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Won TH, Arifuzzaman M, Parkhurst CN, Miranda IC, Zhang B, Hu E, Kashyap S, Letourneau J, Jin WB, Fu Y, Guzior DV, Quinn RA, Guo CJ, David LA, Artis D, Schroeder FC. Host metabolism balances microbial regulation of bile acid signalling. Nature 2025; 638:216-224. [PMID: 39779854 PMCID: PMC11886927 DOI: 10.1038/s41586-024-08379-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Accepted: 11/08/2024] [Indexed: 01/11/2025]
Abstract
Metabolites derived from the intestinal microbiota, including bile acids (BA), extensively modulate vertebrate physiology, including development1, metabolism2-4, immune responses5-7 and cognitive function8. However, to what extent host responses balance the physiological effects of microbiota-derived metabolites remains unclear9,10. Here, using untargeted metabolomics of mouse tissues, we identified a family of BA-methylcysteamine (BA-MCY) conjugates that are abundant in the intestine and dependent on vanin 1 (VNN1), a pantetheinase highly expressed in intestinal tissues. This host-dependent MCY conjugation inverts BA function in the hepatobiliary system. Whereas microbiota-derived free BAs function as agonists of the farnesoid X receptor (FXR) and negatively regulate BA production, BA-MCYs act as potent antagonists of FXR and promote expression of BA biosynthesis genes in vivo. Supplementation with stable-isotope-labelled BA-MCY increased BA production in an FXR-dependent manner, and BA-MCY supplementation in a mouse model of hypercholesteraemia decreased lipid accumulation in the liver, consistent with BA-MCYs acting as intestinal FXR antagonists. The levels of BA-MCY were reduced in microbiota-deficient mice and restored by transplantation of human faecal microbiota. Dietary intervention with inulin fibre further increased levels of both free BAs and BA-MCY levels, indicating that BA-MCY production by the host is regulated by levels of microbiota-derived free BAs. We further show that diverse BA-MCYs are also present in human serum. Together, our results indicate that BA-MCY conjugation by the host balances host-dependent and microbiota-dependent metabolic pathways that regulate FXR-dependent physiology.
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Affiliation(s)
- Tae Hyung Won
- Department of Chemistry and Chemical Biology, Boyce Thompson Institute, Cornell University, Ithaca, NY, USA
- College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Pocheon-si, Republic of Korea
| | - Mohammad Arifuzzaman
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA
- Friedman Center for Nutrition and Inflammation, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Christopher N Parkhurst
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Isabella C Miranda
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Bingsen Zhang
- Department of Chemistry and Chemical Biology, Boyce Thompson Institute, Cornell University, Ithaca, NY, USA
| | - Elin Hu
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA
- Friedman Center for Nutrition and Inflammation, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Sanchita Kashyap
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA
- Friedman Center for Nutrition and Inflammation, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Jeffrey Letourneau
- Department of Molecular Genetics and Microbiology, Duke University, Durham, NC, USA
| | - Wen-Bing Jin
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Yousi Fu
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, USA
| | - Douglas V Guzior
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, USA
- Department of Microbiology, Genetics, and Immunology, Michigan State University, East Lansing, MI, USA
| | - Robert A Quinn
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, USA
| | - Chun-Jun Guo
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA
- Friedman Center for Nutrition and Inflammation, Weill Cornell Medicine, Cornell University, New York, NY, USA
- Department of Microbiology and Immunology, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Lawrence A David
- Department of Molecular Genetics and Microbiology, Duke University, Durham, NC, USA
- Program in Computational Biology and Bioinformatics, Duke University School of Medicine, Durham, NC, USA
| | - David Artis
- Joan and Sanford I. Weill Department of Medicine, Jill Roberts Institute for Research in Inflammatory Bowel Disease, Division of Gastroenterology and Hepatology, Weill Cornell Medicine, Cornell University, New York, NY, USA.
- Friedman Center for Nutrition and Inflammation, Weill Cornell Medicine, Cornell University, New York, NY, USA.
