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Analytical method development in liquid chromatography- mass spectrometry based metabolomics
Uppsala University, Disciplinary Domain of Medicine and Pharmacy, Faculty of Pharmacy, Department of Medicinal Chemistry, Analytical Pharmaceutical Chemistry. (Analytical Pharmaceutical Chemistry)ORCID iD: 0000-0001-7867-9525
2021 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Metabolomics is the analytical field which aims at analyzing all small molecules, metabolites, in a biological system simultaneously. Currently no analytical methods are able to capture the entire metabolome, therefore, the analytical methods are often developed to be as general as possible. However, as research within the metabolomics field is generally driven by biological questions method development is often overlooked. Moreover, method development in metabolomics is very challenging, as evaluation of the methods are difficult since they are not developed for any particular metabolites. Method development is very important though, data quality and accuracy of relative quantitations is paramount if metabolomics is to be used to answer the biological questions at hand.

The articles included in the thesis focus around both analytical method development and applications of metabolomics. In the first paper, head and neck cancer cell lines with different sensitivity to ionizing radiation was investigated using LC-MS based metabolomics. A theory on how the radiation resistant (UM-SCC-74B) cell line could alter its metabolism to handle redox status, DNA repair and DNA methylation was formulated. In the second article the sampling of sponge samples (Geodia barretti) was investigated with regard to its effects on detected metabolite profiles and data quality. It was found that freezing the samples directly was the best alternative which allowed for analysis of most metabolite classes. Storing the samples in solvent lead to a substantial extraction of metabolites to the solvent. For metabolomics, the solvents were more useful than the actual sponge samples that had been stored in solvent. In article three the problems caused by high concentrations of inorganic ions in biological samples in HILIC-ESI-MS analyses was described. The inorganic ions can affect relative quantitation and lead to erroneous results and overly complicated datasets inflated by the extra signals caused by cluster formation. To mitigate the problems caused by the inorganic ions a sample preparation method was developed in article four. The method used cation exchange SPE to trap alkali metal ions which, resulted in less ion-suppression, higher signal intensities of relevant metabolites as well as reduced adduct and cluster formation.

In conclusion, this thesis have described projects where metabolomics have been applied to answer biological questions as well as analytical method development in LC-MS based metabolomics. Limitations with current methods was described and possible solutions to improve the methods has been presented.

Place, publisher, year, edition, pages
Uppsala: Acta Universitatis Upsaliensis, 2021. , p. 47
Series
Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Pharmacy, ISSN 1651-6192 ; 293
Keywords [en]
Analytical pharmaceutical chemistry, metabolomics, liquid chromatography, mass spectrometry, hydrophilic interaction liquid chromatography
National Category
Medicinal Chemistry
Research subject
Analytical Pharmaceutical Chemistry
Identifiers
URN: urn:nbn:se:uu:diva-429767ISBN: 978-91-513-1109-8 (print)OAI: oai:DiVA.org:uu-429767DiVA, id: diva2:1515353
Public defence
2021-02-26, Room A1:107a, BMC, Husargatan 3, Uppsala, 09:15 (English)
Opponent
Supervisors
Note

Zoom-link to the public defence: https://uu-se.zoom.us/j/61482669088

Available from: 2021-02-03 Created: 2021-01-08 Last updated: 2021-03-04
List of papers
1. Exploring Radiation Response in Two Head and Neck Squamous Carcinoma Cell Lines Through Metabolic Profiling
Open this publication in new window or tab >>Exploring Radiation Response in Two Head and Neck Squamous Carcinoma Cell Lines Through Metabolic Profiling
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2019 (English)In: Frontiers in Oncology, E-ISSN 2234-943X, Vol. 9, article id 825Article in journal (Refereed) Published
Abstract [en]

