SlideShare a Scribd company logo
International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 5 Issue 5, July-August 2021 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1171
A Possible Role of Rosmarinic Acid against CD2-Associated Protein
for the Treatment of Multiple Sclerosis through in Silico Approach
Jitin Kumar1
, Tejaswee Anand1
, Ritika Sharma1
,
Noopur Khare2
, Abhimanyu Kumar Jha1
, Yamini Dixit1
1
Department of Biotechnology, Faculty of Life Sciences, Institute of
Applied Medicines and Research, Ghaziabad, Uttar Pradesh, India
2
Shri Ramswaroop Memorial University, Barabanki, Uttar Pradesh, India
ABSTRACT
Multiple sclerosis is a chronic inflammatory neurodegenerative
disorder which directly affects Central Nervous System (CNS).
People with MS suffer with an episodic reversible memory loss
during the initial stages and later it leads to the neurological
deterioration. Number of research and studies has been done on the
natural compounds and phytochemical compounds in order to
develop the particular drug for the treatment of MS in-vivo &in-
vitro. The present study focuses on the inhibitory effect of
Rosmarinic acid against the effect of CD2 Associated protein with
the help of Molecular Docking. Molecular Docking basically screens
the ligand and the target protein and shows the interaction between
them on the basis of the minimum binding affinities and drug
likeliness properties. In our research, docking was performed
between CD2-Associated protein and selected ligands with the help
of docking software. Ligands were selected on the basis of their
minimum Binding affinities and finally by their drug likeliness
properties. Rosmarinic acid (BA- -5.6) was the resultant ligand of our
recent study. It showed the perfect interaction with CD2-Associated
protein. Therefore, we may conclude that Rosmarinic acid may act as
a compound which may be used as a drug for the treatment of
multiple sclerosis fromfurther in vitro and in vivostudies in future.
KEYWORDS: Multiple Sclerosis, Central Nervous System,
Rosmarinic acid, Docking, Binding affinities
How to cite this paper: Jitin Kumar |
Tejaswee Anand | Ritika Sharma |
Noopur Khare | Abhimanyu Kumar Jha |
Yamini Dixit "A Possible Role of
Rosmarinic Acid against CD2-
Associated Protein for the Treatment of
Multiple Sclerosis through in Silico
Approach" Published
in International
Journal of Trend in
Scientific Research
and Development
(ijtsrd), ISSN: 2456-
6470, Volume-5 |
Issue-5, August
2021, pp.1171-1176, URL:
www.ijtsrd.com/papers/ijtsrd44979.pdf
Copyright © 2021 by author (s) and
International Journal of Trend in
Scientific Research and Development
Journal. This is an
Open Access article
distributed under the
terms of the Creative Commons
Attribution License (CC BY 4.0)
(http://creativecommons.org/licenses/by/4.0)
INTRODUCTION
Multiple sclerosis (MS) is an inflammatory, chronic
auto immunological neurologic disease of our Central
Nervous System (CNS) [1, 2].The myelinated axons
in the CNS are affected in MS which leads to the
destruction of axons and myelin at varying degree [3,
4]. There are unpredictable course of MS. MS
patients basically suffers from episodic reversible
neurological deficits at the initial stages of disease,
which further leads to progression in neurological
deterioration. Apart from several studies, still the
cause of MS is unknown, but it has been observed
that it involves the combination of nongenetic trigger
factors such as metabolism, environmental factors
and a virus and genetic susceptibilities which together
results in a self – sustaining autoimmune disorder
which ultimately leads to recurrent immune attacks
on the CNSand a genetic susceptibilities [5].
Based on course of disease, neurologists grouped
patients into four categories [2]:
Relapsing–remitting MS: It is one of the most
general forms of MS with which around 85% of
population is affected by MS. It covers the
symptoms such as relapses or exacerbations
which are followed by remission periods.
Secondary progressive MS:It develops in some
patientswith relapsing–remitting disease. The
treatment done by disease- modifying agents in
many patients can help to modify such
progression. It does not depend on periods of
remission and the disease course still continues.
Primary progressive MS: approximately of
about 10% of MS population is affected. From the
beginning itself the symptoms of the disease get
IJTSRD44979
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1172
worsen. Lack of relapses or remissions followed
by occasional plateaus rarely. The most resistant
form of MS towards drugs.
Progressive-relapsing MS: This form is the rare
form of MSwhich effect of about less than 5% of
MS population. This also lacks the period of
remission.
MS do not have any single diagnostic test. There are
few evidence which are based on the diagnostic of
MS and they are: the white matter of CNS must have
at least two different lesions (plaques or scars); at
least two different episodes in the disease course (the
time dissemination criterion); and there must be
chronic inflammation of the CNS. The presence of
one or more symptoms may determine that the person
is suffering from MS [2]. Typically people of age
between 20 to 40 years suffer from MS; occasionally,
it present in late middle age or in childhood [6]. CD2-
associated protein (CD2AP), an adaptor protein
which is associated with various membrane proteins
which include polycystin-2, being mutated in type 2
autosomal dominant polycystic kidney disorder and
nephrin, which is mutated in congenital nephrotic
syndrome of the Finnish type. It is proved that both
protein functions in maintenance maintenance of the
integrity of the nephrons [14, 15].
It has been proved that according to Crespo-Bujosa,
[7] report MS has three types of categorized
symptoms that are Physical, Neurocognitive and
Psychological. Since from time it has been proved
that the phytochemical and natural compounds are
coming in picture for making drug for MS as proper
cure and diagnose is still unknown. It has been proved
that Curcumin is considered as the phytochemical
compound which has traditionally been used to treat
inflammatory disorders and healing wounds [8].
According to the number of experiments conducted it
has been proved till now that Curcumin act as an
antioxidant by protecting the brain against various
oxidative stressors, act as an anti-aging agent [9]. A
plant named Hypericum perforatum belongs to
Hypericaceae family has been proved to be used in
making traditional medicines in treating mild and
moderate depression, and also has been used as
wound healing agent, antioxidant and anti-
inflammatory agent [10]. Some other natural products
such as hemp, evening primrose, Ginko biloba has
been proved to have the antioxidant and anti-
inflammatory properties which directly act on the
CNS [11-13].
Molecular docking is one of the emerging tools which
are used in drug designing and drug discovery. The
drugs are designed on the basis of technique of
computer-assisted drug design (CADD). Molecular
docking is the most frequent virtual screening
method, most commonly at the place when there is
availability of 3D structures of the selected target
protein and ligand. Both the structures of protein-
ligand complexes along with binding affinity between
ligand and protein is considered as important
information for lead optimization for designing drug.
There are two steps involved in docking process: to
predict the position and confirmation of ligand
molecule along with its orientation with ligand sites
and their assessment with the binding affinity. We
studied these steps in detail in our theory section.
Protein- ligand docking is one of the important and
frequently used molecular docking due to its
therapeutic applications in modern structure-based
drug design.
In our research we studied about three natural
compounds named pulegone, rosmarinic acid and allo
ocimene. The main aim of our current was to analyze
the interaction of the ligands we selected against CD-
2 Associated protein for the treating Multiple
Sclerosis with in silico docking approach.
MATERIALS AND METHOD
Identification of protein target
CD2-associated protein (CD2AP), an adaptor protein
which is associated with various membrane proteins
which include polycystin-2, being mutated in type 2
autosomal dominant polycystic kidney disorder and
nephrin, which is mutated in congenital nephrotic
syndrome of the Finnish type. It is proved that both
protein functions in maintenance maintenance of the
integrity of the nephrons [14, 15]. In our research it
was reported that CD2-associated protein shows its
involvement in pathogenesis of Multiple Sclerosis.
The structure of CD2 associated protein from UniProt
(https://www.uniprot.org/) having good resolution
was selected. The selected protein 3D structure
having resolution 1.58 Å with PDB ID 4X1V was
retrieved from RCSB Protein Data Bank (PDB)
(https://www.rcsb.org/) in .pdb format. Then water
molecules were deleted followed by addition of
hydrogen molecules. Brookhaven National
Laboratories established PDB in year 1971. PDB is
the universal tool containing all the structural data of
biological macromolecule [16].
Retrieval of Ligand
Our recent Research focuses on three natural
compounds named Rosmarinic Acid, Allo ocimene
and Pulegone.
Rosmarinic acid is one of the common ester which is
formed by caffeic acid and lactic acid which is
accumulated in various plant species [17, 18]. Allo
ocimene have shown the healing property against MS.
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1173
Pulegone is a monoterpene which is found in essential
oils made from plants of the Labiatae family [19].
These three ligands were chosen on the behalf of the
literature. The 3D structures of the ligands were
retrieved from PubChem, an online database
(https://pubchem.ncbi.nlm.nih.gov/) in .sdf format.
Then compounds in .sdf format were converted to
.pdb format through Online SMILES Translator
(https://cactus.nci.nih.gov/translate/). The converted
files in .pdb format were further downloaded and later
were used to run in different softwares and tools.
Virtual Screening
Virtual screening of ligands were performed through
PyRx software. PyRx basically screens the ligands
which have minimum binding energy with the
selected protein target. This software runs on .pdbqt
format. Initially, protein molecule was loaded in the
PyRx screen and .pdf format files of the ligand were
converted into .pdbqt format. In addition to this step
