SlideShare ist ein Scribd-Unternehmen logo
1 von 23
AN
UNDERGRADUATE SEMINAR
PRESENTATION
On
The Roles Of Bioinformatics in the Drug
Discovery Process
Department of Biochemistry,
Faculty of Life Sciences,
University of Ilorin, March 2015.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
THE ROLES OF BIOINFORMATICS
IN
THE DRUG DISCOVERY PROCESS
Presented
By
ADEBOWALE, Qazeem Omotola
11/55EH018
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
OUTLINES
Introduction
The Drug Discovery
Applications of Bioinformatics
in The drug Discovery Process
Conclusion
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
Definition of Bioinformatics
As defined by National Center for
Biotechnology Information (2001).
As defined by Lopresti (2008).
Aims of Bioinformatics
To Store and arrange,
To analyze,
To interpret vast amount of large data
INTRODUCTION
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
Figure 1: Illustrating the definition of bioinformatics
(Lopresti, 2008).
INTRODUCTION (Contd.)
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
THE DRUG DISCOVERY
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
What is Drug?
In pharmacology, Drug is any chemical
agent that alters the biochemical or
physiological processes of tissues or
organisms (United Nations Office Drug and
Crime, 2015 ).
Definition of drug
discovery
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
THE DRUG DISCOVERY PROCESS
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
THE DRUG DISCOVERY PROCESS
Developing a new drug (figure 2) is
Lengthy (Ibekwe and Ameh, 2014),
Risky
It involves a number of processes, that
are very expensive, figure 3, (Bie et al,
2015).
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
Review and approval by Food &
Drug Administration
1 compound
approved
Phase III: Confirms effectiveness and monitors adverse
reactions from long-term use in 1,000 to
5,000 patient volunteers.
Phase II: Assesses effectiveness and looks for
side effects in 100 to 500 patient volunteers.
Phase I: Evaluates safety and dosage
in 20 to 100 healthy human volunteers.
5 compounds enter
clinical trials
Discovery and preclininal testing:
Compounds are identified and evaluated in
laboratory and animal studies for safety,
biological activity, and formulation.
5,000 compounds
evaluated
0 2 4 6 8 10 12 14 Years 16
Figure 2 : how risky and lengthy traditional drug discovery is (Source: Tufts
Center for the Study of Drug Development)
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
Figure 3 : How expensive the traditional drug discovery is
(Jayaram et al.)
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
Stages involve in the
discovery of drugs (figure 4)
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
Drug Discovery & Development
Identify disease
Isolate protein
involved in
disease (2-5 years)
Find a drug effective
against disease protein
(2-5 years)
Preclinical testing
(1-3 years)
Human clinical trials
(2-10 years)
FDA approval
(2-3 years)
Figure 4: Illustrating the stages of drug
discovery process (according to Tenthoff,
2006)
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
APPLICATION OF
BIOINFORMATICS IN
THE DRUG DISCOVERY
PROCESS
The application of bioinformatics cut
across all the process of drug discovery,
thereby
Reducing the risk of drug failure
Making it a bit cheaper
Reducing the time spent in the
discovery
And also automates the entire process,
thereby reducing human intervention.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
ROLES OF BIOINFORMATICS IN THE DRUG DISCOVERY PROCESS
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
APPLICATIONS OF THE DRUG DISCOVERY PROCESS
IN TARGET IDENTIFICATION:
One need to know about the molecular bases
of the disease
Bioinformatics method have been used to
virtually screen target for compound that
binds and inhibit the protein (Searls , 2000).
IN TARGET VALIDATION
A target needs to be evaluated to ensure
that modulation of the target, will have
desired therapeutic effect.
This process can be accelerated with
bioinformatics tools, therefore speeds up
target validation step significantly (searls
, 2000).
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
APPLICATIONS OF THE DRUG DISCOVERY PROCESS
IN LEAD IDENTIFICATION
High throughput screening is a major
strategy for the discovery of new leads
(Evans 2009).
With Bioinformatics, protein targets are
screened against database of small
molecule compounds, to see which
molecule binds strongly to the targets.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
IN LEAD OPTIMIZATION
The computational technique used in
refining the structure of lead compound is
QSAR - Quantity Structure Activity
Relationship (Roa and Srinivas 2011).
The information from QSAR can be used
to suggests new chemical modifications
for synthesis and testing (Roa and
Srinivas 2011).
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
IN PRE CLINICAL TESTING
Test is done with or without the use of
animals
Purpose: To limit the risk of novel
drugs
Preclinical testing involves:
Pharmacology,
Toxicology,
Pharmacokinetics, etc. (Roa and
Srinivas 2011).
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
ROLES IN CLINICAL TRIALS
The bioavailability and bioactivity of drugs are:
absorption, distribution, metabolism, excretion,
toxicity (ADMET) and efficacy (Roa and Srinivas
2011).
Although these properties are usually
measured in the lab, they can also be
predicted in advance with bioinformatics such
as C2-ADME, TOPKAT, CLOGP, DrugMatrix,
AbSolv, Bioprint, GastroPlus (Roa and Srinivas
2011).
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
Identify disease
Isolate protein
Find drug
Preclinical testing
GENOMICS, PROTEOMICS & BIOPHARM.
HIGH THROUGHPUT SCREENING
MOLECULAR MODELING
VIRTUAL SCREENING
COMBINATORIAL CHEMISTRY
IN VITRO & IN SILICO ADME MODELS
Potentially producing many more targets
and “personalized” targets
Screening up to 100,000 compounds a
day for activity against a target protein
Using a computer to
predict activity
Rapidly producing vast numbers
of compounds
Computer graphics & models help improve activity
Tissue and computer models begin to replace animal testing
Figure 5 : Summary of the application of bioinformatics in the
drug discovery process (According to Searls , 2000).
The drug discovery and development process is a long
and expensive one. It starts from target identification, to
Clinical trials before it is being approved.
Therefore before any newly discovered drug is placed
on the market, it must undergo extreme preclinical and
clinical tests and get a regulatory approval.
Due to the limitation of throughput, accuracy and cost,
experimental techniques cannot be applied widely, therefore,
in recent times the drug discovery process has shifted to the
use of BIOINFORMATICS.
Bioinformatics approach has been of great importance to
develop fast and accurate target identification and
prediction method for the discovery.
THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.
CONCLUSION
6/19/2015 3:19:54 PM
Department of Biochemistry, Faculty of Life
Sciences, University of Ilorin, Ilorin.

