{"id":28308,"date":"2019-09-25T11:08:32","date_gmt":"2019-09-25T11:08:32","guid":{"rendered":"http:\/\/biomedpharmajournal.org\/?p=28308"},"modified":"2020-04-22T10:15:08","modified_gmt":"2020-04-22T10:15:08","slug":"computational-investigation-of-marine-bioactive-compounds-reveals-frigocyclinone-as-a-potent-inhibitor-of-kaposis-sarcoma-associated-herpesvirus-kshv-targets","status":"publish","type":"post","link":"https:\/\/biomedpharmajournal.org\/staging\/vol12no3\/computational-investigation-of-marine-bioactive-compounds-reveals-frigocyclinone-as-a-potent-inhibitor-of-kaposis-sarcoma-associated-herpesvirus-kshv-targets\/","title":{"rendered":"Computational Investigation of Marine Bioactive Compounds Reveals Frigocyclinone as a Potent Inhibitor of Kaposi\u2019s Sarcoma Associated Herpesvirus (KSHV) Targets"},"content":{"rendered":"

Introduction<\/strong><\/p>\n

KSHV also called as Human herpesvirus 8 causes frequent vascular tumor most commonly seen in AIDS and immunosuppressed patients.1<\/sup>\u00a0Etiological agent of endothelium derived malignancy KS, primary effusion lymphoma, multicentric Castleman\u2019s disease and germinotropic lympho-proliferative disorder are associated with KSHV. During KS pathogenesis, KSHV induced by COX-2 which regulates multiple events such as pro-inflammatory cytokines, growth factors, angiogenic factors, anti-inflammatory cytokines, matrix metalloproteinases and tissue inhibitors of metalloproteinases.2,3<\/sup>\u00a0KSHV reveals a biphasic cycle of lifelong rescindable latent phase and transient lytic reactivation phase, which has effectively distinctive gene expression outlines.4<\/sup>\u00a0However, inappropriate induction of lytic gene expression by reactivation stage indicates increased inflammatory cytokine levels (IL-1\u00df, TNF\u03b1, IL-6, IL-15 and IL-17) in blood and tissues with KS.5<\/sup>\u00a0Moreover pro-inflammatory cytokines (IL-1\u03b1, IL-1\u00df and IL-6) induce phenotypic and functional features in KSHV infection during KS histogenesis. Expression of anti-inflammatory cytokine responses (IL-4, IL-13 and IL-15) controls inflammation within epidermal units which is mainly initiated during latent phase by alpha-melanocortin stimulating hormone but fails to maintain lytic replication.6<\/sup>\u00a0KSHV genome with restricted region is transcriptionally active throughout latency, encrypts four main ORFs containing Latency-associated\u00a0 nuclear\u00a0 antigen or LANA1, viral-cyclin, viral FLICE-inhibitory protein, and Kaposins along with 18 mature miRNAs and viral interferon regulatory factor-3.7<\/sup>\u00a0The viral protein of LANA1 plays a vital role in modulating viral and cellular gene expression. LANA1 is enhancing the activity of the HIV-1 promoter via linked with Tat, and recognized virus encrypted as transactivator.8<\/sup>\u00a0ORF59 protein as PF-8 and that is presenting an early stage of lytic phase.9<\/sup>\u00a0PF-8 encrypts DNA polymerase and also homologous to express other herpesvirus such as HSV-1 UL42, Epstein-Barr virus, BMRF1, herpesvirus saimiri ORF59 protein, human cytomegalovirus ICP36, HHV-6 p41, varicella-zoster virus gene 16 protein, and HHV-7 U27. vIRF-3 is also known as LANA2 which influences B cells only10<\/sup> (latent phase).<\/p>\n

The bioactive compounds are derived from marine organisms. More than 30,000 bioactive compounds distinguished from various marine micro-organisms are shown to possess anti-bacterial, anti-inflammatory and also anti-tumor properties.11<\/sup>\u00a0The marine organisms like bacteria, sponge and micro-algae had a significant role in the pharmaceutical industry. One of the important marine red sponges of haliclona<\/em> sp.<\/em> produce alkaloids, macrolides, peptides, polyketides, polyacetylenes, steroids and halogenated derivatives as bioactive compounds. The halicona <\/em>sp.<\/em> produces salicylihalamide A and salicylihalamide B which comes under same family and species, whereas structurally and functionally different. These compounds have anti-tumor properties. Ascophyllum nodosum<\/em> is a large brown algae, which belongs to the Phaeophyceae<\/em> family and it is the only species in the genus Ascophyllum<\/em> which produce bioactive compounds with anti-oxidant and immunostimulatory properties. Ascorbic acid is present in all red, brown, and green seaweeds that reduces the risk of cancer, cardiovascular and Alzheimer\u2019s disease. Frigocyclinone isolated from Streptomyces griseusstrain<\/em> NTK 97 possess a significant role in antibacterial and antitumor activities.<\/p>\n

Our study focuses on identifying bioactive compounds from different marine organisms against kaposi\u2019s sarcoma associated herpesvirus proteins.<\/p>\n

