EVALUATION OF ANTIBACTERIAL ACTIVITY OF PHYCOCYANIN PEPTIDES FROM SPIRULINA PLATENSIS THROUGH MULTIPLE MOLECULAR DOCKING STUDY

Main Article Content

Ni Putu Yunika Arindita
Heli Siti Halimatul Munawaroh
Siti Aisyah
Selmi Fiqhi Khoiriah

Abstract

Peptides derived from the phycocyanin pigment of Spirulina plantesis were screened to identify potential natural antibacterial candidates. In silico protein hydrolysis was performed to obtain active peptides, and a multiple molecular docking (MLD) approach was used to to predict the synergistic mechanisms of various peptide combinations with their respective receptors. Nine phycocyanin peptides showed interaction values ranging from -5.1 to -6.0 kcal/mol, compared to the native ligand (BB-78485) with a value of -9.7 kcal/mol. The results demonstrated a synergistic effect, as the binding affinity of peptide combinations exceeded that of individual peptides and the native ligand. Hydrophobic bonds and van der Waals forces played a crucial role in binding to the active site of 2VES proteins. However, ADME studies revealed that two peptides, YCL and ASYF, had poor pharmacokinetic properties. Overall, this study highlights the potential of phycocyanin peptides as antibacterial agents through the application of MLD.

Article Details

How to Cite
Arindita, N. P. Y., Munawaroh, H. S. H., Aisyah, S., & Khoiriah, S. F. (2023). EVALUATION OF ANTIBACTERIAL ACTIVITY OF PHYCOCYANIN PEPTIDES FROM SPIRULINA PLATENSIS THROUGH MULTIPLE MOLECULAR DOCKING STUDY. Jurnal Bioteknologi Dan Biosains Indonesia, 10(2), 312–330. Retrieved from https://ejournal.brin.go.id/JBBI/article/view/2379
Section
Articles

References

Akabli T, Lamchouri F, Senhaji S, Toufik H (2019) Molecular docking, ADME/Tox prediction, and in vitro study of the cell growth inhibitory activity of five β-carboline alkaloids. Struct Chem. https://doi.org/10.1007/s11224-019-01308-x

Akbarbaglu Z, Ayaseh A, Ghanbarzadeh B, Sarabandi K (2022) Techno-functional, biological and structural properties of Spirulina platensis peptides from different proteases. Algal Res. https://doi.org/10.1016/j.algal.2022.102755

Asiamah I, Obiri SA, Tamekloe W, Armah FA, Borquaye LS (2023) Applications of molecular docking in natural products-based drug discovery. Sci. African

Aziz S, Waqas M, Iqbal A, Halim SA, Abdellattif MH, Khan A, Al-Harrasi A (2023) Structure-based identification of potential substrate antagonists for isethionate sulfite-lyase enzyme of Bilophila Wadsworthia: Towards novel therapeutic intervention to curb gut-associated illness. Int J Biol Macromol. https://doi.org/10.1016/j.ijbiomac.2023.124428

Ban T, Ohue M, Akiyama Y (2018) Multiple grid arrangement improves ligand docking with unknown binding sites: Application to the inverse docking problem. Comput Biol Chem. https://doi.org/10.1016/j.compbiolchem.2018.02.008

Bianco M, Ventura G, Calvano CD, Losito I, Cataldi TRI (2022) Discovery of marker peptides of spirulina microalga proteins for allergen detection in processed foodstuffs. Food Chem. https://doi.org/10.1016/j.foodchem.2022.133319

Cherry MA, Higgins SK, Melroy H, Lee HS, Pokorny A (2014) Peptides with the same composition, hydrophobicity, and hydrophobic moment bind to phospholipid bilayers with different affinities. J Phys Chem B. https://doi.org/10.1021/jp507289w

Codina JR, Mascini M, Dikici E, Deo SK, Daunert S (2023) Accelerating the Screening of Small Peptide Ligands by Combining Peptide-Protein Docking and Machine Learning. Int J Mol Sci 24. https://doi.org/10.3390/ijms241512144

Daina A, Michielin O, Zoete V (2017) SwissADME: A free web tool to evaluate pharmacokinetics, drug-likeness and medicinal chemistry friendliness of small molecules. Sci Rep. https://doi.org/10.1038/srep42717

Devi B, Vasishta SS, Das B, Baidya ATK, Rampa RS, Mahapatra MK, Kumar R (2023) Integrated use of ligand and structure-based virtual screening, molecular dynamics, free energy calculation and ADME prediction for the identification of potential PTP1B inhibitors. Mol Divers. https://doi.org/10.1007/s11030-023-10608-8

