In silico prediction and in vitro analysis of bacteriocin and probiotic properties of Weissella cibaria NM1 isolated from Asian sea bass

被引:0
作者
Malek, Ahmad Zuhairi Abdul [1 ]
Lokman, Nur Amalina Ahmed [1 ]
Tang, Boon Chin [2 ]
Lim, Yin Sze [1 ]
机构
[1] Univ Nottingham Malaysia, Fac Sci & Engn, Sch Biosci, Jalan Broga, Semenyih 43500, Selangor, Malaysia
[2] Univ Malaya, Ctr Res Biotechnol Agr CEBAR, Level 3,Res Management & Innovat Complex, Kuala Lumpur 50603, Malaysia
关键词
Weissella cibaria; bacteriocin; probiotic; in silico prediction; machine learning; BILE TOLERANCE; LACTOBACILLUS; IDENTIFICATION; STRAINS; ACID; SURVEILLANCE; GENES;
D O I
10.21161/mjm.211249
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Aims: This study aims to predict the presence of bacteriocin-and probiotic-associated genes in the genome of Weissella cibaria NM1 isolated from Asian sea bass using a machine learning-based NeuBI prediction approach, followed by the investigation of the crude bacteriocin antimicrobial and probiotic properties via in vitro analysis. Methodology and results: This study utilized the machine learning-based NeuBI prediction approach with a homology search of highly conserved bacteriocin-associated genes present in the genome of W. cibaria NM1. This approach discovered a putative bacteriocin gene (WC_2064) and bacteriocin operon with complete immunity, transporter, regulator and modifier genes. Furthermore, the genome of W. cibaria NM1 was found to harboured specific probiotic-associated genes that would contribute to acid and bile tolerance, adhesion on the host cell and exhibited cholesterol-reducing ability. On top of that, the genome also shows the absence of virulence and antibiotic resistance genes, which signifies the safety of W. cibaria NM1 as a potential probiotic candidate. In vitro study has confirmed the antipseudomonal activity of crude bacteriocin NM1 with MIC of 62.5 mg/mL. Weissella cibaria NM1 can tolerate 0.3% (v/v) of bile salt condition and the transit through the simulated gastric (pH 3 and 4) and small intestinal (pH 8) tract. Conclusion, significance and impact of study: Current findings suggested in silico approach can speed up the search for putative bacteriocin and probiotic-associated genes from the genome of W. cibaria NM1. Nevertheless, further verification through experimental works will be deemed essential.
引用
收藏
页码:708 / 719
页数:12
相关论文
共 56 条
  • [1] Abdulkarim I.H., 2020, Asian J. Biochem. Genet. Molec. Biol, V3, P1, DOI [10.9734/ajbgmb/2020/v3i430090, DOI 10.9734/AJBGMB/2020/V3I430090]
  • [2] CARD 2020: antibiotic resistome surveillance with the comprehensive antibiotic resistance database
    Alcock, Brian P.
    Raphenya, Amogelang R.
    Lau, Tammy T. Y.
    Tsang, Kara K.
    Bouchard, Megane
    Edalatmand, Arman
    Huynh, William
    Nguyen, Anna-Lisa, V
    Cheng, Annie A.
    Liu, Sihan
    Min, Sally Y.
    Miroshnichenko, Anatoly
    Tran, Hiu-Ki
    Werfalli, Rafik E.
    Nasir, Jalees A.
    Oloni, Martins
    Speicher, David J.
    Florescu, Alexandra
    Singh, Bhavya
    Faltyn, Mateusz
    Hernandez-Koutoucheva, Anastasia
    Sharma, Arjun N.
    Bordeleau, Emily
    Pawlowski, Andrew C.
    Zubyk, Haley L.
    Dooley, Damion
    Griffiths, Emma
    Maguire, Finlay
    Winsor, Geoff L.
    Beiko, Robert G.
    Brinkman, Fiona S. L.