Materials and Methods<\/strong><\/p>\n

Target Preparation<\/strong><\/p>\n

The X-ray crystal structures of the two proteins \u2013 LANA1 (PDB ID: 5A76),12<\/sup>\u00a0PF-8 (PDB ID: 3HSL)13<\/sup> were retrieved from RCSB Protein Data Bank. The 3D structure of vIRF3 protein is not available in the Protein Data Bank. Therefore, the three-dimensional structure was build using homology modelling.<\/p>\n

Homology Modelling of vIRF3<\/strong><\/p>\n

The vIRF3 (UniProtKB: F5HIC6) protein sequence was retrieved from Universal Protein Resource (http:\/\/www.uniprot.org\/). Using BLASTP, the suitable template sequence was retrieved to identify the homologous structure. Hence, the 3D structure of vIRF3 protein was build using Modeller14<\/sup> version 9.18, Swiss Modeller15<\/sup> and ModWeb.16<\/sup> The best protein model was chosen on the basis of the percentage identity and E value.<\/p>\n

Ligand Preparation<\/strong><\/p>\n

A set of seventy bioactive compounds from marine organisms were collected from scientific literature. The two dimensional structure of all the compounds were retrieved from Pubchem database. The structure of ligands was converted from SDF to SMILE using Openbabel software.17<\/sup>\u00a0The purpose of virtual screening to find out the potential lead compounds with active function and high inhibitory activity against KSHV. The molecular properties (logP, polar surface area, number of hydrogen bond donors and acceptors and others), bioactivity score (GPCR ligands, kinase inhibitors, ion channel modulators, nuclear receptors) and drug likeness score were calculated by Molinspiration18<\/sup> and Molsoft.19<\/sup>\u00a0The bioactive compounds which obeys lipinski’s rule were taken for further studies.20<\/sup>\u00a0To optimize the 3D structure of bioactive compounds CORINA software were used.21<\/sup><\/p>\n

Model Validation and Energy Minimization<\/strong><\/p>\n

The conformational stability of modelled protein backbones were estimated via Ramachandran plot using RAMPAGE server which determines the dihedral angles \u03c8 against \u03c6 of amino acid residues.22<\/sup>\u00a0Additionally, to validate our model we checked the packing conformational quality of the model using ProSA,23<\/sup>\u00a0ERRAT 24 <\/sup>and QMEAN.25<\/sup>\u00a0The crystal structures and the model were energy minimized to obtain lowest delta G value using Swiss-PDB Viewer.26<\/sup><\/p>\n

Molecular Dynamic Simulation for Protein-ligand Complex<\/strong><\/p>\n

Fluctuations and conformational changes were recognized via molecular dynamic (MD) simulation process for 20ns. Evaluation of RMSD, RMSF and gyration of both protein and protein-ligand complex were determined using Gromacs version 4.5.5. The topology file was generated via Gromos96 forcefield, whereas protein-ligand complex file, gromacs coordinate file and gromacs topology were prepared using PRODRG server. The solvation and ions were added and generated in the topology file. The solvated protein was energy minimized through a steepest descent algorithm. After minimizing energy the equilibration step was carried out to restraint the MD simulation. Further potential energy, temperature, pressure and density calculation were assessed.29<\/sup><\/p>\n

Results<\/strong><\/p>\n

Crystal Structure of KSHV Viral Proteins<\/strong><\/p>\n

KSHV produces major proteins LANA1 (Latent), vIRF3 (Latent in B cells; Lytic in endotelial cells) and PF-8 (Lytic) involved in various stages of development (Figure 1). Crystal structure of LANA1 and PF-8 were retrieved from PDB. The vIRF3 protein structure is not available in PDB. Hence, the homology model was build. The modeling of vIRF3 protein was done using a template as 4P55_A (Resolution: 2.50 \u00c5).<\/p>\n\n\n\n
\"Figure<\/td>\nFigure 1: Shows Kaposi\u2019s sarcoma herpes virus (KSHV) life cycle.<\/strong><\/p>\n

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Click here to view figure<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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Construction of vIRF3 Protein Structure and Validation<\/strong><\/p>\n

The three dimensional structure of vIRF3 protein structure was constructed through various modeling methods such as Modeller 9.18 (Identity: 30%, E value: 0.002), Swiss model (Identity: 26%) and Modweb (Identity: 27%, E value: 0). The stereo chemical property of vIRF3 was evaluated and calculated through Ramachandran plot using the RAMPAGE server. The plot derives angle distribution of \u03c8 and \u03c6 which is divided into three different regions. The plot reveals that homology model of vIRF3 contains 95% of residues in favored region and 5% of residues in allowed region; swiss model of vIRF3 contains 92% residues in favored region, 7% of residues in allowed region and 1% of residues in outer region; modweb model of vIRF3 contains 98% of residues in favored region and 2% of residues in allowed region.<\/p>\n

