@article{scheidemantle_duan_lodge_cummings_hilovsky_pham_wang_kennedy_liu_2024, title={Data-dependent and -independent acquisition lipidomics analysis reveals the tissue-dependent effect of metformin on lipid metabolism}, volume={20}, ISSN={["1573-3890"]}, DOI={10.1007/s11306-024-02113-2}, abstractNote={Despite the well-recognized health benefits, the mechanisms and site of action of metformin remains elusive. Metformin-induced global lipidomic changes in plasma of animal models and human subjects have been reported. However, there is a lack of systemic evaluation of metformin-induced lipidomic changes in different tissues. Metformin uptake requires active transporters such as organic cation transporters (OCTs), and hence, it is anticipated that metformin actions are tissue-dependent. In this study, we aim to characterize metformin effects in non-diabetic male mice with a special focus on lipidomics analysis. The findings from this study will help us to better understand the cell-autonomous (direct actions in target cells) or non-cell-autonomous (indirect actions in target cells) mechanisms of metformin and provide insights into the development of more potent yet safe drugs targeting a particular organ instead of systemic metabolism for metabolic regulations without major side effects. To characterize metformin-induced lipidomic alterations in different tissues of non-diabetic male mice and further identify lipids affected by metformin through cell-autonomous or systemic mechanisms based on the correlation between lipid alterations in tissues and the corresponding in-tissue metformin concentrations. A dual extraction method involving 80% methanol followed by MTBE (methyl tert-butyl ether) extraction enables the analysis of free fatty acids, polar metabolites, and lipids. Extracts from tissues and plasma of male mice treated with or without metformin in drinking water for 12 days were analyzed using HILIC chromatography coupled to Q Exactive Plus mass spectrometer or reversed-phase liquid chromatography coupled to MS/MS scan workflow (hybrid mode) on LC-Orbitrap Exploris 480 mass spectrometer using biologically relevant lipids-containing inclusion list for data-independent acquisition (DIA), named as BRI-DIA workflow followed by data-dependent acquisition (DDA), to maximum the coverage of lipids and minimize the negative effect of stochasticity of precursor selection on experimental consistency and reproducibility. Lipidomics analysis of 6 mouse tissues and plasma allowed a systemic evaluation of lipidomic changes induced by metformin in different tissues. We observed that (1) the degrees of lipidomic changes induced by metformin treatment overly correlated with tissue concentrations of metformin; (2) the impact on lysophosphatidylcholine (lysoPC) and cardiolipins was positively correlated with tissue concentrations of metformin, while neutral lipids such as triglycerides did not correlate with the corresponding tissue metformin concentrations; (3) increase of intestinal tricarboxylic acid (TCA) cycle intermediates after metformin treatment. The data collected in this study from non-diabetic mice with 12-day metformin treatment suggest that the overall metabolic effect of metformin is positively correlated with tissue concentrations and the effect on individual lipid subclass is via both cell-autonomous mechanisms (cardiolipins and lysoPC) and non-cell-autonomous mechanisms (triglycerides).}, number={3}, journal={METABOLOMICS}, author={Scheidemantle, Grace and Duan, Likun and Lodge, Mareca and Cummings, Magdalina J. and Hilovsky, Dalton and Pham, Eva and Wang, Xiaoqiu and Kennedy, Arion and Liu, Xiaojing}, year={2024}, month={May} } @article{patel_cooper_kadakia_allen_duan_luo_williams_liu_locasale_kirsch_2024, title={Targeting glutamine metabolism improves sarcoma response to radiation therapy in vivo}, volume={7}, ISSN={["2399-3642"]}, DOI={10.1038/s42003-024-06262-x}, abstractNote={Abstract Diverse tumor metabolic phenotypes are influenced by the environment and genetic lesions. Whether these phenotypes extend to rhabdomyosarcoma (RMS) and how they might be leveraged to design new therapeutic approaches remains an open question. Thus, we utilized a Pax7 Cre-ER-T2/+ ; Nras LSL-G12D/+ ; p53 