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Attfield PV. Crucial aspects of metabolism and cell biology relating to industrial production and processing of Saccharomyces biomass. Crit Rev Biotechnol 2023; 43:920-937. [PMID: 35731243 DOI: 10.1080/07388551.2022.2072268] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 02/27/2022] [Accepted: 04/21/2022] [Indexed: 12/16/2022]
Abstract
The multitude of applications to which Saccharomyces spp. are put makes these yeasts the most prolific of industrial microorganisms. This review considers biological aspects pertaining to the manufacture of industrial yeast biomass. It is proposed that the production of yeast biomass can be considered in two distinct but interdependent phases. Firstly, there is a cell replication phase that involves reproduction of cells by their transitions through multiple budding and metabolic cycles. Secondly, there needs to be a cell conditioning phase that enables the accrued biomass to withstand the physicochemical challenges associated with downstream processing and storage. The production of yeast biomass is not simply a case of providing sugar, nutrients, and other growth conditions to enable multiple budding cycles to occur. In the latter stages of culturing, it is important that all cells are induced to complete their current budding cycle and subsequently enter into a quiescent state engendering robustness. Both the cell replication and conditioning phases need to be optimized and considered in concert to ensure good biomass production economics, and optimum performance of industrial yeasts in food and fermentation applications. Key features of metabolism and cell biology affecting replication and conditioning of industrial Saccharomyces are presented. Alternatives for growth substrates are discussed, along with the challenges and prospects associated with defining the genetic bases of industrially important phenotypes, and the generation of new yeast strains."I must be cruel only to be kind: Thus bad begins, and worse remains behind." William Shakespeare: Hamlet, Act 3, Scene 4.
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Houle E, Li Y, Schroder M, McRitchie SL, Rahil T, Sites CK, Sumner SJ, Pilsner JR. Exploring the internal exposome of seminal plasma with semen quality and live birth: A Pilot Study. Syst Biol Reprod Med 2023; 69:296-309. [PMID: 37098216 PMCID: PMC11144350 DOI: 10.1080/19396368.2023.2195964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 03/21/2023] [Indexed: 04/27/2023]
Abstract
Infertility is clinically defined as the inability to achieve pregnancy within 12 months of regular unprotected sexual intercourse and affects 15% of couples worldwide. Therefore, the identification of novel biomarkers that can accurately predict male reproductive health and couples' reproductive success is of major public health significance. The objective of this pilot study is to test whether untargeted metabolomics is capable of discriminating reproductive outcomes and understand associations between the internal exposome of seminal plasma and the reproductive outcomes of semen quality and live birth among ten participants undergoing assisted reproductive technology (ART) in Springfield, MA. We hypothesize that seminal plasma offers a novel biological matrix by which untargeted metabolomics is able to discern male reproductive status and predict reproductive success. The internal exposome data was acquired using UHPLC-HR-MS on randomized seminal plasma samples at UNC at Chapel Hill. Unsupervised and supervised multivariate analyses were used to visualize the differentiation of phenotypic groups classified by men with normal or low semen quality based on World Health Organization guidelines as well as by successful ART: live birth or no live birth. Over 100 exogenous metabolites, including environmentally relevant metabolites, ingested food components, drugs and medications, and metabolites relevant to microbiome-xenobiotic interaction, were identified and annotated from the seminal plasma samples, through matching against the NC HHEAR hub in-house experimental standard library. Pathway enrichment analysis indicated that fatty acid biosynthesis and metabolism, vitamin A metabolism, and histidine metabolism were associated sperm quality; while pathways involving vitamin A metabolism, C21-steroid hormone biosynthesis and metabolism, arachidonic acid metabolism, and Omega-3 fatty acid metabolism distinguished live birth groups. Taken together, these pilot results suggest that seminal plasma is a novel matrix to study the influence of the internal exposome on reproductive health outcomes. Future research aims to increase the sample size to validate these findings.
