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    1

    University of Tripoli

    Faculty of pharmacy

    developmentdevelopment3 rd ear harmac

    S. M. Bensaber

    Tripoli

    2013 / 2014 1

    DEVELOPMENT OF DRUGS ( DRUG DESIGN ) 12hrs

    A- Sources of Drugs.

    1- Natural sources

    2- Semisynthetic drugs

    3- Synthetic drugs.

    B- Genesis of Drugs.

    1- Serendipity ( Accidental discovery )

    - .

    i- Rationally directed random screening .

    ii- Rationally directed metabolite approach .

    3- Extraction from natural sources.

    4- Molecular modifications

    i- General processes. ii- Special processes.

    - Simplification ( Disjunction).-Replication.

    - Hybridization.

    -Addition.

    -Vinylogy principle- Increase or decrease of the alkyl chain .

    - Isosteric substitution ( isosteres and bioisosters).

    - Introduction of a bulky group .

    C- Soft and hard drugs .

    D- Drug latentiation .

    - Prodrugs - Bioprecursors - Targeted drugs

    E- Anti metabolite approach .

    - .

    - Others .

    iii- Methods of lead optimization.- Topless sequential method ( pi , sigma , Es)

    2

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    Drug Discovery & Development:

    Human clinical trials

    (2-10 years)The discovery phase

    The Clinical phase

    3

    FDA approval

    (2-3 years)

    Identify disease

    The discovery phase

    Drug Discovery & Development:

    The drug discovery is a lengthy,

    expensive, and complicated process,

    and validation

    Lead discovery &optimisation

    Processing

    chemistry

    that requires the collaboration of a

    large number of research scientists

    with skills ranging from computational

    and structural chemistry, through

    synthetic organic chemistry, molecular

    Pre-clinical testing

    In vitro

    Pre-clinical testing

    In vivo

    cell biology, genomics, proteomics,

    physiology, pharmacology, toxicology,

    and clinical biochemistry, amongst

    others.4

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    Identify disease

    Selection of a disease target:

    Acceptable therapies are available today for many conditions,

    e.g. (Antibiotics for bacterial diseases etc, paracetamol /

    ibuprofen etc. for moderate pain relief).

    New agents must have statistically proven clear advantages

    over existing therapy (not just that it is clinically effective).

    5

    Target identification

    and validation

    A bio(macro)molecule may be involved in a disease

    process, but to be a drug target it has to be validated.

    In other words shown to be critical in the disease process.

    Useful techniques available are to validate a target such as

    Gene knockout and RNA interference.

    6

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    Alead compound isa compound from a series of related

    Lead discovery &

    optimisation

    .

    This molecule can be characterised, and modified to

    produce another molecule with a better profile of wanted

    properties to unwanted side effects.

    Alead compound is a first foothold on the drug discovery

    ladder.

    It takes much more effort to make alead compound into a

    drug candidate7

    TESTING DRUGS

    Biological tests are required in order to find lead

    compounds and for drug optimisation

    Tests can bein vivo orin vitro

    A combination of tests is often used in research

    programmes

    Pre-clinical testing

    In vitro

    Pre-clinical testing

    In vivo

    8

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    Tests not carried out on animals/humans

    Tests carried out on target molecules (enzymes or receptors)

    Cells e. . cloned cells

    Pre-clinical testing

    In vitro

    Tissues (e.g. muscle tissue)

    Organs

    Micro-organisms (for antibacterial agents)

    More suitable for routine testing

    Measure the interaction of a drug with the target but not the

    ability of the drug to reach the target

    Does not demonstrate a physiological or clinical effect(s)

    Does not identify possible side effects and effective prodrugs 9

    Identify competitive or non competitive inhibition

    Enzyme Inhibition Tests

    Pre-clinical testing

    In vitro Examples

    Strength of inhibition measured as IC50

    IC50= concentration of inhibitor required to reduce enzyme

    activity by 50%

    10

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    Not easy to isolate membrane bound receptorsNot easy to isolate membrane bound receptors

    Testing with Receptors

    Pre-clinical testing

    In vitro Examples

    Carried out on whole cells, tissue cultures, or isolated organsCarried out on whole cells, tissue cultures, or isolated organs

    AffinityAffinity -- strength with which compounds bind to a receptorstrength with which compounds bind to a receptor

    EfficacyEfficacy -- measure of maximum biochemical effect resultingmeasure of maximum biochemical effect resulting

    from binding of a compound to a receptor.from binding of a compound to a receptor.