- Department of Microbiology and Immunology, Weill Cornell Medicine, Cornell University, New York, NY, USA.
- Allen Discovery Center for Neuroimmune Interactions, Weill Cornell Medicine, Cornell University, New York, NY, USA.
| | - Frank C Schroeder
- Department of Chemistry and Chemical Biology, Boyce Thompson Institute, Cornell University, Ithaca, NY, USA.
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Dudkina N, Park HB, Song D, Jain A, Khan SA, Flavell RA, Johnson CH, Palm NW, Crawford JM. Human AKR1C3 binds agonists of GPR84 and participates in an expanded polyamine pathway. Cell Chem Biol 2025; 32:126-144.e18. [PMID: 39163853 PMCID: PMC11748234 DOI: 10.1016/j.chembiol.2024.07.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Revised: 05/15/2024] [Accepted: 07/22/2024] [Indexed: 08/22/2024]
Abstract
Altered human aldo-keto reductase family 1 member C3 (AKR1C3) expression has been associated with poor prognosis in diverse cancers, ferroptosis resistance, and metabolic diseases. Despite its clinical significance, the endogenous biochemical roles of AKR1C3 remain incompletely defined. Using untargeted metabolomics, we identified a major transformation mediated by AKR1C3, in which a spermine oxidation product "sperminal" is reduced to "sperminol." Sperminal causes DNA damage and activates the DNA double-strand break response, whereas sperminol induces autophagy in vitro. AKR1C3 also pulls down acyl-pyrones and pyrone-211 inhibits AKR1C3 activity. Through G protein-coupled receptor ligand screening, we determined that pyrone-211 is also a potent agonist of the semi-orphan receptor GPR84. Strikingly, mammalian fatty acid synthase produces acyl-pyrones in vitro, and this production is modulated by NADPH. Taken together, our studies support a regulatory role of AKR1C3 in an expanded polyamine pathway and a model linking fatty acid synthesis and NADPH levels to GPR84 signaling.
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Affiliation(s)
- Natavan Dudkina
- Department of Chemistry, Yale University, New Haven, CT 06520, USA; Institute of Biomolecular Design & Discovery, Yale University, West Haven, CT 06516, USA
| | - Hyun Bong Park
- Department of Chemistry, Yale University, New Haven, CT 06520, USA; Institute of Biomolecular Design & Discovery, Yale University, West Haven, CT 06516, USA; Department of Biology, College of Natural Sciences, Gangneung-Wonju National University, Gangneung 25457, Republic of Korea
| | - Deguang Song
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06536, USA
| | - Abhishek Jain
- Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT 06536, USA
| | - Sajid A Khan
- Department of Surgery, Division of Surgical Oncology, Yale School of Medicine, New Haven, CT 06510, USA
| | - Richard A Flavell
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06536, USA; Howard Hughes Medical Institute, Yale School of Medicine, New Haven, CT 06536, USA
| | - Caroline H Johnson
- Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT 06536, USA.
| | - Noah W Palm
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06536, USA.
| | - Jason M Crawford
- Department of Chemistry, Yale University, New Haven, CT 06520, USA; Institute of Biomolecular Design & Discovery, Yale University, West Haven, CT 06516, USA; Department of Microbial Pathogenesis, Yale School of Medicine, New Haven, CT 06536, USA.
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Zhang B, Schroeder FC. Mechanisms of metabolism-coupled protein modifications. Nat Chem Biol 2025:10.1038/s41589-024-01805-z. [PMID: 39775169 DOI: 10.1038/s41589-024-01805-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 11/21/2024] [Indexed: 01/11/2025]
Abstract
Intricate coupling between metabolism and protein post-translational modifications (PTMs) has emerged as a fundamental aspect of cellular regulation. Recent studies demonstrate that protein modifications can originate from diverse metabolites, and that their regulation is closely tied to the cellular metabolic state. Here we explore recently uncovered PTMs, including the concept of 'modification of a modification', as well as associated feedback and feedforward regulatory mechanisms, in which modified proteins impact not only related metabolic pathways but also other signaling cascades affecting physiology and diseases. The recently uncovered role of nucleus-localized metabolic enzymes for histone modifications additionally highlights the importance of cell-compartment-specific metabolic states. We further comment on the utility of untargeted metabolomics and proteomics for previously unrecognized PTMs and associated metabolic patterns. Together, these advances have uncovered a dynamic interplay between metabolism and PTMs, offering new perspectives for understanding metabolic regulation and developing targeted therapeutic strategies.
