1
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Breen P, Zimbric M, Caverly LJ. Itaconic acid inhibits nontuberculous mycobacterial growth in pH dependent manner while 4-octyl-itaconic acid enhances THP-1 clearance of nontuberculous mycobacteria in vitro. PLoS One 2024; 19:e0303516. [PMID: 38728330 PMCID: PMC11086914 DOI: 10.1371/journal.pone.0303516] [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: 11/26/2023] [Accepted: 04/08/2024] [Indexed: 05/12/2024] Open
Abstract
Increasingly prevalent, nontuberculous mycobacteria (NTM) infections affect approximately 20% of people with cystic fibrosis (CF). Previous studies of CF sputum identified lower levels of the host metabolite itaconate in those infected with NTM. Itaconate can inhibit the growth of M. tuberculosis (MTB) in vitro via the inhibition of the glyoxylate cycle enzyme (ICL), but its impact on NTM is unclear. To test itaconic acid's (IA) effect on NTM growth, laboratory and CF clinical strains of Mycobacterium abscessus and Mycobacterium avium were cultured in 7H9 minimal media supplemented with 1-10 mM of IA and short-chain fatty acids (SCFA). M. avium and M. abscessus grew when supplemented with SCFAs, whereas the addition of IA (≥ 10 mM) completely inhibited NTM growth. NTM supplemented with acetate or propionate and 5 mM IA displayed slower growth than NTM cultured with SCFA and ≤ 1 mM of IA. However, IA's inhibition of NTM was pH dependent; as similar and higher quantities (100 mM) of pH adjusted IA (pH 7) did not inhibit growth in vitro, while in an acidic minimal media (pH 6.1), 1 to 5 mM of non-pH adjusted IA inhibited growth. None of the examined isolates displayed the ability to utilize IA as a carbon source, and IA added to M. abscessus isocitrate lyase (ICL) decreased enzymatic activity. Lastly, the addition of cell-permeable 4-octyl itaconate (4-OI) to THP-1 cells enhanced NTM clearance, demonstrating a potential role for IA/itaconate in host defense against NTM infections.
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Affiliation(s)
- Paul Breen
- Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI, United States of America
| | - Madsen Zimbric
- Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI, United States of America
| | - Lindsay J. Caverly
- Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI, United States of America
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2
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Wachino JI, Jin W, Norizuki C, Kimura K, Tsuji M, Kurosaki H, Arakawa Y. Hydroxyhexylitaconic acids as potent IMP-type metallo-β-lactamase inhibitors for controlling carbapenem resistance in Enterobacterales. Microbiol Spectr 2024; 12:e0234423. [PMID: 38315122 PMCID: PMC10913484 DOI: 10.1128/spectrum.02344-23] [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: 06/06/2023] [Accepted: 12/06/2023] [Indexed: 02/07/2024] Open
Abstract
Metallo-β-lactamases (MBLs) represent one of the main causes of carbapenem resistance in the order Enterobacterales. To combat MBL-producing carbapenem-resistant Enterobacterales, the development of MBL inhibitors can restore carbapenem efficacy for such resistant bacteria. Microbial natural products are a promising source of attractive seed compounds for the development of antimicrobial agents. Here, we report that hydroxyhexylitaconic acids (HHIAs) produced by a member of the genus Aspergillus can suppress carbapenem resistance conferred by MBLs, particularly IMP (imipenemase)-type MBLs. HHIAs were found to be competitive inhibitors with micromolar orders of magnitude against IMP-1 and showed weak inhibitory activity toward VIM-2, while no inhibitory activity against NDM-1 was observed despite the high dosage. The elongated methylene chains of HHIAs seem to play a crucial role in exerting inhibitory activity because itaconic acid, a structural analog without long methylene chains, did not show inhibitory activity against IMP-1. The addition of HHIAs restored meropenem and imipenem efficacy to satisfactory clinical levels against IMP-type MBL-producing Escherichia coli and Klebsiella pneumoniae clinical isolates. Unlike EDTA and Aspergillomarasmine A, HHIAs did not cause the loss of zinc ions from the active site, resulting in the structural instability of MBLs. X-ray crystallography and in silico docking simulation analyses revealed that two neighboring carboxylates of HHIAs coordinated with two zinc ions in the active sites of VIM-2 and IMP-1, which formed a key interaction observed in MBL inhibitors. Our results indicated that HHIAs are promising for initiating the design of potent inhibitors of IMP-type MBLs.IMPORTANCEThe number and type of metallo-β-lactamase (MΒL) are increasing over time. Carbapenem resistance conferred by MΒL is a significant threat to our antibiotic regimen, and the development of MΒL inhibitors is urgently required to restore carbapenem efficacy. Microbial natural products have served as important sources for developing antimicrobial agents targeting pathogenic bacteria since the discovery of antibiotics in the mid-20th century. MΒL inhibitors derived from microbial natural products are still rare compared to those derived from chemical compound libraries. Hydroxyhexylitaconic acids (HHIAs) produced by members of the genus Aspergillus have potent inhibitory activity against clinically relevant IMP-type MBL. HHIAs may be good lead compounds for the development of MBL inhibitors applicable for controlling carbapenem resistance in IMP-type MBL-producing Enterobacterales.
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Affiliation(s)
- Jun-ichi Wachino
- Department of Medical Technology, Faculty of Medical Sciences, Shubun University, Ichinomiya, Aichi, Japan
- Department of Bacteriology, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
| | - Wanchun Jin
- College of Pharmacy, Kinjo Gakuin University, Nagoya, Aichi, Japan
| | - Chihiro Norizuki
- Department of Medical Technology, Faculty of Medical Sciences, Shubun University, Ichinomiya, Aichi, Japan
| | - Kouji Kimura
- Department of Bacteriology, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
| | | | | | - Yoshichika Arakawa
- Department of Medical Technology, Faculty of Medical Sciences, Shubun University, Ichinomiya, Aichi, Japan
- Department of Bacteriology, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
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3
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Luo Z, Sheng Z, Hu L, Shi L, Tian Y, Zhao X, Yang W, Xiao Z, Shen D, Wu W, Lan T, Zhao B, Wang X, Zhuang N, Zhang JN, Wang Y, Lu Y, Wang L, Zhang C, Wang P, An J, Yang F, Li Q. Targeted macrophage phagocytosis by Irg1/itaconate axis improves the prognosis of intracerebral hemorrhagic stroke and peritonitis. EBioMedicine 2024; 101:104993. [PMID: 38324982 PMCID: PMC10862510 DOI: 10.1016/j.ebiom.2024.104993] [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: 10/11/2023] [Revised: 01/16/2024] [Accepted: 01/18/2024] [Indexed: 02/09/2024] Open
Abstract
BACKGROUND Macrophages are innate immune cells whose phagocytosis function is critical to the prognosis of stroke and peritonitis. cis-aconitic decarboxylase immune-responsive gene 1 (Irg1) and its metabolic product itaconate inhibit bacterial infection, intracellular viral replication, and inflammation in macrophages. Here we explore whether itaconate regulates phagocytosis. METHODS Phagocytosis of macrophages was investigated by time-lapse video recording, flow cytometry, and immunofluorescence staining in macrophage/microglia cultures isolated from mouse tissue. Unbiased RNA-sequencing and ChIP-sequencing assays were used to explore the underlying mechanisms. The effects of Irg1/itaconate axis on the prognosis of intracerebral hemorrhagic stroke (ICH) and peritonitis was observed in transgenic (Irg1flox/flox; Cx3cr1creERT/+, cKO) mice or control mice in vivo. FINDINGS In a mouse model of ICH, depletion of Irg1 in macrophage/microglia decreased its phagocytosis of erythrocytes, thereby exacerbating outcomes (n = 10 animals/group, p < 0.05). Administration of sodium itaconate/4-octyl itaconate (4-OI) promoted macrophage phagocytosis (n = 7 animals/group, p < 0.05). In addition, in a mouse model of peritonitis, Irg1 deficiency in macrophages also inhibited phagocytosis of Staphylococcus aureus (n = 5 animals/group, p < 0.05) and aggravated outcomes (n = 9 animals/group, p < 0.05). Mechanistically, 4-OI alkylated cysteine 155 on the Kelch-like ECH-associated protein 1 (Keap1), consequent in nuclear translocation of nuclear factor erythroid 2-related factor 2 (Nrf2) and transcriptional activation of Cd36 gene. Blocking the function of CD36 completely abolished the phagocytosis-promoting effects of Irg1/itaconate axis in vitro and in vivo. INTERPRETATION Our findings provide a potential therapeutic target for phagocytosis-deficiency disorders, supporting further development towards clinical application for the benefit of stroke and peritonitis patients. FUNDING The National Natural Science Foundation of China (32070735, 82371321 to Q. Li, 82271240 to F. Yang) and the Beijing Natural Science Foundation Program and Scientific Research Key Program of Beijing Municipal Commission of Education (KZ202010025033 to Q. Li).