Weitere ähnliche Inhalte

Was ist angesagt? (20)

LECTURE NOTES ON BIOINFORMATICS
LECTURE NOTES ON BIOINFORMATICSLECTURE NOTES ON BIOINFORMATICS
LECTURE NOTES ON BIOINFORMATICS
 
Tools and database of NCBI
Tools and database of NCBITools and database of NCBI
Tools and database of NCBI
 
Applications of Proteomics Science
Applications of Proteomics ScienceApplications of Proteomics Science
Applications of Proteomics Science
 
Bioinformatics and Drug Discovery
Bioinformatics and Drug DiscoveryBioinformatics and Drug Discovery
Bioinformatics and Drug Discovery
 
Protein array, types and application
Protein array, types and applicationProtein array, types and application
Protein array, types and application
 
Motif & Domain
Motif & DomainMotif & Domain
Motif & Domain
 
Homology modeling
Homology modelingHomology modeling
Homology modeling
 
Primary and secondary databases ppt by puneet kulyana
Primary and secondary databases ppt by puneet kulyanaPrimary and secondary databases ppt by puneet kulyana
Primary and secondary databases ppt by puneet kulyana
 
Functional proteomics, methods and tools
Functional proteomics, methods and toolsFunctional proteomics, methods and tools
Functional proteomics, methods and tools
 
Scop database
Scop databaseScop database
Scop database
 
BLAST
BLASTBLAST
BLAST
 
Ddbj
DdbjDdbj
Ddbj
 
protein data bank
protein data bankprotein data bank
protein data bank
 
Computational biology
Computational biologyComputational biology
Computational biology
 