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Affiliation(s)
- Emily Houle
- Department of Obstetrics and Gynecology, School of Medicine, Wayne State University, 275 E. Hancock Street, Detroit, MI, USA
| | - YuanYuan Li
- Department of Nutrition, Nutrition Research Institute, 500 Laureate Way, University of North Carolina at Chapel Hill School of Public Health, Kannapolis, NC 28010, USA
| | - Madison Schroder
- Department of Nutrition, Nutrition Research Institute, 500 Laureate Way, University of North Carolina at Chapel Hill School of Public Health, Kannapolis, NC 28010, USA
| | - Susan L McRitchie
- Department of Nutrition, Nutrition Research Institute, 500 Laureate Way, University of North Carolina at Chapel Hill School of Public Health, Kannapolis, NC 28010, USA
| | - Tayyab Rahil
- Department of Obstetrics and Gynecology, Division of Reproductive Endocrinology and Infertility, University of Massachusetts Medical School, Baystate Medical Center, 759 Chestnut Street, Springfield, MA, USA
| | - Cynthia K Sites
- Department of Obstetrics and Gynecology, Division of Reproductive Endocrinology and Infertility, University of Massachusetts Medical School, Baystate Medical Center, 759 Chestnut Street, Springfield, MA, USA
| | - Susan Jenkins Sumner
- Department of Nutrition, Nutrition Research Institute, 500 Laureate Way, University of North Carolina at Chapel Hill School of Public Health, Kannapolis, NC 28010, USA
| | - J. Richard Pilsner
- Department of Obstetrics and Gynecology, School of Medicine, Wayne State University, 275 E. Hancock Street, Detroit, MI, USA
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Li Y, Pan K, McRitchie SL, Harville EW, Sumner SCJ. Untargeted metabolomics on first trimester serum implicates metabolic perturbations associated with BMI in development of hypertensive disorders: a discovery study. Front Nutr 2023; 10:1144131. [PMID: 37528997 PMCID: PMC10388370 DOI: 10.3389/fnut.2023.1144131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 06/30/2023] [Indexed: 08/03/2023] Open
Abstract
Goal Body mass index (BMI) in early pregnancy is a critical risk factor for hypertensive disorders of pregnancy (HDP). The pathobiology of the interplay between BMI and HDP is not fully understood and represents the focus of this investigation. Methods BMI and 1st-trimester serum samples were obtained from the Global Alliance to Prevent Prematurity and Stillbirth repository for 154 women (105 without HDP and 49 with HDP). Metabotyping was conducted using ultra-high-performance liquid-chromatography high-resolution mass spectrometry (UHPLC HR-MS). Multivariable linear regression and logistic models were used to determine metabolites and pathway perturbations associated with BMI in women with and without HDP, and to determine metabolites and pathway perturbations associated with HDP for women in categories of obese, overweight, and normal weight based on the 1st trimester BMI. These outcome-associated signals were identified or annotated by matching against an in-house physical standards library and public database. Pathway analysis was conducted by the Mummichog algorithm in MetaboAnalyst. Result Vitamin D3 and lysine metabolism were enriched to associate with BMI for women with and without HDP. Tryptophan metabolism enrichment was associated with HDP in all the BMI categories. Pregnant women who developed HDP showed more metabolic perturbations with BMI (continuous) than those without HDP in their 1st-trimester serum. The HDP-associated pathways for women with normal weight indicated inflammation and immune responses. In contrast, the HDP-associated pathways for women of overweight and obese BMI indicated metabolic syndromes with disorders in glucose, protein, and amino acid, lipid and bile acid metabolism, and oxidative and inflammatory stress. Conclusion High first-trimester BMI indicates underlying metabolic syndromes, which play critical roles in HDP development. Vitamin D3 and tryptophan metabolism may be the targets to guide nutritional interventions to mitigate metabolic and inflammatory stress in pregnancy and reduce the onset of HDP.