    PotencyPotency -- concentration of an agonist required to produceconcentration of an agonist required to produce 5050%%of the maximum possible effect.of the maximum possible effect.

    11

    Pre-clinical testing

    In vivo

    Carried out on live animals or humans

    Measure an observed h siolo ical effect

    Measure a drugs ability to interact with its target and its

    ability to reach that target

    Can identify possible side effects

    Transgenic animals - genetically modified animals

    Drug potency

    Therapeutic ratio/index -

    12

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    1- Natural sources, 2- Semisynthetic drugs, 3- Synthetic drugs.

    Sources of Drugs.

    13

    TARGET DISEASE

    Priority for the Pharmaceutical Industry

    Can the profits from marketing a new drug outweigh the

    cost of developing and testing that drug?

    Questions to be addressed

    Is the disease widespread?(e.g. cardiovascular disease, ulcers, malaria)Does the disease affect the first world?

    (e.g. cardiovascular disease, ulcers)

    Are there drugs already on the market?

    If so, what are their advantages and disadvantages (e.g.

    side effects)

    Can one identify a market advantage for a new therapy?

    14

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    DRUG TARGETS

    A) Lip idsCell membrane lipids

    B Proteins

    Receptors

    Enzymes

    Carrier proteins

    Structural proteins (tubulin)

    C) Nucleic acids

    DNA

    RNA

    D) Carbohydrates

    Cell surface carbohydrates

    Antigens and recognit ion molecules

    15

    DRUG TARGETS

    Between species

    Target selectiv ity

    ,

    Identify targets which are unique to the invading

    pathogen

    Identify targets which are shared but which are

    significantly different in structure

    Within the bod

    Selectiv ity between different enzymes, receptors etc.

    Selectivity between receptor types and subtypes

    Selectiv ity between isozymes

    Organ and t issue selectivity

    16

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    The Lead Compound

    A compound demonstrating a property likely to betherapeutically useful

    The level of activity and target selectivity are not crucial

    Used as the starting point for drug design and development

    Found by design (molecular modelling) or by screening

    compounds (natural or synthetic)

    ee o en y a su a e es n or er o n a ea compoun

    Active Principle - a compound that is isolated from a natural

    extract and which is principally responsible for the extracts

    pharmacological activity. Often used as a lead compound.17

    Sources of Lead Compounds

    A) The Natural World Plantlife (flowers, trees, bushes)Micro-organisms (bacteria, fungi)

    Animal li fe (frogs, snakes, scorpions)

    Biochemicals (Neurotransmitters, hormones)

    B) The Synthet ic World

    Marine chemistry (bacteria, fish etc)

    Chemical synthesis (traditional)

    Combinatorial synthesis

    C) The Virtual World

    Computer aided drug design

    18

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    Identif ication of Lead Compounds