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Affiliation(s)
- Zhaoli Luo
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Ziyang Sheng
- Department of Microbiology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Liye Hu
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Lei Shi
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Yichen Tian
- School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Xiaochu Zhao
- School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Wei Yang
- Department of Microbiology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Zhongnan Xiao
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Danmin Shen
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Weihua Wu
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Ting Lan
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Boqian Zhao
- School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Xiaogang Wang
- School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Nan Zhuang
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Jian-Nan Zhang
- Department of Neurobiology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Yamei Wang
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Yabin Lu
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Liyong Wang
- Core Facilities for Molecular Biology, Capital Medical University, Beijing 100069, China
| | - Chenguang Zhang
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Peipei Wang
- Department of Neurobiology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Jing An
- Department of Microbiology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China
| | - Fei Yang
- Department of Neurobiology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China; Laboratory for Clinical Medicine, Beijing Key Laboratory of Neural Regeneration and Repair, Capital Medical University, Beijing 100069, China.
| | - Qian Li
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing 100069, China; Laboratory for Clinical Medicine, Beijing Key Laboratory of Neural Regeneration and Repair, Capital Medical University, Beijing 100069, China; Beijing Key Laboratory of Cancer Invasion and Metastasis Research, Capital Medical University, Beijing 100069, China.
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4
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Xie LY, Xu YB, Ding XQ, Liang S, Li DL, Fu AK, Zhan XA. Itaconic acid and dimethyl itaconate exert antibacterial activity in carbon-enriched environments through the TCA cycle. Biomed Pharmacother 2023; 167:115487. [PMID: 37713987 DOI: 10.1016/j.biopha.2023.115487] [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: 07/09/2023] [Revised: 09/08/2023] [Accepted: 09/08/2023] [Indexed: 09/17/2023] Open
Abstract
Itaconic acid (IA), a metabolite generated by the tricarboxylic acid (TCA) cycle in eukaryotic immune cells, and its derivative dimethyl itaconate (DI) exert antibacterial functions in intracellular environments. Previous studies suggested that IA and DI only inhibit bacterial growth in carbon-limited environments; however, whether IA and DI maintain antibacterial activity in carbon-enriched environments remains unknown. Here, IA and DI inhibited the bacteria with minimum inhibitory concentrations of 24.02 mM and 39.52 mM, respectively, in a carbon-enriched environment. The reduced bacterial pathogenicity was reflected in cell membrane integrity, motility, biofilm formation, AI-2/luxS, and virulence. Mechanistically, succinate dehydrogenase (SDH) activity and fumaric acid levels decreased in the IA and DI treatments, while isocitrate lyase (ICL) activity was upregulated. Inhibited TCA circulation was also observed through untargeted metabolomics. In addition, energy-related aspartate metabolism and lysine degradation were suppressed. In summary, these results indicated that IA and DI reduced bacterial pathogenicity while exerting antibacterial functions by inhibiting TCA circulation. This study enriches knowledge on the inhibition of bacteria by IA and DI in a carbon-mixed environment, suggesting an alternative method for treating bacterial infections by immune metabolites.
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Affiliation(s)
- L Y Xie
- Key Laboratory of Animal Nutrition and Feed in East China, Ministry of Agriculture and Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Feed Science Institute, College of Animal Science, Zhejiang University, Hangzhou 310058, China
| | - Y B Xu
- Key Laboratory of Animal Nutrition and Feed in East China, Ministry of Agriculture and Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Feed Science Institute, College of Animal Science, Zhejiang University, Hangzhou 310058, China
| | - X Q Ding
- Key Laboratory of Animal Nutrition and Feed in East China, Ministry of Agriculture and Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Feed Science Institute, College of Animal Science, Zhejiang University, Hangzhou 310058, China
| | - S Liang
- Key Laboratory of Animal Nutrition and Feed in East China, Ministry of Agriculture and Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Feed Science Institute, College of Animal Science, Zhejiang University, Hangzhou 310058, China
| | - D L Li
- Key Laboratory of Animal Nutrition and Feed in East China, Ministry of Agriculture and Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Feed Science Institute, College of Animal Science, Zhejiang University, Hangzhou 310058, China
| | - A K Fu
- Key Laboratory of Animal Nutrition and Feed in East China, Ministry of Agriculture and Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Feed Science Institute, College of Animal Science, Zhejiang University, Hangzhou 310058, China
| | - X A Zhan
- Key Laboratory of Animal Nutrition and Feed in East China, Ministry of Agriculture and Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Feed Science Institute, College of Animal Science, Zhejiang University, Hangzhou 310058, China.
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5
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Xu W, Lv Z, Guo Q, Deng Z, Yang C, Cao Z, Li Y, Huang C, Wu Z, Chen S, He Y, Sun J, Liu Y, Gan L. Selective Antagonism of Lactiplantibacillus plantarum and Pediococcus acidilactici against Vibrio and Aeromonas in the Bacterial Community of Artemia nauplii. Microbiol Spectr 2023; 11:e0053323. [PMID: 37428079 PMCID: PMC10434253 DOI: 10.1128/spectrum.00533-23] [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: 02/09/2023] [Accepted: 06/16/2023] [Indexed: 07/11/2023] Open
Abstract
Empiric probiotics are commonly consumed by healthy individuals as a means of disease prevention, pathogen control, etc. However, controversy has existed for a long time regarding the safety and benefits of probiotics. Here, two candidate probiotics, Lactiplantibacillus plantarum and Pediococcus acidilactici, which are antagonistic to Vibrio and Aeromonas species in vitro, were tested on Artemia under in vivo conditions. In the bacterial community of Artemia nauplii, L. plantarum reduced the abundance of the genera Vibrio and Aeromonas and P. acidilactici significantly increased the abundance of Vibrio species in a positive dosage-dependent manner, while higher and lower dosages of P. acidilactici increased and decreased the abundance of the genus Aeromonas, respectively. Based on the liquid chromatography-mass spectrometry (LC-MS) and gas chromatography-mass spectrometry (GC-MS) analyses of the metabolite of L. plantarum and P. acidilactici, pyruvic acid was used in an in vitro test to explain such selective antagonism; the results showed that pyruvic acid was conducive or suppressive to V. parahaemolyticus and beneficial to A. hydrophila. Collectively, the results of this study demonstrate the selective antagonism of probiotics on the bacterial community composition of aquatic organisms and the associated pathogens. IMPORTANCE Over the last decade, the common preventive method for controlling potential pathogens in aquaculture has been the use of probiotics. However, the mechanisms of probiotics are complicated and mostly undefined. At present, less attention has been paid to the potential risks of probiotic use in aquaculture. Here, we investigated the effects of two candidate probiotics, L. plantarum and P. acidilactici, on the bacterial community of Artemia nauplii and the in vitro interactions between these two candidate probiotics and two pathogens, Vibrio and Aeromonas species. The results demonstrated the selective antagonism of probiotics on the bacterial community composition of an aquatic organism and its associated pathogens. This research contributes to providing a basis and reference for the long-term rational use of probiotics and to reducing the inappropriate use of probiotics in aquaculture.
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Affiliation(s)
- Weihua Xu
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Zhaolin Lv
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Qingqi Guo
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Zhaojie Deng
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Canmin Yang
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Zhaozhao Cao
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Yi Li
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Cuifen Huang
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Zizhan Wu
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Shijun Chen
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Yuhui He
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Jijia Sun
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Yiying Liu
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
- University Joint Laboratory of Guangdong Province, Hong Kong and Macao Region on Marine Bioresource Conservation and Exploitation, Guangzhou, China
| | - Lian Gan
- College of Marine Sciences, South China Agricultural University, Guangzhou, China
- Nansha-South China Agricultural University Fishery Research Institute, Guangzhou, China
- Guangdong Laboratory for Linnan Modern Agriculture, Guangzhou, China
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6
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Azizan A, Venter L, Jansen van Rensburg PJ, Ericson JA, Ragg NLC, Alfaro AC. Metabolite Changes of Perna canaliculus Following a Laboratory Marine Heatwave Exposure: Insights from Metabolomic Analyses. Metabolites 2023; 13:815. [PMID: 37512522 PMCID: PMC10385441 DOI: 10.3390/metabo13070815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 06/21/2023] [Accepted: 06/26/2023] [Indexed: 07/30/2023] Open
Abstract
Temperature is considered to be a major abiotic factor influencing aquatic life. Marine heatwaves are emerging as threats to sustainable shellfish aquaculture, affecting the farming of New Zealand's green-lipped mussel [Perna canaliculus (Gmelin, 1791)]. In this study, P. canaliculus were gradually exposed to high-temperature stress, mimicking a five-day marine heatwave event, to better understand the effects of heat stress on the metabolome of mussels. Following liquid chromatography-tandem mass spectrometry analyses of haemolymph samples, key sugar-based metabolites supported energy production via the glycolysis pathway and TCA cycle by 24 h and 48 h of heat stress. Anaerobic metabolism also fulfilled the role of energy production. Antioxidant molecules acted within thermally stressed mussels to mitigate oxidative stress. Purine metabolism supported tissue protection and energy replenishment. Pyrimidine metabolism supported the protection of nucleic acids and protein synthesis. Amino acids ensured balanced intracellular osmolality at 24 h and ammonia detoxification at 48 h. Altogether, this work provides evidence that P. canaliculus has the potential to adapt to heat stress up to 24 °C by regulating its energy metabolism, balancing nucleotide production, and implementing oxidative stress mechanisms over time. The data reported herein can also be used to evaluate the risks of heatwaves and improve mitigation strategies for aquaculture.
