOR Pathway in Cancer journal March 2013
Activation of vascular endothelial growth factor gene transcription by hypoxia-inducible factor 1 journal September 1996
MALDI imaging mass spectrometry: statistical data analysis and current computational challenges journal November 2012
AMASS: Algorithm for MSI Analysis by Semi-supervised Segmentation journal October 2011
Kernel Methods for Pattern Analysis book January 2011
Mass Spectrometric Imaging for Biomedical Tissue Analysis journal May 2010
MALDI mass spectrometric imaging based identification of clinically relevant signals in prostate cancer using large-scale tissue microarrays: MALDI MSI with TMA technology in molecular alterations journal March 2013
Identification of Hypoxia-Regulated Proteins Using MALDI-Mass Spectrometry Imaging Combined with Quantitative Proteomics journal April 2014
On the Role of the Microenvironment in Mammary Gland Development and Cancer journal May 2012
Fructose-bisphosphate aldolases: an evolutionary history journal March 1992
Identification of proteins directly from tissue:in situ tryptic digestions coupled with imaging mass spectrometry journal January 2007
Hypoxia-inducible Transcription Factor-2α in Endothelial Cells Regulates Tumor Neovascularization through Activation of Ephrin A1 journal July 2008
Breast Tumor Cell Lines From Pleural Effusions2 journal September 1974
Expression of DDX3 Is Directly Modulated by Hypoxia Inducible Factor-1 Alpha in Breast Epithelial Cells journal March 2011
Anoxic injury accelerates phosphatidylcholine degradation in cultured cardiac myocytes by phospholipase C journal February 1992
Classifying Human Brain Tumors by Lipid Imaging with Mass Spectrometry journal December 2011
Lipid classification, structures and tools journal November 2011
Multimodal Mass Spectrometric Imaging of Small Molecules Reveals Distinct Spatio-Molecular Signatures in Differentially Metastatic Breast Tumor Models journal November 2010
Application of desorption electrospray ionization mass spectrometry imaging in breast cancer margin analysis journal September 2014
Mass Spectrometric Imaging of Red Fluorescent Protein in Breast Tumor Xenografts journal November 2012
Molecular Causes of the Aberrant Choline Phospholipid Metabolism in Breast Cancer journal June 2004
Genomic organization of human lactate dehydrogenase-A gene journal November 1985
Cathepsin D and Prognosis in Breast Cancer journal February 1990
Imaging mass spectrometry of proteins and peptides: 3D volume reconstruction journal January 2008
Tumor Hypoxia: Definitions and Current Clinical, Biologic, and Molecular Aspects journal February 2001
Targeting HIF-1 for cancer therapy journal December 2003
Erratum: Large meta-analysis of multiple cancers reveals a common, compact and highly prognostic hypoxia metagene journal September 2010
Protein identification by accurate mass matrix-assisted laser desorption/ionization imaging of tryptic peptides: Protein identification by accurate mass MALDI imaging of peptides journal August 2011
Defining the role of hypoxia-inducible factor 1 in cancer biology and therapeutics journal November 2009
Hypoxia induces differential translation of enolase/MBP-1 journal April 2010
The effects of lidocaine and hypoxia on phospholipid biosynthesis in the isolated hamster heart journal October 1996
Hypoxia: Importance in tumor biology, noninvasive measurement by imaging, and value of its measurement in the management of cancer therapy journal January 2006
150-kDa Oxygen-regulated Protein (ORP150) Suppresses Hypoxia-induced Apoptotic Cell Death journal March 1999
A direct LDA algorithm for high-dimensional data — with application to face recognition journal October 2001
Proteomic and Tissue Array Profiling Identifies Elevated Hypoxia-Regulated Proteins in Pancreatic Ductal Adenocarcinoma journal January 2009
Hypoxia Regulates CD44 and Its Variant Isoforms through HIF-1α in Triple Negative Breast Cancer journal August 2012
Mechanism of regulation of the hypoxia-inducible factor-1alpha by the von Hippel-Lindau tumor suppressor protein journal August 2000
Combined MR, fluorescence and histology imaging strategy in a human breast tumor xenograft model: MULTIMODAL MOLECULAR IMAGING STRATEGY FOR BREAST CANCER journal September 2012
Fiducial Markers for Combined 3-Dimensional Mass Spectrometric and Optical Tissue Imaging journal January 2012
Stabilization of wild-type p53 by hypoxia-inducible factor 1α journal March 1998
Hypoxia and oxidative stress in breast cancer Tumour hypoxia – therapeutic considerations journal August 2001
Lysyl oxidase is essential for hypoxia-induced metastasis journal April 2006
Regulation of tumor angiogenesis by p53-induced degradation of hypoxia-inducible factor 1α journal January 2000
Silencing of CXCR4 Blocks Breast Cancer Metastasis journal February 2005

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Increased arachidonic acid-containing phosphatidylcholine is associated with reactive microglia and astrocytes in the spinal cord after peripheral nerve injury journal May 2016
Key Players in Choline Metabolic Reprograming in Triple-Negative Breast Cancer journal September 2016
Analysis of the Metabolic Characteristics of Serum Samples in Patients With Multiple Myeloma journal August 2018
Interactive Visual Exploration of 3D Mass Spectrometry Imaging Data Using Hierarchical Stochastic Neighbor Embedding Reveals Spatiomolecular Structures at Full Data Resolution journal February 2018
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