An overall three dimensional quality of vIRF3 was measured by ProSA, ERRAT and QMEAN Z-Score. The Z score from ProSA server for all the three models are -3.77, -4.45 and -4.22 respectively. QMEAN Z-score of our model showed the range of values from -2.73 to -3.80. Though it deviates from the expected range of values from protein validation, still we considered the model since it showed better quality of structure with respect to Ramachandran plot.<\/p>\n

Bioactive Compound Structural Identification<\/strong><\/p>\n

The present study mainly focuses to predict bioactive compounds against Kaposi\u2019s sarcoma associated herpesvirus disease (Table 1). The chemical structure of compounds was obtained from PubChem database which were converted to three dimensional structure using a chemical toolbox, Openbabel. Virtual screening was implemented to retrieve the compounds that fit the Lipinski’s rule of five and possess drug-like properties. Compounds obeying Lipinski\u2019s rule are further screened based on bioactivity and drug likeness score (Table 2(a), 2(b) & 2(c)). Out of seventy bioactive compounds, four bioactive compounds namely Ascorbic acid, Salicylihalamide A, Salicylihalamide B and Frigocyclinone showed good results.<\/p>\n

Table 1: Marine source containing bioactive compounds with different species.<\/strong><\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
S. No<\/strong><\/td>\nCompound<\/strong><\/td>\nCompounds family<\/strong><\/td>\nMarine source producing species<\/strong><\/td>\nMarine source family<\/strong><\/td>\n<\/tr>\n
1<\/td>\nAbyssomicin C30<\/sup><\/td>\nPolyketide<\/td>\nVerrucosispora <\/em>sp.<\/td>\nMicromonosporaceae<\/td>\n<\/tr>\n
2<\/td>\nAeroplysinin-131<\/sup><\/td>\nAlkaloid<\/td>\nVerongia aerophoba<\/em><\/td>\nSponge<\/td>\n<\/tr>\n
3<\/td>\nAgar32 <\/sup><\/td>\nSulfated polysaacharide<\/td>\nGracilaria dominguensis<\/em><\/td>\nRed algae<\/td>\n<\/tr>\n
4<\/td>\nAlpha tocopherol33<\/sup><\/td>\nTocopherol (vitamin E)<\/td>\nAscophyllum Nodosum<\/em><\/td>\nPhaeophyceae (Brown algae)<\/td>\n<\/tr>\n
5<\/td>\nAplysiatoxin34<\/sup><\/td>\nCyanotoxin<\/td>\nLyngbya Majusula<\/em><\/td>\nBlue green algae<\/td>\n<\/tr>\n
6<\/td>\nAscididemin35 <\/sup><\/td>\nAromatic alkaloid<\/td>\nDidemnum <\/em>sp.<\/td>\nSponge<\/td>\n<\/tr>\n
7<\/td>\nAscorbic acid36<\/sup><\/td>\nVitamin C<\/td>\nAscophyllum Nodosum<\/em><\/td>\nPhaeophyceae (Brown algae)<\/td>\n<\/tr>\n
8<\/td>\nAstaxanthin37<\/sup><\/td>\nKeto carotenoid<\/td>\nHaematococcus pluvialis<\/em><\/td>\nChlorophyta (Green algae)<\/td>\n<\/tr>\n
9<\/td>\nAureoverticillactam38<\/sup><\/td>\nMacrocyclic lactam<\/td>\nStreptomyces aureoverticillatus <\/em><\/td>\nBacterium<\/td>\n<\/tr>\n
10<\/td>\nBeta carotene39<\/sup><\/td>\ncarotenoids<\/td>\nDunaliella salina<\/em><\/td>\nChlorophyta (Green algae)<\/td>\n<\/tr>\n
11<\/td>\nBeta glucans40<\/sup><\/td>\nPolysaacharide<\/td>\nLaminaria Digitata<\/em><\/td>\nLaminariceae (Brown algae)<\/td>\n<\/tr>\n
12<\/td>\nCaprolactones41<\/sup><\/td>\nLactone<\/td>\nStreptomyces <\/em>sp.<\/td>\nStreptomycetaceae<\/td>\n<\/tr>\n
13<\/td>\nChandrananimycins42<\/sup><\/td>\nAntibiotics<\/td>\nActinomadura <\/em>sp.<\/td>\nThermomonosporaceae<\/td>\n<\/tr>\n
14<\/td>\nCitrinadin A43<\/sup><\/td>\nSpirooxindole alkaloid<\/td>\nactinotrichia fragilis<\/em><\/td>\nRed algae<\/td>\n<\/tr>\n
15<\/td>\nCuracin A44<\/sup><\/td>\nThiazole lipid<\/td>\nLyngbya majuscula<\/em><\/td>\nCyanobacterium<\/td>\n<\/tr>\n
16<\/td>\nDesmosterol45<\/sup><\/td>\nSterols<\/td>\nPalmaria species\u00a0<\/em>Porphyra <\/em>sp.<\/td>\nRed algae<\/td>\n<\/tr>\n
