This document discusses in silico drug design. It begins by defining drugs and the drug design process. Drug molecules should be small, complementary in shape to the target, and oppositely charged. In silico drug design uses computer simulations to identify drug target molecules. There are ligand-based and structure-based approaches. Key steps are selecting a disease and target, target validation, selecting ligands, applying scoring functions, lead optimization, and preclinical/clinical development. The goal is to eliminate compounds that may cause side effects or drug interactions. In silico methods help integrate new technologies with traditional medicinal chemistry experience to discover safe and effective drug leads.
RATIONAL AND TRADITIONAL DRUG DESIGN Drug Discovery.pptxsakshinalkande
It's one of the topic of subject Principle Drug Discovery include in M pharm Pharmacology 2nd sem. It include introduction about rational and traditional drug design with types and methods. It'll be beneficial for M pharm Pharmacology students.
RATIONAL AND TRADITIONAL DRUG DESIGN Drug Discovery.pptxsakshinalkande
It's one of the topic of subject Principle Drug Discovery include in M pharm Pharmacology 2nd sem. It include introduction about rational and traditional drug design with types and methods. It'll be beneficial for M pharm Pharmacology students.
Regulatory guidelines for conducting toxicity studies by ichAnimatedWorld
ICH is the “International Conference on Harmonization of
Technical Requirements for Registration of Pharmaceuticals for
Human Use”
ICH is a joint initiative involving both regulators and research based industry representatives of the EU, Japan and the US in
scientific and technical discussions of the testing procedures required
to assess and ensure the safety, quality and efficacy of medicines
The basic aspects of drug discovery starts from target discovery and validation further going to lead identification and optimization. In this particular slide discussion is regarding the target discovery and the tools that have been utilized in this process.
Safety pharmacology is a branch of pharmacology with its aim to predict the potential clinical risk profile of new chemical entities (NCEs).
It has the ability to predict the potential off-target drug effects on major organ systems which are associated with exposure in the therapeutic range and above.
As an essential part of the spectrum of drug discovery and development, safety pharmacology studies are generally conducted to determine the relative drug effect on main organs, including respiratory system, central nervous system, and cardiovascular system.Safety pharmacology is an essential part of the drug development process that aims to identify and predict adverse effects prior to clinical trials.
SP studies are described in the international conference on harmonization (ICH) S7A and S7B Guidelines.
Regulatory guidelines for conducting toxicity studies by ichAnimatedWorld
ICH is the “International Conference on Harmonization of
Technical Requirements for Registration of Pharmaceuticals for
Human Use”
ICH is a joint initiative involving both regulators and research based industry representatives of the EU, Japan and the US in
scientific and technical discussions of the testing procedures required
to assess and ensure the safety, quality and efficacy of medicines
The basic aspects of drug discovery starts from target discovery and validation further going to lead identification and optimization. In this particular slide discussion is regarding the target discovery and the tools that have been utilized in this process.
Safety pharmacology is a branch of pharmacology with its aim to predict the potential clinical risk profile of new chemical entities (NCEs).
It has the ability to predict the potential off-target drug effects on major organ systems which are associated with exposure in the therapeutic range and above.
As an essential part of the spectrum of drug discovery and development, safety pharmacology studies are generally conducted to determine the relative drug effect on main organs, including respiratory system, central nervous system, and cardiovascular system.Safety pharmacology is an essential part of the drug development process that aims to identify and predict adverse effects prior to clinical trials.
SP studies are described in the international conference on harmonization (ICH) S7A and S7B Guidelines.
Bioanalytical Method Development and Validation of Biosimilars: Lessons LearnedSai Babitha
Biosimilars are expected to be a significant growth driver for the pharmaceutical industry over the next decade, mainly because of the current market penetration of biologics and the need to provide payers cost savings over the originator therapeutics. Legislative support and regulatory guidance have facilitated their entry into pharmacy formularies of the future. Unlike small molecule generic drugs, biosimilars are heterogeneous proteins manufactured using cell-based systems of either microbial or mammalian origin. The use of living systems to manufacture drugs raises challenges in terms of product characterization and therapeutic equivalence to the innovator protein therapeutic. In this article, we share some lessons learned from developing
and validating pharmacokinetic and immunogenicity assays that support preclinicaland clinical comparative studies for the development of biosimilars.
In spite of extensive effort by industry and academia to develop new drugs, there are still several diseases that are in need of therapeutic agents and have yet to be developed.
10 years the identification rate of disease-associated targets has been higher than the therapeutics identification rate.