Threading modeling methods
Threading modeling methodsThreading modeling methods
Threading modeling methods
 
Protein database
Protein databaseProtein database
Protein database
 
SEQUENCE ANALYSIS
SEQUENCE ANALYSISSEQUENCE ANALYSIS
SEQUENCE ANALYSIS
 
threading and homology modelling methods
threading and homology modelling methodsthreading and homology modelling methods
threading and homology modelling methods
 
Protein 3 d structure prediction
Protein 3 d structure predictionProtein 3 d structure prediction
Protein 3 d structure prediction
 
Uni prot presentation
Uni prot presentationUni prot presentation
Uni prot presentation
 

Andere mochten auch

Applications Of Bioinformatics In Drug Discovery And Process
Applications Of Bioinformatics In Drug Discovery And ProcessApplications Of Bioinformatics In Drug Discovery And Process
Applications Of Bioinformatics In Drug Discovery And ProcessProf. Dr. Basavaraj Nanjwade
 
A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015
A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015
A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015Francis Rowland
 
Traditional drug discovery process design 6 powerpoint ppt slides.
Traditional drug discovery process design 6 powerpoint ppt slides.Traditional drug discovery process design 6 powerpoint ppt slides.
Traditional drug discovery process design 6 powerpoint ppt slides.SlideTeam.net
 
A UX Journey into the World of Early Drug Discovery
A UX Journey into the World of Early Drug DiscoveryA UX Journey into the World of Early Drug Discovery
A UX Journey into the World of Early Drug DiscoveryJennifer Cham
 
Drug discovery Using Bioinformatic
Drug discovery Using BioinformaticDrug discovery Using Bioinformatic
Drug discovery Using BioinformaticSuhad Jihad
 
Innovation decision making new product development preclinical fda formulatio...
Innovation decision making new product development preclinical fda formulatio...Innovation decision making new product development preclinical fda formulatio...
Innovation decision making new product development preclinical fda formulatio...SlideTeam.net
 
DRUG DESIGN BASED ON BIOINFORMATICS TOOLS
DRUG DESIGN BASED ON BIOINFORMATICS TOOLSDRUG DESIGN BASED ON BIOINFORMATICS TOOLS
DRUG DESIGN BASED ON BIOINFORMATICS TOOLSNIPER MOHALI
 
Introduction to the drug discovery process
Introduction to the drug discovery processIntroduction to the drug discovery process
Introduction to the drug discovery processThanh Truong
 
Drug discovery process style 5 powerpoint presentation templates
Drug discovery process style 5 powerpoint presentation templatesDrug discovery process style 5 powerpoint presentation templates
Drug discovery process style 5 powerpoint presentation templatesSlideTeam.net
 
STRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERY
STRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERYSTRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERY
STRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERYTHILAKAR MANI
 
2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near future2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near futureAlain van Gool
 
Business powerpoint presentations process diagram six decisions cycle flow ch...
Business powerpoint presentations process diagram six decisions cycle flow ch...Business powerpoint presentations process diagram six decisions cycle flow ch...
Business powerpoint presentations process diagram six decisions cycle flow ch...SlideTeam.net
 
Basics of bioinformatics
Basics of bioinformaticsBasics of bioinformatics
Basics of bioinformaticsAbhishek Vatsa
 
Bioinformatics
BioinformaticsBioinformatics
BioinformaticsJTADrexel
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and developmentrahul_pharma
 

Andere mochten auch (19)

Applications Of Bioinformatics In Drug Discovery And Process
Applications Of Bioinformatics In Drug Discovery And ProcessApplications Of Bioinformatics In Drug Discovery And Process
Applications Of Bioinformatics In Drug Discovery And Process
 
ABT 609 PPT
ABT 609 PPTABT 609 PPT
ABT 609 PPT
 
A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015
A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015
A UX Journey into the World of Early Drug Discovery - UX Cambridge 2015
 
Drug design
Drug design Drug design
Drug design
 
Traditional drug discovery process design 6 powerpoint ppt slides.
Traditional drug discovery process design 6 powerpoint ppt slides.Traditional drug discovery process design 6 powerpoint ppt slides.
Traditional drug discovery process design 6 powerpoint ppt slides.
 