the ligand molecules which were in .sdf format were
downloaded. The energies from the selected ligands
were minimized at first and then they were converted
to .pdbqt format. Further docking was carried out
between ligand molecules and protein targets. The
results were analyzed on the basis of the ligands
minimum binding affinities.
Drug Likeliness Property Analysis
After analyzing the binding affinity drug likeliness
property was checked for the selected ligands which
was based on Lipinski’s Rule of Five which states the
following:
Ligands molecular weight must be less than 500
Dalton.
High Lipophilicity (expressed as LogP (partition
coefficient) less than 5)
Number of Hydrogen Donors must be less than 5.
Number of Hydrogen bond acceptors must be less
than 10.
Only one rule should violate among the above 4.
Final docking step was conducted on the screened
ligand which show drug like properties. We analyzed
Lipinski’s rule of five through SwissADME
(http://www.swissadme.ch/.) an online server. The
SMILE notations of the selected screened ligands
were copied from PubChem and were pasted in
SwissADME for the analyses of Lipinski’s rule of
five. The resultant ligands which were following
Lipinski’s rule of five were further taken for final
docking. Final docking step was performed through
AutoDock Vina.
Docking through AutoDock Vina using MGL
Tools
The protein target was loaded which was in .pdb
format on the graphical window of AutoDock Vina.
Further the water molecules were deleted followed by
addition of polar hydrogen atoms along with Kollman
charges into the protein target molecule. The final
resultant protein molecule was converted to .pdbqt
format. The selected ligands which were having less
binding energy and were also following Lipinski's
rule of five were then imported on the graphical
window. Through this step all the ligands were
converted into .pdbqt format from .pdb format.
Afterwards, both the protein molecule and the final
selected ligand in .pdbqt format were loaded on
AutoDock Vina graphical window. Further the
boundaries along with dimensions of the Grid box
were adjusted as shown in Figure 1 for final docking
After preparing protein and ligand molecule docking
was performed by using Command Prompt and then
analyzed the final result.
Figure 1: Grid Box
Structural Visualization through PyMOL
PyMOL is the freely available software tool which
was used for visualizing the structure of protein and
ligand molecule along with their interaction. When
docking step through AutoDock Vina was completed,
the output file with a name output.pdbqt was
automatically saved. The output.pdbqt and
protein.pdbqt file were loaded on the graphical screen
of PyMOL 2.4. The final interaction between the
ligand and protein were visualized.
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1174
RESULT AND DISCUSSION
CD2-Associated protein (PDB ID 4X1V) having resolution 1.58Å was downloaded from Protein Data Bank as
shown in Figure 2. The 3D structures of Pulegone (CID: 442495), Allo ocimene (CID: 5368821) and Rosmarinic
acid (CID: 5281792) were retrieved from PubChem in .sdf format as shown in Figure 3. It was further converted
to .sdf format and the structure was downloaded in .pdb format.
Figure 2: 3D Structure of CD2-Associated protein
ALLO OCIMENE
CID : 5368821
MF : C10H16
MW: 136.23 g/mol
PULEGONE
CID: 442495
MF: C10H16O
MW: 152.23g/mol
ROSMARINIC ACID
CID: 5281792
MF: C18H16O8
MW: 360.31g/mol
Figure 3: 3D Structure of Ligand
Virtual screening of the following ligands named Pulegone, Allo ocimene and Rosmarinic acid was done via
PyRx Software. The binding affinities of the selected ligands Pulegone, Allo ocimene and rosmarinic acid are
shown in Table 1. Binding energies of the compounds Pulegone, Allo ocimene and rosmarinic acid are shown in
Table 2.
TABLE 1: Ligand Binding Affinity, RMSD upper bond, RMSD lower bond and mode.
LIGAND BINDING AFFINITY MODE RMSD Upper Bond RMSD Lower Bond
PULEGONE -5.5 0 0 0
ALLO OCIMENE -4.8 0 0 0
ROSMARINIC ACID -5.6 0 0 0
TABLE 2: Binding Energy of Natural compounds
NATURAL COMPOUNDS BINDING ENERGY
PULEGONE -5.5
ALLO OCIMENE -4.8
ROSMARINIC ACID -5.6
The ligands based on their minimum Binding energy were selected. Pulegone and Rosmarinic acid were the final
selected ligands from PyRx results. The ligands were further screened on the basis of Drug likeliness property.
This property analysis was performed with the help of SwissADME. The selected ligands were later analyzed on
the basis of Lipinski’s Rule of Five as shown in Table 3. After complete analysis Allo ocimene was the only
resulted ligand which was having minimum binding energy with our protein molecule and also it also followed
the Lipinski’s Rule of Five.
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1175
LIGAND
MOLECULAR
WEIGHT
LOG
Po/w
H-
DONAR
H-
ACCEPTOR
LIPINSKI
PULEGONE 152.2.g/mol 2.20 1 0
YES, 0
VOILATION
ROSMARINIC
ACID
360.31g/mol 0.90 8 5
YES, 0
VOILATION
TABLE 3: Drug Likeliness Property of Ligand
Finally the docking between CD2-Associated protein (PDB ID: 4XIV) and Rosmarinic acid (CID: 5281792) was
performed via AutoDock Vina software. As per the results, total 9 poses having different binding affinities, Root
Mean Square lower bound, Root Mean Square upper bound were observed as shown in Table 4. Final interaction
between the selected Ligand molecule and the Protein target was observed in PyMOL.
Mode
Binding Affinity
(K cal/mol)
Distance from best mode
RMSD lower bound RMSD upper bound
1 -9.6 0 0
2 -9.5 21.225 22.145
3 -9.5 20.158 21.456
4 -9.4 19.257 22.146
5 -9.4 22.879 25.143
6 -9.4 22.187 25.357
7 -9.4 21.457 23.571
8 -9.3 23.192 24.127
9 -9.3 24.137 25.163
TABLE 4: Auto Dock Vina Result
CONCLUSION
Several studies have been carried out to study the
development of drug for the treatment of Multiple
Sclerosis. Various neuroprotective compounds have
been studied with other phytochemicals for treatment
of this disease as there is no particular drug and the
diagnostic method for treating MS. In our study, we
worked on different natural compounds such as
rosmarinic acid, Pulegone and Allo Ocimene and a
protein CD2 -Associated protein. Molecular Docking
was performed on the basis of binding affinity and
drug likeliness property of the natural compound in
association with selected protein. Rosmarinic acid
was the only protein which showed the best
interaction with the target protein. Therefore, we may
consider rosmarinic acid as the natural compound
which may be used as a drug for treatment of MS.
CONFLICT OF INTEREST
The authors declare that there is no conflict of
interest.
ACKNOWLEDGEMENT
The authors acknowledge the help provided by the
Department of Biotechnology, Faculty of Life
Sciences, Institute of Applied medicines and
Research, Ghaziabad, Uttar Pradesh, India.
REFERENCES
[1] Calabresi PA. Diagnosis and management of
multiple sclerosis. Am Fam Physician. 2004
Nov 15;70(10):1935-44. PMID: 15571060.
[2] Hauser SL, Goodwin DS. Multiple sclerosis
and other demyelinating diseases. In: Fauci AS,
Braunwald E, Kasper DL, Hauser SL, eds.
Harrison’s Principles of Internal Medicine, vol.
II, 17th ed. New York: McGraw-Hill Medical;
2008:2611–2621.
[3] Weinshenker BC. Epidemiology of multiple
sclerosis. Neurol Clin 1996;142:1–308.
[4] Olek MJ. Epidemiology, risk factors and
clinical features of multiple sclerosis in adults.
Available at:
www.uptodate.com/contents/epidemiology-
and-clinical-feat.
[5] Cree BAC. Multiple sclerosis. In: Brust JCM,
ed. Current Diagnosis and Treatment in
Neurology. New York: Lange Medical
Books/McGraw-Hill Medical; 2007.
[6] Cree BAC. Multiple sclerosis. In: Brust JCM,
ed. Current Diagnosis and Treatment in
Neurology. New York: Lange Medical
Books/McGraw-Hill Medical; 2007.
[7] Crespo-Bujosa, H.B. (2014). Esclerosis
Multiple. Retomando la vida. Manual de
educación e intervención basada en la
evidencia. Createspace.
[8] Mahmoudian Sani, M.R., Asadi-Samani, M.,
Rouhi-Boroujeni, H., & Banitalebi-Dehkordi,
M. (2016). Phytopharmacology and
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1176
phytotherapy of regulatory T cells: A new
approach to treat Multiple Sclerosis. Der
Pharmacia Lettre, 8(3), 215-220.
[9] Nabiuni, M., Nazari, Z., Angaji, A., & Nejad,
S. (2011). Neuroprotective effects of Curcumin.
Australian Journal of; Basic and Applied
Sciences, 5(9), 2224-2240.
[10] Mahmoudian Sani, M.R., Asadi-Samani, M.,
Rouhi-Boroujeni, H., & Banitalebi-Dehkordi,
M.(2016). Phytopharmacology and
phytotherapy of regulatory T cells: A new
approach to treat Multiple Sclerosis. Der
Pharmacia Lettre, 8(3), 215-220.
[11] Brondino, N., De Silvestri, A., Re, S., Lanati,
N., Thiemann, P., Verna, A., Emanuele, E., &
Politi, P. (2013). A systematic review and
meta-analysis of Ginkgo Biloba in
neuropsychiatric disorders: From ancient
tradition to modern-day medicine. Evidence-
Based Complementary and Alternative
Medicine, 2013, 1-11. Recovered August 1,
2017 from Hindawi.com.
http://dx.doi.org/10.1155/2013/915691.
[12] David, Gh., Niţă, S., & Borcean, A. (2009).
Oenothera biennis L. In South-western Banat.
Research Journal of Agricultural Science,
41(2), 512-517.
[13] Piccaglia, R., Grandi, S., Zatta, A., &
Amaducci, S. (2005). Essential oils from
Cannabis sativa L. Department of Agro
environmental Sciences, Research Group on
Industrial Crops. Recovered from
https://www.researchgate.net/publication/26598
1859.
[14] Jansson S, Olkkonen V, Martin-Parras L,
Chavrier P, Stapleton M, Zerial M, Lehtonen
E.Mouse metanephric kidney as a model
system for identifying developmentally
regulated genes.J Cell Physiol1731997147151
Crossref | PubMed | ISI | Google Scholar.
[15] Lehtonen S, Ora A, Olkkonen VM, Geng L,
Zerial M, Somlo S, Lehtonen E.In vivo
interaction of the adapter protein CD2-
associated protein with the type 2 polycystic
kidney disease protein, polycystin-2.J Biol
Chem27520003288832893 Crossref | PubMed |
ISI | Google Scholar.
[16] Sureshkumar P, Senthilraja O, Kalavathy S. In
silico docking analysis of Calotropis gigantean
(l.) R. BR derived compound against anti-
cervical activity. Bioinfo Publication
2012;1(1);9-12.
[17] Khojasteh A, Mirjalili MH, Hidalgo D,
Corchete P, Palazon J. New trends in
biotechnological production of rosmarinic acid.
Biotechnol Lett 2014; 36: 2393-2406
[18] 2 Petersen M. Rosmarinic acid: new aspects.
Phytochem Rev 2013; 12: 207-227
[19] Kocovský P., Turecek F., and Hájícek J.
(1986), Synthesis of Natural Products:
Problems of Stereo selectivity. CRC Press,
Boca Raton, p. 186.