17<\/td>\nDictyodendrins46 <\/sup><\/td>\nPyrrolocarbazole derivatives<\/td>\nDictyodendrilla verongiformis<\/em><\/td>\nSponge<\/td>\n<\/tr>\n
18<\/td>\nDictyol C47<\/sup><\/td>\nDiterpenes<\/td>\nDictyota dichotoma<\/em><\/td>\nBrown algae<\/td>\n<\/tr>\n
19<\/td>\nDictyol H48<\/sup><\/td>\nDiterpenes<\/td>\nDictyota dentate<\/em><\/td>\nBrown algae<\/td>\n<\/tr>\n
20<\/td>\nDicurcuphenol A49<\/sup><\/td>\nSesquiterpene<\/td>\nDidiscus aceratus<\/em><\/td>\nSponge<\/td>\n<\/tr>\n
21<\/td>\nDiscodermolide50<\/sup><\/td>\n\u00a0Lactone<\/td>\nDiscodermia dissoluta <\/em><\/td>\nSponge<\/td>\n<\/tr>\n
22<\/td>\nDMMC51<\/sup>*1<\/sup><\/td>\nCyclic depsipeptide<\/td>\nLyngbya majuscula <\/em><\/td>\nCyanobacterium<\/td>\n<\/tr>\n
23<\/td>\nDocosahexaenoic acid52<\/sup><\/td>\nPUFA*2<\/sup><\/td>\nSchizochytrium<\/em> sp.<\/td>\nMarine Microalgae<\/td>\n<\/tr>\n
24<\/td>\nDolabellanes53<\/sup><\/td>\nDiterpenes<\/td>\nDilophus spiralis<\/em><\/td>\nDictyotaceae (Brown algae)<\/td>\n<\/tr>\n
25<\/td>\nDominicin54<\/sup><\/td>\nOctapeptide<\/td>\nEurypon laughlini<\/em><\/td>\nCaribbean sponge<\/td>\n<\/tr>\n
26<\/td>\nHalichondrin B55 <\/sup><\/td>\nMacro cyclic polyether<\/td>\nHalichondria okadai <\/em><\/td>\nSponge<\/td>\n<\/tr>\n
27<\/td>\nEicosapentaenoic acid56<\/sup><\/td>\nPUFA*2<\/sup><\/td>\nMonodus subterraneus<\/em><\/td>\nMarine Microalgae<\/td>\n<\/tr>\n
28<\/td>\nSpisulosine (ES-285)57<\/sup><\/td>\nAlkyl amino alcohol<\/td>\nMactromeris polynyma<\/em><\/td>\nMollusc<\/td>\n<\/tr>\n
29<\/td>\nFrigocyclinone58 <\/sup><\/td>\nAngucyclinone antibiotic<\/td>\nStreptomyces griseus<\/em><\/td>\nBacterium<\/td>\n<\/tr>\n
30<\/td>\nFucoidan59<\/sup><\/td>\nSulfated polysaccharide<\/td>\nFucus vesiculosus<\/em><\/td>\nBrown algae<\/td>\n<\/tr>\n
31<\/td>\nFucosterol60<\/sup><\/td>\nSterols<\/td>\nLaminaria ochroleuca\u00a0<\/em>Undaria pinnatifida<\/em><\/td>\nBrown algae<\/td>\n<\/tr>\n
32<\/td>\nFucoxanthin61<\/sup><\/td>\ncarotenoid<\/td>\nFucus vesiculosus<\/em><\/td>\nBrown macro-algae<\/td>\n<\/tr>\n
33<\/td>\nGlaciapyrroles62 <\/sup><\/td>\npyrrolosesquiterpenes<\/td>\nStreptomyces <\/em>sp.<\/td>\nStreptomycetaceae<\/td>\n<\/tr>\n
34<\/td>\nGriffithsin63<\/sup><\/td>\nLectin (protein)<\/td>\nGriffithsia<\/em><\/td>\nRed algae<\/td>\n<\/tr>\n
35<\/td>\nGutingimycin64<\/sup><\/td>\npolar trioxacarcin<\/td>\nStreptomyces <\/em>sp.<\/td>\nStreptomycetaceae<\/td>\n<\/tr>\n
36<\/td>\nHelquinoline65\u00a0 <\/sup><\/td>\nTetrahydroquinoline antibiotic<\/td>\nJanibacter limosus<\/em><\/td>\nJanibacter<\/td>\n<\/tr>\n
37<\/td>\nHimalomycin A66<\/sup><\/td>\nAntibiotics<\/td>\nStreptomyces <\/em>sp.<\/td>\nStreptomycetaceae<\/td>\n<\/tr>\n
38<\/td>\nHimalomycin B66<\/sup><\/td>\nAntibiotics<\/td>\nStreptomyces <\/em>sp.<\/td>\nStreptomycetaceae<\/td>\n<\/tr>\n
39<\/td>\nHemiasterlin (HTI-286)67<\/sup><\/td>\nLinear peptide<\/td>\nCymbastella <\/em>sp.<\/td>\nSponge<\/td>\n<\/tr>\n
40<\/td>\nKeramadine68<\/sup><\/td>\nBrominated alkaloid<\/td>\nAgelas <\/em>sp.<\/td>\nSponge<\/td>\n<\/tr>\n
41<\/td>\nKomodoquinone A69<\/sup><\/td>\nAnthracycline<\/td>\nStreptomyces <\/em>sp.<\/td>\nStreptomycetaceae<\/td>\n<\/tr>\n
42<\/td>\nBengamide B (LAF-389)70<\/sup><\/td>\n\u0190-Lactam peptide derivative<\/td>\nJaspis digonoxea <\/em><\/td>\nSponge<\/td>\n<\/tr>\n
43<\/td>\nLajollamycin71 <\/sup><\/td>\nAntibiotics<\/td>\nStreptomyces nodosus<\/em><\/td>\nActinomycetes<\/td>\n<\/tr>\n