Nevertheless, it is apparent that computational tools provide high hopes that many of the diseases under investigation can be brought under control.
In silico drug designing is the drug design which can be carried out in silicon chip,i.e., within computers. The slides are helpful to know a brief description about in silico drug designing.
Computer-aided design (CAD) is the use of computers (or workstations) to aid in the creation, modification, analysis, or optimization of a design: 3 This software is used to increase the productivity of the designer, improve the quality of design, improve communications through documentation, and to create a database for manufacturing: 4 Designs made through CAD software are helpful in protecting products and inventions when used in patent applications. CAD output is often in the form of electronic files for print, machining, or other manufacturing operations. The terms computer-aided drafting (CAD) and computer-aided design and drafting (CADD) are also used
Francesca Gottschalk - How can education support child empowerment.pptxEduSkills OECD
Francesca Gottschalk from the OECD’s Centre for Educational Research and Innovation presents at the Ask an Expert Webinar: How can education support child empowerment?
The French Revolution, which began in 1789, was a period of radical social and political upheaval in France. It marked the decline of absolute monarchies, the rise of secular and democratic republics, and the eventual rise of Napoleon Bonaparte. This revolutionary period is crucial in understanding the transition from feudalism to modernity in Europe.
For more information, visit-www.vavaclasses.com
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
Embracing GenAI - A Strategic ImperativePeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
The Roman Empire A Historical Colossus.pdfkaushalkr1407
The Roman Empire, a vast and enduring power, stands as one of history's most remarkable civilizations, leaving an indelible imprint on the world. It emerged from the Roman Republic, transitioning into an imperial powerhouse under the leadership of Augustus Caesar in 27 BCE. This transformation marked the beginning of an era defined by unprecedented territorial expansion, architectural marvels, and profound cultural influence.
The empire's roots lie in the city of Rome, founded, according to legend, by Romulus in 753 BCE. Over centuries, Rome evolved from a small settlement to a formidable republic, characterized by a complex political system with elected officials and checks on power. However, internal strife, class conflicts, and military ambitions paved the way for the end of the Republic. Julius Caesar’s dictatorship and subsequent assassination in 44 BCE created a power vacuum, leading to a civil war. Octavian, later Augustus, emerged victorious, heralding the Roman Empire’s birth.
Under Augustus, the empire experienced the Pax Romana, a 200-year period of relative peace and stability. Augustus reformed the military, established efficient administrative systems, and initiated grand construction projects. The empire's borders expanded, encompassing territories from Britain to Egypt and from Spain to the Euphrates. Roman legions, renowned for their discipline and engineering prowess, secured and maintained these vast territories, building roads, fortifications, and cities that facilitated control and integration.
The Roman Empire’s society was hierarchical, with a rigid class system. At the top were the patricians, wealthy elites who held significant political power. Below them were the plebeians, free citizens with limited political influence, and the vast numbers of slaves who formed the backbone of the economy. The family unit was central, governed by the paterfamilias, the male head who held absolute authority.
Culturally, the Romans were eclectic, absorbing and adapting elements from the civilizations they encountered, particularly the Greeks. Roman art, literature, and philosophy reflected this synthesis, creating a rich cultural tapestry. Latin, the Roman language, became the lingua franca of the Western world, influencing numerous modern languages.
Roman architecture and engineering achievements were monumental. They perfected the arch, vault, and dome, constructing enduring structures like the Colosseum, Pantheon, and aqueducts. These engineering marvels not only showcased Roman ingenuity but also served practical purposes, from public entertainment to water supply.
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
2. WHAT ARE DRUGS ?
A chemical substance that affects the processes of the
mind or body which is used in
Diagnosis
Treatment
Prevention of disease or other abnormal condition.
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4. Drug Designing
Drug designing, is the inventive process of finding
new medications based on the knowledge of a
biological target.
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5. Drug designing…..
Selected/designed molecule
should be:
Organic small molecule.
Complementary in shape to
the target.
Oppositely charge to the
bio-molecular target .
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6. Drug designing…..
This molecule will:
interact with target
bind to the target
activates or inhibits the function of a biomolecule
such as a protein
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7. IN SILICO DRUG DESIGNING
InSilico is an expression used to mean “performed
on computer or via computer simulation.”
InSilico drug designing is defined as the
identification of the drug target molecule by
employing bioinformatics tools .