More Related Content

What's hot

Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...
Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...
Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...
science journals
 
Paniker medical parasitology 8e
Paniker medical parasitology 8ePaniker medical parasitology 8e
Paniker medical parasitology 8e
MohamedNabil730957
 
2021北醫藥學院教師研究專長簡介
2021北醫藥學院教師研究專長簡介2021北醫藥學院教師研究專長簡介
2021北醫藥學院教師研究專長簡介
ssuser56664d
 
Hidtoxicloroquina nej moa2012410 Dr. Freddy Flores Malpartida
Hidtoxicloroquina nej moa2012410 Dr. Freddy Flores MalpartidaHidtoxicloroquina nej moa2012410 Dr. Freddy Flores Malpartida
Hidtoxicloroquina nej moa2012410 Dr. Freddy Flores Malpartida
Freddy Flores Malpartida
 
Treatment with hydroxychloroquine, azithromycin, and combination in patients ...
Treatment with hydroxychloroquine, azithromycin, and combination in patients ...Treatment with hydroxychloroquine, azithromycin, and combination in patients ...
Treatment with hydroxychloroquine, azithromycin, and combination in patients ...
La Verità
 
Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...
Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...
Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...
iosrphr_editor
 
B03510609
B03510609B03510609
HIDROXICLOROQUINA nejm
HIDROXICLOROQUINA nejmHIDROXICLOROQUINA nejm
HIDROXICLOROQUINA nejm
Freddy Flores Malpartida
 
Recent advances in rheumatoid arthritis
Recent advances in rheumatoid arthritisRecent advances in rheumatoid arthritis
Recent advances in rheumatoid arthritis
DrSatyabrataSahoo
 
seteven jhonson
seteven jhonsonseteven jhonson
seteven jhonson
cesar gaytan
 
Inappropriate drug use in hospitalized elderly patients of medicine and cardi...
Inappropriate drug use in hospitalized elderly patients of medicine and cardi...Inappropriate drug use in hospitalized elderly patients of medicine and cardi...
Inappropriate drug use in hospitalized elderly patients of medicine and cardi...
Apollo Hospitals
 
D, magnesium and b12
D, magnesium and b12D, magnesium and b12
D, magnesium and b12
JA Larson
 
Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.
Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.
Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.
DrHeena tiwari
 
Convalescent Plasma and COVID-19: Ancient Therapy Re-emerged
Convalescent Plasma and COVID-19: Ancient Therapy Re-emergedConvalescent Plasma and COVID-19: Ancient Therapy Re-emerged
Convalescent Plasma and COVID-19: Ancient Therapy Re-emerged
asclepiuspdfs
 
New pattern clinical study
New pattern clinical studyNew pattern clinical study
New pattern clinical study
Rrahul Hajare (Post Doc., Ph.D)
 
Estudio INSIGHT START
Estudio INSIGHT STARTEstudio INSIGHT START
Estudio INSIGHT START
Alex Castañeda-Sabogal
 
An evaluation of prescribing trends of antibiotics used in
An evaluation of prescribing trends of antibiotics used inAn evaluation of prescribing trends of antibiotics used in
An evaluation of prescribing trends of antibiotics used in
Alexander Decker
 
Взаимовыгодная реклама - Осенние скидки
Взаимовыгодная реклама - Осенние скидкиВзаимовыгодная реклама - Осенние скидки
Взаимовыгодная реклама - Осенние скидкиmycasio
 

What's hot (20)

Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...
Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...
Pentoxifylline Associated with Other Antioxidants (Multimodal Therapy) on Pat...
 