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Affiliation(s)
- Yuanyuan Li
- Department of Nutrition, Nutrition Research Institute, University of North Carolina at Chapel Hill School of Public Health, Chapel Hill, NC, United States
| | - Ke Pan
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, United States
| | - Susan L. McRitchie
- Department of Nutrition, Nutrition Research Institute, University of North Carolina at Chapel Hill School of Public Health, Chapel Hill, NC, United States
| | - Emily W. Harville
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, United States
| | - Susan C. J. Sumner
- Department of Nutrition, Nutrition Research Institute, University of North Carolina at Chapel Hill School of Public Health, Chapel Hill, NC, United States
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Metabolomics Analysis Reveals Novel Targets of Chemosensitizing Polyphenols and Omega-3 Polyunsaturated Fatty Acids in Triple Negative Breast Cancer Cells. Int J Mol Sci 2023; 24:ijms24054406. [PMID: 36901842 PMCID: PMC10002396 DOI: 10.3390/ijms24054406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 02/20/2023] [Accepted: 02/21/2023] [Indexed: 02/25/2023] Open
Abstract
Triple negative breast cancer (TNBC) is a subtype of breast cancer with typically poorer outcomes due to its aggressive clinical behavior and lack of targeted treatment options. Currently, treatment is limited to the administration of high-dose chemotherapeutics, which results in significant toxicities and drug resistance. As such, there is a need to de-escalate chemotherapeutic doses in TNBC while also retaining/improving treatment efficacy. Dietary polyphenols and omega-3 polyunsaturated fatty acids (PUFAs) have been demonstrated to have unique properties in experimental models of TNBC, improving the efficacy of doxorubicin and reversing multi-drug resistance. However, the pleiotropic nature of these compounds has caused their mechanisms to remain elusive, preventing the development of more potent mimetics to take advantage of their properties. Using untargeted metabolomics, we identify a diverse set of metabolites/metabolic pathways that are targeted by these compounds following treatment in MDA-MB-231 cells. Furthermore, we demonstrate that these chemosensitizers do not all target the same metabolic processes, but rather organize into distinct clusters based on similarities among metabolic targets. Common themes in metabolic targets included amino acid metabolism (particularly one-carbon and glutamine metabolism) and alterations in fatty acid oxidation. Moreover, doxorubicin treatment alone generally targeted different metabolites/pathways than chemosensitizers. This information provides novel insights into chemosensitization mechanisms in TNBC.
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Zhu H, Li T, Li C, Liu Y, Miao Y, Liu D, Shen Q. Intracellular kynurenine promotes acetaldehyde accumulation, further inducing the apoptosis in soil beneficial fungi Trichoderma guizhouense NJAU4742 under acid stress. Environ Microbiol 2023; 25:331-351. [PMID: 36367399 DOI: 10.1111/1462-2920.16286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 11/10/2022] [Indexed: 11/13/2022]
Abstract
In this study, the growth of fungi Trichoderma guizhouense NJAU4742 was significantly inhibited under acid stress, and the genes related to acid stress were identified based on transcriptome analysis. Four genes including tna1, adh2/4, and bna3 were significantly up-regulated. Meanwhile, intracellular hydrogen ions accumulated under acid stress, and ATP synthesis was induced to transport hydrogen ions to maintain hydrogen ion balance. The enhancement of glycolysis pathway was also detected, and a large amount of pyruvic acid from glycolysis was accumulated due to the activity limitation of PDH enzymes. Finally, acetaldehyde accumulated, resulting in the induction of adh2/4. In order to cope with stress caused by acetaldehyde, cells enhanced the synthesis of NAD+ by increasing the expression of tna1 and bna3 genes. NAD+ effectively improved the antioxidant capacity of cells, but the NAD+ supplement pathway mediated by bna3 could also cause the accumulation of kynurenine (KYN), which was an inducer of apoptosis. In addition, KYN had a specific promoting effect on acetaldehyde synthesis by improving the expression of eno2 gene, which led to the extremely high intracellular acetaldehyde in the cell under acidic stress. Our findings provided a route to better understand the response of filamentous fungi under acid stress.