Du H, Hu X, Duan H, Yu L, Qu F, Huang Q, Zheng W, Xie H, Peng J, Tuo R, Yu D, Lin Y, Li W, Zheng Y, Fang X, Zou Y, Wang H, Wang M, Weiss PS, Yang Y, Wang C (2019) Principles of Inter-Amino-Acid Recognition Revealed by Binding Energies between Homogeneous Oligopeptides. ACS Cent Sci. https://doi.org/10.1021/acscentsci.8b00723

Effendi SSW, Tan SI, Chang CH, Chen CY, Chang JS, Ng IS (2020) Development and fabrication of disease resistance protein in recombinant Escherichia coli. Bioresour Bioprocess. https://doi.org/10.1186/s40643-020-00343-5

Ekins S, Honeycutt JD, Metz JT (2010) Evolving molecules using multi-objective optimization: Applying to ADME/Tox. Drug Discov. Today

Erwin AL (2016) Antibacterial drug discovery targeting the lipopolysaccharide biosynthetic enzyme LpxC. Cold Spring Harb Perspect Med. https://doi.org/10.1101/cshperspect.a025304

Grover P, Bhatnagar A, Kumari N, Narayan Bhatt A, Kumar Nishad D, Purkayastha J (2021) C-Phycocyanin-a novel protein from Spirulina platensis- In vivo toxicity, antioxidant and immunomodulatory studies. Saudi J Biol Sci. https://doi.org/10.1016/j.sjbs.2020.12.037

Ibrahim ZY, Uzairu A, Shallangwa GA, Abechi SE (2021) Pharmacokinetic predictions and docking studies of substituted aryl amine-based triazolopyrimidine designed inhibitors of Plasmodium falciparum dihydroorotate dehydrogenase (PfDHODH). Futur J Pharm Sci. https://doi.org/10.1186/s43094-021-00288-2

Izadi M, Latifi E (2022) Comparison of the antibacterial properties of phycocyanin and its SNPs and their effects on rat blood cells and liver enzymes. Beni-Suef Univ J Basic Appl Sci 11. https://doi.org/10.1186/s43088-022-00236-w

Ji D, Ma J, Dai J, Xu M, Harris PWR, Brimble MA, Agyei D (2022) Anticholinesterase Inhibition, Drug-Likeness Assessment, and Molecular Docking Evaluation of Milk Protein-Derived Opioid Peptides for the Control of Alzheimer’s Disease. Dairy. https://doi.org/10.3390/dairy3030032

Ji D, Xu M, Udenigwe CC, Agyei D (2020) Physicochemical characterisation, molecular docking, and drug-likeness evaluation of hypotensive peptides encrypted in flaxseed proteome. Curr Res Food Sci. https://doi.org/10.1016/j.crfs.2020.03.001

Koyande AK, Chew KW, Rambabu K, Tao Y, Chu DT, Show PL (2019) Microalgae: A potential alternative to health supplementation for humans. Food Sci Hum Wellness 8:16–24. https://doi.org/10.1016/j.fshw.2019.03.001

Krause KM, Haglund CM, Hebner C, Serio AW, Lee G, Nieto V, Cohen F, Kane TR, Machajewski TD, Hildebrandt D, Pillar C, Thwaites M, Hall D, Miesel L, Hackel M, Burek A, Andrews LD, Armstrong E, Swem L, Jubb A, Cirz RT (2019) Potent LpxC Inhibitors with in Vitro Activity against Multidrug-Resistant Pseudomonas aeruginosa. Antimicrob Agents Chemother. https://doi.org/10.1128/AAC.00977-19

Li H, Komori A, Li M, Chen X, Yang AWH, Sun X, Liu Y, Hung A, Zhao X, Zhou L (2023) Multi-ligand molecular docking, simulation, free energy calculations and wavelet analysis of the synergistic effects between natural compounds baicalein and cubebin for the inhibition of the main protease of SARS-CoV-2. J Mol Liq. https://doi.org/10.1016/j.molliq.2023.121253

Li H, Liu A, Zhao Z, Xu Y, Lin J, Jou D, Li C (2011) Fragment-based drug design and drug repositioning using multiple ligand simultaneous docking (MLSD): Identifying celecoxib and template compounds as novel inhibitors of signal transducer and activator of transcription 3 (STAT3). J Med Chem. https://doi.org/10.1021/jm101330h

Li J, Hou C, Wang M, Liao C, Guo S, Shi L, Ma X, Zhang H, Jiang S, Zheng B, Ye L, Yang L, He X (2021) Hydrophobic interaction determines docking affinity of SARS CoV 2 variants with antibodies

Lin TT, Yang LY, Lin CY, Wang CT, Lai CW, Ko CF, Shih YH, Chen SH (2023) Intelligent De Novo Design of Novel Antimicrobial Peptides against Antibiotic-Resistant Bacteria Strains. Int J Mol Sci. https://doi.org/10.3390/ijms24076788