    A) Isolation and purificationSolvent-solvent extraction

    Chromatography

    Distillation

    B) Structure determination

    Elemental analysis

    Molecular weight

    Mass s ectrometr

    Infra red spectroscopyUltra violet spectroscopy

    MNR (1H,13C,2D) spectroscopy

    X-Ray crystallography

    19

    1- Natural product screening

    I- Discovery and structural modification

    of lead compounds

    A- Discovery of lead compounds

    2- Drug discovery via random screening of synthetic

    organic compounds3- Drug discovery via targeted dedicated screening and

    rational design

    -

    5- Drug discovery from the observation of side effects

    6- Pharmacophore-based drug design

    20

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    PLANT EXTRACTS

    -

    1- Natural product screening

    CINCHONA BARK - Quinine

    YEW TREE - Taxol

    21

    PLANT EXTRACTS

    WILLOW TREE - SALICYLIC ACID

    1- Natural product screening

    COCA BUSH - COCAINE

    AspirinOH

    O OHAceticanhydride O

    O OH

    CH3

    O

    Procaine

    N

    O

    H

    H

    CO2Me

    C

    O

    O

    C

    O

    N

    NH2

    CH3

    CH3

    22

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    MICRO-ORGANISMS

    S CH3

    HHHN

    R

    O

    OOHOOH O

    NH2

    OHH2N C

    HN

    NHHN C

    NH

    NH2H

    OHH HO

    HH

    H

    1- Natural product screening

    CH3O

    CO2H

    S

    HN H HC

    O

    R

    Cl

    OH

    NMe2HO Me H

    O2N

    CH2OH

    HO H

    OO

    OO

    H

    CHO

    OH

    H

    Me

    CH2OH

    H

    HO

    H

    OH

    H

    H

    MeHN

    H

    HPENICILLIN TETRACYCLINES

    N OAc

    CO2HO

    HN H

    CO CHCl2

    CEPHALOSPORINS

    STREPTOMYCIN

    CHLORAMPHENICOL

    23

    VENOMS AND TOXINS

    C

    O

    NH

    CH C

    OHN CH C

    O

    N

    C

    O

    N

    C OH

    O

    TeprotideTeprotide

    1- Natural product screening

    H2N CH C

    CH2

    O

    CH2

    C

    OH

    O

    NH

    CH C

    CH2

    O

    HN

    N

    C NH

    CH C

    CH2

    CH2

    CH2

    NH

    C

    NH2

    NH

    N

    CH2

    CH2

    C

    NH2

    O

    CHCH3

    CH2

    CH3

    O

    C OH

    O

    Captopril

    (anti-hypertensive)

    CH3

    C N

    HS

    24

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    ENDOGENOUS COMPOUNDS NATURAL LIGANDS FOR RECEPTORSNATURAL LIGANDS FOR RECEPTORS

    HOHN

    Me

    OH

    HO

    OHHN

    A onistA onist

    1- Natural product screening

    HO

    ADRENAL INE

    HO

    SALBUTAMOL

    O NH

    OH

    AntagonistAntagonistHO

    HO

    HN

    Me

    OH

    PROPRANOLOLADRENALINE

    HNN

    Me

    S

    HN NHMe

    CN

    CIMETIDINE

    HNN

    NH2

    HISTAMINEAntagonistAntagonist

    25

    2- Drug discovery via random screening of synthet ic

    organic compounds

    Random screening- only approach before 1935; screen

    every compound you have; still a useful approach;

    streptomycin and tetracyclines identified in this way

    High-throughput Screens (HTS)

    Very rapid, sensitive in vitro screens

    Can assay 100,000 compounds a day

    1990 ~ 200,000 compounds screened per year

    ~ - compoun s screene per year

    2000 > 50 106 compounds screened per year

    in a large pharmaceutical company

    So far, no increase in rate of the number of drugscoming on the market.

    26

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    3- Drug discovery via targeted dedicated screening and

    rational design

    Nonrandom (or Targeted or Focused) screening - only

    screen compounds related to active compounds

    Rational approaches- identify causes for disease states:

    imbalance of chemicals in the body

    invasion of foreign organisms

    aberrant cell growth

    Structure-Activity Relationships (SARs) & Molecular modelling

    use natural receptor ligand or enzyme substrate as the lead;

    a known drug also can be used as a lead

    27

    4- Drug discovery via metabolism studies

    Drug metabolism studies - metabolites produced are

    screened for the same or other activities

    28

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    5- Drug discovery from the observation of side effects

    Clinical observations- new activities found in clinical trials;

    29

    5- Drug discovery from the observation of side effects

    30

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    Determine the effects of structural changes on activity ofdrug:structure-activity relationships (SARs)

    6- Pharmacophore-based drug design

    the molecule containing the essential organic functional

    groups that directly interact with the target active site and

    therefore, confers on the molecule the biological activity of

    interest.

    31

    If ou know the harmaco hore for our tar et, ou can

    Design new structures.

    6- Pharmacophore-based drug design

    Design: use analyzed data to design new compounds -

    hopefully with better properties

    Why make new lead compounds? Increase activity (make binding stronger)

    Decrease side effects (increase selectivity)

    Improve ease and efficiency of administration to patient

    Potentiall find a better s nthetic route

    create new lead compounds based on the pharmacophore!