A UX Journey into the World of Early Drug Discovery
A UX Journey into the World of Early Drug DiscoveryA UX Journey into the World of Early Drug Discovery
A UX Journey into the World of Early Drug Discovery
 
Drug discovery Using Bioinformatic
Drug discovery Using BioinformaticDrug discovery Using Bioinformatic
Drug discovery Using Bioinformatic
 
Innovation decision making new product development preclinical fda formulatio...
Innovation decision making new product development preclinical fda formulatio...Innovation decision making new product development preclinical fda formulatio...
Innovation decision making new product development preclinical fda formulatio...
 
DRUG DESIGN BASED ON BIOINFORMATICS TOOLS
DRUG DESIGN BASED ON BIOINFORMATICS TOOLSDRUG DESIGN BASED ON BIOINFORMATICS TOOLS
DRUG DESIGN BASED ON BIOINFORMATICS TOOLS
 
Genomics & Proteomics Based Drug Discovery
Genomics & Proteomics Based Drug DiscoveryGenomics & Proteomics Based Drug Discovery
Genomics & Proteomics Based Drug Discovery
 
Introduction to the drug discovery process
Introduction to the drug discovery processIntroduction to the drug discovery process
Introduction to the drug discovery process
 
Drug discovery process style 5 powerpoint presentation templates
Drug discovery process style 5 powerpoint presentation templatesDrug discovery process style 5 powerpoint presentation templates
Drug discovery process style 5 powerpoint presentation templates
 
STRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERY
STRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERYSTRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERY
STRUCTURE BASED DRUG DESIGN - MOLECULAR MODELLING AND DRUG DISCOVERY
 
Molecular modelling
Molecular modelling Molecular modelling
Molecular modelling
 
2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near future2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near future
 
Business powerpoint presentations process diagram six decisions cycle flow ch...
Business powerpoint presentations process diagram six decisions cycle flow ch...Business powerpoint presentations process diagram six decisions cycle flow ch...
Business powerpoint presentations process diagram six decisions cycle flow ch...
 
Basics of bioinformatics
Basics of bioinformaticsBasics of bioinformatics
Basics of bioinformatics
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and development
 

Ähnlich wie The Role of Bioinformatics in The Drug Discovery Process

Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...inventionjournals
 
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...inventionjournals
 
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...inventionjournals
 
Antti haapalinna 10th december 08 oulu1
Antti haapalinna 10th december 08 oulu1Antti haapalinna 10th december 08 oulu1
Antti haapalinna 10th december 08 oulu1Antti Haapalinna
 
drug discovery
drug discoverydrug discovery
drug discoverymarymelna1
 
Drug response biomcare webinar - jan 2022
Drug response   biomcare webinar - jan 2022Drug response   biomcare webinar - jan 2022
Drug response biomcare webinar - jan 2022Regin Jensen
 
11095_2018_Article_2491.pdf
11095_2018_Article_2491.pdf11095_2018_Article_2491.pdf
11095_2018_Article_2491.pdfFarooqMustafa8
 
Stages of drug development
Stages of drug developmentStages of drug development
Stages of drug developmentmeethy
 
Van tinh nguyen chapter 39-anticancer drugs
Van tinh nguyen chapter 39-anticancer drugsVan tinh nguyen chapter 39-anticancer drugs
Van tinh nguyen chapter 39-anticancer drugsDimpled ĐồngTiền
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and developmentrahul_pharma
 
Drug discovery and development. Introducing
Drug discovery and development. IntroducingDrug discovery and development. Introducing
Drug discovery and development. Introducing7ReeshabhBele
 
Practical biopharmaceutics 1.pptx
Practical biopharmaceutics 1.pptxPractical biopharmaceutics 1.pptx
Practical biopharmaceutics 1.pptxssuser1e0c4e
 
