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Thapa BB, Huo C, Budhathoki R, Chaudhary P, Joshi S, Poudel PB, Magar RT, Parajuli N, Kim KH, Sohng JK. Metabolic Comparison and Molecular Networking of Antimicrobials in Streptomyces Species. Int J Mol Sci 2024; 25:4193. [PMID: 38673777 PMCID: PMC11050201 DOI: 10.3390/ijms25084193] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 04/03/2024] [Accepted: 04/07/2024] [Indexed: 04/28/2024] Open
Abstract
Streptomyces are well-known for producing bioactive secondary metabolites, with numerous antimicrobials essential to fight against infectious diseases. Globally, multidrug-resistant (MDR) microorganisms significantly challenge human and veterinary diseases. To tackle this issue, there is an urgent need for alternative antimicrobials. In the search for potent agents, we have isolated four Streptomyces species PC1, BT1, BT2, and BT3 from soils collected from various geographical regions of the Himalayan country Nepal, which were then identified based on morphology and 16S rRNA gene sequencing. The relationship of soil microbes with different Streptomyces species has been shown in phylogenetic trees. Antimicrobial potency of isolates was carried out against Staphylococcus aureus American Type Culture Collection (ATCC) 43300, Shigella sonnei ATCC 25931, Salmonella typhi ATCC 14028, Klebsiella pneumoniae ATCC 700603, and Escherichia coli ATCC 25922. Among them, Streptomyces species PC1 showed the highest zone of inhibition against tested pathogens. Furthermore, ethyl acetate extracts of shake flask fermentation of these Streptomyces strains were subjected to liquid chromatography-tandem mass spectrometric (LC-MS/MS) analysis for their metabolic comparison and Global Natural Products Social Molecular Networking (GNPS) web-based molecular networking. We found very similar metabolite composition in four strains, despite their geographical variation. In addition, we have identified thirty-seven metabolites using LC-MS/MS analysis, with the majority belonging to the diketopiperazine class. Among these, to the best of our knowledge, four metabolites, namely cyclo-(Ile-Ser), 2-n-hexyl-5-n-propylresorcinol, 3-[(6-methylpyrazin-2-yl) methyl]-1H-indole, and cyclo-(d-Leu-l-Trp), were detected for the first time in Streptomyces species. Besides these, other 23 metabolites including surfactin B, surfactin C, surfactin D, and valinomycin were identified with the help of GNPS-based molecular networking.
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Affiliation(s)
- Bijaya Bahadur Thapa
- Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Kathmandu, Nepal; (B.B.T.); (R.B.); (P.C.); (S.J.); (N.P.)
| | - Chen Huo
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Republic of Korea;
| | - Rabin Budhathoki
- Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Kathmandu, Nepal; (B.B.T.); (R.B.); (P.C.); (S.J.); (N.P.)
| | - Pratiksha Chaudhary
- Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Kathmandu, Nepal; (B.B.T.); (R.B.); (P.C.); (S.J.); (N.P.)
| | - Soniya Joshi
- Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Kathmandu, Nepal; (B.B.T.); (R.B.); (P.C.); (S.J.); (N.P.)
| | - Purna Bahadur Poudel
- Institute of Biomolecule Reconstruction (iBR), Department of Life Science and Biochemical Engineering, Sun Moon University, Asan 31460, Republic of Korea; (P.B.P.); (R.T.M.)
| | - Rubin Thapa Magar
- Institute of Biomolecule Reconstruction (iBR), Department of Life Science and Biochemical Engineering, Sun Moon University, Asan 31460, Republic of Korea; (P.B.P.); (R.T.M.)
| | - Niranjan Parajuli
- Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Kathmandu, Nepal; (B.B.T.); (R.B.); (P.C.); (S.J.); (N.P.)
- Institute of Biomolecule Reconstruction (iBR), Department of Life Science and Biochemical Engineering, Sun Moon University, Asan 31460, Republic of Korea; (P.B.P.); (R.T.M.)
| | - Ki Hyun Kim
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Republic of Korea;
| | - Jae Kyung Sohng
- Institute of Biomolecule Reconstruction (iBR), Department of Life Science and Biochemical Engineering, Sun Moon University, Asan 31460, Republic of Korea; (P.B.P.); (R.T.M.)