fl/fl (P7NP) murine model of sarcoma with mutations that most frequently occur in human embryonal RMS. To study metabolism, we infuse 13 C-labeled glucose or glutamine into mice with sarcomas and show that sarcomas consume more glucose and glutamine than healthy muscle tissue. However, we reveal a marked shift from glucose consumption to glutamine metabolism after radiation therapy (RT). In addition, we show that inhibiting glutamine, either through genetic deletion of glutaminase ( Gls1 ) or through pharmacological inhibition of glutaminase, leads to significant radiosensitization in vivo. This causes a significant increase in overall survival for mice with Gls1 -deficient compared to Gls1 -proficient sarcomas. Finally, Gls1 -deficient sarcomas post-RT elevate levels of proteins involved in natural killer cell and interferon alpha/gamma responses, suggesting a possible role of innate immunity in the radiosensitization of Gls1 -deficient sarcomas. Thus, our results indicate that glutamine contributes to radiation response in a mouse model of RMS.}, number={1}, journal={COMMUNICATIONS BIOLOGY}, author={Patel, Rutulkumar and Cooper, Daniel E. and Kadakia, Kushal T. and Allen, Annamarie and Duan, Likun and Luo, Lixia and Williams, Nerissa T. and Liu, Xiaojing and Locasale, Jason W. and Kirsch, David G.}, year={2024}, month={May} } @article{tsai_chuang_li_yu_tzeng_teoh_lindblad_di matteo_cheng_hsueh_et al._2023, title={Immunoediting instructs tumor metabolic reprogramming to support immune evasion}, volume={35}, ISSN={["1932-7420"]}, DOI={10.1016/j.cmet.2022.12.003}, abstractNote={Immunoediting sculpts immunogenicity and thwarts host anti-tumor responses in tumor cells during tumorigenesis; however, it remains unknown whether metabolic programming of tumor cells can be guided by immunosurveillance. Here, we report that T cell-mediated immunosurveillance in early-stage tumorigenesis instructs c-Myc upregulation and metabolic reprogramming in tumor cells. This previously unexplored tumor-immune interaction is controlled by non-canonical interferon gamma (IFNγ)-STAT3 signaling and supports tumor immune evasion. Our findings uncover that immunoediting instructs deregulated bioenergetic programs in tumor cells to empower them to disarm the T cell-mediated immunosurveillance by imposing metabolic tug-of-war between tumor and infiltrating T cells and forming the suppressive tumor microenvironment.}, number={1}, journal={CELL METABOLISM}, author={Tsai, Chin-Hsien and Chuang, Yu-Ming and Li, Xiaoyun and Yu, Yi-Ru and Tzeng, Sheue-Fen and Teoh, Shao Thing and Lindblad, Katherine E. and Di Matteo, Mario and Cheng, Wan-Chen and Hsueh, Pei-Chun and et al.}, year={2023}, month={Jan}, pages={118-+} } @article{liu_duan_liu_wang_2023, title={Metabolomic Analysis of Uterine Luminal Fluid During the Peri-Implantation Period of Pregnancy in Pigs}, volume={101}, ISSN={["1525-3163"]}, DOI={10.1093/jas/skad068.046}, abstractNote={Abstract During the peri-implantation period of pregnancy in pigs, the rapid elongation of conceptuses (embryonic/fetus and its extraembryonic membranes) is highly dependent on the composition of histotroph secreted from uterine luminal (LE) and glandular (GE) epithelial and stroma cells, as well as selective transport of nutrients. However, little is known about the metabolites in the uterine luminal fluid (ULF) associated with the uterine-conceptus communication during early pregnancy in pigs. Thus, this study was conducted to profile the metabolome in porcine ULF between days 10 and 16 of estrus cycle (C) and pregnancy (P). Gilts were observed for estrus and/or bred via artificial insemination at 12 and 24 h after onset of estrus (day 0). On days 10, 12, 14, or 16 of the estrous cycle and pregnancy (n = 6 gilts per day and status), uteri were flushed with 20 mL sterile PBS (pH 7.2) after gilts were subjected to a midventral laparotomy. Pregnancy was confirmed by the presence of one or more morphologically normal conceptuses. Recoverable uterine flushings (i.e., ULF) were then subjected to metabolomic analysis by LC-MS. Overall, 222 metabolites were detected in the ULF of which 102 were altered by status and 63 were altered by days (P < 0.05; fold change>1.5). Comparing to cyclic day 10 (10C), pregnancy stimulated increases in citric acid, lysine, arginine and other 19 metabolites in the ULF at pregnant day 10 (10P). At 12P when porcine conceptus initiates its morphological changes, ornithine, α-D-glucose, phenylalanine and other 13 metabolites were up-regulated as compared with 12C. At 14P when conceptus initiates implantation, 15 metabolites changed in ULF. At 16P, 123 metabolites were altered in ULF as compared with 16C. Interestingly, of 15 altered metabolites in ULF, 12 were downregulated including asparagine, nicotinamide riboside, and citrulline at 14P. Whereas 102 of 123 altered metabolites were upregulated including phosphorylcholine, 6-phosphate fructose and 6-phosphate glucose in ULF at 16P. To determine the absolute amount of amino acids in the ULF, we performed the targeted metabolomic analyses for 19 amino acids. As a result, arginine, asparagine, glutamic acid, glutamine, histidine, leucine/isoleucine, lysine, phenylalanine, proline, and valine were increased between 10P and 16P. They were less expressed in the ULF of estrus cycle as compared with pregnancy, and remained unchanged between 10C and 16C. Pathway analysis based on KEGG database indicating that arginine biosynthesis, alanine, aspartate and glutamate metabolism, and aminoacyl-tRNA biosynthesis have the highest degree of enrichment. These novel findings provide the foundation for future investigation of metabolomic and functional studies on both endometrium and conceptus required for elongation of porcine conceptus during peri-implantation period of pregnancy. This research was supported by Agriculture and Food Research Initiative Competitive Grant no. 2022-67015-36491 from the USDA National Institute of Food and Agriculture}, journal={JOURNAL OF ANIMAL SCIENCE}, author={Liu, Bangmin and Duan, Likun and Liu, Xiaojing and Wang, Xiaoqiu}, year={2023}, month={May} } @article{duan_cooper_scheidemantle_locasale_kirsch_liu_2022, title={C-13 tracer analysis suggests extensive recycling of endogenous CO2 in vivo}, volume={10}, ISSN={["2049-3002"]}, DOI={10.1186/s40170-022-00287-8}, abstractNote={Abstract Background 13C tracer analysis is increasingly used to monitor cellular metabolism in vivo and in intact cells, but data interpretation is still the key element to unveil the complexity of metabolic activities. The distinct 13C labeling patterns (e.g., M + 1 species in vivo but not in vitro) of metabolites from [U-13C]-glucose or [U-13C]-glutamine tracing in vivo and in vitro have been previously reported by multiple groups. However, the reason for the difference in the M + 1 species between in vivo and in vitro experiments remains poorly understood. Methods We have performed [U-13C]-glucose and [U-13C]-glutamine tracing in sarcoma-bearing mice (in vivo) and in cancer cell lines (in vitro). 13C enrichment of metabolites in cultured cells and tissues was determined by LC coupled with high-resolution mass spectrometry (LC-HRMS). All p-values are obtained from the Student’s t-test two-tailed using GraphPad Prism 8 unless otherwise noted. Results We observed distinct enrichment patterns of tricarboxylic acid cycle intermediates in vivo and in vitro. As expected, citrate M + 2 or M + 4 was the dominant mass isotopologue in vitro. However, citrate M + 1 was unexpectedly the dominant isotopologue in mice receiving [U-13C]-glucose or [U-13C]-glutamine infusion, but not in cultured cells. Our results are consistent with a model where the difference in M + 1 species is due to the different sources of CO2 in vivo and in vitro, which was largely overlooked in the past. In addition, a time course study shows the generation of high abundance citrate M + 1 in plasma of mice as early as few minutes after [U-13C]-glucose infusion. Conclusions Altogether, our results show that recycling of endogenous CO2 is substantial in vivo. The production and recycling of 13CO2 from the decarboxylation of [U-13C]-glucose or [U-13C]-glutamine is negligible in vitro partially due to dilution by the exogenous HCO3−/CO2 source, but in vivo incorporation of endogenous 13CO2 into M + 1 metabolites is substantial and should be considered. These findings provide a new paradigm to understand carbon atom transformations in vivo and should be taken into account