Lipinski CA, Lombardo F, Dominy BW, Feeney PJ (2001) Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings (Reprinted from Advanced Drug Delivery Reviews, vol 23, pg 3-25, 1997). Adv Drug Deliv Rev

López-Camacho E, García-Godoy MJ, García-Nieto J, Nebro AJ, Aldana-Montes JF (2016) A new multi-objective approach for molecular docking based on rmsd and binding energy. In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Martin YC (2005) A bioavailability score. J Med Chem. https://doi.org/10.1021/jm0492002

Mooney C, Haslam NJ, Pollastri G, Shields DC (2012) Towards the Improved Discovery and Design of Functional Peptides: Common Features of Diverse Classes Permit Generalized Prediction of Bioactivity. PLoS One 7. https://doi.org/10.1371/journal.pone.0045012

Nadgir CA, Biswas DA (2023) Antibiotic Resistance and Its Impact on Disease Management. Cureus. https://doi.org/10.7759/cureus.38251

Niu Z, Lei P, Wang Y, Wang J, Yang J, Zhang J (2023) Small molecule LpxC inhibitors against gram-negative bacteria: Advances and future perspectives. Eur. J. Med. Chem.

Noshad M, Behbahani BA, Nikfarjam Z, Zargari F (2023) Antimicrobial activity between Coriandrum sativum seed and Cuminum cyminum essential oils against foodborne pathogens: A multi-ligand molecular docking simulation. LWT. https://doi.org/10.1016/j.lwt.2023.115217

Ojuka P, Kimani NM, Apollo S, Nyariki J, Ramos RS, Santos CBR (2023) Phytochemistry of the Vepris genus plants: A review and in silico analysis of their ADMET properties. South African J. Bot.

Olasupo SB, Uzairu A, Shallangwa GA, Uba S (2021) Computer-aided drug design and in silico pharmacokinetics predictions of some potential antipsychotic agents. Sci African. https://doi.org/10.1016/j.sciaf.2021.e00734

Pearman NA, Ronander E, Smith AM, Morris GA (2020) The identification and characterisation of novel bioactive peptides derived from porcine liver. Curr Res Food Sci. https://doi.org/10.1016/j.crfs.2020.11.002

Pez Jaeschke D, Rocha Teixeira I, Damasceno Ferreira Marczak L, Domeneghini Mercali G (2021) Phycocyanin from Spirulina: A review of extraction methods and stability. Food Res. Int.

Raghavendra S, Aditya Rao SJ, Kumar V, Ramesh CK (2015) Multiple ligand simultaneous docking (MLSD): A novel approach to study the effect of inhibitors on substrate binding to PPO. Comput Biol Chem. https://doi.org/10.1016/j.compbiolchem.2015.09.008

Ramirez-Acosta K, Rosales-Fuerte IA, Perez-Sanchez JE, Nuñez-Rivera A, Juarez J, Cadena-Nava RD (2022) Design and selection of peptides to block the SARS-CoV-2 receptor binding domain by molecular docking. Beilstein J Nanotechnol. https://doi.org/10.3762/bjnano.13.62

Romay C, Gonzalez R, Ledon N, Remirez D, Rimbau V (2005) C-Phycocyanin: A Biliprotein with Antioxidant, Anti-Inflammatory and Neuroprotective Effects. Curr Protein Pept Sci. https://doi.org/10.2174/1389203033487216

Sadeghi S, Jalili H, Ranaei Siadat SO, Sedighi M (2018) Anticancer and antibacterial properties in peptide fractions from hydrolyzed spirulina protein. J Agric Sci Technol

Safari R, Raftani Amiri Z, Reyhani Poul S, Esmaeilzadeh Kenari R (2022) Evaluation and comparison of antioxidant and antibacterial activity of phycocyanin extracted from spirulina microalgae (Spirulina Platensis) in both pure and nanoencasulated forms with maltodextrin-sodium caseinate combination coating. J Food Sci Technol. https://doi.org/10.22034/FSCT.19.127.345

Saharan V, Jood. S (2017) NUTRITIONAL COMPOSITION OF SPIRULINA PLATENSIS POWDER AND ITS ACCEPTABILITY IN FOOD PRODUCTS. Int J Adv Res. https://doi.org/10.21474/ijar01/4671

Santos-Martins D, Forli S, Ramos MJ, Olson AJ (2014) AutoDock4Zn: An improved AutoDock force field for small-molecule docking to zinc metalloproteins. J Chem Inf Model. https://doi.org/10.1021/ci500209e