Head and neck squamous cell carcinoma (HNSCC) is the sixth most common form of cancer worldwide. Radiotherapy, with or without surgery, represents the major approach to curative treatment. However, not all tumors are equally sensitive to irradiation. It is therefore of interest to apply newer system biology approaches (e.g., metabolic profiling) in squamous cancer cells with different radiosensitivities in order to provide new insights on the mechanisms of radiation response. In this study, two cultured HNSCC cell lines from the same donor, UM-SCC-74A and UM-SCC-74B, were first genotyped using Short Tandem Repeat (STR), and assessed for radiation response by the means of clonogenic survival and growth inhibition assays. Thereafter, cells were cultured, irradiated and collected for subsequent metabolic profiling analyses using liquid chromatography-mass spectrometry (LC-MS). STR verified the similarity of UM-SCC-74A and UM-SCC-74B cells, and three independent assays proved UM-SCC-74B to be clearly more radioresistant than UM-SCC-74A. The LC-MS metabolic profiling demonstrated significant differences in the intracellular metabolome of the two cell lines before irradiation, as well as significant alterations after irradiation. The most important differences between the two cell lines before irradiation were connected to nicotinic acid and nicotinamide metabolism and purine metabolism. In the more radiosensitive UM-SCC-74A cells, the most significant alterations after irradiation were linked to tryptophan metabolism. In the more radioresistant UM-SCC-74B cells, the major alterations after irradiation were connected to nicotinic acid and nicotinamide metabolism, purine metabolism, the methionine cycle as well as the serine, and glycine metabolism. The data suggest that the more radioresistant cell line UM-SCC-74B altered the metabolism to control redox-status, manage DNA-repair, and change DNA methylation after irradiation. This provides new insights on the mechanisms of radiation response, which may aid future identification of biomarkers associated with radioresistance of cancer cells.

Keywords
radioresistance, radiosensitivity, metabolomics, mass spectrometry, redox status
National Category
Otorhinolaryngology Pharmaceutical Sciences Analytical Chemistry
Identifiers
urn:nbn:se:uu:diva-393266 (URN)10.3389/fonc.2019.00825 (DOI)000483315200001 ()31544064 (PubMedID)
Funder
Swedish Cancer Society, CAN 2018/494Swedish Cancer Society, CAN 2015/1080Swedish Cancer Society, CAN 2015/385Swedish Research Council, 201330876-104113-30
Note

De 2 första författarna delar förstaförfattarskapet.

Available from: 2019-09-18 Created: 2019-09-18 Last updated: 2024-01-17Bibliographically approved
2. The effects of sampling and storage conditions on the metabolite profile of the marine sponge Geodia barretti
Open this publication in new window or tab >>The effects of sampling and storage conditions on the metabolite profile of the marine sponge Geodia barretti
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2021 (English)In: Frontiers in Chemistry, E-ISSN 2296-2646, Vol. 9, article id 662659Article in journal (Refereed) Published
Abstract [en]

Geodia barretti is a marine sponge common in the north Atlantic and waters outside of Norway and Sweden. The sampling and subsequent treatment as well as storage of sponges for metabolomics analyses can be performed in different ways, the most commonly used being freezing (directly upon collection or later) or by storage in solvent, commonly ethanol, followed by freeze-drying. In this study we therefore investigated different sampling protocols and their effects on the detected metabolite profiles in LC-MS. Sponges (G. barretti) were collected outside the Swedish west coast and pieces from three sponge specimens were either flash frozen in liquid nitrogen, frozen later after the collection cruise, stored in ethanol or stored in methanol. The storage solvents as well as the actual sponge pieces were analyzed, all samples were analyzed with hydrophilic interaction liquid chromatography (HILIC) as well as reversed phase liquid chromatography with high resolution mass spectrometry (HRMS) in positive and negative ionization mode. The data were evaluated using multivariate data analysis. The highest metabolite intensities were found in the frozen samples (flash frozen and frozen after sampling cruise) as well as in the storage solvents (methanol and ethanol). Metabolites extracted from the sponge pieces that had been stored in solvent were found in very low intensity, since the majority of metabolites were extracted to the solvents to a high degree. The exception being larger peptides and some lipids. The lowest variation between replicates were found in the flash frozen samples. In conclusion, the preferred method for sampling of sponges for metabolomics was found to be immediate freezing in liquid nitrogen. However, freezing the sponge samples after some time proved to be a reliable method as well, albeit with higher variation between the replicates. Thus, the study highlights the importance of saving ethanol extracts after preservation of specimens; these valuable extracts could be further used in studies of natural products, chemosystematics or metabolomics.