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Affiliation(s)
- Han Zhu
- Jiangsu Provincial Key Lab of Solid Organic Waste Utilization, Jiangsu Collaborative Innovation Center of Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Jiangsu, People's Republic of China
- Nanjing Agricultural University, Nanjing, Jiangsu, People's Republic of China
| | - Tuo Li
- Jiangsu Provincial Key Lab of Solid Organic Waste Utilization, Jiangsu Collaborative Innovation Center of Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Jiangsu, People's Republic of China
- Nanjing Agricultural University, Nanjing, Jiangsu, People's Republic of China
| | - Chi Li
- Jiangsu Provincial Key Lab of Solid Organic Waste Utilization, Jiangsu Collaborative Innovation Center of Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Jiangsu, People's Republic of China
- Nanjing Agricultural University, Nanjing, Jiangsu, People's Republic of China
| | - Yang Liu
- Jiangsu Provincial Key Lab of Solid Organic Waste Utilization, Jiangsu Collaborative Innovation Center of Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Jiangsu, People's Republic of China
- Nanjing Agricultural University, Nanjing, Jiangsu, People's Republic of China
| | - Youzhi Miao
- Jiangsu Provincial Key Lab of Solid Organic Waste Utilization, Jiangsu Collaborative Innovation Center of Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Jiangsu, People's Republic of China
- Nanjing Agricultural University, Nanjing, Jiangsu, People's Republic of China
| | - Dongyang Liu
- Jiangsu Provincial Key Lab of Solid Organic Waste Utilization, Jiangsu Collaborative Innovation Center of Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Jiangsu, People's Republic of China
- Nanjing Agricultural University, Nanjing, Jiangsu, People's Republic of China
| | - Qirong Shen
- Jiangsu Provincial Key Lab of Solid Organic Waste Utilization, Jiangsu Collaborative Innovation Center of Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Jiangsu, People's Republic of China
- Nanjing Agricultural University, Nanjing, Jiangsu, People's Republic of China
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Rushing BR, Fogle HM, Sharma J, You M, McCormac JP, Molina S, Sumner S, Krupenko NI, Krupenko SA. Exploratory Metabolomics Underscores the Folate Enzyme ALDH1L1 as a Regulator of Glycine and Methylation Reactions. MOLECULES (BASEL, SWITZERLAND) 2022; 27:molecules27238394. [PMID: 36500483 PMCID: PMC9740053 DOI: 10.3390/molecules27238394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 11/22/2022] [Accepted: 11/28/2022] [Indexed: 12/02/2022]
Abstract
Folate (vitamin B9) is involved in one-carbon transfer reactions and plays a significant role in nucleic acid synthesis and control of cellular proliferation, among other key cellular processes. It is now recognized that the role of folates in different stages of carcinogenesis is complex, and more research is needed to understand how folate reactions become dysregulated in cancers and the metabolic consequences that occur as a result. ALDH1L1 (cytosolic 10-formyltetrahydrofolate dehydrogenase), an enzyme of folate metabolism expressed in many tissues, is ubiquitously downregulated in cancers and is not expressed in cancer cell lines. The RT4 cell line (derived from papillary bladder cancer) which expresses high levels of ALDH1L1 represents an exception, providing an opportunity to explore the metabolic consequences of the loss of this enzyme. We have downregulated this protein in RT4 cells (shRNA driven knockdown or CRISPR driven knockout) and compared metabolomes of ALDH1L1-expressing and -deficient cells to determine if metabolic changes linked to the loss of this enzyme might provide proliferative and/or survival advantages for cancer cells. In this study, cell extracts were analyzed using Ultra High Performance Liquid Chromatography High Resolution Mass Spectrometry (UHPLC-HR-MS). A total of 13,339 signals were identified or annotated using an in-house library and public databases. Supervised and unsupervised multivariate analysis revealed metabolic differences between RT4 cells and ALDH1L1-deficient clones. Glycine (8-fold decrease) and metabolites derived from S-adenosylmethionine utilizing pathways were significantly decreased in the ALDH1L1-deficient clones, compared with RT4 cells. Other changes linked to ALDH1L1 downregulation include decreased levels of amino acids, Krebs cycle intermediates, and ribose-5-phosphate, and increased nicotinic acid. While the ALDH1L1-catalyzed reaction is directly linked to glycine biosynthesis and methyl group flux, its overall effect on cellular metabolism extends beyond immediate metabolic pathways controlled by this enzyme.