Drugdiscoveryanddevelopment by khadga raj
Drugdiscoveryanddevelopment by khadga rajDrugdiscoveryanddevelopment by khadga raj
Drugdiscoveryanddevelopment by khadga rajKhadga Raj
 
EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS
EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS
EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS KARNATAKA COLLEGE OF PHARMACY
 
PHAR2202 Drug Design And Analytical Methods.docx
PHAR2202 Drug Design And Analytical Methods.docxPHAR2202 Drug Design And Analytical Methods.docx
PHAR2202 Drug Design And Analytical Methods.docxwrite5
 
Current Pharmacology & Toxicology Guidlines For Pharmaceutical Industry
Current Pharmacology & Toxicology Guidlines For Pharmaceutical IndustryCurrent Pharmacology & Toxicology Guidlines For Pharmaceutical Industry
Current Pharmacology & Toxicology Guidlines For Pharmaceutical IndustryProf. Dr. Basavaraj Nanjwade
 

Ähnlich wie The Role of Bioinformatics in The Drug Discovery Process (20)

Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
 
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
 
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
Cytogenetic, Hematological and Enzymes Levels Parameters in the Biomonitoring...
 
Antti haapalinna 10th december 08 oulu1
Antti haapalinna 10th december 08 oulu1Antti haapalinna 10th december 08 oulu1
Antti haapalinna 10th december 08 oulu1
 
drug discovery
drug discoverydrug discovery
drug discovery
 
Drug response biomcare webinar - jan 2022
Drug response   biomcare webinar - jan 2022Drug response   biomcare webinar - jan 2022
Drug response biomcare webinar - jan 2022
 
International Journal of Proteomics & Bioinformatics
International Journal of Proteomics & BioinformaticsInternational Journal of Proteomics & Bioinformatics
International Journal of Proteomics & Bioinformatics
 
Biomarkers & Clinical Research
Biomarkers & Clinical ResearchBiomarkers & Clinical Research
Biomarkers & Clinical Research
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and development
 
OTM_STV-DIR_0
OTM_STV-DIR_0OTM_STV-DIR_0
OTM_STV-DIR_0
 
11095_2018_Article_2491.pdf
11095_2018_Article_2491.pdf11095_2018_Article_2491.pdf
11095_2018_Article_2491.pdf
 
Stages of drug development
Stages of drug developmentStages of drug development
Stages of drug development
 
Van tinh nguyen chapter 39-anticancer drugs
Van tinh nguyen chapter 39-anticancer drugsVan tinh nguyen chapter 39-anticancer drugs
Van tinh nguyen chapter 39-anticancer drugs
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and development
 
Drug discovery and development. Introducing
Drug discovery and development. IntroducingDrug discovery and development. Introducing
Drug discovery and development. Introducing
 
Practical biopharmaceutics 1.pptx
Practical biopharmaceutics 1.pptxPractical biopharmaceutics 1.pptx
Practical biopharmaceutics 1.pptx
 
Drugdiscoveryanddevelopment by khadga raj
Drugdiscoveryanddevelopment by khadga rajDrugdiscoveryanddevelopment by khadga raj
Drugdiscoveryanddevelopment by khadga raj
 
EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS
EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS
EXTRAPOLATION OF IN VITRO DATA TO PRECLINICAL TO HUMANS
 
PHAR2202 Drug Design And Analytical Methods.docx
PHAR2202 Drug Design And Analytical Methods.docxPHAR2202 Drug Design And Analytical Methods.docx
PHAR2202 Drug Design And Analytical Methods.docx
 
Current Pharmacology & Toxicology Guidlines For Pharmaceutical Industry
Current Pharmacology & Toxicology Guidlines For Pharmaceutical IndustryCurrent Pharmacology & Toxicology Guidlines For Pharmaceutical Industry
Current Pharmacology & Toxicology Guidlines For Pharmaceutical Industry
 

Kürzlich hochgeladen

Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfmuntazimhurra
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfrohankumarsinghrore1
 