Paniker medical parasitology 8e
Paniker medical parasitology 8ePaniker medical parasitology 8e
Paniker medical parasitology 8e
 
2021北醫藥學院教師研究專長簡介
2021北醫藥學院教師研究專長簡介2021北醫藥學院教師研究專長簡介
2021北醫藥學院教師研究專長簡介
 
Hidtoxicloroquina nej moa2012410 Dr. Freddy Flores Malpartida
Hidtoxicloroquina nej moa2012410 Dr. Freddy Flores MalpartidaHidtoxicloroquina nej moa2012410 Dr. Freddy Flores Malpartida
Hidtoxicloroquina nej moa2012410 Dr. Freddy Flores Malpartida
 
Treatment with hydroxychloroquine, azithromycin, and combination in patients ...
Treatment with hydroxychloroquine, azithromycin, and combination in patients ...Treatment with hydroxychloroquine, azithromycin, and combination in patients ...
Treatment with hydroxychloroquine, azithromycin, and combination in patients ...
 
Treatment of diffuse systemic sclerosis with AIMSPRO
Treatment of diffuse systemic sclerosis with AIMSPROTreatment of diffuse systemic sclerosis with AIMSPRO
Treatment of diffuse systemic sclerosis with AIMSPRO
 
Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...
Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...
Evaluation of Anti-Retroviral Combination Therapy In Patients With HIV/Aids I...
 
B03510609
B03510609B03510609
B03510609
 
HIDROXICLOROQUINA nejm
HIDROXICLOROQUINA nejmHIDROXICLOROQUINA nejm
HIDROXICLOROQUINA nejm
 
Recent advances in rheumatoid arthritis
Recent advances in rheumatoid arthritisRecent advances in rheumatoid arthritis
Recent advances in rheumatoid arthritis
 
seteven jhonson
seteven jhonsonseteven jhonson
seteven jhonson
 
Inappropriate drug use in hospitalized elderly patients of medicine and cardi...
Inappropriate drug use in hospitalized elderly patients of medicine and cardi...Inappropriate drug use in hospitalized elderly patients of medicine and cardi...
Inappropriate drug use in hospitalized elderly patients of medicine and cardi...
 
D, magnesium and b12
D, magnesium and b12D, magnesium and b12
D, magnesium and b12
 
Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.
Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.
Oral Health & Its Effect on COVID 19: Systematic Review & Meta Analysis.
 
Convalescent Plasma and COVID-19: Ancient Therapy Re-emerged
Convalescent Plasma and COVID-19: Ancient Therapy Re-emergedConvalescent Plasma and COVID-19: Ancient Therapy Re-emerged
Convalescent Plasma and COVID-19: Ancient Therapy Re-emerged
 
New pattern clinical study
New pattern clinical studyNew pattern clinical study
New pattern clinical study
 
Brownstein_2014_CLARITY Challenge
Brownstein_2014_CLARITY ChallengeBrownstein_2014_CLARITY Challenge
Brownstein_2014_CLARITY Challenge
 
Estudio INSIGHT START
Estudio INSIGHT STARTEstudio INSIGHT START
Estudio INSIGHT START
 
An evaluation of prescribing trends of antibiotics used in
An evaluation of prescribing trends of antibiotics used inAn evaluation of prescribing trends of antibiotics used in
An evaluation of prescribing trends of antibiotics used in
 
Взаимовыгодная реклама - Осенние скидки
Взаимовыгодная реклама - Осенние скидкиВзаимовыгодная реклама - Осенние скидки
Взаимовыгодная реклама - Осенние скидки
 

Similar to A Possible Role of Rosmarinic Acid against CD2 Associated Protein for the Treatment of Multiple Sclerosis through in Silico Approach

Unravelling the molecular linkage of co morbid
Unravelling the molecular linkage of co morbidUnravelling the molecular linkage of co morbid
Unravelling the molecular linkage of co morbid
eSAT Publishing House
 
Unravelling the molecular linkage of co morbid diseases
Unravelling the molecular linkage of co morbid diseasesUnravelling the molecular linkage of co morbid diseases
Unravelling the molecular linkage of co morbid diseases
eSAT Journals
 
Applications of computational chemistry in drug designing
Applications of computational chemistry in drug designingApplications of computational chemistry in drug designing
Applications of computational chemistry in drug designing
aabia zafar
 
Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...
Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...
Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...
LucyPi1
 
A Clinical Case Report Schizophrenia
A Clinical Case Report  SchizophreniaA Clinical Case Report  Schizophrenia
A Clinical Case Report Schizophrenia
Kristen Carter
 
Hunter Syndrome A Case Report
Hunter Syndrome A Case ReportHunter Syndrome A Case Report
Hunter Syndrome A Case Report
ijtsrd
 
Ameliorative effects of recombinant human erythropoietin ijrpp
Ameliorative effects of recombinant human erythropoietin ijrppAmeliorative effects of recombinant human erythropoietin ijrpp
Ameliorative effects of recombinant human erythropoietin ijrpp
pharmaindexing
 
The role of natural products in regulating pyroptosis
The role of natural products in regulating pyroptosisThe role of natural products in regulating pyroptosis
The role of natural products in regulating pyroptosis
LucyPi1
 
Identification of potent inhibitors against potential
Identification of potent inhibitors against potentialIdentification of potent inhibitors against potential
Identification of potent inhibitors against potential
Danish Malik
 
Mitochondria in biology and medicine art
Mitochondria in biology and medicine artMitochondria in biology and medicine art
Mitochondria in biology and medicine art
Kathe Sanchez
 
Rajesh Nair Article on DNA damage and Yoga.pdf
Rajesh Nair Article on DNA damage and Yoga.pdfRajesh Nair Article on DNA damage and Yoga.pdf
Rajesh Nair Article on DNA damage and Yoga.pdf
Amit432037
 
Biomarkers in psychiatry
Biomarkers in psychiatryBiomarkers in psychiatry
Biomarkers in psychiatry
Subodh Sharma
 
Austism CBD
Austism CBDAustism CBD
Austism CBD
Norman Gates
 
Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...
Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...
Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...Niloo Karunaweera
 
Insilico binding studies on tau protein and pp2 a as alternative targets in a...
Insilico binding studies on tau protein and pp2 a as alternative targets in a...Insilico binding studies on tau protein and pp2 a as alternative targets in a...
Insilico binding studies on tau protein and pp2 a as alternative targets in a...
SSR Institute of International Journal of Life Sciences
 
05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf
BRNSS Publication Hub
 
Some building blocks for Rational Drug Design
Some building blocks for Rational Drug Design Some building blocks for Rational Drug Design
Some building blocks for Rational Drug Design
samthamby79
 
Curcumin Based Nanotherapy of Cancer A Review
Curcumin Based Nanotherapy of Cancer A ReviewCurcumin Based Nanotherapy of Cancer A Review
Curcumin Based Nanotherapy of Cancer A Review
ijtsrd
 
Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...
Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...
Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...
LucyPi1
 
05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf
BRNSS Publication Hub
 

Similar to A Possible Role of Rosmarinic Acid against CD2 Associated Protein for the Treatment of Multiple Sclerosis through in Silico Approach (20)

Unravelling the molecular linkage of co morbid
Unravelling the molecular linkage of co morbidUnravelling the molecular linkage of co morbid
Unravelling the molecular linkage of co morbid
 
Unravelling the molecular linkage of co morbid diseases
Unravelling the molecular linkage of co morbid diseasesUnravelling the molecular linkage of co morbid diseases
Unravelling the molecular linkage of co morbid diseases
 
Applications of computational chemistry in drug designing
Applications of computational chemistry in drug designingApplications of computational chemistry in drug designing
Applications of computational chemistry in drug designing
 
Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...
Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...
Dissecting the underlying pharmaceutical mechanism of Danggui Buxue decoction...
 