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Timilsina AP, Raut BK, Huo C, Khadayat K, Budhathoki P, Ghimire M, Budhathoki R, Aryal N, Kim KH, Parajuli N. Metabolomics and molecular networking approach for exploring the anti-diabetic activity of medicinal plants. RSC Adv 2023; 13:30665-30679. [PMID: 37869390 PMCID: PMC10585453 DOI: 10.1039/d3ra04037b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 10/04/2023] [Indexed: 10/24/2023] Open
Abstract
Metabolomics and molecular networking approaches have expanded rapidly in the field of biological sciences and involve the systematic identification, visualization, and high-throughput characterization of bioactive metabolites in natural products using sophisticated mass spectrometry-based techniques. The popularity of natural products in pharmaceutical therapies has been influenced by medicinal plants with a long history of ethnobotany and a vast collection of bioactive compounds. Here, we selected four medicinal plants Cleistocalyx operculatus, Terminalia chebula, Ficus lacor, and Ficus semicordata, the biochemical characteristics of which remain unclear owing to the inherent complexity of their plant metabolites. In this study, we aimed to evaluate the potential of these aforementioned plant extracts in inhibiting the enzymatic activity of α-amylase and α-glucosidase, respectively, followed by the annotation of secondary metabolites. The methanol extract of Ficus semicordata exhibited the highest α-amylase inhibition with an IC50 of 46.8 ± 1.8 μg mL-1, whereas the water fraction of Terminalia chebula fruits demonstrated the most significant α-glucosidase inhibition with an IC50 value of 1.07 ± 0.01 μg mL-1. The metabolic profiling of plant extracts was analyzed through Liquid Chromatography-Mass Spectrometry (LC-HRMS) of the active fractions, resulting in the annotation of 32 secondary metabolites. Furthermore, we applied the Global Natural Product Social Molecular Networking (GNPS) platform to evaluate the MS/MS data of Terminalia chebula (bark), revealing that there were 205 and 160 individual ion species observed as nodes in the methanol and ethyl acetate fractions, respectively. Twenty-two metabolites were tentatively identified from the network map, of which 11 compounds were unidentified during manual annotation.
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Affiliation(s)
- Arjun Prasad Timilsina
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University Kirtipur Kathmandu 44618 Nepal +977-1-4332034
| | - Bimal Kumar Raut
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University Kirtipur Kathmandu 44618 Nepal +977-1-4332034
| | - Chen Huo
- School of Pharmacy, Sungkyunkwan University Suwon 16419 Republic of Korea +82-31-290-7700
| | - Karan Khadayat
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University Kirtipur Kathmandu 44618 Nepal +977-1-4332034
| | - Prakriti Budhathoki
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University Kirtipur Kathmandu 44618 Nepal +977-1-4332034
| | - Mandira Ghimire
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University Kirtipur Kathmandu 44618 Nepal +977-1-4332034
| | - Rabin Budhathoki
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University Kirtipur Kathmandu 44618 Nepal +977-1-4332034
| | - Niraj Aryal
- Department of Biology, University of Florida Gainesville FL 32611 USA
| | - Ki Hyun Kim
- School of Pharmacy, Sungkyunkwan University Suwon 16419 Republic of Korea +82-31-290-7700
| | - Niranjan Parajuli
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University Kirtipur Kathmandu 44618 Nepal +977-1-4332034
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Budhathoki R, Timilsina AP, Regmi BP, Sharma KR, Aryal N, Parajuli N. Metabolome Mining of Curcuma longa L. Using HPLC-MS/MS and Molecular Networking. Metabolites 2023; 13:898. [PMID: 37623841 PMCID: PMC10456799 DOI: 10.3390/metabo13080898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 07/16/2023] [Accepted: 07/27/2023] [Indexed: 08/26/2023] Open
Abstract
Turmeric, Curcuma longa L., is a type of medicinal plant characterized by its perennial nature and rhizomatous growth. It is a member of the Zingiberaceae family and is distributed across the world's tropical and subtropical climates, especially in South Asia. Its rhizomes have been highly valued for food supplements, spices, flavoring agents, and yellow dye in South Asia since ancient times. It exhibits a diverse array of therapeutic qualities that encompass its ability to combat diabetes, reduce inflammation, act as an antioxidant, exhibit anticancer properties, and promote anti-aging effects. In this study, organic extracts of C. longa rhizomes were subjected to HPLC separation followed by ESI-MS and low-energy tandem mass spectrometry analyses. The Global Natural Product Social Molecular Networking (GNPS) approach was utilized for the first time in this ethnobotanically important species to conduct an in-depth analysis of its metabolomes based on their fragments. To sum it up, a total of 30 metabolites including 16 diarylheptanoids, 1 diarylpentanoid, 3 bisabolocurcumin ethers, 4 sesquiterpenoids, 4 cinnamic acid derivatives, and 2 fatty acid derivatives were identified. Among the 16 diarylheptanoids identified in this study, 5 of them are reported for the first time in this species.
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Affiliation(s)
- Rabin Budhathoki
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Nepal; (R.B.); (A.P.T.); (K.R.S.)
| | - Arjun Prasad Timilsina
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Nepal; (R.B.); (A.P.T.); (K.R.S.)
| | - Bishnu P. Regmi
- Department of Chemistry, Florida Agricultural and Mechanical University, Tallahassee, FL 32307, USA;
| | - Khaga Raj Sharma
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Nepal; (R.B.); (A.P.T.); (K.R.S.)
| | - Niraj Aryal
- Department of Biology, University of Florida, Gainesville, FL 32611, USA
| | - Niranjan Parajuli
- Biological Chemistry Lab, Central Department of Chemistry, Tribhuvan University, Kirtipur 44618, Nepal; (R.B.); (A.P.T.); (K.R.S.)
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