    32

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    Simple example 1: 3D structures are known (active molecule)1. Data collection: biological activity of lead compound (and

    other compounds)

    6- Pharmacophore-based drug design

    .

    pharmacophoric features (superimpose 3D structures & findcommon features)

    33

    6- Pharmacophore-based drug design

    Simple example 1:

    3. Design new structures. New molecular mimic will be

    tested.

    34

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    - Simplification ( Disjunction).

    i- General processes.

    I- Discovery and structural modification of lead

    compounds

    B- Molecular modifications of lead compounds

    -Replication.

    - Hybridization.

    -Addition.

    -Vinylogy principle

    - Increase or decrease of the alkyl chain .

    ii- Special processes.

    - .

    - Electron withdrawing and electron donating groups.- Others .

    iii- Methods of lead optimization.- Topless sequential method ( pi , sigma , Es)

    35

    1- Simplification ( Disjunction).

    i- General processes.

    Once a biologically active compound is found, a common first method is

    B- Molecular modifications of lead compounds

    Example: ergot alkaloids like

    to simplify it to determine the essential parts for activity.

    For complex molecules, this often leads to easier synthesis.

    Will not be successful if all parts of the molecule are needed for activity

    bromocriptine were starting points

    for simplified synthetic analogs

    shown below

    36

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    Synthesis & Evaluation simpler analogs of lead compound Ex. Opioid

    1- Simplification ( Disjunction).i- General processes.

    B- Molecular modifications of lead compounds

    through simplification of cocaine

    Morphine Cocaine

    37

    1- Simplification ( Disjunction).

    i- General processes.

    Molecular modif ications

    Morphine

    38

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    2- Molecular Replication & Hybridizationi- General processes.

    -The association of two identical pharmacophoric entities will

    B- Molecular modifications of lead compounds

    generate an "identical twin drug" which is equivalent to a

    homodimer derivative.

    -A compound, where two different pharmacological entities are

    bounded, is called a "non-identical twin drug" or heterodimer.

    - e rs es gn s ra egy s equ va en o a up ca on

    dimerization process of an active compound or lead.

    -The aim of this approach is the production of a more potent

    and/or more selective drug compared to the single entity.

    39

    i- General processes.

    2- Molecular Replication & Hybridization

    B- Molecular modifications of lead compounds

    dual acting drugs

    symbiotic approach

    40

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    4- Molecular addition:i- General processes.

    Weak forces as (electrostatic and hydrogen bonding)

    +

    B- Molecular modifications of lead compounds

    .

    Methenamine

    N

    O+

    Methenamine Mandelate

    Mandelic acid

    N NH

    N

    OH

    O

    -

    41

    ii- Special processes.

    B- Molecular modifications of lead compounds

    1- Increase or decrease of

    the alkyl chain .

    42

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    2- Vinylogy principle

    ii- Special processes.

    -The vin lo rinci le was first formulated b Claisen in 1926 who

    B- Molecular modifications of lead compounds

    observed for formylacetone acidic properties similar to that of acetic acid.

    -The vinyl group plays the role of an electron-conducting channel

    between the carbonyl and the hydroxyl group.

    -The same effect explains the acidity of ascorbic acid.

    43

    2- Vinylogy principle

    ii- Special processes.

    B- Molecular modifications of lead compounds

    44

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    3- Isosteric substitution ( isosteres and bioisosters).ii- Special processes.

    Common alterations of compounds: replacement of groups with

    B- Molecular modifications of lead compounds

    Examples:

    OH isosteres: SH, NH2, CH3O isosteres: S, NH, CH2H isostere: F

    O NH

    NH

    .

    Isosteres: atoms or groups of atoms which have the same valence

    amide pyrrole

    45

    Classical and non-classical bioisosteres

    for the classical ones, where size equivalence is the key, the

    ii- Special processes.

    B- Molecular modifications of lead compounds

    .

    The key replacements (for example, the C, O, and N replacements are

    seen for three of the classical isosteres: CH3-,- OH,- NH2 for univalent;

    -CH2-, -O-, and -NH- for divalent;

    and -COCH2-R (ketone), -COOR (ester), and- CONHR (amide) for the

    carbonyl containing compounds.

    You should also be able to make isosteric replacements for the ring

    equ va en s s ng e aroma c r ngs; s ng e a p a c r ngs, or e genera

    tricyclic replacement).

