SlideShare a Scribd company logo
1 of 22
BIO INFORMATICS
PRESENTED BY : DHARAL MISTRY
SUBJECT: PRINCIPLES OF DRUG DISCOVERY (MPL 203 T)
K.B.I.P.E.R
What is Bioinformatics
 The application of computer technology to the
management of biological information. Specifically, it
is the science of developing computer databases,
algorithms and software’s to facilitate and expedite
biological research.
Goals of Bioinformatics
 To uncover the wealth of Biological information
hidden in the mass of sequence, structure, literature
and biological data.
 It is being used now and in the foreseeable future in
the areas of molecular medicine.
 It has environmental benefits in identifying waste
and clean up bacteria.
 In agriculture, it can be used to produce high yield,
low maintenance crops.
Commonly used software tools/ Techniques
 MSEQ-In production and display of protein structure.
 NAMOT-Nucleic Acid Modeling Tool : Structure modification of single
or double stranded DNA or RNA.
 PEPTOOL- Identification of protein functions.
 RAPTOR-Prediction of protein structures.
 GENE JOKEY-Editing manipulation and analysis of Nucleic Acid and
protein sequence.
 PAP-Analysis of protein structures.
 BLAST-Structures and functions of genes and proteins.
Fields of Bioinformatics
 Molecular Medicine
 Gene Therapy
 Drug Development
 Microbial genome applications
 Crop Improvement
 Forensic Analysis of Microbes
 Biotechnology
 Evolutionary Studies
 Bio-Weapon Creation
Where Bioinformatics helps?
 In Experimental Molecular Biology
 In Genetics and Genomics
 In generating Biological Data
 Analysis of gene and protein expression
 Comparison of genomic data
 Understanding of evolutionary aspect of Evolution
 Understanding biological pathways and networks in System Biology
 In Simulation & Modeling of DNA, RNA & Protein.
Role of Bioinformatics
 1. Drug target identification
 One of the major thrusts of current bioinformatics
approaches is the prediction and identification of
biologically active candidates, and mining and
storage of related information.
 Drugs are usually only developed when the
particular drug target for those drugs actions have
been identified and studied.
 The number of potential targets for drug discovery
process is increasing exponentially.
 Mining and warehousing of the human genome
sequence using bioinformatics has helped to define
and classify the nucleotide compositions of those
genes, which are responsible for the coding of target
proteins, in addition to identifying new targets that
offer more potential for new drugs.
 Bioinformatics allows the identification and analysis
of more and more biological drug targets.
2. Drug target validation
 Bioinformatics also provides strategies and
algorithm to p new drug targets and to store and
manage available drug target information.
 After the discovery of “potential” drug targets, there
is an inappreciable need to establish a strong
association between a putative target and disease of
interest.
 The establishment of such a key association provides
justification for the drug development process. This
process, known as target validation,
 Target validation is an area where bioinformatics is
playing a significant role.
 Drug target validation helps to moderate the
potential for failure in the clinical testing and
approval phases.
3. Bioinformatics in drug metabolism
 Bioinformatics tools play a crucial role in the analysis of
high-throughput screening data for drug discovery.
These tools assist in the identification of prospective
medication candidates and the prioritization of
compounds for subsequent testing, utilizing their
metabolic profiles.
 The identification of the specific enzymes involved in the
metabolism of a drug is of utmost importance in the
anticipation of drug-drug interactions and the potential
manifestation of adverse effects.
4. Pharmacology and bioinformatics integration
 Targets undergo a comprehensive pharmacological
validation process to verify their significance and
appropriateness for therapeutic intervention.
 Bioinformatics-driven computational techniques,
such as molecular docking and molecular dynamics
simulations, are utilized for the purpose of virtual
screening and the generation of prospective drug
candidates.
 Bioinformatics plays a crucial role in the
prioritization of candidate drugs based on their
binding affinity and specificity toward target
proteins through the utilization of predictive models.
 Evaluate the possible toxicity and unwanted effects,
assisting in the identification of safer and more
efficacious medication candidates prior to their
advancement into expensive experimental stages.
5. Bioinformatics for toxicology and safety assessment
 Toxico-genomics is an interdisciplinary field that
integrates genomics and toxicology to investigate
the impact of toxic chemicals on genes and gene
expression.
 Bioinformatics techniques are utilized to evaluate
adverse event reports derived from clinical trials and
post-market surveillance databases, with the aim of
identifying patterns of toxicity that are linked to
medications and other items.
 Bioinformatics technologies are utilized for the
purpose of analyzing this data and establishing
connections between modifications in metabolic
pathways and distinct harmful consequences.
 The field of in silico toxicology encompasses the
application of computer simulations to forecast the
toxicological characteristics of chemical substances.
REFRENCE
 Bayat, A. (2002). Science, medicine, and the future: Bioinformatics. BMJ : British Medical Journal.
 Articles. (n.d.). BioMed Central. Retrieved March, 25, 2024, from https://bmcbioinformatics.
 Xia, X. (2017). Bioinformatics and drug discovery.Current Topics in Medicinal Chemistry.
Bioinformatics ( Dharal Mistry ) M.Pharm