44<\/td>\nLambda carrageenan72<\/sup><\/td>\nSulfated polysaacharide<\/td>\nGigartina skottsbergii<\/em><\/td>\nGigartinaceae (Red algae)<\/td>\n<\/tr>\n
45<\/td>\nLamellarin D73 <\/sup><\/td>\nPyrrole alkaloid<\/td>\nLamellaria <\/em>sp.<\/td>\nMollusk<\/td>\n<\/tr>\n
46<\/td>\nLaminarin74<\/sup><\/td>\nPolysaacharide<\/td>\nlaminaria hyperborean<\/em><\/td>\nBrown seaweed<\/td>\n<\/tr>\n
47<\/td>\nLaulimalide75<\/sup><\/td>\nMacrolide<\/td>\nCacospongia mycofijiensis<\/em><\/td>\nSponge<\/td>\n<\/tr>\n
48<\/td>\nLaurebiphenyl76<\/sup><\/td>\nSesquiterpene<\/td>\nLaurencia tristicha<\/em><\/td>\nRed algae<\/td>\n<\/tr>\n
49<\/td>\nLutein77<\/sup><\/td>\ncarotenoids<\/td>\nMuriellopsis <\/em>sp.<\/td>\nChlorophycean (Green algae)<\/td>\n<\/tr>\n
50<\/td>\nMarinomycins78<\/sup><\/td>\nAntibiotics<\/td>\nMarinispora<\/em><\/td>\nActinomycete<\/td>\n<\/tr>\n
51<\/td>\nMechercharmycins79 <\/sup><\/td>\nCytotoxin<\/td>\nThermoactinomyces <\/em>sp.<\/td>\nThermoactinomycetaceae<\/td>\n<\/tr>\n
52<\/td>\nMKN-349A80<\/sup><\/td>\nCyclic tetrapaptide<\/td>\nNocardiopsis <\/em>sp.<\/td>\nNocardiopsaceae<\/td>\n<\/tr>\n
53<\/td>\nNeopetrosiamide A81<\/sup><\/td>\nLinear peptide<\/td>\nNeopetrosia <\/em>sp.<\/td>\nSponge<\/td>\n<\/tr>\n
54<\/td>\nPalythine82<\/sup><\/td>\nMycosporine amino acid<\/td>\nGelidium corneum<\/em><\/td>\nRed algae<\/td>\n<\/tr>\n
55<\/td>\nPeloruside A83 <\/sup><\/td>\nMacrocyclic lactone<\/td>\nMycale hentscheli <\/em><\/td>\nSponge<\/td>\n<\/tr>\n
56<\/td>\nPhlorofucofuroeckol A84<\/sup><\/td>\nPhlorotannins<\/td>\nEcklonia cava<\/em><\/td>\nBrown algae<\/td>\n<\/tr>\n
57<\/td>\nPhlorofucofuroeckol B85<\/sup><\/td>\nPhlorotannins<\/td>\nMyagropsis myagroides<\/em><\/td>\nSargassaceae (Brown seaweed)<\/td>\n<\/tr>\n
58<\/td>\nPhlorotannins86<\/sup><\/td>\nPolyphenol<\/td>\nSargassum fusiforme<\/em><\/td>\nBrown algae<\/td>\n<\/tr>\n
59<\/td>\nPhycocyanobilins87<\/sup><\/td>\nPhycobiliproteins<\/td>\nCyanobacteria, Rhodophyta<\/em><\/td>\nBlue green algae<\/td>\n<\/tr>\n
60<\/td>\nPhycoerythrobilins88<\/sup><\/td>\nPhycobiliproteins<\/td>\nRhodophyta<\/em><\/td>\nRed algae<\/td>\n<\/tr>\n
61<\/td>\nPlakortone Q89<\/sup><\/td>\nPolyketide<\/td>\nPlakortis <\/em>sp.<\/td>\nSponge<\/td>\n<\/tr>\n
62<\/td>\nSalicylihalimide A90<\/sup><\/td>\nPolyketide<\/td>\nHaliclona <\/em>sp.<\/td>\nSponge<\/td>\n<\/tr>\n
63<\/td>\nSalicylihalimides B90<\/sup><\/td>\nPolyketide<\/td>\nHaliclona <\/em>sp.<\/td>\nSponge<\/td>\n<\/tr>\n
64<\/td>\nSalinosporamide A91 <\/sup><\/td>\nBicyclic g-lactam-h lactone<\/td>\nSalinospora <\/em>sp.<\/td>\nActinomycete<\/td>\n<\/tr>\n
65<\/td>\nSarcodictyins92<\/sup><\/td>\nDiterpene<\/td>\nSarcodictyon roseum<\/em><\/td>\nCoral<\/td>\n<\/tr>\n
66<\/td>\nShinorine83<\/sup><\/td>\nMycosporine amino acid<\/td>\nAhnfeltiopsis devoniensis<\/em><\/td>\nRed algae<\/td>\n<\/tr>\n
67<\/td>\nThiocoraline93 <\/sup><\/td>\nDepsipeptide<\/td>\nMicromonospora marina<\/em><\/td>\nActinomycete<\/td>\n<\/tr>\n
68<\/td>\nTrioxacarcins94<\/sup><\/td>\nAntibiotics<\/td>\nStreptomyces <\/em>sp.<\/td>\nStreptomycetaceae<\/td>\n<\/tr>\n
69<\/td>\nVariolin B95<\/sup><\/td>\nHeterocyclic alkaloid<\/td>\nKirkpatrickia variolosa <\/em><\/td>\nSponge<\/td>\n<\/tr>\n
70<\/td>\nZeaxanthin96<\/sup><\/td>\nCarotenoid<\/td>\nHimanthalia Elongata<\/em><\/td>\nBrown seaweed<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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*1<\/sup> Desmethoxymajusculamide C, *2 <\/sup>\u00a0Polyunsaturated fatty acid.<\/p>\n\n\n\n
\"Table<\/td>\nTable 2.a: Molecular properties of bioactive compounds.<\/strong><\/p>\n