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Affiliation(s)
- Blake R. Rushing
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
| | - Halle M. Fogle
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
| | - Jaspreet Sharma
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
| | - Mikyoung You
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
| | | | - Sabrina Molina
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
| | - Susan Sumner
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
- Correspondence: (S.S.); (S.A.K.)
| | - Natalia I. Krupenko
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
| | - Sergey A. Krupenko
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
- Correspondence: (S.S.); (S.A.K.)
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Rushing BR, Tilley S, Molina S, Schroder M, Sumner S. Commonalities in Metabolic Reprogramming between Tobacco Use and Oral Cancer. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:10261. [PMID: 36011897 PMCID: PMC9408724 DOI: 10.3390/ijerph191610261] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 08/09/2022] [Accepted: 08/13/2022] [Indexed: 06/15/2023]
Abstract
Tobacco use is a major public health concern and is linked to myriad diseases, including cancer. The link between tobacco use and oral cancer, specifically, is very strong, making tobacco use one of the primary risk factors for oral cancer. While this association is well known, the underlying biochemical changes that result from tobacco use, and how this links to metabolic phenotypes of oral cancer, is not well understood. To address this knowledge gap, a combination of literature reviews and metabolomics studies were performed to identify commonalities in metabolic perturbations between tobacco use and oral cancers. Metabolomics analysis was performed on pooled reference urine from smokers and non-smokers, healthy and malignant oral tissues, and cultured oral cells with or without treatment of the well-known tobacco carcinogen 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone (NNK). Alterations in amino acid metabolism, carbohydrates/oxidative phosphorylation, fatty acid oxidation, nucleotide metabolism, steroid metabolism, and vitamin metabolism were found to be shared between tobacco use and oral cancer. These results support the conclusion that tobacco use metabolically reprograms oral cells to support malignant transformation through these pathways. These metabolic reprogramming events may be potential targets to prevent or treat oral cancers that arise from tobacco use.
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Affiliation(s)
- Blake R. Rushing
- Department of Nutrition, University of North Carolina at Chapel Hill, Durham, NC 27599, USA
- Nutrition Research Institute, University of North Carolina at Chapel Hill, Kannapolis, NC 28081, USA
| | - Spencer Tilley
- Department of Nutrition, University of North Carolina at Chapel Hill, Durham, NC 27599, USA
| | - Sabrina Molina
- Nutrition Research Institute, University of North Carolina at Chapel Hill, Kannapolis, NC 28081, USA
| | - Madison Schroder
- Nutrition Research Institute, University of North Carolina at Chapel Hill, Kannapolis, NC 28081, USA
| | - Susan Sumner
- Department of Nutrition, University of North Carolina at Chapel Hill, Durham, NC 27599, USA
- Nutrition Research Institute, University of North Carolina at Chapel Hill, Kannapolis, NC 28081, USA
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Sharma J, Rushing BR, Hall MS, Helke KL, McRitchie SL, Krupenko NI, Sumner SJ, Krupenko SA. Sex-Specific Metabolic Effects of Dietary Folate Withdrawal in Wild-Type and Aldh1l1 Knockout Mice. Metabolites 2022; 12:metabo12050454. [PMID: 35629957 PMCID: PMC9143804 DOI: 10.3390/metabo12050454] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 05/03/2022] [Accepted: 05/14/2022] [Indexed: 12/11/2022] Open
Abstract
ALDH1L1 (10-formyltetrahydrofolate dehydrogenase), an enzyme of folate metabolism, is highly expressed in the liver. It regulates the overall flux of folate-bound one-carbon groups by converting 10-formyltetrahydrofolate to tetrahydrofolate and CO2 in a NADP+-dependent reaction. Our previous study revealed that Aldh1l1 knockout (KO) mice have an altered liver metabotype with metabolic symptoms of folate deficiency when fed a standard chow diet containing 2 ppm folic acid. Here we performed untargeted metabolomic analysis of liver and plasma of KO and wild-type (WT) male and female mice fed for 16 weeks either standard or folate-deficient diet. OPLS-DA, a supervised multivariate technique that was applied to 6595 and 10,678 features for the liver and plasma datasets, respectively, indicated that genotype and diet, alone or in combination, gave distinct metabolic profiles in both types of biospecimens. A more detailed analysis of affected metabolic pathways based on most confidently identified metabolites in the liver and plasma (OL1 and OL2a ontology level) indicated that the dietary folate restriction itself does not fully recapitulate the metabolic effect of the KO. Of note, dietary folate withdrawal enhanced the metabolic perturbations linked to the ALDH1L1 loss only for a subset of metabolites. Importantly, both the ALDH1L1 loss and dietary folate deficiency produced sex-specific metabolic effects.