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Affiliation(s)
- Bingsen Zhang
- Boyce Thompson Institute, Cornell University, Ithaca, NY, USA
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY, USA
| | - Frank C Schroeder
- Boyce Thompson Institute, Cornell University, Ithaca, NY, USA.
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY, USA.
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Yuan L, Yin L, Lin X, Li J, Liang P, Jiang B. Revealing the Complex Interaction of Noncoding RNAs, Sirtuin Family, and Mitochondrial Function. J Gene Med 2025; 27:e70007. [PMID: 39842441 DOI: 10.1002/jgm.70007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 10/23/2024] [Accepted: 12/04/2024] [Indexed: 01/24/2025] Open
Abstract
Mitochondria are key organelles that perform and coordinate various metabolic processes in the cell, and their homeostasis is essential for the maintenance of eukaryotic life. To maintain mitochondrial homeostasis and cellular health, close communication between noncoding RNAs (ncRNAs) and proteins is required. For example, there are numerous crosstalk between ncRNAs and the sirtuin (SIRT1-7) family, which is a group of nicotinamide adenine dinucleotides (NAD(+))-dependent Type III deacetylases. NcRNAs are involved in the regulation of gene expression of sirtuin family members, and deacetylation of sirtuin family members can also influence the generation of ncRNAs. This review focuses on the relationship between the two mentioned above and summarizes the impact of their interactions on mitochondrial metabolism, oxidative stress, mitochondrial apoptotic pathways, mitochondrial biogenesis, mitochondrial dynamics, and other mitochondria-related pathophysiological processes. Finally, the review also describes targeted and appropriate treatment strategies. In conclusion, we provide an overview of the ncRNA-sirtuins/mitochondria relationship that could provide a reference for related research in the mitochondrial field and help the future development of new biomedical applications in this area.
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Affiliation(s)
- Ludong Yuan
- Department of Pathophysiology, Sepsis Translational Medicine Key Laboratory of Hunan Province, Xiangya School of Medicine, Central South University, Changsha, Hunan, China
- National Medicine Functional Experimental Teaching Center, Central South University, Changsha, Hunan, China
| | - Leijing Yin
- Department of Pathophysiology, Sepsis Translational Medicine Key Laboratory of Hunan Province, Xiangya School of Medicine, Central South University, Changsha, Hunan, China
- National Medicine Functional Experimental Teaching Center, Central South University, Changsha, Hunan, China
| | - Xiaofang Lin
- Department of Pathophysiology, Sepsis Translational Medicine Key Laboratory of Hunan Province, Xiangya School of Medicine, Central South University, Changsha, Hunan, China
- National Medicine Functional Experimental Teaching Center, Central South University, Changsha, Hunan, China
| | - Jing Li
- Department of Pathophysiology, Sepsis Translational Medicine Key Laboratory of Hunan Province, Xiangya School of Medicine, Central South University, Changsha, Hunan, China
- National Medicine Functional Experimental Teaching Center, Central South University, Changsha, Hunan, China
| | - Pengfei Liang
- Department of Burns and Plastic Surgery, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Bimei Jiang
- Department of Pathophysiology, Sepsis Translational Medicine Key Laboratory of Hunan Province, Xiangya School of Medicine, Central South University, Changsha, Hunan, China
- National Medicine Functional Experimental Teaching Center, Central South University, Changsha, Hunan, China
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Hu D, Liu X, Yao Y, Wei S, Ji H, Yang Y, Chen J, Chen L. Development of a rapid and robust hydrop interaction liquid chromatography tandem mass spectrometry method for the detection of 13 endogenous amino acids as well as trimethylamine oxide in serum and tissues of the mice. Biomed Chromatogr 2024; 38:e6010. [PMID: 39385620 DOI: 10.1002/bmc.6010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 08/26/2024] [Accepted: 09/04/2024] [Indexed: 10/12/2024]
Abstract