    For example we could change the ester alcohol oxygen (not the carbonyl

    oxygen) with a CH2 (ketone), NH (amide), or S (thioester).

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    If you change an O to CH2- sterics same, but no dipole or lone pair

    3- Isosteric substitution ( isosteres and bioisosters).ii- Special processes.

    B- Molecular modifications of lead compounds

    you c ange an o - s er cs eren , u s a one pa r

    O NH

    NH

    OH

    S NH

    OH

    no activity

    Example

    Propranolol (beta blocker)NH

    OH

    HN NH

    OH

    no activity

    no activity active(but less thanPropranolol)

    47

    ii- Special processes.

    3- Isosteric substitution ( isosteres and bioisosters).

    B- Molecular modifications of lead compounds

    48

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    Common alterations of compounds: replacement of groups with

    ii- Special processes.3- Isosteric substitution ( isosteres and bioisosters).

    B- Molecular modifications of lead compounds

    bioisosteres.

    Bioisosteres - different chemical groups with the same biological activity.

    No restriction on sterics and electronics, unlike classical isosteres.

    O N

    HOH

    Propranolol (beta blocker)potent

    HOH

    Pindololvery potent

    NH

    49

    ii- Special processes.

    3- Isosteric substi tution ( isosteres and bioisosters).

    B- Molecular modifications of lead compounds

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    ii- Special processes.4- Ring expansion/contractions - changes geometry

    B- Molecular modifications of lead compounds

    55

    5- Ring variations - may add a binding interaction with

    heteroatom;

    ii- Special processes.

    B- Molecular modifications of lead compounds

    56

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    6- Extend structure by adding a funct ional group to lead

    compound

    ii- Special processes.

    B- Molecular modifications of lead compounds

    57

    7- Extend or contract linking chain length between groups

    ii- Special processes.

    B- Molecular modifications of lead compounds

    58

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    -Limit number of possible conformations

    -

    ii- Special processes.

    8- Rigidification

    B- Molecular modifications of lead compounds

    -Locks molecule in most active conformation - more effective

    Add a ring

    59

    ii- Special processes.

    8- Rigidification

    B- Molecular modifications of lead compounds

    r g groups

    60

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    Add a bulky groups affect conformation; it may affect steric

    ii- Special processes.

    8- Rigidification

    B- Molecular modifications of lead compounds

    .

    Alter Stereochemistry: usually

    different stereoisomers have

    61

    H-bond donor or acceptor

    Convert to:

    II - Binding role of specific functional groups in a molecule

    Binding role of hydroxyl groups:

    Methyl ether (no H-bond donor now; may cause steric problem)

    An ester (no H-bond donor; poor H-bond acceptor; steric problem)

    62

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    Methyl ether (no H-bond donor; still H-bond acceptor; may cause steric

    problem)

    Binding role of hydroxyl groups:

    II - Binding role of specific functional groups in a molecule

    An ester (no H-bond donor now; poor H-bond acceptor; may cause steric

    63

    H-bond donor (if N-H is present) or acceptor; ionic (protonation of N to

    Binding role of amino groups:

    II - Binding role of specific functional groups in a molecule

    Convert to:

    Amide (no protonation; no H-bond acceptor now; steric problem).

    Tertiary amine (no H-bond donor now; still H-bond acceptor; steric).

    64

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    Hydrophobic;

    Convert to:

    Saturated compound (not effective overlap; no pi system; more flexible).

    Binding role of aromatic rings, alkenes:

    II - Binding role of specific functional groups in a molecule

    65

    H-bond acceptor; dipole-dipole

    Convert to:

    Alcohol eometr chan e can weaken H-bond or di ole-di ole

    Binding role of ketones:

    II - Binding role of specific functional groups in a molecule

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    Hydrophobics/sterics

    Convert to:

    Longer (homologation) or differently-branched groups

    Binding role of alkyl substituents:

    II - Binding role of specific functional groups in a molecule

    Alkyl groups most easily modified are

    DRUG OR DRUG

    O

    OR

    DRUG

    O

    R

    O

    DRUGO

    R

    HN DRUG

    O

    NR2

    DRUG NCH3

    R

    67

    Binding role of alkyl substituents:

    II - Binding role of specific functional groups in a molecule

    Notes:

    Recall impact of lipophilicity on drug transport through body

    Changing alkyl groups may also affect the preferred conformation of the

    molecule!