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Affiliation(s)
- Awanis Azizan
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Private Bag 92006, Auckland 1142, New Zealand
| | - Leonie Venter
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Private Bag 92006, Auckland 1142, New Zealand
| | | | | | | | - Andrea C Alfaro
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Private Bag 92006, Auckland 1142, New Zealand
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7
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Yuk JM, Park EJ, Kim IS, Jo EK. Itaconate family-based host-directed therapeutics for infections. Front Immunol 2023; 14:1203756. [PMID: 37261340 PMCID: PMC10228716 DOI: 10.3389/fimmu.2023.1203756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 05/04/2023] [Indexed: 06/02/2023] Open
Abstract
Itaconate is a crucial anti-infective and anti-inflammatory immunometabolite that accumulates upon disruption of the Krebs cycle in effector macrophages undergoing inflammatory stress. Esterified derivatives of itaconate (4-octyl itaconate and dimethyl itaconate) and its isomers (mesaconate and citraconate) are promising candidate drugs for inflammation and infection. Several itaconate family members participate in host defense, immune and metabolic modulation, and amelioration of infection, although opposite effects have also been reported. However, the precise mechanisms by which itaconate and its family members exert its effects are not fully understood. In addition, contradictory results in different experimental settings and a lack of clinical data make it difficult to draw definitive conclusions about the therapeutic potential of itaconate. Here we review how the immune response gene 1-itaconate pathway is activated during infection and its role in host defense and pathogenesis in a context-dependent manner. Certain pathogens can use itaconate to establish infections. Finally, we briefly discuss the major mechanisms by which itaconate family members exert antimicrobial effects. To thoroughly comprehend how itaconate exerts its anti-inflammatory and antimicrobial effects, additional research on the actual mechanism of action is necessary. This review examines the current state of itaconate research in infection and identifies the key challenges and opportunities for future research in this field.
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Affiliation(s)
- Jae-Min Yuk
- Infection Control Convergence Research Center, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
- Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
- Department of Infection Biology, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
| | - Eun-Jin Park
- Infection Control Convergence Research Center, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
- Department of Microbiology, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
| | - In Soo Kim
- Infection Control Convergence Research Center, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
- Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
- Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
| | - Eun-Kyeong Jo
- Infection Control Convergence Research Center, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
- Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
- Department of Microbiology, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
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8
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Dezfooli SM, Nguyen TV, Young T, Gutierrez-Maddox N, Alfaro AC, Seyfoddin A. An evaluation of the growth and immunity of New Zealand black-footed abalone (Haliotis iris) treated with encapsulated feed and probiotics. Anim Feed Sci Technol 2023. [DOI: 10.1016/j.anifeedsci.2023.115639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/14/2023]
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9
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Yang H, Ji H, Li L, Xue W, Zhang L, Zhou X, Wang R. Acrylic Nanocomposites Modified by Biobased Itaconates: Mechanical Properties, Oil Resistance, and Heat Resistance. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Hui Yang
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, State Key Laboratory of Organic−Inorganic Composites, Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China
| | - Haijun Ji
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, State Key Laboratory of Organic−Inorganic Composites, Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China
| | - Liwei Li
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, State Key Laboratory of Organic−Inorganic Composites, Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China
| | - Wang Xue
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, State Key Laboratory of Organic−Inorganic Composites, Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China
| | - Liqun Zhang
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, State Key Laboratory of Organic−Inorganic Composites, Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China
| | - Xinxin Zhou
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, State Key Laboratory of Organic−Inorganic Composites, Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China
| | - Runguo Wang
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, State Key Laboratory of Organic−Inorganic Composites, Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China
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10
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Baharum SN, Mayalvanan Y, Natnan ME, Azizan KA, Bunawan H, Him NRN, Low CF, Chong CM. LC-qTOF-MS analysis of fish immune organs reveals the distribution of amino acids in response to metabolic adaptation of the survival phenotype in grouper against Vibrio infection. 3 Biotech 2022; 12:206. [PMID: 35935547 PMCID: PMC9349327 DOI: 10.1007/s13205-022-03269-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 07/20/2022] [Indexed: 11/30/2022] Open
Abstract
Epinephelus fuscoguttatus is economically crucial to various Southeast Asia countries where they are reared in fish farms to meet the demand for supply. However, a systemic infectious disease known as vibriosis has steadily and extensively affected the fish farming industry. The disease is caused by Vibrio spp., which are pathogenic gram-negative bacteria. This study focused on understanding the host's metabolic adaptation against Vibrio vulnificus infection, which features a survival phenotype, by profiling the metabolites in grouper fingerlings that survived the experimental infection. Mapping of the pathways is crucial to explain the roles of metabolites in fish immunity. A solvent extraction method was used on the grouper's immune organs (gills, liver and spleen) prior to Liquid Chromatography-Quadrupole Time-of-Flight Mass Spectrometry (LC-qTOF-MS) analysis. The metabolites identified in fingerlings that survived experimental infections were mostly amino acids (primary metabolites). Glutamine (0.44%), alanine (0.68%), phenylalanine (2.63%) and tyrosine (2.60%) were highly abundant in survived-infected gills. Aspartic acid (13.57%) and leucine (4.01%) were highly abundant in the livers of the survived-infected fish and lysine was highly abundant in both gills (2.94%) and liver (3.64%) of the survived-infected fish. Subsequent bioinformatics analysis revealed the involvement of the identified functional amino acids in various immune-related pathways. The current findings facilitate the comprehension of the metabolic adaptation of grouper fingerlings that exhibited a survival phenotype against Vibrio infection. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-022-03269-1.
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Affiliation(s)
- Syarul Nataqain Baharum
- Metabolomics Research Laboratory, Institute of Systems Biology (INBIOSIS), Universiti Kebangsaan Malaysia, UKM, Bangi, 43600 Selangor Malaysia
| | - Yosmetha Mayalvanan
- Metabolomics Research Laboratory, Institute of Systems Biology (INBIOSIS), Universiti Kebangsaan Malaysia, UKM, Bangi, 43600 Selangor Malaysia
| | - Maya Erna Natnan
- Metabolomics Research Laboratory, Institute of Systems Biology (INBIOSIS), Universiti Kebangsaan Malaysia, UKM, Bangi, 43600 Selangor Malaysia
| | - Kamalrul Azlan Azizan
- Metabolomics Research Laboratory, Institute of Systems Biology (INBIOSIS), Universiti Kebangsaan Malaysia, UKM, Bangi, 43600 Selangor Malaysia
| | - Hamidun Bunawan
- Metabolomics Research Laboratory, Institute of Systems Biology (INBIOSIS), Universiti Kebangsaan Malaysia, UKM, Bangi, 43600 Selangor Malaysia
| | - Nik Raikhan Nik Him
- Faculty of Chemical Engineering, Universiti Teknologi MARA (UiTM), Shah Alam, 40450 Selangor Malaysia
| | - Chen-Fei Low
- Metabolomics Research Laboratory, Institute of Systems Biology (INBIOSIS), Universiti Kebangsaan Malaysia, UKM, Bangi, 43600 Selangor Malaysia
| | - Chou-Min Chong
- Aquaculture Animal Health and Therapeutics Laboratory, Institute of Bioscience, Universiti Putra Malaysia, Serdang, 43400 Selangor Malaysia
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11
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Corporeau C, Petton S, Vilaça R, Delisle L, Quéré C, Le Roy V, Dubreuil C, Lacas-Gervais S, Guitton Y, Artigaud S, Bernay B, Pichereau V, Huvet A, Petton B, Pernet F, Fleury E, Madec S, Brigaudeau C, Brenner C, Mazure NM. Harsh intertidal environment enhances metabolism and immunity in oyster (Crassostrea gigas) spat. MARINE ENVIRONMENTAL RESEARCH 2022; 180:105709. [PMID: 35988349 DOI: 10.1016/j.marenvres.2022.105709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 07/20/2022] [Accepted: 07/21/2022] [Indexed: 06/15/2023]
Abstract
The Pacific oyster Crassostrea gigas is established in the marine intertidal zone, experiencing rapid and highly dynamic environmental changes throughout the tidal cycle. Depending on the bathymetry, oysters face oxygen deprivation, lack of nutrients, and high changes in temperature during alternation of the cycles of emersion/immersion. Here we showed that intertidal oysters at a bathymetry level of 3 and 5 m delayed by ten days the onset of mortality associated with Pacific Oyster Mortality Syndrome (POMS) as compared to subtidal oysters. Intertidal oysters presented a lower growth but similar energetic reserves to subtidal oysters but induced proteomic changes indicative of a boost in metabolism, inflammation, and innate immunity that may have improved their resistance during infection with the Ostreid herpes virus. Our work highlights that intertidal harsh environmental conditions modify host-pathogen interaction and improve oyster health. This study opens new perspectives on oyster farming for mitigation strategies based on tidal height.