when developing mathematical models to better reflect carbon flux. }, number={1}, journal={CANCER & METABOLISM}, author={Duan, Likun and Cooper, Daniel E. and Scheidemantle, Grace and Locasale, Jason W. and Kirsch, David G. and Liu, Xiaojing}, year={2022}, month={Jul} } @article{duan_scheidemantle_lodge_cummings_pham_wang_kennedy_liu_2022, title={Prioritize biologically relevant ions for data-independent acquisition (BRI-DIA) in LC-MS/MS-based lipidomics analysis}, volume={18}, ISSN={["1573-3890"]}, DOI={10.1007/s11306-022-01913-8}, abstractNote={Data-dependent acquisition (DDA) is the most commonly used MS/MS scan method for lipidomics analysis on orbitrap-based instrument. However, MS instrument associated software decide the top N precursors for fragmentation, resulting in stochasticity of precursor selection and compromised consistency and reproducibility. We introduce a novel workflow using biologically relevant lipids to construct inclusion list for data-independent acquisition (DIA), named as BRI-DIA workflow.To ensure consistent coverage of biologically relevant lipids in LC-MS/MS-based lipidomics analysis.Biologically relevant ion list was constructed based on LIPID MAPS and lipidome atlas in MS-DIAL 4. Lipids were extracted from mouse tissues and used to assess different MS/MS scan workflow (DDA, BRI-DIA, and hybrid mode) on LC-Orbitrap Exploris 480 mass spectrometer.DDA resulted in more MS/MS events, but the total number of unique lipids identified by three methods (DDA, BRI-DIA, and hybrid MS/MS scan mode) is comparable (580 unique lipids across 44 lipid subclasses in mouse liver). Major cardiolipin molecular species were identified by data generated using BRI-DIA and hybrid methods and allowed calculation of cardiolipin compositions, while identification of the most abundant cardiolipin CL72:8 was missing in data generated using DDA method, leading to wrong calculation of cardiolipin composition.The method of using inclusion list comprised of biologically relevant lipids in DIA MS/MS scan is as efficient as traditional DDA method in profiling lipids, but offers better consistency of lipid identification, compared to DDA method. This study was performed using Orbitrap Exploris 480, and we will further evaluate this workflow on other platforms, and if verified by future work, this biologically relevant ion fragmentation workflow could be routinely used in many studies to improve MS/MS identification capacities.}, number={8}, journal={METABOLOMICS}, author={Duan, Likun and Scheidemantle, Grace and Lodge, Mareca and Cummings, Magdalina J. and Pham, Eva and Wang, Xiaoqiu and Kennedy, Arion and Liu, Xiaojing}, year={2022}, month={Jul} } @article{karampelias_rezanejad_rosko_duan_lu_pazzagli_bertolino_cesta_liu_korbutt_et al._2021, title={Reinforcing one-carbon metabolism via folic acid/Folr1 promotes beta-cell differentiation}, volume={12}, ISSN={["2041-1723"]}, DOI={10.1038/s41467-021-23673-0}, abstractNote={AbstractDiabetes can be caused by an insufficiency in β-cell mass. Here, we performed a genetic screen in a zebrafish model of β-cell loss to identify pathways promoting β-cell regeneration. We found that both folate receptor 1 (folr1) overexpression and treatment with folinic acid, stimulated β-cell differentiation in zebrafish. Treatment with folinic acid also stimulated β-cell differentiation in cultures of neonatal pig islets, showing that the effect could be translated to a mammalian system. In both zebrafish and neonatal pig islets, the increased β-cell differentiation originated from ductal cells. Mechanistically, comparative metabolomic analysis of zebrafish with/without β-cell ablation and with/without folinic acid treatment indicated β-cell regeneration could be attributed to changes in the pyrimidine, carnitine, and serine pathways. Overall, our results suggest evolutionarily conserved and previously unknown roles for folic acid and one-carbon metabolism in the generation of β-cells.}, number={1}, journal={NATURE COMMUNICATIONS}, author={Karampelias, Christos and Rezanejad, Habib and Rosko, Mandy and Duan, Likun and Lu, Jing and Pazzagli, Laura and Bertolino, Philippe and Cesta, Carolyn E. and Liu, Xiaojing and Korbutt, Gregory S. and et al.}, year={2021}, month={Jun} }