A Clinical Case Report Schizophrenia
A Clinical Case Report  SchizophreniaA Clinical Case Report  Schizophrenia
A Clinical Case Report Schizophrenia
 
Hunter Syndrome A Case Report
Hunter Syndrome A Case ReportHunter Syndrome A Case Report
Hunter Syndrome A Case Report
 
Ameliorative effects of recombinant human erythropoietin ijrpp
Ameliorative effects of recombinant human erythropoietin ijrppAmeliorative effects of recombinant human erythropoietin ijrpp
Ameliorative effects of recombinant human erythropoietin ijrpp
 
The role of natural products in regulating pyroptosis
The role of natural products in regulating pyroptosisThe role of natural products in regulating pyroptosis
The role of natural products in regulating pyroptosis
 
Identification of potent inhibitors against potential
Identification of potent inhibitors against potentialIdentification of potent inhibitors against potential
Identification of potent inhibitors against potential
 
Mitochondria in biology and medicine art
Mitochondria in biology and medicine artMitochondria in biology and medicine art
Mitochondria in biology and medicine art
 
Rajesh Nair Article on DNA damage and Yoga.pdf
Rajesh Nair Article on DNA damage and Yoga.pdfRajesh Nair Article on DNA damage and Yoga.pdf
Rajesh Nair Article on DNA damage and Yoga.pdf
 
Biomarkers in psychiatry
Biomarkers in psychiatryBiomarkers in psychiatry
Biomarkers in psychiatry
 
Austism CBD
Austism CBDAustism CBD
Austism CBD
 
Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...
Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...
Chronic Neuroinflammation in Alzheimer’s Disease New Perspectives Animal Mode...
 
Insilico binding studies on tau protein and pp2 a as alternative targets in a...
Insilico binding studies on tau protein and pp2 a as alternative targets in a...Insilico binding studies on tau protein and pp2 a as alternative targets in a...
Insilico binding studies on tau protein and pp2 a as alternative targets in a...
 
05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf
 
Some building blocks for Rational Drug Design
Some building blocks for Rational Drug Design Some building blocks for Rational Drug Design
Some building blocks for Rational Drug Design
 
Curcumin Based Nanotherapy of Cancer A Review
Curcumin Based Nanotherapy of Cancer A ReviewCurcumin Based Nanotherapy of Cancer A Review
Curcumin Based Nanotherapy of Cancer A Review
 
Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...
Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...
Chlorogenic acid may be a potent inhibitor of dimeric SARS-CoV-2 main proteas...
 
05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf05_IJPBA_1929_21.pdf
05_IJPBA_1929_21.pdf
 

More from YogeshIJTSRD

Cosmetic Science An Overview
Cosmetic Science An OverviewCosmetic Science An Overview
Cosmetic Science An Overview
YogeshIJTSRD
 
Standardization and Formulations of Calotropis Procera
Standardization and Formulations of Calotropis ProceraStandardization and Formulations of Calotropis Procera
Standardization and Formulations of Calotropis Procera
YogeshIJTSRD
 
Review of the Diagnosis and Treatment of Paralysis
Review of the Diagnosis and Treatment of ParalysisReview of the Diagnosis and Treatment of Paralysis
Review of the Diagnosis and Treatment of Paralysis
YogeshIJTSRD
 
Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...
Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...
Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...
YogeshIJTSRD
 
Criminology Educators Triumphs and Struggles
Criminology Educators Triumphs and StrugglesCriminology Educators Triumphs and Struggles
Criminology Educators Triumphs and Struggles
YogeshIJTSRD
 
A Review Herbal Drugs Used in Skin Disorder
A Review Herbal Drugs Used in Skin DisorderA Review Herbal Drugs Used in Skin Disorder
A Review Herbal Drugs Used in Skin Disorder
YogeshIJTSRD
 
Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...
Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...
Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...
YogeshIJTSRD
 
A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...
A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...
A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...
YogeshIJTSRD
 
Data Security by AES Advanced Encryption Standard
Data Security by AES Advanced Encryption StandardData Security by AES Advanced Encryption Standard
Data Security by AES Advanced Encryption Standard
YogeshIJTSRD
 
Antimicrobial and Phytochemical Screening of Phyllantus Niruri
Antimicrobial and Phytochemical Screening of Phyllantus NiruriAntimicrobial and Phytochemical Screening of Phyllantus Niruri
Antimicrobial and Phytochemical Screening of Phyllantus Niruri
YogeshIJTSRD
 
Heat Sink for Underground Pipe Line
Heat Sink for Underground Pipe LineHeat Sink for Underground Pipe Line
Heat Sink for Underground Pipe Line
YogeshIJTSRD
 
Newly Proposed Multi Channel Fiber Optic Cable Core
Newly Proposed Multi Channel Fiber Optic Cable CoreNewly Proposed Multi Channel Fiber Optic Cable Core
Newly Proposed Multi Channel Fiber Optic Cable Core
YogeshIJTSRD
 
Security Sector Reform toward Professionalism of Military and Police
Security Sector Reform toward Professionalism of Military and PoliceSecurity Sector Reform toward Professionalism of Military and Police
Security Sector Reform toward Professionalism of Military and Police
YogeshIJTSRD
 
Stress An Undetachable Condition of Life
Stress An Undetachable Condition of LifeStress An Undetachable Condition of Life
Stress An Undetachable Condition of Life
YogeshIJTSRD
 
Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...
Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...
Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...
YogeshIJTSRD
 
Novel Drug Delivery System An Overview
Novel Drug Delivery System An OverviewNovel Drug Delivery System An Overview
Novel Drug Delivery System An Overview
YogeshIJTSRD
 
Security Issues Related to Biometrics
Security Issues Related to BiometricsSecurity Issues Related to Biometrics
Security Issues Related to Biometrics
YogeshIJTSRD
 
Comparative Analysis of Different Numerical Methods for the Solution of Initi...
Comparative Analysis of Different Numerical Methods for the Solution of Initi...Comparative Analysis of Different Numerical Methods for the Solution of Initi...
Comparative Analysis of Different Numerical Methods for the Solution of Initi...
YogeshIJTSRD
 
Evaluation of Different Paving Mixes Using Optimum Stabilizing Content
Evaluation of Different Paving Mixes Using Optimum Stabilizing ContentEvaluation of Different Paving Mixes Using Optimum Stabilizing Content
Evaluation of Different Paving Mixes Using Optimum Stabilizing Content
YogeshIJTSRD
 
An Experimental Investigation on CMA
An Experimental Investigation on CMAAn Experimental Investigation on CMA
An Experimental Investigation on CMA
YogeshIJTSRD
 

More from YogeshIJTSRD (20)

Cosmetic Science An Overview
Cosmetic Science An OverviewCosmetic Science An Overview
Cosmetic Science An Overview
 
Standardization and Formulations of Calotropis Procera
Standardization and Formulations of Calotropis ProceraStandardization and Formulations of Calotropis Procera
Standardization and Formulations of Calotropis Procera
 
Review of the Diagnosis and Treatment of Paralysis
Review of the Diagnosis and Treatment of ParalysisReview of the Diagnosis and Treatment of Paralysis
Review of the Diagnosis and Treatment of Paralysis
 
Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...
Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...
Comparative Analysis of Forced Draft Cooling Tower Using Two Design Methods A...
 
Criminology Educators Triumphs and Struggles
Criminology Educators Triumphs and StrugglesCriminology Educators Triumphs and Struggles
Criminology Educators Triumphs and Struggles
 
A Review Herbal Drugs Used in Skin Disorder
A Review Herbal Drugs Used in Skin DisorderA Review Herbal Drugs Used in Skin Disorder
A Review Herbal Drugs Used in Skin Disorder
 
Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...
Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...
Automatic Query Expansion Using Word Embedding Based on Fuzzy Graph Connectiv...
 
A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...
A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...
A New Proposal for Smartphone Based Drowsiness Detection and Warning System f...
 