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Affiliation(s)
- Charlotte Corporeau
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France.
| | - Sébastien Petton
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Romain Vilaça
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Lizenn Delisle
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Claudie Quéré
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Valérian Le Roy
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Christine Dubreuil
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Sandra Lacas-Gervais
- Université Côte d'Azur, Centre Commun de Microscopie Appliquée, CCMA, Nice, France
| | - Yann Guitton
- Laboratoire d'étude des Résidus et Contaminants dans les Aliments, Oniris, INRA, F-44307, Nantes, France
| | - Sébastien Artigaud
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Benoît Bernay
- Plateforme Proteogen, SFR ICORE 4206, Univ. Caen Basse-Normandie, 14000, Caen, France
| | - Vianney Pichereau
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Arnaud Huvet
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Bruno Petton
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Fabrice Pernet
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Elodie Fleury
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | - Stéphanie Madec
- Ifremer, Univ. Bretagne Occidentale, CNRS, IRD, Équipe soutenue par la fondation ARC, UMR 6539, LEMAR, F, 29280, Plouzané, France
| | | | - Catherine Brenner
- Université Paris-Saclay, CNRS, Institut Gustave Roussy, Aspects métaboliques et systémiques de l'oncogénèse pour de nouvelles approches Thérapeutiques, 94805, Villejuif, France
| | - Nathalie M Mazure
- Inserm U1065, Centre Méditerranéen de Médecine Moléculaire, 151 route St Antoine de Ginestière, 06204, Nice, France
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12
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Seventeen Ustilaginaceae High-Quality Genome Sequences Allow Phylogenomic Analysis and Provide Insights into Secondary Metabolite Synthesis. J Fungi (Basel) 2022; 8:jof8030269. [PMID: 35330271 PMCID: PMC8951962 DOI: 10.3390/jof8030269] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Revised: 03/03/2022] [Accepted: 03/04/2022] [Indexed: 02/04/2023] Open
Abstract
The family of Ustilaginaceae belongs to the order of Basidiomycetes. Despite their plant pathogenicity causing, e.g., corn smut disease, they are also known as natural producers of value-added chemicals such as extracellular glycolipids, organic acids, and polyols. Here, we present 17 high-quality draft genome sequences (N50 > 1 Mb) combining third-generation nanopore and second-generation Illumina sequencing. The data were analyzed with taxonomical genome-based bioinformatics methods such as Percentage of Conserved Proteins (POCP), Average Nucleotide Identity (ANI), and Average Amino Acid Identity (AAI) analyses indicating that a reclassification of the Ustilaginaceae family might be required. Further, conserved core genes were determined to calculate a phylogenomic core genome tree of the Ustilaginaceae that also supported the results of the other phylogenomic analysis. In addition, to genomic comparisons, secondary metabolite clusters (e.g., itaconic acid, mannosylerythritol lipids, and ustilagic acid) of biotechnological interest were analyzed, whereas the sheer number of clusters did not differ much between species.
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13
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Simultaneous Quantification of Organic Acids in Tamarillo ( Solanum betaceum) and Untargeted Chemotyping Using Methyl Chloroformate Derivatisation and GC-MS. MOLECULES (BASEL, SWITZERLAND) 2022; 27:molecules27041314. [PMID: 35209098 PMCID: PMC8875926 DOI: 10.3390/molecules27041314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Revised: 02/02/2022] [Accepted: 02/04/2022] [Indexed: 12/05/2022]
Abstract
Sixteen organic acids were quantified in peel and pulp of Amber, Laird’s Large and Mulligan cultivars of tamarillo using GC-MS. Fourteen of these compounds had not previously been quantified in tamarillo. An untargeted metabolomics approach was used in parallel to identify and quantify 64 more metabolites relative to the internal standard, indicating abundances of glutamic acid, pro-line, aspartic acid and γ-aminobutyric acid as well as lower concentrations of several other essential fatty acids and amino acids. The main findings were that total organic acid concentration was significantly higher (p < 0.05) in pulp than in peel, with the highest concentration seen in Mulligan pulp (219.7 mg/g DW). Remarkably, after citric acid, the potent bactericide itaconic acid was the second most abundant organic acid. At least 95% of organic acids in tamarillo were one of these two acids, as well as cis-aconitic, malic and 4-toluic acids. Differences between cultivar chemotypes were as substantial as differences between tissues. These results suggest that the bitter flavour of the peel does not result from organic acids. The combination of targeted and untargeted metabolomics techniques for simultaneous qualitative and quantitative investigation of nutrients and flavours is efficient and informative.
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14
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Itaconate indirectly influences expansion of effector T cells following vaccination with Francisella tularensis live vaccine strain. Cell Immunol 2022; 373:104485. [PMID: 35149415 DOI: 10.1016/j.cellimm.2022.104485] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 01/25/2022] [Accepted: 01/29/2022] [Indexed: 11/22/2022]
Abstract
The metabolite itaconate plays a critical role in modulating inflammatory responses among macrophages infected with intracellular pathogens. However, the ability of itaconate to influence developing T cells responses is poorly understood. To determine if itaconate contributes to the quality of T cell mediated immunity against intracellular infection, we used Francisella tularensis as a model of vaccine induced immunity. Following vaccination with F. tularensis live vaccine strain, itaconate deficient mice (ACOD KO) had a prolonged primary infection but were more resistant to secondary infection with virulent F. tularensis relative to wild type controls. Improved resistance to secondary challenge was associated with both increased numbers and effector function of CD4+ and CD8+ T cells in ACOD KO mice. However, additional data suggest that improved T cell responses was not T cell intrinsic. These data underscore the consequences of metabolic perturbations within antigen presenting cells on the development of vaccine-elicited immune responses.
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15
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Abstract
Macrophages exposed to inflammatory stimuli including LPS undergo metabolic reprogramming to facilitate macrophage effector function. This metabolic reprogramming supports phagocytic function, cytokine release, and ROS production that are critical to protective inflammatory responses. The Krebs cycle is a central metabolic pathway within all mammalian cell types. In activated macrophages, distinct breaks in the Krebs cycle regulate macrophage effector function through the accumulation of several metabolites that were recently shown to have signaling roles in immunity. One metabolite that accumulates in macrophages because of the disturbance in the Krebs cycle is itaconate, which is derived from cis-aconitate by the enzyme cis-aconitate decarboxylase (ACOD1), encoded by immunoresponsive gene 1 (Irg1). This Review focuses on itaconate’s emergence as a key immunometabolite with diverse roles in immunity and inflammation. These roles include inhibition of succinate dehydrogenase (which controls levels of succinate, a metabolite with multiple roles in inflammation), inhibition of glycolysis at multiple levels (which will limit inflammation), activation of the antiinflammatory transcription factors Nrf2 and ATF3, and inhibition of the NLRP3 inflammasome. Itaconate and its derivatives have antiinflammatory effects in preclinical models of sepsis, viral infections, psoriasis, gout, ischemia/reperfusion injury, and pulmonary fibrosis, pointing to possible itaconate-based therapeutics for a range of inflammatory diseases. This intriguing metabolite continues to yield fascinating insights into the role of metabolic reprogramming in host defense and inflammation.
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16
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Alfaro AC, Nguyen TV, Rodríguez JA, Bayot B, Domínguez-Borbor C, Sonnenholzner S, Azizan A, Venter L. Evaluation of immune stimulatory products for whiteleg shrimp (Penaeus vannamei) by a metabolomics approach. FISH & SHELLFISH IMMUNOLOGY 2022; 120:421-428. [PMID: 34896292 DOI: 10.1016/j.fsi.2021.12.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Revised: 12/05/2021] [Accepted: 12/07/2021] [Indexed: 06/14/2023]
Abstract
The use of probiotics, prebiotics and dietary fiber has become a common practice in shrimp aquaculture as alternatives to antibiotic treatment. However, not much is known about the metabolic mechanisms underlying the effects of probiotics and immunostimulant used in shrimp aquaculture. In this study, a gas chromatography-mass spectrometry (GC-MS) based metabolomics approach was used to characterize metabolite profiles of haemolymph and gills of whiteleg shrimp (Penaeus vannamei) exposed to four treatments (cellulose fiber, probiotics with Vibrio alginolyticus, a combination of cellulose fiber and V. alginolyticus and a control treatment). The cellulose fiber was administrated as a feed additive (100 mg⋅Kg-1 feed), while the probiotics was applied in the water (105 UFC⋅mL-1 culture water). The results showed significant differences in haemolymph metabolite profiles of immune stimulated treatments compared to the control and among treatments. The combination of cellulose fiber and probiotics resulted in greater differences in metabolic profiles, suggesting a better immune stimulation with this approach. The changes in haemolymph metabolome of treated shrimp reflected several biochemical pathway modifications, including changes in amino acid and fatty acid metabolism, disturbances in energy metabolism and antimicrobial activity and stress responses. For gill tissues, significant differences were only found in lactic acid between the probiotic group and the control. Among the altered metabolites, the increases of itaconic acid in haemolymph, and lactic acid in both haemolymph and gill tissues of immune-stimulated suggest the potential use of these metabolites as biomarkers for health assessment in aquaculture.
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Affiliation(s)
- Andrea C Alfaro
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Auckland, New Zealand.
| | - Thao V Nguyen
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Auckland, New Zealand; NTT Hi-Tech Institute, Nguyen Tat Thanh University, Ho Chi Minh City, 755414, Viet Nam
| | - Jenny A Rodríguez
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Guayaquil, Ecuador
| | - Bonny Bayot
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Guayaquil, Ecuador
| | - Cristóbal Domínguez-Borbor
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Guayaquil, Ecuador
| | - Stanislaus Sonnenholzner
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Guayaquil, Ecuador
| | - Awanis Azizan
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Auckland, New Zealand
| | - Leonie Venter
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Auckland, New Zealand
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17
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Cui G, Qing Y, Li M, Sun L, Zhang J, Feng L, Li J, Chen T, Wang J, Wan C. Salivary Metabolomics Reveals that Metabolic Alterations Precede the Onset of Schizophrenia. J Proteome Res 2021; 20:5010-5023. [PMID: 34618462 DOI: 10.1021/acs.jproteome.1c00504] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Schizophrenia is a complex and highly heterogeneous mental illness with a prodromal period called clinical high risk (CHR) for psychosis before onset. Metabolomics is greatly promising in analyzing the pathology of complex diseases and exploring diagnostic biomarkers. Therefore, we conducted salivary metabolomics analysis in 83 first-episode schizophrenia (FES) patients, 42 CHR individuals, and 78 healthy controls with ultrahigh-performance liquid chromatography-quadrupole time-of-flight mass spectrometry. The mass spectrometry raw data have been deposited on the MetaboLights (ID: MTBLS3463). We found downregulated aromatic amino acid metabolism, disturbed glutamine and nucleotide metabolism, and upregulated tricarboxylic acid cycle in FES patients, which existed even in the CHR stage and became more intense with the onset of the schizophrenia. Moreover, differential metabolites can be considered as potential diagnostic biomarkers and indicate the severity of the different clinical stages of disease. Furthermore, three disordered pathways were closely related to peripheral indicators of inflammatory response, oxidative stress, blood-brain barrier damage, and salivary microbiota. These results indicate that the disorder of oral metabolism occurs earlier than the onset of schizophrenia and is concentrated and intensified with the onset of disease, which may originate from the dysbiotic salivary microbiota and cause the onset of schizophrenia through the peripheral inflammatory response and redox system, suggesting the importance of oral-brain connection in the pathogenesis of schizophrenia.