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9. Ligand based drug design
Ligand-based drug design relies
on knowledge of other
molecules that bind to the
biological target of interest
Used to derive a
pharmacophore
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10. Structure based drug
design
Structure-based drug
design relies on
knowledge of the three
dimensional structure of
the biological target
obtained through methods
such as
x-ray crystallography
NMR spectroscopy.
homology modeling
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11. Structure based drug design…..
Using the structure of the biological target, drugs
that are predicted to bind with to the target may be
designed using
interactive graphics
the intuition of a medicinal
chemist.
automated computational
procedures
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12. Basic Steps In In Silico Drug Designing
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13. Selection of disease
Determine the biochemical basis of the disease
process.
Know the exact step(s) in the pathway that are
altered in the diseased state.
Knowledge about the regulation of the pathway is
also important. Finally, one would know the three-
dimensional structures of the molecules involved in
the process.
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14. Target selection
Biochemical pathways could become abnormal and
result in disease.
Select a target at which to disrupt the biochemical
process.
Categories of targets
Target for mechanistic drug design usually fall into
three category:
enzymes
receptors
nucleic acids.
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15. Target Validation:
Perform the protein BLAST for all the genes/proteins
with respect to Homo sapiens.
Select the least matching molecule in human and
again perform the BLAST.
As the query sequence matched best , so we selected
our target molecule and its structure can be obtained
from RCSB(The Research Collaboration for Structural
Bioinformatics) PDB(Protein Data Bank).
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16. Selection of ligands/drugs
Also called as Lead Identification
High throughput screening of natural product and
synthetic compound libraries is carried to screen out
lead compound.
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17. Criteria to be fulfilled…..
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18. Scoring
Scoring functions Quantify the energy of protein/ligand
interactions such as:
Hydrogen bond
Electrostatics
Hydrophobic
Lead Optimization
Refining the 3D structure of the lead compounds.
Technique used is QSAR.
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20. CONCLUSION
In the selection of new drug candidates, many efforts
are focused on the early elimination of compounds
that might cause several side effects or interact with
other drugs. In silico techniques help in this regard
and they are going to become a central issue in any
rigid drug discovery process.
In silico technology alone cannot guarantee the
identification of new, safe and effective lead
compound but more realistically future success
depend on the proper integration of new promising
technologies with the experience and strategies of
classical medicinal chemistry.
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22. Introduction
A hit is a compound which has the desired activity in
a compound screen and whose activity is confirmed
upon retesting.
Lead compounds are chemical compounds that show
desired biological or pharmacological activity and
may initiate the development of a new clinically
relevant compound.
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23. Process of hit identification:
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24. Hit identification:
For hit identification, some information about either
the target protein or an active compound is
necessary.
In the case of a known structure of the protein, a
virtual screening of compound libraries leads to
virtual hits which will be synthesised and tested
afterwards or tested immediately.
If the structure of the natural substrate is known, a
ligand based approach will be accomplished.
The computer searches for similar compounds and
the resulting hits are checked for drug like
properties.
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25. Hit Identification Assay Features
Protein target can be membrane bound, difficult to
produce for standard biochemical assays, and
difficult to purify;
Hit and lead compounds and focused libraries can be
screened against protein target within physiological
environment;
Compound cell permeability, specificity and
cytotoxicity are assessed in one process;
Process can be upscaled to screen hundreds of
compounds in a few hours.
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26. Assay development:
Assay development one of the first steps in drug
development and toxicity testing is creating test
systems (assays) on which to evaluate the effects of
chemical compounds on cellular, molecular or
biochemical processes of interest.
In the recombinant era the majority of assays in use
within the industry rely upon the creation of stable
mammalian cell lines over-expressing the target of
interest, or
Upon the over-expression and purification of
recombinant protein to establish so-called
biochemical assays.
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27. Cont..
Cell-based assays have been applied to target classes
such as membrane receptors, ion channels and
nuclear receptors.
In contrast, biochemical assays, which have been
applied to both receptor and enzyme targets, often
simply measure the affinity of the test compound for
the target protein.
The choice of assay format is dependent upon the
biology of the drug target protein, the equipment
infrastructure in the host laboratory, the experience
of the scientists in that laboratory, whether an
inhibitor or activator molecule is receive and the
scale of the compound screen.
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28. Cont…
For example compound screening assays at GPCRs
have been configured to measure the binding affinity
of a radio- or fluorescently labelled ligand to the
receptor,
To measure guanine nucleotide exchange at the level
of the G protein,
To measure compound-mediated changes in one of a
number of second messenger metabolites including
calcium, cAMP or inositiol phosphates.
Hit Identification Assay Applications
Target identification or validation for hit phenotypic
screening.
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