    Hsiao, William W. L.
    Domselaar, Gary, V
    McArthur, Andrew G.
    [J]. NUCLEIC ACIDS RESEARCH, 2020, 48 (D1) : D517 - D525
  • [3] Determining the probiotic potential of cholesterol-reducing Lactobacillus and Weissella strains isolated from gherkins (fermented cucumber) and south Indian fermented koozh
    Anandharaj, Marimuthu
    Sivasankari, Balayogan
    Santhanakaruppu, Rajendran
    Manimaran, Muthusamy
    Rani, Rizwana Parveen
    Sivakumar, Subramaniyan
    [J]. RESEARCH IN MICROBIOLOGY, 2015, 166 (05) : 428 - 439
  • [4] SPAdes: A New Genome Assembly Algorithm and Its Applications to Single-Cell Sequencing
    Bankevich, Anton
    Nurk, Sergey
    Antipov, Dmitry
    Gurevich, Alexey A.
    Dvorkin, Mikhail
    Kulikov, Alexander S.
    Lesin, Valery M.
    Nikolenko, Sergey I.
    Son Pham
    Prjibelski, Andrey D.
    Pyshkin, Alexey V.
    Sirotkin, Alexander V.
    Vyahhi, Nikolay
    Tesler, Glenn
    Alekseyev, Max A.
    Pevzner, Pavel A.
    [J]. JOURNAL OF COMPUTATIONAL BIOLOGY, 2012, 19 (05) : 455 - 477
  • [5] Identification of a Novel Two-Peptide Lantibiotic, Lichenicidin, following Rational Genome Mining for LanM Proteins
    Begley, Maire
    Cotter, Paul D.
    Hill, Colin
    Ross, R. Paul
    [J]. APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2009, 75 (17) : 5451 - 5460
  • [6] The InterPro protein families and domains database: 20 years on
    Blum, Matthias
    Chang, Hsin-Yu
    Chuguransky, Sara
    Grego, Tiago
    Kandasaamy, Swaathi
    Mitchell, Alex
    Nuka, Gift
    Paysan-Lafosse, Typhaine
    Qureshi, Matloob
    Raj, Shriya
    Richardson, Lorna
    Salazar, Gustavo A.
    Williams, Lowri
    Bork, Peer
    Bridge, Alan
    Gough, Julian
    Haft, Daniel H.
    Letunic, Ivica
    Marchler-Bauer, Aron
    Mi, Huaiyu
    Natale, Darren A.
    Necci, Marco
    Orengo, Christine A.
    Pandurangan, Arun P.
    Rivoire, Catherine
    Sigrist, Christian J. A.
    Sillitoe, Ian
    Thanki, Narmada
    Thomas, Paul D.
    Tosatto, Silvio C. E.
    Wu, Cathy H.
    Bateman, Alex
    Finn, Robert D.
    [J]. NUCLEIC ACIDS RESEARCH, 2021, 49 (D1) : D344 - D354
  • [7] BBMerge - Accurate paired shotgun read merging via overlap
    Bushnell, Brian
    Rood, Jonathan
    Singer, Esther
    [J]. PLOS ONE, 2017, 12 (10):
  • [8] BLAST plus : architecture and applications
    Camacho, Christiam
    Coulouris, George
    Avagyan, Vahram
    Ma, Ning
    Papadopoulos, Jason
    Bealer, Kevin
    Madden, Thomas L.
    [J]. BMC BIOINFORMATICS, 2009, 10
  • [9] Charteris WP, 1998, J APPL MICROBIOL, V84, P759
  • [10] Reincarnation of Bacteriocins From the Lactobacillus Pangenomic Graveyard
    Collins, Fergus W. J.
    Mesa-Pereira, Beatriz
    O'Connor, Paula M.
    Rea, Mary C.
    Hill, Colin
    Ross, R. Paul
    [J]. FRONTIERS IN MICROBIOLOGY, 2018, 9