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Affiliation(s)
- Gaoping Cui
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Ying Qing
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Minghui Li
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Liya Sun
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Juan Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Lei Feng
- Instrumental Analysis Center, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jing Li
- Department of Bioinformatics and Biostatistics, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Tianlu Chen
- Shanghai Key Laboratory of Diabetes Mellitus and Center for Translational Medicine, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai 200233, China
| | - Jijun Wang
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai Key Laboratory of Psychotic Disorders, Shanghai 200030, China
| | - Chunling Wan
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, China
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18
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Itaconate as an inflammatory mediator and therapeutic target in cardiovascular medicine. Biochem Soc Trans 2021; 49:2189-2198. [PMID: 34665229 PMCID: PMC8589439 DOI: 10.1042/bst20210269] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 09/23/2021] [Accepted: 09/28/2021] [Indexed: 01/11/2023]
Abstract
Inflammation is a critical component of cardiovascular disease (CVD), encompassing coronary artery disease (CAD), cerebrovascular events and heart failure and is the leading cause of mortality worldwide. In recent years, metabolism has been placed centrally in the governance of the immune response. Termed immunometabolism, immune cells adapt cellular metabolic pathways to meet demands of activation and thus function. This rewiring influences not only the bioenergetics of the cell but altered metabolites act as signalling molecules to regulate cellular response. In this review, we focus on the TCA cycle derivative, itaconate, as one such metabolite with promising immunomodulatory and therapeutic potential in inflammatory cardiovascular disease.
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19
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Li Q, Wu T, Zhang M, Chen H, Liu R. Induction of the glycolysis product methylglyoxal on trimethylamine lyase synthesis in the intestinal microbiota from mice fed with choline and dietary fiber. Food Funct 2021; 12:9880-9893. [PMID: 34664588 DOI: 10.1039/d1fo01481a] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
The present study investigated the induction of the glycolysis product methylglyoxal by trimethylamine (TMA) lyase synthesis in the intestinal microbiota and investigated the intervention mechanism of the effects of dietary fiber on methylglyoxal formation. Intestinal digesta samples, collected from the ceca of mice fed with choline-rich and fiber-supplemented diets, were incubated in an anaerobic environment at 37 °C and pH 7.0 with choline, glycine, and methylglyoxal as inductive factors. The differences between the gut microbiota and its metagenomic and metabonomics profiles were determined using 16S rRNA gene sequencing analysis. The results elucidated that the different dietary interventions could induce differences in the composition of the microbiota, gene expression profiles associated with glycine metabolism, and glycolysis. As compared to the gut microbiota of choline-diet fed mice, fiber supplementation effectively altered the composition of the microbiota and inhibited the genes involved in choline metabolism, glycine and methylglyoxal accumulation, and TMA lyase expression, and improved the methylglyoxal utilization by regulating the pathway related to pyruvate production. However, the intervention of exogenous methylglyoxal significantly decreased these effects. These findings successfully revealed the correlations between the TMA lyase expression and glycine level, as well as the inhibitory effects of dietary fiber on the glycine level, thereby highlighting the role of common glycolytic metabolites as a potential target for TMA production.
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Affiliation(s)
- Qian Li
- Tianjin Agricultural University, Tianjin 300392, PR China.,China-Russia Agricultural Processing Joint Laboratory, Tianjin Agricultural University, Tianjin 300392, PR China.,State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, PR China.
| | - Tao Wu
- State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, PR China.
| | - Min Zhang
- Tianjin Agricultural University, Tianjin 300392, PR China.,China-Russia Agricultural Processing Joint Laboratory, Tianjin Agricultural University, Tianjin 300392, PR China.,State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, PR China.
| | - Haixia Chen
- Tianjin Key Laboratory for Modern Drug Delivery & High-Efficiency, School of Pharmaceutical Science and Technology, Tianjin University, Tianjin 300072, PR China
| | - Rui Liu
- State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, PR China.
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20
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Zhu X, Guo Y, Liu Z, Yang J, Tang H, Wang Y. Itaconic acid exerts anti-inflammatory and antibacterial effects via promoting pentose phosphate pathway to produce ROS. Sci Rep 2021; 11:18173. [PMID: 34518559 PMCID: PMC8438069 DOI: 10.1038/s41598-021-97352-x] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 06/16/2021] [Indexed: 02/04/2023] Open
Abstract
Itaconic acid is produced by immune responsive gene 1 (IRG1)-coded enzyme in activated macrophages and known to play an important role in metabolism and immunity. In this study, mechanism of itaconic acid functioning as an anti-inflammatory metabolite was investigated with molecular biology and immunology techniques, by employing IRG1-null (prepared with CRISPR) and wild-type macrophages. Experimental results showed that itaconic acid significantly promoted the pentose phosphate pathway (PPP), which subsequently led to significantly higher NADPH oxidase activity and more reactive oxygen species (ROS) production. ROS production increased the expression of anti-inflammatory gene A20, which in turn decreased the production of inflammatory cytokines IL-6, IL-1β and TNF-α. NF-κB, which can up-regulate A20, was also vital in controlling IRG1 and itaconic acid involved immune-modulatory responses in LPS-stimulated macrophage in this study. In addition, itaconic acid inhibited the growth of Salmonella typhimurium in cell through increasing ROS production from NADPH oxidase and the hatching of Schistosoma japonicum eggs in vitro. In short, this study revealed an alternative mechanism by which itaconic acid acts as an anti-inflammatory metabolite and confirmed the inhibition of bacterial pathogens with itaconic acid via ROS in cell. These findings provide the basic knowledge for future biological applications of itaconic acid in anti-inflammation and related pathogens control.
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Affiliation(s)
- Xiaoyang Zhu
- State Key Laboratory of Genetic Engineering, Zhongshan Hospital and School of Life Sciences, Laboratory of Metabonomics and Systems Biology, Human Phenome Institute, Fudan University, Shanghai, 200433, China
| | - Yangyang Guo
- CAS Key Laboratory of Magnetic Resonance in Biological Systems, State Key Laboratory of Magnetic Resonance and Atomic and Molecular Physics, Wuhan Institute of Physics and Mathematics, University of Chinese Academy of Sciences, Wuhan, 430071, China
| | - Zhigang Liu
- CAS Key Laboratory of Magnetic Resonance in Biological Systems, State Key Laboratory of Magnetic Resonance and Atomic and Molecular Physics, Wuhan Institute of Physics and Mathematics, University of Chinese Academy of Sciences, Wuhan, 430071, China
| | - Jingyi Yang
- Wuhan Institute of Virology, The Chinese Academy of Sciences, Wuhan, 430071, China
| | - Huiru Tang
- State Key Laboratory of Genetic Engineering, Zhongshan Hospital and School of Life Sciences, Laboratory of Metabonomics and Systems Biology, Human Phenome Institute, Fudan University, Shanghai, 200433, China
| | - Yulan Wang
- Singapore Phenome Center, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 636921, Singapore.
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21
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Duncan D, Lupien A, Behr MA, Auclair K. Effect of pH on the antimicrobial activity of the macrophage metabolite itaconate. MICROBIOLOGY-SGM 2021; 167. [PMID: 34020726 DOI: 10.1099/mic.0.001050] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The production of itaconate by macrophages was only discovered in 2011. An increasing number of studies have since revealed essential biological functions for this small molecule, ranging from antimicrobial to immunomodulator. The antibacterial role of itaconate has however been questioned because the estimated concentration of itaconate in macrophages (low-millimolar) is lower than the minimum inhibitory concentration (MIC) of itaconate reported for several bacterial strains (low-to-mid-millimolar). We note that some of these investigations have tended to ignore the high acidity of this small diacid (pKas 3.85 and 5.45), thereby potentially biassing activity measurements. We measured the MIC of itaconate in Escherichia coli (not known to metabolize itaconate) and in Salmonella enterica serovar Typhimurium (known to metabolize itaconate) at varying pH values to probe the effect that pH has on itaconate toxicity. Herein, we demonstrate that the antimicrobial effect of itaconate is dependent upon the pH of the media and that itaconate does have antimicrobial activity at biologically relevant pH and concentrations. Under nutrient-poor conditions, the antimicrobial activity of itaconate in both E. coli and S. Typhimurium increased approximately 200-fold when the pH was dropped by one unit, whereas itaconate was not found to be toxic under nutrient rich conditions. Our results also reveal that the activity of itaconate is synergistic with acidity, yet is not a function of increased permeability with protonation. Similar experiments performed with succinate (a pKa-matched diacid) yielded drastically different results, consistent with a target-based mechanism of action for itaconate. Overall, our work shows the importance of controlling the pH when performing experiments with itaconic acid.