More Related Content

Similar to Bioinformatics ( Dharal Mistry ) M.Pharm

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
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and developmentrahul_pharma
 
Proteomics accelerates the drug discovery process
Proteomics accelerates the drug discovery processProteomics accelerates the drug discovery process
Proteomics accelerates the drug discovery processCreative Proteomics
 
Proteomics, A Major New Technology for Drug Discovery
Proteomics, A Major New Technology for Drug DiscoveryProteomics, A Major New Technology for Drug Discovery
Proteomics, A Major New Technology for Drug DiscoveryCreative Proteomics
 
Proteomics and pharmacoproteomics
Proteomics and pharmacoproteomicsProteomics and pharmacoproteomics
Proteomics and pharmacoproteomicsCreative Proteomics
 
Cheminformatics in drug design
Cheminformatics in drug designCheminformatics in drug design
Cheminformatics in drug designSurmil Shah
 
Introduction to the drug discovery process
Introduction to the drug discovery processIntroduction to the drug discovery process
Introduction to the drug discovery processThanh Truong
 
APPLICATION OF METABOLOMICS.pdf
APPLICATION OF METABOLOMICS.pdfAPPLICATION OF METABOLOMICS.pdf
APPLICATION OF METABOLOMICS.pdfAmity
 
Introduction to Bioinformatics
Introduction to BioinformaticsIntroduction to Bioinformatics
Introduction to BioinformaticsAsad Afridi
 
5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in Pharmacy
5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in Pharmacy5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in Pharmacy
5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in PharmacyVedika Narvekar
 
computational chemistry
computational chemistrycomputational chemistry
computational chemistrySAMUELAKANDE3
 
Genomics and proteomics in drug discovery and development
Genomics and proteomics in drug discovery and developmentGenomics and proteomics in drug discovery and development
Genomics and proteomics in drug discovery and developmentSuchittaU
 
Applicationsofbioinformaticsindrugdiscoveryandprocess
ApplicationsofbioinformaticsindrugdiscoveryandprocessApplicationsofbioinformaticsindrugdiscoveryandprocess
Applicationsofbioinformaticsindrugdiscoveryandprocessjaidev53ster
 
4.1 introduction to bioinformatics
4.1 introduction to bioinformatics4.1 introduction to bioinformatics
4.1 introduction to bioinformaticsPrabhakar Pawar
 

Similar to Bioinformatics ( Dharal Mistry ) M.Pharm (20)

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
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and development
 
origin, history.pptx
origin, history.pptxorigin, history.pptx
origin, history.pptx
 
QSRR
QSRRQSRR
QSRR
 
Proteomics accelerates the drug discovery process
Proteomics accelerates the drug discovery processProteomics accelerates the drug discovery process
Proteomics accelerates the drug discovery process
 
Proteomics, A Major New Technology for Drug Discovery
Proteomics, A Major New Technology for Drug DiscoveryProteomics, A Major New Technology for Drug Discovery
Proteomics, A Major New Technology for Drug Discovery
 
Proteomics and pharmacoproteomics
Proteomics and pharmacoproteomicsProteomics and pharmacoproteomics
Proteomics and pharmacoproteomics
 
Cheminformatics in drug design
Cheminformatics in drug designCheminformatics in drug design
Cheminformatics in drug design
 
Introduction to the drug discovery process
Introduction to the drug discovery processIntroduction to the drug discovery process
Introduction to the drug discovery process
 
APPLICATION OF METABOLOMICS.pdf
APPLICATION OF METABOLOMICS.pdfAPPLICATION OF METABOLOMICS.pdf
APPLICATION OF METABOLOMICS.pdf
 
Introduction to Bioinformatics
Introduction to BioinformaticsIntroduction to Bioinformatics
Introduction to Bioinformatics
 
ABT 609 PPT
ABT 609 PPTABT 609 PPT
ABT 609 PPT
 
Bioinformatics and Drug Discovery
Bioinformatics and Drug DiscoveryBioinformatics and Drug Discovery
Bioinformatics and Drug Discovery
 
5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in Pharmacy
5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in Pharmacy5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in Pharmacy
5. BIOINFORMATICS.pptx B.Pharm sem 2 Computer Applications in Pharmacy
 
computational chemistry
computational chemistrycomputational chemistry
computational chemistry
 
Genomics and proteomics in drug discovery and development
Genomics and proteomics in drug discovery and developmentGenomics and proteomics in drug discovery and development
Genomics and proteomics in drug discovery and development
 
Applicationsofbioinformaticsindrugdiscoveryandprocess
ApplicationsofbioinformaticsindrugdiscoveryandprocessApplicationsofbioinformaticsindrugdiscoveryandprocess
Applicationsofbioinformaticsindrugdiscoveryandprocess
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
4.1 introduction to bioinformatics
4.1 introduction to bioinformatics4.1 introduction to bioinformatics
4.1 introduction to bioinformatics
 

Recently uploaded

Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingTeacherCyreneCayanan
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3JemimahLaneBuaron
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...fonyou31
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room servicediscovermytutordmt
 

Recently uploaded (20)

Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room service
 

Bioinformatics ( Dharal Mistry ) M.Pharm

  • 1. BIO INFORMATICS PRESENTED BY : DHARAL MISTRY SUBJECT: PRINCIPLES OF DRUG DISCOVERY (MPL 203 T) K.B.I.P.E.R
  • 2. What is Bioinformatics  The application of computer technology to the management of biological information. Specifically, it is the science of developing computer databases, algorithms and software’s to facilitate and expedite biological research.
  • 3. Goals of Bioinformatics  To uncover the wealth of Biological information hidden in the mass of sequence, structure, literature and biological data.  It is being used now and in the foreseeable future in the areas of molecular medicine.  It has environmental benefits in identifying waste and clean up bacteria.
  • 4.  In agriculture, it can be used to produce high yield, low maintenance crops.
  • 5. Commonly used software tools/ Techniques  MSEQ-In production and display of protein structure.  NAMOT-Nucleic Acid Modeling Tool : Structure modification of single or double stranded DNA or RNA.  PEPTOOL- Identification of protein functions.  RAPTOR-Prediction of protein structures.  GENE JOKEY-Editing manipulation and analysis of Nucleic Acid and protein sequence.  PAP-Analysis of protein structures.  BLAST-Structures and functions of genes and proteins.
  • 6. Fields of Bioinformatics  Molecular Medicine  Gene Therapy  Drug Development  Microbial genome applications  Crop Improvement  Forensic Analysis of Microbes  Biotechnology  Evolutionary Studies  Bio-Weapon Creation
  • 7. Where Bioinformatics helps?  In Experimental Molecular Biology  In Genetics and Genomics  In generating Biological Data  Analysis of gene and protein expression  Comparison of genomic data  Understanding of evolutionary aspect of Evolution  Understanding biological pathways and networks in System Biology  In Simulation & Modeling of DNA, RNA & Protein.
  • 8. Role of Bioinformatics  1. Drug target identification  One of the major thrusts of current bioinformatics approaches is the prediction and identification of biologically active candidates, and mining and storage of related information.  Drugs are usually only developed when the particular drug target for those drugs actions have been identified and studied.
  • 9.  The number of potential targets for drug discovery process is increasing exponentially.  Mining and warehousing of the human genome sequence using bioinformatics has helped to define and classify the nucleotide compositions of those genes, which are responsible for the coding of target proteins, in addition to identifying new targets that offer more potential for new drugs.
  • 10.  Bioinformatics allows the identification and analysis of more and more biological drug targets.
  • 11. 2. Drug target validation  Bioinformatics also provides strategies and algorithm to p new drug targets and to store and manage available drug target information.  After the discovery of “potential” drug targets, there is an inappreciable need to establish a strong association between a putative target and disease of interest.
  • 12.  The establishment of such a key association provides justification for the drug development process. This process, known as target validation,  Target validation is an area where bioinformatics is playing a significant role.  Drug target validation helps to moderate the potential for failure in the clinical testing and approval phases.
  • 13. 3. Bioinformatics in drug metabolism
  • 14.  Bioinformatics tools play a crucial role in the analysis of high-throughput screening data for drug discovery. These tools assist in the identification of prospective medication candidates and the prioritization of compounds for subsequent testing, utilizing their metabolic profiles.  The identification of the specific enzymes involved in the metabolism of a drug is of utmost importance in the anticipation of drug-drug interactions and the potential manifestation of adverse effects.
  • 15. 4. Pharmacology and bioinformatics integration
  • 16.  Targets undergo a comprehensive pharmacological validation process to verify their significance and appropriateness for therapeutic intervention.  Bioinformatics-driven computational techniques, such as molecular docking and molecular dynamics simulations, are utilized for the purpose of virtual screening and the generation of prospective drug candidates.
  • 17.  Bioinformatics plays a crucial role in the prioritization of candidate drugs based on their binding affinity and specificity toward target proteins through the utilization of predictive models.  Evaluate the possible toxicity and unwanted effects, assisting in the identification of safer and more efficacious medication candidates prior to their advancement into expensive experimental stages.
  • 18. 5. Bioinformatics for toxicology and safety assessment
  • 19.  Toxico-genomics is an interdisciplinary field that integrates genomics and toxicology to investigate the impact of toxic chemicals on genes and gene expression.  Bioinformatics techniques are utilized to evaluate adverse event reports derived from clinical trials and post-market surveillance databases, with the aim of identifying patterns of toxicity that are linked to medications and other items.
  • 20.  Bioinformatics technologies are utilized for the purpose of analyzing this data and establishing connections between modifications in metabolic pathways and distinct harmful consequences.  The field of in silico toxicology encompasses the application of computer simulations to forecast the toxicological characteristics of chemical substances.
  • 21. REFRENCE  Bayat, A. (2002). Science, medicine, and the future: Bioinformatics. BMJ : British Medical Journal.  Articles. (n.d.). BioMed Central. Retrieved March, 25, 2024, from https://bmcbioinformatics.  Xia, X. (2017). Bioinformatics and drug discovery.Current Topics in Medicinal Chemistry.