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Click here to view table<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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Table 2.b: Bioactive score of bioactive compounds.<\/strong><\/p>\n\n\n\n\n\n\n\n
S.No<\/strong><\/td>\nBioactive compounds<\/strong><\/td>\nGPCR ligand<\/strong><\/td>\nIon channel modulator<\/strong><\/td>\nKinase inhibitor<\/strong><\/td>\nNuclear receptor ligand<\/strong><\/td>\nProtease inhibitor<\/strong><\/td>\nEnzyme inhibitor<\/strong><\/td>\n<\/tr>\n
1<\/td>\nAscorbic acid<\/td>\n-0.53<\/td>\n-0.24<\/td>\n-1.09<\/td>\n-1.01<\/td>\n-0.81<\/td>\n0.20<\/td>\n<\/tr>\n
2<\/td>\nFrigocyclinone<\/td>\n0.32<\/td>\n0.05<\/td>\n0.02<\/td>\n0.15<\/td>\n0.26<\/td>\n0.49<\/td>\n<\/tr>\n
3<\/td>\nSalicylihalamide A<\/td>\n0.41<\/td>\n0.29<\/td>\n0.01<\/td>\n0.45<\/td>\n0.25<\/td>\n0.58<\/td>\n<\/tr>\n
4<\/td>\nSalicylihalamide B<\/td>\n0.41<\/td>\n0.29<\/td>\n0.01<\/td>\n0.45<\/td>\n0.25<\/td>\n0.58<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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Table 2.c: Drug likeness score of bioactive compounds.<\/strong><\/p>\n\n\n\n\n\n\n\n
S.No<\/strong><\/td>\nBioactive compounds<\/strong><\/td>\nDruglikeness score<\/strong><\/td>\n<\/tr>\n
1<\/td>\nAscorbic acid<\/td>\n0.84<\/td>\n<\/tr>\n
2<\/td>\nFrigocyclinone<\/td>\n0.93<\/td>\n<\/tr>\n
3<\/td>\nSalicylihalamide A<\/td>\n1.01<\/td>\n<\/tr>\n
4<\/td>\nSalicylihalamide B<\/td>\n1.01<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n