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Affiliation(s)
- Dustin Duncan
- Department of Chemistry, McGill University, Montreal, Quebec, Canada
| | - Andréanne Lupien
- McGill International TB Centre, McGill University, Montreal, Quebec, Canada.,Department of Medicine, McGill University, Montreal, Quebec, Canada
| | - Marcel A Behr
- McGill International TB Centre, McGill University, Montreal, Quebec, Canada.,Department of Medicine, McGill University, Montreal, Quebec, Canada
| | - Karine Auclair
- Department of Chemistry, McGill University, Montreal, Quebec, Canada
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22
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Cezard A, Monard S, Bréa-Diakite D, Guillon A, Si-Tahar M. [Metabokines reviewed: Essential mediators of anti-infectious immunity]. Med Sci (Paris) 2021; 37:342-348. [PMID: 33908851 DOI: 10.1051/medsci/2021031] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Metabolism and immunity have long been classified in distinct research fields; however, the concept of immunometabolism has recently highlighted their close relationship. Immune cells in an infectious context undergo a metabolic reprogramming that leads to the accumulation of metabolites. Some of these metabolites, called metabokines, play a crucial role in anti-infectious immunity by having immunoregulatory and antimicrobial defence properties. On the one hand, metabokines regulate the response of host immune cells by modulating intracellular signalling and/or inducing post-translational modifications of proteins. On the other hand, metabokines can directly or indirectly target pathogens by inhibiting microbial metabolic pathways, restoring the sensitivity of bacteria to antibiotics, and disrupting viral replication cycles. These discoveries on metabokine properties could pave the way for the development of innovative anti-infectious metabolic treatments.
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Affiliation(s)
- Adeline Cezard
- Inserm, Centre d'étude des pathologies respiratoires (CEPR), UMR 1100, 10 boulevard Tonnelé, 37000 Tours, France - Université de Tours, Tours, France
| | - Sarah Monard
- Inserm, Centre d'étude des pathologies respiratoires (CEPR), UMR 1100, 10 boulevard Tonnelé, 37000 Tours, France - Université de Tours, Tours, France
| | - Déborah Bréa-Diakite
- Inserm, Centre d'étude des pathologies respiratoires (CEPR), UMR 1100, 10 boulevard Tonnelé, 37000 Tours, France - Université de Tours, Tours, France
| | - Antoine Guillon
- Inserm, Centre d'étude des pathologies respiratoires (CEPR), UMR 1100, 10 boulevard Tonnelé, 37000 Tours, France - Université de Tours, Tours, France - CHRU de Tours, Service de médecine intensive réanimation, Tours, France
| | - Mustapha Si-Tahar
- Inserm, Centre d'étude des pathologies respiratoires (CEPR), UMR 1100, 10 boulevard Tonnelé, 37000 Tours, France - Université de Tours, Tours, France
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23
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Liu G, Wu Y, Jin S, Sun J, Wan BB, Zhang J, Wang Y, Gao ZQ, Chen D, Li S, Pang Q, Wang Z. Itaconate ameliorates methicillin-resistant Staphylococcus aureus-induced acute lung injury through the Nrf2/ARE pathway. ANNALS OF TRANSLATIONAL MEDICINE 2021; 9:712. [PMID: 33987410 PMCID: PMC8106008 DOI: 10.21037/atm-21-1448] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Background Methicillin-resistant Staphylococcus aureus (MRSA) are a critical predisposing factor of sepsis in the clinic. As a product of human energy metabolism and immune response, itaconate can effectively reduce inflammation in the body. This research employed 4-octyl itaconate (4-OI) to illustrate that itaconate exerted anti-inflammatory effects to protect the body from acute lung injury (ALI) induced by MRSA. Methods HE staining and immunohistochemistry are used to evaluate the MRSA-induced ALI in mice. WB and qPCR were used to verify the effect of 4-OI on inflammation and oxidative stress caused by MRSA. Molecular docking was used to verify the binding sites of 4-OI and Keap1. Results We demonstrated that 4-OI treatment increased the survival ratio, attenuated the pathological damage, inhibited neutrophil infiltration, and reduced lung bacterial burden in the mouse MRSA pneumonia model. 4-OI decreased the expression of inflammatory factors by stimulating the Nrf2 in vivo and in vitro. Furthermore, 4-OI exerted its effect by promoting nuclear transport of Nrf2 in vitro. The results of molecular docking indicated that 4-OI bound to the pocket of Keap1 and exerted a stable interaction. Both Nrf2 inhibitors (ML385) and Nrf2−/− mice abolished the protective effect of 4-OI on MRSA-induced inflammation both in vitro and in vivo. Conclusions 4-OI prevents lung damage caused by MRSA bacteremia via activating Nrf2/ARE pathway.
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Affiliation(s)
- Gang Liu
- Department of Cardiothoracic Surgery, Affiliated Hospital of Jiangnan University, Wuxi, China.,Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Yaxian Wu
- Wuxi School of Medicine, Jiangnan University, Wuxi, China.,Food Science and Technology, Jiangnan University, Wuxi, China
| | - Sihao Jin
- Department of Cardiothoracic Surgery, Affiliated Hospital of Jiangnan University, Wuxi, China.,Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Jiaojiao Sun
- Department of Cardiothoracic Surgery, Affiliated Hospital of Jiangnan University, Wuxi, China.,Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Bin-Bin Wan
- Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Jiru Zhang
- Department of Anesthesiology, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Yingying Wang
- Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Zhi-Qi Gao
- Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Dan Chen
- Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Shengpeng Li
- Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Qingfeng Pang
- Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Zhiqiang Wang
- Department of Cardiothoracic Surgery, Affiliated Hospital of Jiangnan University, Wuxi, China
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24
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Huang X, Men P, Tang S, Lu X. Aspergillus terreus as an industrial filamentous fungus for pharmaceutical biotechnology. Curr Opin Biotechnol 2021; 69:273-280. [PMID: 33713917 DOI: 10.1016/j.copbio.2021.02.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 02/12/2021] [Accepted: 02/17/2021] [Indexed: 11/16/2022]
Abstract
Aspergillus terreus is an important Aspergillus species, which has been applied in the industrial production of the bio-based chemical itaconic acid and the lipid-lowering drug lovastatin. The excellent fermentation capability has been demonstrated in these industrial applications. The genomic information revealed that the outstanding capacity of natural product synthesis by A. terreus remains to be further explored. With advances of the genome mining strategy, the products of several cryptic biosynthetic gene clusters have been discovered recently. In addition, a series of metabolic engineering studies have been performed in the industrial strains of lovastatin and itaconic acid to further improve the production processes. This review presents the current progress and the future outlook in the field of A. terreus biotechnology.
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Affiliation(s)
- Xuenian Huang
- Shandong Provincial Key Laboratory of Synthetic Biology, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, No. 189 Songling Road, Qingdao 266101, China; Shandong Energy Institute, No. 189 Songling Road, Qingdao 266101, China; Qingdao New Energy Shandong Laboratory, No. 189 Songling Road, Qingdao 266101, China
| | - Ping Men
- Shandong Provincial Key Laboratory of Synthetic Biology, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, No. 189 Songling Road, Qingdao 266101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Shen Tang
- Shandong Provincial Key Laboratory of Synthetic Biology, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, No. 189 Songling Road, Qingdao 266101, China
| | - Xuefeng Lu
- Shandong Provincial Key Laboratory of Synthetic Biology, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, No. 189 Songling Road, Qingdao 266101, China; Key Laboratory of Biofuels, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, No. 189 Songling Road, Qingdao 266101, China; Shandong Energy Institute, No. 189 Songling Road, Qingdao 266101, China; Qingdao New Energy Shandong Laboratory, No. 189 Songling Road, Qingdao 266101, China; University of Chinese Academy of Sciences, Beijing 100049, China; Marine Biology and Biotechnology Laboratory, Qingdao National Laboratory for Marine Science and Technology, Wenhai Rd 1, Aoshanwei, Qingdao, China.
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25
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Alfaro AC, Nguyen TV, Bayot B, Rodriguez Leon JA, Domínguez-Borbor C, Sonnenholzner S. Metabolic responses of whiteleg shrimp to white spot syndrome virus (WSSV). J Invertebr Pathol 2021; 180:107545. [PMID: 33571511 DOI: 10.1016/j.jip.2021.107545] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Revised: 01/29/2021] [Accepted: 02/02/2021] [Indexed: 01/12/2023]
Abstract
Outbreaks of white spot syndrome virus (WSSV) have caused serious damage to penaeid shrimp aquaculture worldwide. Despite great efforts to characterize the virus, the conditions that lead to infection and the infection mechanisms, there is still a lack of understanding regarding these complex virus-host interactions, which is needed to develop consistent and effective treatment methods for WSSV. In this study, we used a gas chromatography - mass spectrometry (GC-MS)-based metabolomics approach to compare the metabolite profiles of gills, haemolymph and hepatopancreas from whiteleg shrimp (Penaeus vannamei) exposed to WSSV and corresponding controls. The results revealed clear discriminations between metabolite profiles of WSSV-challenged shrimp and controlled shrimp in each tissue. The responses of shrimp gills to WSSV infection were characterized by increases of many fatty acids and amino acids in WSSV-challenged shrimp compared to the controls. Changes in haemolymph metabolite profiles include the increased levels of itaconic acid, energy-related metabolites, metabolites in glutathione cycle and decrease of amino acids. The WSSV challenge led to the decreases of several fatty acids and amino acids and increases of other amino acids, lactic acid and other organic compounds (levulinic acid, malonic acid and putrescine) in hepatopancreas. These alterations of shrimp metabolites suggest several immune responses of shrimp to WSSV in a tissue-specific manner, including upregulation of osmoregulation, antimicrobial activity, metabolic rate, gluconeogenesis, glutathione pathway in control of oxidative stress and shift from aerobic to anaerobic metabolism in shrimp which indicates the Warburg effect. The findings from this study provide a better understanding of molecular process of shrimp response against WSSV invasion which may be useful for development of disease management strategies.