Data Security by AES Advanced Encryption Standard
Data Security by AES Advanced Encryption StandardData Security by AES Advanced Encryption Standard
Data Security by AES Advanced Encryption Standard
 
Antimicrobial and Phytochemical Screening of Phyllantus Niruri
Antimicrobial and Phytochemical Screening of Phyllantus NiruriAntimicrobial and Phytochemical Screening of Phyllantus Niruri
Antimicrobial and Phytochemical Screening of Phyllantus Niruri
 
Heat Sink for Underground Pipe Line
Heat Sink for Underground Pipe LineHeat Sink for Underground Pipe Line
Heat Sink for Underground Pipe Line
 
Newly Proposed Multi Channel Fiber Optic Cable Core
Newly Proposed Multi Channel Fiber Optic Cable CoreNewly Proposed Multi Channel Fiber Optic Cable Core
Newly Proposed Multi Channel Fiber Optic Cable Core
 
Security Sector Reform toward Professionalism of Military and Police
Security Sector Reform toward Professionalism of Military and PoliceSecurity Sector Reform toward Professionalism of Military and Police
Security Sector Reform toward Professionalism of Military and Police
 
Stress An Undetachable Condition of Life
Stress An Undetachable Condition of LifeStress An Undetachable Condition of Life
Stress An Undetachable Condition of Life
 
Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...
Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...
Comparative Studies of Diabetes in Adult Nigerians Lipid Profile and Antioxid...
 
Novel Drug Delivery System An Overview
Novel Drug Delivery System An OverviewNovel Drug Delivery System An Overview
Novel Drug Delivery System An Overview
 
Security Issues Related to Biometrics
Security Issues Related to BiometricsSecurity Issues Related to Biometrics
Security Issues Related to Biometrics
 
Comparative Analysis of Different Numerical Methods for the Solution of Initi...
Comparative Analysis of Different Numerical Methods for the Solution of Initi...Comparative Analysis of Different Numerical Methods for the Solution of Initi...
Comparative Analysis of Different Numerical Methods for the Solution of Initi...
 
Evaluation of Different Paving Mixes Using Optimum Stabilizing Content
Evaluation of Different Paving Mixes Using Optimum Stabilizing ContentEvaluation of Different Paving Mixes Using Optimum Stabilizing Content
Evaluation of Different Paving Mixes Using Optimum Stabilizing Content
 
An Experimental Investigation on CMA
An Experimental Investigation on CMAAn Experimental Investigation on CMA
An Experimental Investigation on CMA
 

Recently uploaded

June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...
Levi Shapiro
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Thiyagu K
 
Advantages and Disadvantages of CMS from an SEO Perspective
Advantages and Disadvantages of CMS from an SEO PerspectiveAdvantages and Disadvantages of CMS from an SEO Perspective
Advantages and Disadvantages of CMS from an SEO Perspective
Krisztián Száraz
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
Peter Windle
 
Pride Month Slides 2024 David Douglas School District
Pride Month Slides 2024 David Douglas School DistrictPride Month Slides 2024 David Douglas School District
Pride Month Slides 2024 David Douglas School District
David Douglas School District
 
JEE1_This_section_contains_FOUR_ questions
JEE1_This_section_contains_FOUR_ questionsJEE1_This_section_contains_FOUR_ questions
JEE1_This_section_contains_FOUR_ questions
ShivajiThube2
 
Model Attribute Check Company Auto Property
Model Attribute  Check Company Auto PropertyModel Attribute  Check Company Auto Property
Model Attribute Check Company Auto Property
Celine George
 
Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
Balvir Singh
 
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
Nguyen Thanh Tu Collection
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
TechSoup
 
Normal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of LabourNormal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of Labour
Wasim Ak
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
chanes7
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Akanksha trivedi rama nursing college kanpur.
 
Acetabularia Information For Class 9 .docx
Acetabularia Information For Class 9  .docxAcetabularia Information For Class 9  .docx
Acetabularia Information For Class 9 .docx
vaibhavrinwa19
 
S1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptxS1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptx
tarandeep35
 
Azure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHatAzure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHat
Scholarhat
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
EverAndrsGuerraGuerr
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
Celine George
 
Lapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdfLapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdf
Jean Carlos Nunes Paixão
 

Recently uploaded (20)

June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
 
Advantages and Disadvantages of CMS from an SEO Perspective
Advantages and Disadvantages of CMS from an SEO PerspectiveAdvantages and Disadvantages of CMS from an SEO Perspective
Advantages and Disadvantages of CMS from an SEO Perspective
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
 
Pride Month Slides 2024 David Douglas School District
Pride Month Slides 2024 David Douglas School DistrictPride Month Slides 2024 David Douglas School District
Pride Month Slides 2024 David Douglas School District
 
JEE1_This_section_contains_FOUR_ questions
JEE1_This_section_contains_FOUR_ questionsJEE1_This_section_contains_FOUR_ questions
JEE1_This_section_contains_FOUR_ questions
 
Model Attribute Check Company Auto Property
Model Attribute  Check Company Auto PropertyModel Attribute  Check Company Auto Property
Model Attribute Check Company Auto Property
 
Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
 
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
 
Normal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of LabourNormal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of Labour
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
 
Acetabularia Information For Class 9 .docx
Acetabularia Information For Class 9  .docxAcetabularia Information For Class 9  .docx
Acetabularia Information For Class 9 .docx
 
S1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptxS1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptx
 
Azure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHatAzure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHat
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
 
Lapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdfLapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdf
 

A Possible Role of Rosmarinic Acid against CD2 Associated Protein for the Treatment of Multiple Sclerosis through in Silico Approach