Seeliger D, De Groot BL (2010) Ligand docking and binding site analysis with PyMOL and Autodock/Vina. J Comput Aided Mol Des. https://doi.org/10.1007/s10822-010-9352-6

Selvaraj G, Kaliamurthi S, Çakmak ZE, Çakmak T (2017) In silico validation of microalgal metabolites against Diabetes mellitus. Diabetes Mellit 20:301–307. https://doi.org/10.14341/DM8212

Senadheera TRL, Hossain A, Dave D, Shahidi F (2022) In Silico Analysis of Bioactive Peptides Produced from Underutilized Sea Cucumber By-Products—A Bioinformatics Approach. Mar Drugs. https://doi.org/10.3390/md20100610

Serwecińska L (2020) Antimicrobials and antibiotic-resistant bacteria: A risk to the environment and to public health. Water (Switzerland). https://doi.org/10.3390/w12123313

Shi L, Wen Z, Song Y, Wang J, Yu D (2022) Computational investigation of potent inhibitors against SARS-CoV-2 2′-O-methyltransferase (nsp16): Structure-based pharmacophore modeling, molecular docking, molecular dynamics simulations and binding free energy calculations. J Mol Graph Model. https://doi.org/10.1016/j.jmgm.2022.108306

Silva PC da, Toledo T, Brião V, Bertolin TE, Costa JAV (2021) Development of extruded snacks enriched by bioactive peptides from microalga Spirulina sp. LEB 18. Food Biosci. https://doi.org/10.1016/j.fbio.2021.101031

Stadnichuk IN, Tropin I V. (2017) Phycobiliproteins: Structure, functions and biotechnological applications. Appl Biochem Microbiol 53:1–10. https://doi.org/10.1134/S0003683817010185

Suganya T, Packiavathy IASV, Aseervatham GSB, Carmona A, Rashmi V, Mariappan S, Devi NR, Ananth DA (2022) Tackling Multiple-Drug-Resistant Bacteria With Conventional and Complex Phytochemicals. Front. Cell. Infect. Microbiol.

Turabi KS, Bhupal S, Layek S, Garse S, Devarajan S, Iyer D, Basu S, Aich J (2022) Computational screening of phytochemicals for anti-cancer drug discovery. In: Phytochemistry, Computational Tools, and Databases in Drug Discovery

Umar HI, Siraj B, Ajayi A, Jimoh TO, Chukwuemeka PO (2021) Molecular docking studies of some selected gallic acid derivatives against five non-structural proteins of novel coronavirus. J Genet Eng Biotechnol. https://doi.org/10.1186/s43141-021-00120-7

V. Kalinin D, Holl R (2016) Insights into the Zinc-Dependent Deacetylase LpxC: Biochemical Properties and Inhibitor Design

Varma AK, Patil R, Das S, Stanley A, Yadav L, Sudhakar A (2010) Optimized hydrophobic interactions and hydrogen bonding at the target-ligand interface leads the pathways of Drug-Designing. PLoS One. https://doi.org/10.1371/journal.pone.0012029

Vauquelin G, Charlton SJ (2013) Exploring avidity: Understanding the potential gains in functional affinity and target residence time of bivalent and heterobivalent ligands. Br J Pharmacol. https://doi.org/10.1111/bph.12106

Xu W, Xiao Y, Luo P, Fan L (2018) Preparation and characterization of C-phycocyanin peptide grafted N-succinyl chitosan by enzyme method. Int J Biol Macromol. https://doi.org/10.1016/j.ijbiomac.2018.02.076

Yuan B, Li Z, Shan H, Dashnyam B, Xu X, McClements DJ, Zhang B, Tan M, Wang Z, Cao C (2022) A review of recent strategies to improve the physical stability of phycocyanin. Curr. Res. Food Sci.

Zheng J, Inoguchi T, Sasaki S, Maeda Y, Mccarty MF, Fujii M, Ikeda N, Kobayashi K, Sonoda N, Takayanagi R (2013) Phycocyanin and phycocyanobilin from spirulina platensis protect against diabetic nephropathy by inhibiting oxidative stress. Am J Physiol - Regul Integr Comp Physiol 304:110–120. https://doi.org/10.1152/ajpregu.00648.2011

Zhou P, Jin B, Li H, Huang SY (2018) HPEPDOCK: A web server for blind peptide-protein docking based on a hierarchical algorithm. Nucleic Acids Res. https://doi.org/10.1093/nar/gky357

Zuo K, Liang L, Du W, Sun X, Liu W, Gou X, Wan H, Hu J (2017) 3D-QSAR, molecular docking and molecular dynamics simulation of Pseudomonas aeruginosa LpxC inhibitors. Int J Mol Sci. https://doi.org/10.3390/ijms18050761