Molecular Docking<\/strong><\/p>\n

Docking studies will help in appropriate consideration of the protein\u2019s active site and its interaction with the ligand. The interaction between a small molecule and a protein may result in inhibition of the protein. Molecular docking program Autodock 4.2 was used in this study. The protein was energy minimized using Swiss PDB viewer. The result of the docking were analyzed based on the interactions and binding energies between KSHV proteins and the bioactive compounds. From the analysis, we found that frigocylinone has shown significant affinity towards LANA1 with binding energy of -8.59 kcal\/mol followed by vIRF3 of -8.48 kcal\/mol and with PF-8 of -8.00 kcal\/mol. Among the three complexes, the LANA1-Frigocyclinone complex was known to possess better binding affinity with least binding energy (Table 3).<\/p>\n

Table 3: Interacting of target-ligand energy values.<\/strong><\/p>\n\n\n\n\n\n\n
S. No<\/strong><\/td>\nTargets<\/strong><\/td>\nAscorbic acid\u00a0<\/strong>(Kcal\/mol)<\/strong><\/td>\nSalicylihalamide A (Kcal\/mol)<\/strong><\/td>\nSalicylihalamide B (Kcal\/mol)<\/strong><\/td>\nFrigocyclinone\u00a0<\/strong>(Kcal\/mol)<\/strong><\/td>\n<\/tr>\n
1<\/td>\nLANA1<\/td>\n-4.30<\/td>\n-5.88<\/td>\n-5.59<\/td>\n-8.59<\/td>\n<\/tr>\n
2<\/td>\nvIRF3<\/td>\n-5.45<\/td>\n-8.42<\/td>\n-8.06<\/td>\n-8.48<\/td>\n<\/tr>\n
3<\/td>\nPF-8<\/td>\n-4.75<\/td>\n-5.36<\/td>\n-6.09<\/td>\n-8.00<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n

The predicted results of LANA1-Frigocyclinone complex revealed best binding affinity, lowest binding energy of -8.59 Kcal\/mol and formed H-bond with the residue LYS1070 (Table 4(a) & 4(b)). The results of docking studies indicates that the amino acid residues LYS1030, ALA1031, PRO1033, GLN1034, LYS1070, TRP1122, HIS1126, LEU1128 and ALA1129 play an important role in drug interaction. LYS1030, PRO1033, PHE1037, LYS1070, TRP1122, HIS1126 and LEU1128 were known to form hydrogen bonds with the compounds. The docking result shows that the amino acids LYS1070 and LEU1128 are involved in the interaction with more than one compound (Figure 2 & 3).<\/p>\n

Table 4.a: Docked complex with residues and number of hydrogen bonds.<\/strong><\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
S .No<\/strong><\/td>\nTarget-ligand complex<\/strong><\/td>\nResidues<\/strong><\/td>\nNo. of hydrogen bonds<\/strong><\/td>\nBinding energy (Kcal\/mol)<\/strong><\/td>\n<\/tr>\n
1<\/td>\nLANA1 : Ascorbic acid<\/td>\nGLN1034, GLY1067, ARG1119, GLY1130<\/td>\n4<\/td>\n-4.3<\/td>\n<\/tr>\n
2<\/td>\nLANA1 : Frigocyclinone<\/td>\nLYS1070<\/td>\n3<\/td>\n-8.59<\/td>\n<\/tr>\n
3<\/td>\nLANA1 : Salicylihalamide A<\/td>\nLYS1070<\/td>\n2<\/td>\n-5.88<\/td>\n<\/tr>\n
4<\/td>\nLANA1 : Salicylihalamide B<\/td>\nLYS1070<\/td>\n1<\/td>\n-5.59<\/td>\n<\/tr>\n
5<\/td>\nvIRF 3 : Ascorbic acid<\/td>\nGLN51, ASP55, ARG58<\/td>\n6<\/td>\n-5.45<\/td>\n<\/tr>\n
6<\/td>\nvIRF 3 : Frigocyclinone<\/td>\nASN42<\/td>\n1<\/td>\n-8.48<\/td>\n<\/tr>\n
7<\/td>\nvIRF 3 : Salicylihalamide A<\/td>\nASN42<\/td>\n1<\/td>\n-8.42<\/td>\n<\/tr>\n
8<\/td>\nvIRF 3 : Salicylihalamide B<\/td>\nASN42, ASP43, GLN51, PHE53<\/td>\n4<\/td>\n-8.06<\/td>\n<\/tr>\n
9<\/td>\nPF-8 : Ascorbic acid<\/td>\nGLU158, PHE153<\/td>\n3<\/td>\n-4.75<\/td>\n<\/tr>\n
10<\/td>\nPF-8 : Frigocyclinone<\/td>\nHIS154, GLU158<\/td>\n2<\/td>\n-8.00<\/td>\n<\/tr>\n
11<\/td>\nPF-8 : Salicylihalamide A<\/td>\nLYS63, SER288, GLY289<\/td>\n3<\/td>\n-5.36<\/td>\n<\/tr>\n
12<\/td>\nPF-8 : Salicylihalamide B<\/td>\nLYS292, HIS154<\/td>\n3<\/td>\n-6.09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n