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 5 Issue 5, July-August 2021 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1171 A Possible Role of Rosmarinic Acid against CD2-Associated Protein for the Treatment of Multiple Sclerosis through in Silico Approach Jitin Kumar1 , Tejaswee Anand1 , Ritika Sharma1 , Noopur Khare2 , Abhimanyu Kumar Jha1 , Yamini Dixit1 1 Department of Biotechnology, Faculty of Life Sciences, Institute of Applied Medicines and Research, Ghaziabad, Uttar Pradesh, India 2 Shri Ramswaroop Memorial University, Barabanki, Uttar Pradesh, India ABSTRACT Multiple sclerosis is a chronic inflammatory neurodegenerative disorder which directly affects Central Nervous System (CNS). People with MS suffer with an episodic reversible memory loss during the initial stages and later it leads to the neurological deterioration. Number of research and studies has been done on the natural compounds and phytochemical compounds in order to develop the particular drug for the treatment of MS in-vivo &in- vitro. The present study focuses on the inhibitory effect of Rosmarinic acid against the effect of CD2 Associated protein with the help of Molecular Docking. Molecular Docking basically screens the ligand and the target protein and shows the interaction between them on the basis of the minimum binding affinities and drug likeliness properties. In our research, docking was performed between CD2-Associated protein and selected ligands with the help of docking software. Ligands were selected on the basis of their minimum Binding affinities and finally by their drug likeliness properties. Rosmarinic acid (BA- -5.6) was the resultant ligand of our recent study. It showed the perfect interaction with CD2-Associated protein. Therefore, we may conclude that Rosmarinic acid may act as a compound which may be used as a drug for the treatment of multiple sclerosis fromfurther in vitro and in vivostudies in future. KEYWORDS: Multiple Sclerosis, Central Nervous System, Rosmarinic acid, Docking, Binding affinities How to cite this paper: Jitin Kumar | Tejaswee Anand | Ritika Sharma | Noopur Khare | Abhimanyu Kumar Jha | Yamini Dixit "A Possible Role of Rosmarinic Acid against CD2- Associated Protein for the Treatment of Multiple Sclerosis through in Silico Approach" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456- 6470, Volume-5 | Issue-5, August 2021, pp.1171-1176, URL: www.ijtsrd.com/papers/ijtsrd44979.pdf Copyright © 2021 by author (s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0) INTRODUCTION Multiple sclerosis (MS) is an inflammatory, chronic auto immunological neurologic disease of our Central Nervous System (CNS) [1, 2].The myelinated axons in the CNS are affected in MS which leads to the destruction of axons and myelin at varying degree [3, 4]. There are unpredictable course of MS. MS patients basically suffers from episodic reversible neurological deficits at the initial stages of disease, which further leads to progression in neurological deterioration. Apart from several studies, still the cause of MS is unknown, but it has been observed that it involves the combination of nongenetic trigger factors such as metabolism, environmental factors and a virus and genetic susceptibilities which together results in a self – sustaining autoimmune disorder which ultimately leads to recurrent immune attacks on the CNSand a genetic susceptibilities [5]. Based on course of disease, neurologists grouped patients into four categories [2]: Relapsing–remitting MS: It is one of the most general forms of MS with which around 85% of population is affected by MS. It covers the symptoms such as relapses or exacerbations which are followed by remission periods. Secondary progressive MS:It develops in some patientswith relapsing–remitting disease. The treatment done by disease- modifying agents in many patients can help to modify such progression. It does not depend on periods of remission and the disease course still continues. Primary progressive MS: approximately of about 10% of MS population is affected. From the beginning itself the symptoms of the disease get IJTSRD44979
  • 2. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1172 worsen. Lack of relapses or remissions followed by occasional plateaus rarely. The most resistant form of MS towards drugs. Progressive-relapsing MS: This form is the rare form of MSwhich effect of about less than 5% of MS population. This also lacks the period of remission. MS do not have any single diagnostic test. There are few evidence which are based on the diagnostic of MS and they are: the white matter of CNS must have at least two different lesions (plaques or scars); at least two different episodes in the disease course (the time dissemination criterion); and there must be chronic inflammation of the CNS. The presence of one or more symptoms may determine that the person is suffering from MS [2]. Typically people of age between 20 to 40 years suffer from MS; occasionally, it present in late middle age or in childhood [6]. CD2- associated protein (CD2AP), an adaptor protein which is associated with various membrane proteins which include polycystin-2, being mutated in type 2 autosomal dominant polycystic kidney disorder and nephrin, which is mutated in congenital nephrotic syndrome of the Finnish type. It is proved that both protein functions in maintenance maintenance of the integrity of the nephrons [14, 15]. It has been proved that according to Crespo-Bujosa, [7] report MS has three types of categorized symptoms that are Physical, Neurocognitive and Psychological. Since from time it has been proved that the phytochemical and natural compounds are coming in picture for making drug for MS as proper cure and diagnose is still unknown. It has been proved that Curcumin is considered as the phytochemical compound which has traditionally been used to treat inflammatory disorders and healing wounds [8]. According to the number of experiments conducted it has been proved till now that Curcumin act as an antioxidant by protecting the brain against various oxidative stressors, act as an anti-aging agent [9]. A plant named Hypericum perforatum belongs to Hypericaceae family has been proved to be used in making traditional medicines in treating mild and moderate depression, and also has been used as wound healing agent, antioxidant and anti- inflammatory agent [10]. Some other natural products such as hemp, evening primrose, Ginko biloba has been proved to have the antioxidant and anti- inflammatory properties which directly act on the CNS [11-13]. Molecular docking is one of the emerging tools which are used in drug designing and drug discovery. The drugs are designed on the basis of technique of computer-assisted drug design (CADD). Molecular docking is the most frequent virtual screening method, most commonly at the place when there is availability of 3D structures of the selected target protein and ligand. Both the structures of protein- ligand complexes along with binding affinity between ligand and protein is considered as important information for lead optimization for designing drug. There are two steps involved in docking process: to predict the position and confirmation of ligand molecule along with its orientation with ligand sites and their assessment with the binding affinity. We studied these steps in detail in our theory section. Protein- ligand docking is one of the important and frequently used molecular docking due to its therapeutic applications in modern structure-based drug design. In our research we studied about three natural compounds named pulegone, rosmarinic acid and allo ocimene. The main aim of our current was to analyze the interaction of the ligands we selected against CD- 2 Associated protein for the treating Multiple Sclerosis with in silico docking approach. MATERIALS AND METHOD Identification of protein target CD2-associated protein (CD2AP), an adaptor protein which is associated with various membrane proteins which include polycystin-2, being mutated in type 2 autosomal dominant polycystic kidney disorder and nephrin, which is mutated in congenital nephrotic syndrome of the Finnish type. It is proved that both protein functions in maintenance maintenance of the integrity of the nephrons [14, 15]. In our research it was reported that CD2-associated protein shows its involvement in pathogenesis of Multiple Sclerosis. The structure of CD2 associated protein from UniProt (https://www.uniprot.org/) having good resolution was selected. The selected protein 3D structure having resolution 1.58 Å with PDB ID 4X1V was retrieved from RCSB Protein Data Bank (PDB) (https://www.rcsb.org/) in .pdb format. Then water molecules were deleted followed by addition of hydrogen molecules. Brookhaven National Laboratories established PDB in year 1971. PDB is the universal tool containing all the structural data of biological macromolecule [16]. Retrieval of Ligand Our recent Research focuses on three natural compounds named Rosmarinic Acid, Allo ocimene and Pulegone. Rosmarinic acid is one of the common ester which is formed by caffeic acid and lactic acid which is accumulated in various plant species [17, 18]. Allo ocimene have shown the healing property against MS.