This work aimed to establish an HILIC-MS/MS method to simultaneously determine the levels of 13 endogenous amino acids and trimethylamine oxide in the biological samples from the mice. Electrospray ion source was used for the analysis of mass spectrometry. The 20 min separation was applied in a Dikma Inspire Hilic column (2.1 × 100.0 mm, 3 μM). Positive ion mode under an MRM model gave a satisfying response value. The limits of quantitation were evaluated by accuracy from -12.59% to 7.89% and precision from 1.77% to 14.00% as well as acceptable interday and intraday precision, matrix effect, recovery, and stability. Later, the assay was successfully used to measure the concentrations of the determinands in the biological samples. Individual and tissue distribution differences for these metabolites were observable. The amino acids had a consistent highest content in the spleens, while the lowest levels were found in the livers. Alanine was the most abundant amino acid in the serum, and taurine kept the highest content in all of the tissues. Trimethylamine oxide remained low level, especially in the liver samples.
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Affiliation(s)
- Didi Hu
- Institute of Translational Medicine, Medical College, Yangzhou University, Yangzhou, China
| | - Xudong Liu
- Institute of Clinical Pharmacology, General Hospital of Ningxia Medical University, Yinchuan, China
| | - Ying Yao
- The Laboratory of Clinical Pharmacy, The Sixth Affiliated Hospital of Wenzhou Medical University, The People's Hospital of Lishui, Wenzhou, China
| | - Shijie Wei
- Institute of Clinical Pharmacology, General Hospital of Ningxia Medical University, Yinchuan, China
| | - Hongyan Ji
- Institute of Clinical Pharmacology, General Hospital of Ningxia Medical University, Yinchuan, China
| | - Yang Yang
- Institute of Translational Medicine, Medical College, Yangzhou University, Yangzhou, China
| | - Jing Chen
- Institute of Translational Medicine, Medical College, Yangzhou University, Yangzhou, China
- Jiangsu Co-innovation Center for Prevention and Control of Important Animal Infectious Diseases and Zonoses, Yangzhou, China
| | - Linwei Chen
- Department of Pharmacy, The Affiliated Taizhou People's Hospital of Nanjing Medical University, Taizhou, China
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Duan H, Yu Q, Ni Y, Li J, Yu L, Yan X, Fan L. Synergistic anti-aging effect of Dendrobium officinale polysaccharide and spermidine: A metabolomics analysis focusing on the regulation of lipid, nucleotide and energy metabolism. Int J Biol Macromol 2024; 278:135098. [PMID: 39197612 DOI: 10.1016/j.ijbiomac.2024.135098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 08/23/2024] [Accepted: 08/24/2024] [Indexed: 09/01/2024]
Abstract
The importance of synergy has been underscored in recent medical research for augmenting the efficacy of therapeutic interventions, targeting multiple biological pathways simultaneously. Our prior research elucidated that Dendrobium officinale polysaccharide (DOP) has the potential to prolong the lifespan of Caenorhabditis elegans (C. elegans) via regulating gut microbiota. Concurrently, spermidine (Spd), as a mimicking caloric restriction, facilitates autophagy and exerts a pronounced anti-aging effect. To enhance the anti-aging capabilities of DOP, we conducted a comprehensive study examining the combined effects of DOP and Spd in C. elegans, incorporating metabolomics analysis to investigate the underlying mechanisms. A combination of 250 mg/L DOP and 29.0 mg/L Spd yielded the most favorable outcomes in lifespan extension, evidencing a synergistic effect with a combination index (CI) of 0.65. In oxidative and heat stress tolerance assays, the observed CIs were 0.50 and 0.33, respectively. Metabolomic analysis highlighted significant alterations in metabolites related to lipid, nucleotide and energy metabolism, notably regulating glycerol 3-phosphate, linoleoyl glycerol, docosapentaenoic acid and β-nicotinamide mononucleotide, nicotinamide adenine dinucleotide. The effects of DS on lipid metabolism were further validated using Oil Red O staining and triglyceride level in C. elegans. The results indicated that DS may primarily be via modulating lipid metabolism. To further confirm these findings, a high-fat diet-induced mouse model was employed. Consequently, it can be inferred that the synergistic anti-aging impact of DOP and Spd is likely mediated primarily through alterations in lipid metabolic processes.