Pests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPirithiRaju
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfSumit Kumar yadav
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 
Chromatin Structure | EUCHROMATIN | HETEROCHROMATIN
Chromatin Structure | EUCHROMATIN | HETEROCHROMATINChromatin Structure | EUCHROMATIN | HETEROCHROMATIN
Chromatin Structure | EUCHROMATIN | HETEROCHROMATINsankalpkumarsahoo174
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticssakshisoni2385
 
Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxUmerFayaz5
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bSérgio Sacani
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRStunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRDelhi Call girls
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Lokesh Kothari
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )aarthirajkumar25
 
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...Sérgio Sacani
 
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisRaman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisDiwakar Mishra
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSarthak Sekhar Mondal
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPirithiRaju
 
fundamental of entomology all in one topics of entomology
fundamental of entomology all in one topics of entomologyfundamental of entomology all in one topics of entomology
fundamental of entomology all in one topics of entomologyDrAnita Sharma
 
GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)Areesha Ahmad
 
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptxUnlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptxanandsmhk
 

Kürzlich hochgeladen (20)

Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdf
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdf
 
Pests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdf
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdf
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 
Chromatin Structure | EUCHROMATIN | HETEROCHROMATIN
Chromatin Structure | EUCHROMATIN | HETEROCHROMATINChromatin Structure | EUCHROMATIN | HETEROCHROMATIN
Chromatin Structure | EUCHROMATIN | HETEROCHROMATIN
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
 
Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptx
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRStunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )
 
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
 
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisRaman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
 
fundamental of entomology all in one topics of entomology
fundamental of entomology all in one topics of entomologyfundamental of entomology all in one topics of entomology
fundamental of entomology all in one topics of entomology
 
GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)
 
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptxUnlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
 