  • 3. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1173 Pulegone is a monoterpene which is found in essential oils made from plants of the Labiatae family [19]. These three ligands were chosen on the behalf of the literature. The 3D structures of the ligands were retrieved from PubChem, an online database (https://pubchem.ncbi.nlm.nih.gov/) in .sdf format. Then compounds in .sdf format were converted to .pdb format through Online SMILES Translator (https://cactus.nci.nih.gov/translate/). The converted files in .pdb format were further downloaded and later were used to run in different softwares and tools. Virtual Screening Virtual screening of ligands were performed through PyRx software. PyRx basically screens the ligands which have minimum binding energy with the selected protein target. This software runs on .pdbqt format. Initially, protein molecule was loaded in the PyRx screen and .pdf format files of the ligand were converted into .pdbqt format. In addition to this step the ligand molecules which were in .sdf format were downloaded. The energies from the selected ligands were minimized at first and then they were converted to .pdbqt format. Further docking was carried out between ligand molecules and protein targets. The results were analyzed on the basis of the ligands minimum binding affinities. Drug Likeliness Property Analysis After analyzing the binding affinity drug likeliness property was checked for the selected ligands which was based on Lipinski’s Rule of Five which states the following: Ligands molecular weight must be less than 500 Dalton. High Lipophilicity (expressed as LogP (partition coefficient) less than 5) Number of Hydrogen Donors must be less than 5. Number of Hydrogen bond acceptors must be less than 10. Only one rule should violate among the above 4. Final docking step was conducted on the screened ligand which show drug like properties. We analyzed Lipinski’s rule of five through SwissADME (http://www.swissadme.ch/.) an online server. The SMILE notations of the selected screened ligands were copied from PubChem and were pasted in SwissADME for the analyses of Lipinski’s rule of five. The resultant ligands which were following Lipinski’s rule of five were further taken for final docking. Final docking step was performed through AutoDock Vina. Docking through AutoDock Vina using MGL Tools The protein target was loaded which was in .pdb format on the graphical window of AutoDock Vina. Further the water molecules were deleted followed by addition of polar hydrogen atoms along with Kollman charges into the protein target molecule. The final resultant protein molecule was converted to .pdbqt format. The selected ligands which were having less binding energy and were also following Lipinski's rule of five were then imported on the graphical window. Through this step all the ligands were converted into .pdbqt format from .pdb format. Afterwards, both the protein molecule and the final selected ligand in .pdbqt format were loaded on AutoDock Vina graphical window. Further the boundaries along with dimensions of the Grid box were adjusted as shown in Figure 1 for final docking After preparing protein and ligand molecule docking was performed by using Command Prompt and then analyzed the final result. Figure 1: Grid Box Structural Visualization through PyMOL PyMOL is the freely available software tool which was used for visualizing the structure of protein and ligand molecule along with their interaction. When docking step through AutoDock Vina was completed, the output file with a name output.pdbqt was automatically saved. The output.pdbqt and protein.pdbqt file were loaded on the graphical screen of PyMOL 2.4. The final interaction between the ligand and protein were visualized.
  • 4. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1174 RESULT AND DISCUSSION CD2-Associated protein (PDB ID 4X1V) having resolution 1.58Å was downloaded from Protein Data Bank as shown in Figure 2. The 3D structures of Pulegone (CID: 442495), Allo ocimene (CID: 5368821) and Rosmarinic acid (CID: 5281792) were retrieved from PubChem in .sdf format as shown in Figure 3. It was further converted to .sdf format and the structure was downloaded in .pdb format. Figure 2: 3D Structure of CD2-Associated protein ALLO OCIMENE CID : 5368821 MF : C10H16 MW: 136.23 g/mol PULEGONE CID: 442495 MF: C10H16O MW: 152.23g/mol ROSMARINIC ACID CID: 5281792 MF: C18H16O8 MW: 360.31g/mol Figure 3: 3D Structure of Ligand Virtual screening of the following ligands named Pulegone, Allo ocimene and Rosmarinic acid was done via PyRx Software. The binding affinities of the selected ligands Pulegone, Allo ocimene and rosmarinic acid are shown in Table 1. Binding energies of the compounds Pulegone, Allo ocimene and rosmarinic acid are shown in Table 2. TABLE 1: Ligand Binding Affinity, RMSD upper bond, RMSD lower bond and mode. LIGAND BINDING AFFINITY MODE RMSD Upper Bond RMSD Lower Bond PULEGONE -5.5 0 0 0 ALLO OCIMENE -4.8 0 0 0 ROSMARINIC ACID -5.6 0 0 0 TABLE 2: Binding Energy of Natural compounds NATURAL COMPOUNDS BINDING ENERGY PULEGONE -5.5 ALLO OCIMENE -4.8 ROSMARINIC ACID -5.6 The ligands based on their minimum Binding energy were selected. Pulegone and Rosmarinic acid were the final selected ligands from PyRx results. The ligands were further screened on the basis of Drug likeliness property. This property analysis was performed with the help of SwissADME. The selected ligands were later analyzed on the basis of Lipinski’s Rule of Five as shown in Table 3. After complete analysis Allo ocimene was the only resulted ligand which was having minimum binding energy with our protein molecule and also it also followed the Lipinski’s Rule of Five.
  • 5. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1175 LIGAND MOLECULAR WEIGHT LOG Po/w H- DONAR H- ACCEPTOR LIPINSKI PULEGONE 152.2.g/mol 2.20 1 0 YES, 0 VOILATION ROSMARINIC ACID 360.31g/mol 0.90 8 5 YES, 0 VOILATION TABLE 3: Drug Likeliness Property of Ligand Finally the docking between CD2-Associated protein (PDB ID: 4XIV) and Rosmarinic acid (CID: 5281792) was performed via AutoDock Vina software. As per the results, total 9 poses having different binding affinities, Root Mean Square lower bound, Root Mean Square upper bound were observed as shown in Table 4. Final interaction between the selected Ligand molecule and the Protein target was observed in PyMOL. Mode Binding Affinity (K cal/mol) Distance from best mode RMSD lower bound RMSD upper bound 1 -9.6 0 0 2 -9.5 21.225 22.145 3 -9.5 20.158 21.456 4 -9.4 19.257 22.146 5 -9.4 22.879 25.143 6 -9.4 22.187 25.357 7 -9.4 21.457 23.571 8 -9.3 23.192 24.127 9 -9.3 24.137 25.163 TABLE 4: Auto Dock Vina Result CONCLUSION Several studies have been carried out to study the development of drug for the treatment of Multiple Sclerosis. Various neuroprotective compounds have been studied with other phytochemicals for treatment of this disease as there is no particular drug and the diagnostic method for treating MS. In our study, we worked on different natural compounds such as rosmarinic acid, Pulegone and Allo Ocimene and a protein CD2 -Associated protein. Molecular Docking was performed on the basis of binding affinity and drug likeliness property of the natural compound in association with selected protein. Rosmarinic acid was the only protein which showed the best interaction with the target protein. Therefore, we may consider rosmarinic acid as the natural compound which may be used as a drug for treatment of MS. CONFLICT OF INTEREST The authors declare that there is no conflict of interest. ACKNOWLEDGEMENT The authors acknowledge the help provided by the Department of Biotechnology, Faculty of Life Sciences, Institute of Applied medicines and Research, Ghaziabad, Uttar Pradesh, India. REFERENCES [1] Calabresi PA. Diagnosis and management of multiple sclerosis. Am Fam Physician. 2004 Nov 15;70(10):1935-44. PMID: 15571060. [2] Hauser SL, Goodwin DS. Multiple sclerosis and other demyelinating diseases. In: Fauci AS, Braunwald E, Kasper DL, Hauser SL, eds. Harrison’s Principles of Internal Medicine, vol. II, 17th ed. New York: McGraw-Hill Medical; 2008:2611–2621. [3] Weinshenker BC. Epidemiology of multiple sclerosis. Neurol Clin 1996;142:1–308. [4] Olek MJ. Epidemiology, risk factors and clinical features of multiple sclerosis in adults. Available at: www.uptodate.com/contents/epidemiology- and-clinical-feat. [5] Cree BAC. Multiple sclerosis. In: Brust JCM, ed. Current Diagnosis and Treatment in Neurology. New York: Lange Medical Books/McGraw-Hill Medical; 2007. [6] Cree BAC. Multiple sclerosis. In: Brust JCM, ed. Current Diagnosis and Treatment in Neurology. New York: Lange Medical Books/McGraw-Hill Medical; 2007. [7] Crespo-Bujosa, H.B. (2014). Esclerosis Multiple. Retomando la vida. Manual de educación e intervención basada en la evidencia. Createspace. [8] Mahmoudian Sani, M.R., Asadi-Samani, M., Rouhi-Boroujeni, H., & Banitalebi-Dehkordi, M. (2016). Phytopharmacology and
  • 6. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD44979 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 1176 phytotherapy of regulatory T cells: A new approach to treat Multiple Sclerosis. Der Pharmacia Lettre, 8(3), 215-220. [9] Nabiuni, M., Nazari, Z., Angaji, A., & Nejad, S. (2011). Neuroprotective effects of Curcumin. Australian Journal of; Basic and Applied Sciences, 5(9), 2224-2240. [10] Mahmoudian Sani, M.R., Asadi-Samani, M., Rouhi-Boroujeni, H., & Banitalebi-Dehkordi, M.(2016). Phytopharmacology and phytotherapy of regulatory T cells: A new approach to treat Multiple Sclerosis. Der Pharmacia Lettre, 8(3), 215-220. [11] Brondino, N., De Silvestri, A., Re, S., Lanati, N., Thiemann, P., Verna, A., Emanuele, E., & Politi, P. (2013). A systematic review and meta-analysis of Ginkgo Biloba in neuropsychiatric disorders: From ancient tradition to modern-day medicine. Evidence- Based Complementary and Alternative Medicine, 2013, 1-11. Recovered August 1, 2017 from Hindawi.com. http://dx.doi.org/10.1155/2013/915691. [12] David, Gh., Niţă, S., & Borcean, A. (2009). Oenothera biennis L. In South-western Banat. Research Journal of Agricultural Science, 41(2), 512-517. [13] Piccaglia, R., Grandi, S., Zatta, A., & Amaducci, S. (2005). Essential oils from Cannabis sativa L. Department of Agro environmental Sciences, Research Group on Industrial Crops. Recovered from https://www.researchgate.net/publication/26598 1859. [14] Jansson S, Olkkonen V, Martin-Parras L, Chavrier P, Stapleton M, Zerial M, Lehtonen E.Mouse metanephric kidney as a model system for identifying developmentally regulated genes.J Cell Physiol1731997147151 Crossref | PubMed | ISI | Google Scholar. [15] Lehtonen S, Ora A, Olkkonen VM, Geng L, Zerial M, Somlo S, Lehtonen E.In vivo interaction of the adapter protein CD2- associated protein with the type 2 polycystic kidney disease protein, polycystin-2.J Biol Chem27520003288832893 Crossref | PubMed | ISI | Google Scholar. [16] Sureshkumar P, Senthilraja O, Kalavathy S. In silico docking analysis of Calotropis gigantean (l.) R. BR derived compound against anti- cervical activity. Bioinfo Publication 2012;1(1);9-12. [17] Khojasteh A, Mirjalili MH, Hidalgo D, Corchete P, Palazon J. New trends in biotechnological production of rosmarinic acid. Biotechnol Lett 2014; 36: 2393-2406 [18] 2 Petersen M. Rosmarinic acid: new aspects. Phytochem Rev 2013; 12: 207-227 [19] Kocovský P., Turecek F., and Hájícek J. (1986), Synthesis of Natural Products: Problems of Stereo selectivity. CRC Press, Boca Raton, p. 186.