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Affiliation(s)
- Andrea C Alfaro
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Auckland, New Zealand.
| | - Thao V Nguyen
- Aquaculture Biotechnology Research Group, School of Science, Auckland University of Technology, Auckland, New Zealand; NTT Hi-Tech Institute, Nguyen Tat Thanh University, Ho Chi Minh City, Viet Nam
| | - Bonny Bayot
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Campus Gustavo Galindo Km. 30.5 Vía Perimetral, P.O. Box 09-01-5863, Guayaquil, Ecuador
| | - Jenny A Rodriguez Leon
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Campus Gustavo Galindo Km. 30.5 Vía Perimetral, P.O. Box 09-01-5863, Guayaquil, Ecuador
| | - Cristóbal Domínguez-Borbor
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Campus Gustavo Galindo Km. 30.5 Vía Perimetral, P.O. Box 09-01-5863, Guayaquil, Ecuador
| | - Stanislaus Sonnenholzner
- Escuela Superior Politécnica del Litoral, ESPOL, Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, Campus Gustavo Galindo Km. 30.5 Vía Perimetral, P.O. Box 09-01-5863, Guayaquil, Ecuador
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26
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TCA cycle signalling and the evolution of eukaryotes. Curr Opin Biotechnol 2020; 68:72-88. [PMID: 33137653 DOI: 10.1016/j.copbio.2020.09.014] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 09/15/2020] [Accepted: 09/21/2020] [Indexed: 12/19/2022]
Abstract
A major question remaining in the field of evolutionary biology is how prokaryotic organisms made the leap to complex eukaryotic life. The prevailing theory depicts the origin of eukaryotic cell complexity as emerging from the symbiosis between an α-proteobacterium, the ancestor of present-day mitochondria, and an archaeal host (endosymbiont theory). A primary contribution of mitochondria to eukaryogenesis has been attributed to the mitochondrial genome, which enabled the successful internalisation of bioenergetic membranes and facilitated remarkable genome expansion. It has also been postulated that a key contribution of the archaeal host during eukaryogenesis was in providing 'archaeal histones' that would enable compaction and regulation of an expanded genome. Yet, how the communication between the host and the symbiont evolved is unclear. Here, we propose an evolutionary concept in which mitochondrial TCA cycle signalling was also a crucial player during eukaryogenesis enabling the dynamic control of an expanded genome via regulation of DNA and histone modifications. Furthermore, we discuss how TCA cycle remodelling is a common evolutionary strategy invoked by eukaryotic organisms to coordinate stress responses and gene expression programmes, with a particular focus on the TCA cycle-derived metabolite itaconate.
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27
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Nguyen TV, Alfaro AC. Metabolomics investigation of summer mortality in New Zealand Greenshell™ mussels (Perna canaliculus). FISH & SHELLFISH IMMUNOLOGY 2020; 106:783-791. [PMID: 32795595 DOI: 10.1016/j.fsi.2020.08.022] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 08/07/2020] [Accepted: 08/10/2020] [Indexed: 06/11/2023]
Abstract
Increasing water temperatures due to climate change have resulted in more frequent high mortality events of New Zealand Greenshell™ mussels (Perna canaliculus Gmelin 1791). These events have significant impacts within mussel farms which support a major shellfish industry for New Zealand. The present study investigates metabolic responses of farmed mussels during a summer mortality event in order to identify health impacts and elucidate mechanistic effects of external stressors on mussels. A gas chromatography-mass spectrometry (GC-MS)-based metabolomics approach was used to identify metabolic perturbations and flow cytometry assays were used to assess viability, oxidative stress and apoptosis of haemocytes from healthy and unhealthy mussels during a summer mortality event. The results showed significantly higher mortality and apoptosis of haemocytes in unhealthy mussels compared to healthy mussels. Reactive oxygen species (ROS) production, which is an indicator of oxidative stress was very high in both mussel groups, but no differences were observed between the two mussel groups. Metabolomics revealed alterations of many metabolites in both haemolymph and hepatopancreas (digestive gland) of unhealthy mussels compared to healthy mussels, reflecting perturbations in several molecular pathways, including energy metabolism, amino acid metabolism, protein degradation/tissue damage and oxidative stress. An increased level of itaconic acid which is an antimicrobial metabolite and biomarker of pathogen infection was observed in haemolymph, but not in hepatopancreas samples. This investigation provides the first detailed metabolic characterization of mussel immune responses to a summer mortality event and illustrates the benefits of using an integrated metabolomics and flow cytometry workflow for mussel health assessment and biomarker identification for summer mortality early detection.
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Affiliation(s)
- Thao V Nguyen
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, New Zealand
| | - Andrea C Alfaro
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, New Zealand.
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28
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Li S, Alfaro AC, Nguyen TV, Young T, Lulijwa R. An integrated omics approach to investigate summer mortality of New Zealand Greenshell™ mussels. Metabolomics 2020; 16:100. [PMID: 32915338 DOI: 10.1007/s11306-020-01722-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2020] [Accepted: 09/02/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND Green-lipped mussels, commercially known as Greenshell™ mussels (Perna canaliculus Gmelin 1791), contribute > $300 million to New Zealand's aquaculture exports. However, mortalities during summer months and potential pathogenic outbreaks threaten the industry. Thermal stress mechanisms and immunological responses to pathogen infections need to be understood to develop health assessment strategies and early warning systems. METHODS P. canaliculus were collected during a mortality event at a commercial aquaculture farm in Firth of Thames, New Zealand. Gill tissues from six healthy and six unhealthy mussels were excised and processed for metabolomic (GC-MS) and label-free proteomic (LC-MS) profiling. Univariate analyses were conducted separately on each data layer, with data being integrated via sparse multiple discriminative canonical correlation analysis. Pathway enrichment analysis was used to probe coordinated changes in functionally related metabolite sets. RESULTS Findings revealed disruptions of the tricarboxylic acid (TCA) cycle and fatty acid metabolism in unhealthy mussels. Metabolomics analyses also indicated oxidative stress in unhealthy mussels. Proteomics analyses identified under-expression of proteins associated with cytoskeleton structure and regulation of cilia/flagellum in gill tissues of unhealthy mussels. Integrated omics revealed a positive correlation between Annexin A4 and CCDC 150 and saturated fatty acids, as well as a negative correlation between 2-aminoadipic acid and multiple cytoskeletal proteins. CONCLUSIONS Our study demonstrates the ability of using integrative omics to reveal metabolic perturbations and protein structural changes in the gill tissues of stressed P. canaliculus and provides new insight into metabolite and protein interactions associated with incidences of summer mortality in this species.
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Affiliation(s)
- Siming Li
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand
| | - Andrea C Alfaro
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand.
| | - Thao V Nguyen
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand
| | - Tim Young
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand
- The Centre for Biomedical and Chemical Sciences, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand
| | - Ronald Lulijwa
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand
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29
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Sano M, Yada R, Nomura Y, Kusukawa T, Ando H, Matsumoto K, Wada K, Tanaka T, Ohara H, Aso Y. Microbial Screening Based on the Mizoroki-Heck Reaction Permits Exploration of Hydroxyhexylitaconic-Acid-Producing Fungi in Soils. Microorganisms 2020; 8:microorganisms8050648. [PMID: 32365722 PMCID: PMC7284703 DOI: 10.3390/microorganisms8050648] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 04/18/2020] [Accepted: 04/27/2020] [Indexed: 02/06/2023] Open
Abstract
Recently, we developed a unique microbial screening method based on the Mizoroki–Heck reaction for itaconic acid (IA)-producing fungi. This method revealed that 37 out of 240 fungal strains isolated from soils produce vinyl compounds, including IA. In this study, we further characterized these compounds in order to verify that the screening method permits the isolation of fungi that produce other vinyl compounds, excluding IA. HPLC analysis showed that 11 out of 37 isolated strains produced IA, similar to Aspergillus terreus S12-1. Surprisingly, the other 8 isolated strains produced two vinyl compounds with HPLC retention times different from that of IA. From these strains, the vinyl compounds of Aspergillus niger S17-5 were characterized. Mass spectrometric and NMR analyses showed that they were identical to 8-hydroxyhexylitaconic acid (8-HHIA) and 9-HHIA. This finding showed that 8-HHIA- and 9-HHIA-producing fungi, as well as IA-producing fungi, are ubiquitously found in soils. Neither 8-HHIA nor 9-HHIA showed antibacterial or anti-inflammatory activities. Interestingly, 8-HHIA and 9-HHIA showed cytotoxicity against the human cervical cancer cell line (HeLa) and human diploid cell line (MRC-5), and MRC-5 only, respectively, compared to IA at the same concentration. This study indicates that the screening method could easily discover fungi producing 8-HHIA and 9-HHIA in soils.