The Role of Bioinformatics in The Drug Discovery Process

  • 1. AN UNDERGRADUATE SEMINAR PRESENTATION On The Roles Of Bioinformatics in the Drug Discovery Process Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, March 2015. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 2. THE ROLES OF BIOINFORMATICS IN THE DRUG DISCOVERY PROCESS Presented By ADEBOWALE, Qazeem Omotola 11/55EH018 THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 3. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS OUTLINES Introduction The Drug Discovery Applications of Bioinformatics in The drug Discovery Process Conclusion 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 4. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS Definition of Bioinformatics As defined by National Center for Biotechnology Information (2001). As defined by Lopresti (2008). Aims of Bioinformatics To Store and arrange, To analyze, To interpret vast amount of large data INTRODUCTION 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 5. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS Figure 1: Illustrating the definition of bioinformatics (Lopresti, 2008). INTRODUCTION (Contd.) 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 6. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS THE DRUG DISCOVERY 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. What is Drug? In pharmacology, Drug is any chemical agent that alters the biochemical or physiological processes of tissues or organisms (United Nations Office Drug and Crime, 2015 ).
  • 7. Definition of drug discovery THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. THE DRUG DISCOVERY PROCESS
  • 8. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS THE DRUG DISCOVERY PROCESS Developing a new drug (figure 2) is Lengthy (Ibekwe and Ameh, 2014), Risky It involves a number of processes, that are very expensive, figure 3, (Bie et al, 2015). 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 9. 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. Review and approval by Food & Drug Administration 1 compound approved Phase III: Confirms effectiveness and monitors adverse reactions from long-term use in 1,000 to 5,000 patient volunteers. Phase II: Assesses effectiveness and looks for side effects in 100 to 500 patient volunteers. Phase I: Evaluates safety and dosage in 20 to 100 healthy human volunteers. 5 compounds enter clinical trials Discovery and preclininal testing: Compounds are identified and evaluated in laboratory and animal studies for safety, biological activity, and formulation. 5,000 compounds evaluated 0 2 4 6 8 10 12 14 Years 16 Figure 2 : how risky and lengthy traditional drug discovery is (Source: Tufts Center for the Study of Drug Development)
  • 10. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. Figure 3 : How expensive the traditional drug discovery is (Jayaram et al.)
  • 11. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. Stages involve in the discovery of drugs (figure 4)
  • 12. 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. Drug Discovery & Development Identify disease Isolate protein involved in disease (2-5 years) Find a drug effective against disease protein (2-5 years) Preclinical testing (1-3 years) Human clinical trials (2-10 years) FDA approval (2-3 years) Figure 4: Illustrating the stages of drug discovery process (according to Tenthoff, 2006)
  • 13. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. APPLICATION OF BIOINFORMATICS IN THE DRUG DISCOVERY PROCESS
  • 14. The application of bioinformatics cut across all the process of drug discovery, thereby Reducing the risk of drug failure Making it a bit cheaper Reducing the time spent in the discovery And also automates the entire process, thereby reducing human intervention. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. ROLES OF BIOINFORMATICS IN THE DRUG DISCOVERY PROCESS
  • 15. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. APPLICATIONS OF THE DRUG DISCOVERY PROCESS IN TARGET IDENTIFICATION: One need to know about the molecular bases of the disease Bioinformatics method have been used to virtually screen target for compound that binds and inhibit the protein (Searls , 2000).
  • 16. IN TARGET VALIDATION A target needs to be evaluated to ensure that modulation of the target, will have desired therapeutic effect. This process can be accelerated with bioinformatics tools, therefore speeds up target validation step significantly (searls , 2000). THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. APPLICATIONS OF THE DRUG DISCOVERY PROCESS
  • 17. IN LEAD IDENTIFICATION High throughput screening is a major strategy for the discovery of new leads (Evans 2009). With Bioinformatics, protein targets are screened against database of small molecule compounds, to see which molecule binds strongly to the targets. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 18. IN LEAD OPTIMIZATION The computational technique used in refining the structure of lead compound is QSAR - Quantity Structure Activity Relationship (Roa and Srinivas 2011). The information from QSAR can be used to suggests new chemical modifications for synthesis and testing (Roa and Srinivas 2011). THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 19. IN PRE CLINICAL TESTING Test is done with or without the use of animals Purpose: To limit the risk of novel drugs Preclinical testing involves: Pharmacology, Toxicology, Pharmacokinetics, etc. (Roa and Srinivas 2011). THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 20. ROLES IN CLINICAL TRIALS The bioavailability and bioactivity of drugs are: absorption, distribution, metabolism, excretion, toxicity (ADMET) and efficacy (Roa and Srinivas 2011). Although these properties are usually measured in the lab, they can also be predicted in advance with bioinformatics such as C2-ADME, TOPKAT, CLOGP, DrugMatrix, AbSolv, Bioprint, GastroPlus (Roa and Srinivas 2011). THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.
  • 21. Identify disease Isolate protein Find drug Preclinical testing GENOMICS, PROTEOMICS & BIOPHARM. HIGH THROUGHPUT SCREENING MOLECULAR MODELING VIRTUAL SCREENING COMBINATORIAL CHEMISTRY IN VITRO & IN SILICO ADME MODELS Potentially producing many more targets and “personalized” targets Screening up to 100,000 compounds a day for activity against a target protein Using a computer to predict activity Rapidly producing vast numbers of compounds Computer graphics & models help improve activity Tissue and computer models begin to replace animal testing Figure 5 : Summary of the application of bioinformatics in the drug discovery process (According to Searls , 2000).
  • 22. The drug discovery and development process is a long and expensive one. It starts from target identification, to Clinical trials before it is being approved. Therefore before any newly discovered drug is placed on the market, it must undergo extreme preclinical and clinical tests and get a regulatory approval. Due to the limitation of throughput, accuracy and cost, experimental techniques cannot be applied widely, therefore, in recent times the drug discovery process has shifted to the use of BIOINFORMATICS. Bioinformatics approach has been of great importance to develop fast and accurate target identification and prediction method for the discovery. THEROLESOFBIOINFORMATICSINTHEDRUGDISCOVERYPROCESS 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin. CONCLUSION
  • 23. 6/19/2015 3:19:54 PM Department of Biochemistry, Faculty of Life Sciences, University of Ilorin, Ilorin.