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Affiliation(s)
- Hui Duan
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Qun Yu
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Yang Ni
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Jinwei Li
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Leilei Yu
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, Jiangsu 214122, China.
| | - Xiaowei Yan
- Guangxi Key Laboratory of Health Care Food Science and Technology, Hezhou University, Hezhou, Guangxi 542899, China.
| | - Liuping Fan
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, Jiangsu 214122, China.
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7
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Michael AJ. The buck stops with spermidine. Nat Chem Biol 2024; 20:797-798. [PMID: 38228871 DOI: 10.1038/s41589-023-01510-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2024]
Affiliation(s)
- Anthony J Michael
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX, USA.
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Zhang B, Yu Y, Fox BW, Liu Y, Thirumalaikumar VP, Skirycz A, Lin H, Schroeder FC. Amino acid and protein specificity of protein fatty acylation in C. elegans. Proc Natl Acad Sci U S A 2024; 121:e2307515121. [PMID: 38252833 PMCID: PMC10835129 DOI: 10.1073/pnas.2307515121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 12/21/2023] [Indexed: 01/24/2024] Open
Abstract
Protein lipidation plays critical roles in regulating protein function and localization. However, the chemical diversity and specificity of fatty acyl group utilization have not been investigated using untargeted approaches, and it is unclear to what extent structures and biosynthetic origins of S-acyl moieties differ from N- and O-fatty acylation. Here, we show that fatty acylation patterns in Caenorhabditis elegans differ markedly between different amino acid residues. Hydroxylamine capture revealed predominant cysteine S-acylation with 15-methylhexadecanoic acid (isoC17:0), a monomethyl branched-chain fatty acid (mmBCFA) derived from endogenous leucine catabolism. In contrast, enzymatic protein hydrolysis showed that N-terminal glycine was acylated almost exclusively with straight-chain myristic acid, whereas lysine was acylated preferentially with two different mmBCFAs and serine was acylated promiscuously with a broad range of fatty acids, including eicosapentaenoic acid. Global profiling of fatty acylated proteins using a set of click chemistry-capable alkyne probes for branched- and straight-chain fatty acids uncovered 1,013 S-acylated proteins and 510 hydroxylamine-resistant N- or O-acylated proteins. Subsets of S-acylated proteins were labeled almost exclusively by either a branched-chain or a straight-chain probe, demonstrating acylation specificity at the protein level. Acylation specificity was confirmed for selected examples, including the S-acyltransferase DHHC-10. Last, homology searches for the identified acylated proteins revealed a high degree of conservation of acylation site patterns across metazoa. Our results show that protein fatty acylation patterns integrate distinct branches of lipid metabolism in a residue- and protein-specific manner, providing a basis for mechanistic studies at both the amino acid and protein levels.
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Affiliation(s)
- Bingsen Zhang
- Boyce Thompson Institute, Cornell University, Ithaca, NY14853
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY14853
| | - Yan Yu
- Boyce Thompson Institute, Cornell University, Ithaca, NY14853
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY14853
| | - Bennett W. Fox
- Boyce Thompson Institute, Cornell University, Ithaca, NY14853
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY14853
| | - Yinong Liu
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY14853
| | | | | | - Hening Lin
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY14853
- HHMI, Cornell University, Ithaca, NY14853
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY14853
| | - Frank C. Schroeder
- Boyce Thompson Institute, Cornell University, Ithaca, NY14853
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY14853
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