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Affiliation(s)
- Mei Sano
- Department of Biobased Materials Science, Kyoto Institute of Technology, Kyoto 606-8585, Japan; (M.S.); (R.Y.); (Y.N.); (T.T.); (H.O.)
| | - Ryoki Yada
- Department of Biobased Materials Science, Kyoto Institute of Technology, Kyoto 606-8585, Japan; (M.S.); (R.Y.); (Y.N.); (T.T.); (H.O.)
| | - Yusuke Nomura
- Department of Biobased Materials Science, Kyoto Institute of Technology, Kyoto 606-8585, Japan; (M.S.); (R.Y.); (Y.N.); (T.T.); (H.O.)
| | - Takahiro Kusukawa
- Department of Chemistry and Materials Technology, Kyoto Institute of Technology, Kyoto 606-8585, Japan;
| | - Hiroshi Ando
- Corporate Research & Business Division, Kaneka Corporation, Osaka 530-8288, Japan; (H.A.); (K.M.); (K.W.)
| | - Keiji Matsumoto
- Corporate Research & Business Division, Kaneka Corporation, Osaka 530-8288, Japan; (H.A.); (K.M.); (K.W.)
| | - Kazuhito Wada
- Corporate Research & Business Division, Kaneka Corporation, Osaka 530-8288, Japan; (H.A.); (K.M.); (K.W.)
| | - Tomonari Tanaka
- Department of Biobased Materials Science, Kyoto Institute of Technology, Kyoto 606-8585, Japan; (M.S.); (R.Y.); (Y.N.); (T.T.); (H.O.)
| | - Hitomi Ohara
- Department of Biobased Materials Science, Kyoto Institute of Technology, Kyoto 606-8585, Japan; (M.S.); (R.Y.); (Y.N.); (T.T.); (H.O.)
| | - Yuji Aso
- Department of Biobased Materials Science, Kyoto Institute of Technology, Kyoto 606-8585, Japan; (M.S.); (R.Y.); (Y.N.); (T.T.); (H.O.)
- Correspondence: ; Tel.: +81-75-724-7694
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30
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Li Q, Zhang M, Wu T, Liu R. Potential correlation between carbohydrate-active enzyme family 48 expressed by gut microbiota and the expression of intestinal epithelial AMP-activated protein kinase β. J Food Biochem 2019; 44:e13123. [PMID: 31837163 DOI: 10.1111/jfbc.13123] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2019] [Revised: 11/19/2019] [Accepted: 11/24/2019] [Indexed: 12/12/2022]
Abstract
The expression of the carbohydrate-active enzyme family and related genes is known to be influenced by the response of intestinal microbiota to dietary changes. However, it is uncertain whether this is caused by variation in the intestinal microecology. In this study, metabolite analysis, 16S rDNA sequencing, metagenomics, and Western blotting were employed to investigate the effects of dietary intervention on the composition of gut microbiota and microbiota-mediated changes. The results showed that compared with the low fiber-fed group, the fiber diet-fed mice displayed a shift in gut microbiota composition to contain more members of phylum Bacteroidetes, accompanied by higher proportions of Akkermansia and typical probiotic Bifidobacterium. Moreover, correlations were found between microbial genes coding for carbohydrate-binding module family 48 (CBM48) and intestinal epithelial expression levels of AMPK β. This finding provides new insight for elucidating the contribution of dietary intervention through AMPK regulation linked to the microbial carbohydrate-binding family. PRACTICAL APPLICATIONS: The relationship suggested by these data will provide theoretical and applied foundations for the development of potential intervention targeting the interaction between gut microbiota and host health, particularly the use of dietary fiber as a medically relevant food. Additionally, a better understanding of the interactions between gut microbiota and intestinal epithelial will inform the development of gut microbiota intervention as a health-promoting procedure.
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Affiliation(s)
- Qian Li
- State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Ministry of Science and Technology, Tianjin, P.R. China
| | - Min Zhang
- State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Ministry of Science and Technology, Tianjin, P.R. China.,School of Food Science and Bioengineering, Tianjin Agricultural University, Tianjin, P.R. China
| | - Tao Wu
- State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Ministry of Science and Technology, Tianjin, P.R. China.,Engineering Research Center of Food Biotechnology, Ministry of Education, Tianjin, P.R. China
| | - Rui Liu
- State Key Laboratory of Nutrition and Safety, Tianjin University of Science & Technology, Ministry of Science and Technology, Tianjin, P.R. China
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31
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Van Nguyen T, Alfaro AC. Targeted metabolomics to investigate antimicrobial activity of itaconic acid in marine molluscs. Metabolomics 2019; 15:97. [PMID: 31230148 DOI: 10.1007/s11306-019-1556-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2019] [Accepted: 06/15/2019] [Indexed: 02/06/2023]
Abstract
INTRODUCTION Itaconic acid (ITA) has recently been identified as an antimicrobial metabolite in mammalian immune cells. The presence of ITA was also reported in different tissues of marine molluscs, indicating its role as an endogenous metabolite of molluscs. In addition, the accumulation of ITA has been observed in different tissues of mussels following pathogen challenges. However, the concentration of ITA in mussel tissues and the possible role of this metabolite in the molluscan innate immune system remain unknown. OBJECTIVES This study aims to quantitatively measure ITA levels in different tissues of marine mussels following an experimental challenge with Vibrio sp. DO1 isolate, and to identify the antimicrobial role of ITA in the innate immune system through the measurement of metabolic and immune alterations in tissues following the challenge. METHODS In this study, adult Perna canaliculus mussels were experimentally challenged with a pathogenic Vibrio sp. DO1 isolate. The metabolite profiles of five different tissues, including mantle, gill, muscle, hepatopancreas and haemolymph were obtained, and levels of ITA in each tissue were characterized using a gas chromatography-mass spectrometry (GC-MS) metabolomics approach. Flow cytometry was also employed to measure cell health parameters, including oxidative stress via reactive oxygen species (ROS) production, apoptosis via changes in mitochondrial membrane potential (MMP) and haemocyte viability. RESULTS The ITA levels in mantle, gill, muscle and hepatopancreas tissues at 18-h post infection (hpi) with Vibrio sp. were 40.31, 41.71, 11.61 and 41.66 ng mg-1, respectively. In haemolymph, the level of ITA was significantly increased from 95.25 ng ml-1 at 6 hpi to 174.36 ng ml-1 at 18 hpi and 572.12 ng ml-1 at 60 hpi. In line with the accumulation of ITA, we observed increased levels of metabolites within the tricarboxylic acid (TCA) cycle, anti-inflammatory metabolites and alterations of other metabolites associated with immune responses of the host. The flow cytometry analyses revealed increases in ROS production, apoptotic cells and decreases in cell viability. CONCLUSIONS We reported on the production of ITA in different tissues of P. canaliculus mussels challenged with a marine pathogen which confirmed ITA as an antimicrobial metabolite. The findings revealed insights into the biosynthesis of ITA and suggests its role in antimicrobial and anti-inflammatory activities in the innate immune system. This study also provided insights into the innate immune system of bivalves and highlighted the potential use of ITA as a biomarker for shellfish health assessment in aquaculture.
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Affiliation(s)
- Thao Van Nguyen
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand
| | - Andrea C Alfaro
- Aquaculture Biotechnology Research Group, School of Science, Faculty of Health and Environmental Sciences, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand.
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The Biotechnological Potential of Secondary Metabolites from Marine Bacteria. JOURNAL OF MARINE SCIENCE AND ENGINEERING 2019. [DOI: 10.3390/jmse7060176] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Marine habitats are a rich source of molecules of biological interest. In particular, marine bacteria attract attention with their ability to synthesize structurally diverse classes of bioactive secondary metabolites with high biotechnological potential. The last decades were marked by numerous discoveries of biomolecules of bacterial symbionts, which have long been considered metabolites of marine animals. Many compounds isolated from marine bacteria are unique in their structure and biological activity. Their study has made a significant contribution to the discovery and production of new natural antimicrobial agents. Identifying the mechanisms and potential of this type of metabolite production in marine bacteria has become one of the noteworthy trends in modern biotechnology. This path has become not only one of the most promising approaches to the development of new antibiotics, but also a potential target for controlling the viability of pathogenic bacteria.
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Li Q, Chen H, Zhang M, Wu T, Liu R. Altered short chain fatty acid profiles induced by dietary fiber intervention regulate AMPK levels and intestinal homeostasis. Food Funct 2019; 10:7174-7187. [DOI: 10.1039/c9fo01465a] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Butanoate-mediated maintenance of intestinal integrity and homeostasis and the AMPK-dependent co-regulated pathway.
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Affiliation(s)
- Qian Li
- State Key Laboratory of Nutrition and Safety
- Tianjin University of Science & Technology
- Tianjin 300457
- China
| | - Haixia Chen
- Tianjin Key Laboratory for Modern Drug Delivery & High-Efficiency
- School of Pharmaceutical Science and Technology
- Tianjin University
- Tianjin 300072
- China
| | - Min Zhang
- State Key Laboratory of Nutrition and Safety
- Tianjin University of Science & Technology
- Tianjin 300457
- China
- Tianjin University of Science and Technology
| | - Tao Wu
- State Key Laboratory of Nutrition and Safety
- Tianjin University of Science & Technology
- Tianjin 300457
- China
- Tianjin University of Science and Technology
| | - Rui Liu
- State Key Laboratory of Nutrition and Safety
- Tianjin University of Science & Technology
- Tianjin 300457
- China
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