Place, publisher, year, edition, pages
Frontiers Media S.A.FRONTIERS MEDIA, 2021
National Category
Analytical Chemistry
Research subject
Analytical Pharmaceutical Chemistry
Identifiers
urn:nbn:se:uu:diva-429765 (URN)10.3389/fchem.2021.662659 (DOI)000652972600001 ()34041223 (PubMedID)
Funder
EU, Horizon 2020, 679849
Available from: 2021-01-04 Created: 2021-01-04 Last updated: 2024-01-15Bibliographically approved
3. Adduct formation in electrospray ionisation-mass spectrometry with hydrophilic interaction liquid chromatography is strongly affected by the inorganic ion concentration of the samples
Open this publication in new window or tab >>Adduct formation in electrospray ionisation-mass spectrometry with hydrophilic interaction liquid chromatography is strongly affected by the inorganic ion concentration of the samples
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2019 (English)In: Journal of Chromatography A, ISSN 0021-9673, E-ISSN 1873-3778, Vol. 1600, p. 174-182Article in journal (Refereed) Published
Abstract [en]

Hydrophilic interaction liquid chromatography (HILIC)/electrospray ionisation-mass spectrometry (ESI-MS) has gained interest for the analysis of polar analytes in bioanalytical applications in recent years. However, ESI-MS is prone to adduct formation of analytes. In contrast to reversed phase chromatography, small inorganic ions have retention in HILIC, i.e. analytes and inorganic ions may co-elute, which could influence the adduct formation. In the present paper, it was demonstrated that the co-elution of sodium ions or potassium ions and analytes in HILIC/ESI-MS affect the adduct formation and that different concentrations of sodium ions and potassium ions in biological samples could have an impact on the quantitative response of the respective adducts as well as the quantitative response of the protonated adduct. The co-elution also lead to cluster formation of analytes and sodium formate or potassium formate, causing extremely complicated spectra. In analytical applications using HILIC/ESI-MS where internal standards are rarely used or not properly matched, great care needs to be taken to ensure minimal variation of inorganic ion concentration between samples. Moreover, the use of alkali metal ion adducts as quantitative target ions in relative quantitative applications should be made with caution if proper internal standards are not used.

Place, publisher, year, edition, pages
ELSEVIER SCIENCE BV, 2019
Keywords
Adduct formation, Hydrophilic interaction liquid chromatography, Mass spectrometry, Screening, Metabolomics, Cluster formation
National Category
Analytical Chemistry
Identifiers
urn:nbn:se:uu:diva-390383 (URN)10.1016/j.chroma.2019.04.049 (DOI)000472687800021 ()31047661 (PubMedID)
Available from: 2019-08-12 Created: 2019-08-12 Last updated: 2021-01-08Bibliographically approved
4. Improved sensitivity in hydrophilic interaction liquid chromatography-electrospray-mass spectrometry after removal of sodium and potassium ions from biological samples
Open this publication in new window or tab >>Improved sensitivity in hydrophilic interaction liquid chromatography-electrospray-mass spectrometry after removal of sodium and potassium ions from biological samples
2021 (English)In: Metabolites, E-ISSN 2218-1989, Vol. 11, no 3, article id 170Article in journal (Refereed) Published
Abstract [en]

Inorganic ions, such as sodium and potassium, are present in all biological matrices and are sometimes also added during sample preparation. However, these inorganic ions are known to hamper electrospray ionization -mass spectrometry (ESI-MS) applications, especially in hydrophilic interaction liquid chromatography (HILIC) where they are retained and can be detected as adducts and clusters with mobile phase components or analytes. The retention of inorganic ions leads to co-elution with analytes and as a result ion-suppression, extensive adduct formation and problems with reproducibility. In the presented work, a sample preparation method using cation exchange solid phase extraction (SPE) was developed to trap Na+ and K+ ions from human blood plasma and head and neck cancer cells for the analysis of small cationic, anionic as well as neutral organic analytes. The investigated analytes were small, hydrophilic compounds typically in focus in metabolomics studies. The samples were analyzed using full-scan HILIC-ESI-quadrupole time of flight (QTOF)-MS with an untargeted, screening approach. Method performance was evaluated using multivariate data analysis as well as relative quantifications, spiking of standards to evaluate linearity of response and post-column infusion to study ion-suppression. In blood plasma, the reduction of sodium and potassium ion concentration resulted in improved sensitivity increased signal intensity for 19 out of 28 investigated analytes, improved linearity of response, reduced ion-suppression and reduced cluster formation as well as adduct formation. Thus, the presented method has significant potential to improve data quality in metabolomics studies.

Place, publisher, year, edition, pages
MDPI, 2021
Keywords
hydrophilic interaction liquid chromatography, mass spectrometry, metabolomics, sample preparation, ion suppression, matrix effects, alkali metal ions
National Category
Analytical Chemistry
Research subject
Analytical Pharmaceutical Chemistry
Identifiers
urn:nbn:se:uu:diva-429764 (URN)10.3390/metabo11030170 (DOI)000633880900001 ()33804267 (PubMedID)
Available from: 2021-01-04 Created: 2021-01-04 Last updated: 2024-09-04Bibliographically approved

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