Table 4.b: Different interaction values for major target-ligand complex measured through DSV.<\/strong><\/p>\n\n\n\n\n\n\n
S. No<\/strong><\/td>\nTarget-ligand complex<\/strong><\/td>\nHydrogen bonds interaction<\/strong><\/td>\nElectrostatic interaction<\/strong><\/td>\nHydrophobic interaction<\/strong><\/td>\nVan der waals interaction<\/strong><\/td>\nMiscellaneous<\/strong><\/td>\nUnfavoured bump<\/strong><\/td>\n<\/tr>\n
1<\/td>\nLANA1 : Frigocyclinone<\/td>\n3<\/td>\n–<\/td>\n6<\/td>\n5<\/td>\n–<\/td>\n–<\/td>\n<\/tr>\n
2<\/td>\nvIRF 3 : Frigocyclinone<\/td>\n1<\/td>\n–<\/td>\n1<\/td>\n6<\/td>\n1<\/td>\n–<\/td>\n<\/tr>\n
3<\/td>\nPF-8 : Frigocyclinone<\/td>\n2<\/td>\n2<\/td>\n4<\/td>\n10<\/td>\n–<\/td>\n1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n\n\n\n
\"Figure<\/td>\nFigure 2: Pymol visualization of protein-ligand interaction (a) LANA1-Frigocyclinone complex, (b) vIRF3-Frigocyclinone complex and (c) PF-8-Frigocyclinone complex which represents different color such as green color of ball and stick structure \u2013 ligand; pink color of surface structure \u2013 protein; cyans color of active site of protein \u2013 amino acids residues; yellow \u2013 hydrogen bond interaction.<\/strong><\/p>\n

 <\/p>\n

Click here to view figure<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n\n\n\n
\"Figure<\/td>\nFigure 3: Protein-ligand interaction (a) LANA1-Frigocyclinone complex, (b) vIRF3 Frigocyclinone complex and (c) PF-8 -Frigocyclinone complex which visualized through discovery studio.<\/strong><\/p>\n

 <\/p>\n

Click here to view figure<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n

Therefore, the frigocyclinone with best inhibitory constant effect of 607.94 nM against LANA1 makes an intermolecular energy -8.89 Kcal\/mol and electrostatic energy +0.04 kcal\/mol. However, the complex possessed torsional energy value of +1.10 kcal\/mol with the zero unbound energy and cluster RMSD 0.00 \u00c5 as well as reference RMSD 48.635 \u00c5. The analysis of LANA1-Frigocyclinone complex hydrogen bond donor (LYS1070 (NZ) and acceptor (UNK25 (C4) & UNK31 (O16)) distance of 2.8\u00c5 & 2.9\u00c5. and H-bond angle of \u2265 77\u00ba.<\/p>\n

Molecular Dynamic Simulation of LANA1- Frigocyclinone Complex<\/strong><\/p>\n

To confirm docking analysis we did molecular dynamics simulation of LANA1-Frigocyclinone complex. We determined conformational changes between LANA1 and LANA1-Frigocyclinone complex. The results showed that LANA1-Frigocyclinone complex had average potential energy -270168 kJ\/mol (total drift: -252845 kJ\/mol), temperature 299.813 K (total drift: 1.01817 K), pressure -3.67818 bar (total drift: 12.6906 bar) and density 1005.7 kg\/m3 <\/sup>(total drift: 0.35516 kg\/m3<\/sup>). The steepest descents algorithm converged to Fmax<1000 in 1583 steps (potential energy: -5.3628425e+05). The LANA1 protein contains 1156 atoms and Frigocyclinone contains 37 atoms. RMSD curves\u00a0 indicate a slight changes between 8.93 ns and 8.96 ns whereas drastic\u00a0 increase\u00a0 relative\u00a0 to\u00a0 the\u00a0 docked\u00a0 conformation with\u00a0 values\u00a0 range between 10 ns and 20 ns. The LANA1-Frigocyclinone complexes produce more fluctuations during 3 ns and 13 ns. The radius of gyration were intended to determine the compactness of LANA1 during the MDS. All the position were compact with the LANA1 having the lowest Rg value of 1.31 nm at 16 ns and highest Rg value 1.37 nm at 4 ns (Figure 4).<\/p>\n\n\n\n
\"Figure<\/td>\nFigure 4: The stability and compactness of protein plot were investigated through MD simulations at 20 ns (a) RMSD of LANA1 and LANA1-Frigocyclinone complex and (b) Radius of gyration of LANA1 and LANA1-Frigocyclinone complex.<\/strong><\/p>\n

 <\/p>\n

Click here to view figure<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n

The LANA1 represents as black colour whereas LANA1-Frigocyclinone complex represents as red colour.<\/p>\n

Conclusion<\/strong><\/p>\n

The current analysis, investigated the role of marine bioactive compounds as anticancer agents using computational methods. The result from this study displayed that the frigocyclinone demonstrated high affinity towards KSHV LANA1. Interaction analysis revealed that this compounds formed stable interaction in the surface of LANA1 mainly through H-bond. By this compound analysis, we provide a valuable insight on the identification of potent bioactive compound from marine source against KSHV. The main chemical component frigocyclinone is the first angucyclinone derivates (acts as antiviral, antifungal, anti-tumor and enzyme inhibitory activities). Therefore the compound frigocyclinone can be considered as promising anticancer lead for KS.<\/p>\n

Acknowledgements<\/strong><\/p>\n

The authors acknowledge the management of Vellore Institute of Technology for providing the computer facilities and encouragement to this research work.<\/p>\n

Conflict of interest<\/strong><\/p>\n

There is no conflict of interest.<\/p>\n

References<\/strong><\/p>\n

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