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Affiliation(s)
- Jaspreet Sharma
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA; (J.S.); (B.R.R.); (M.S.H.); (S.L.M.); (N.I.K.); (S.J.S.)
| | - Blake R. Rushing
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA; (J.S.); (B.R.R.); (M.S.H.); (S.L.M.); (N.I.K.); (S.J.S.)
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
| | - Madeline S. Hall
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA; (J.S.); (B.R.R.); (M.S.H.); (S.L.M.); (N.I.K.); (S.J.S.)
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
| | - Kristi L. Helke
- Department of Comparative Medicine, Medical University of South Carolina, Charleston, SC 29425, USA;
| | - Susan L. McRitchie
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA; (J.S.); (B.R.R.); (M.S.H.); (S.L.M.); (N.I.K.); (S.J.S.)
| | - Natalia I. Krupenko
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA; (J.S.); (B.R.R.); (M.S.H.); (S.L.M.); (N.I.K.); (S.J.S.)
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
| | - Susan J. Sumner
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA; (J.S.); (B.R.R.); (M.S.H.); (S.L.M.); (N.I.K.); (S.J.S.)
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
| | - Sergey A. Krupenko
- Nutrition Research Institute, UNC Chapel Hill, Kannapolis, NC 28081, USA; (J.S.); (B.R.R.); (M.S.H.); (S.L.M.); (N.I.K.); (S.J.S.)
- Department of Nutrition, UNC Chapel Hill, Chapel Hill, NC 27599, USA
- Correspondence:
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Comparison of Lysis and Detachment Sample Preparation Methods for Cultured Triple-Negative Breast Cancer Cells Using UHPLC–HRMS-Based Metabolomics. Metabolites 2022; 12:metabo12020168. [PMID: 35208242 PMCID: PMC8879193 DOI: 10.3390/metabo12020168] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 02/03/2022] [Accepted: 02/07/2022] [Indexed: 12/12/2022] Open
Abstract
Dysregulation of cellular metabolism is now a well-recognized hallmark of cancer. Studies investigating the metabolic features of cancer cells have shed new light onto processes in cancer cell biology and have identified many potential novel treatment options. The advancement of mass spectrometry-based metabolomics has improved the ability to monitor multiple metabolic pathways simultaneously in various experimental settings. However, questions still remain as to how certain steps in the metabolite extraction process affect the metabolic profiles of cancer cells. Here, we use ultra-high-performance liquid chromatography–high-resolution mass spectrometry (UHPLC–HRMS) untargeted metabolomics to investigate the effects of different detachment and lysis methods on the types and abundances of metabolites extracted from MDA-MB-231 cells through the use of in-house standards libraries and pathway analysis software. Results indicate that detachment methods (trypsinization vs. scraping) had the greatest effect on metabolic profiles whereas lysis methods (homogenizer beads vs. freeze–thaw cycling) had a lesser, though still significant, effect. No singular method was clearly superior over others, with certain metabolite classes giving higher abundances or lower variation for each detachment–lysis combination. These results indicate the importance of carefully selecting sample preparation methods for cell-based metabolomics to optimize the extraction performance for certain compound classes.
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