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    Binding role of alkyl substituents:

    II - Binding role of specific functional groups in a molecule

    69

    Example: Nifedipine analogs

    CH3

    Binding role of alkyl substituents:

    II - Binding role of specific functional groups in a molecule

    O2N

    N CH3H3C

    CO2CH3H3CO2C

    H

    O2N

    N CH3H3C

    CO2CH3H3CO2C

    H

    O2N

    N CH3H3C

    CO2CH3H3CO2C

    H

    CH3

    Chemical synthesis of analogs help validate or refute hypotheses

    regarding mechanism of action/mode of binding - part of design

    NifedipeneTreats hypertension

    Inactivesteric "bump"

    InactiveDifferent conformation

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    various/ sterics

    Convert to:

    Same substituents at different locations

    Binding role of aryl substituents:

    II - Binding role of specific functional groups in a molecule

    Substituents may affect each others properties (pKa)

    71

    Binding role of aryl substituents:

    II - Binding role of specific functional groups in a molecule

    ONR

    6

    8

    7

    -Best when substituent was at position 7

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    H-bond acceptor; dipole-dipole

    Convert to:

    Hydrolysis products (but will lose a piece); reduce (no more H-bond

    Binding role of amides:

    II - Binding role of specific functional groups in a molecule

    acceptor

    73

    II - Prodrug The term prodrug, which was used initially by

    Albert HI, is a pharmacologically inactive

    compound that is converted into an active drug

    by a metabolic biotransformation.

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    Prodrug can be classified to two classes:

    (1) Carrier linked prodrug- Temporary linkage of the active molecule with transport moiety

    - Mostly of lipophilic nature

    -

    - Non toxic

    - Ability to ensure the release of active principle

    (2) Bioprecursors

    - Do not imply a temporary linkage between the active principle & carrier

    - Result from molecular modification of active principle- This modification generate new compounds able to be a substrate for the

    metabolizing enzymes.

    - Metabolite being the expected active principle

    - Ability to ensure the release of active principle75

    Prodrug

    76

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    Prodrugs for improved lipophilicity or permeability

    Prodrug: Why

    Prodrugs for improved parenteral administration

    Prodrugs to exploit carrier-mediated absorption

    Prodrugs for other purposes

    77

    Prodrugs for improved lipophilicity or permeability

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    Prodrugs for improved aqueous solubility

    79

    Prodrugs for improved parenteral administration

    80

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    Prodrugs to exploit carrier-mediated absorption

    81

    Prodrugs for improved ophthalmic and dermal delivery

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    Prodrugs for other purposes

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    Soft Drugs - These are the oppositeof prodrugs. Thesecompounds are designed and synthesized as ACTIVEACTIVEcompounds that readily undergo metabolic inactivation to

    IV - Soft & Hard Drugs

    nontoxic products

    Hard Drugs - compounds that contain structuralcharacteristics required for activity but are not susceptibleto metabolism

    Increased efficiency by avoiding metabolism

    o tox c meta o tes are orme

    HOWEVER, less readily eliminated due to lack ofmetabolism

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    A- Soft Drug

    Soft drugs are biologically active drugs

    designed to have a predictable and controllable

    metabolism to nontoxic and inactive products

    after they have achieved their desired

    pharmacological effect.

    The molecule could be deactivated and

    detoxified shortly after it has exerted its

    biological effect, the therapeutic index could be

    increased, providing a safer drug.85

    Advantages of Soft Drug

    Elimination of toxic metabolites, thereby increasing the

    therapeutic index of the drug;

    Avoidance of pharmacologically active metabolites that

    can lead to long-term effects; Elimination of drug interactions resulting from

    metabolite inhibition of enzymes;

    Simplification of pharmacokinetic problems caused by

    multiple active species.

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    The difference between prodrugs

    and soft durgs

    The concepts of prodrugs and soft drugs are opposite, as

    follow:

    A prodrugs is an inactive compound that requires a

    metabolic conversion to the active form;

    A soft drug is pharmacologically active and uses metabolism

    as a means of promoting excretion.

    However, it is possible to design a pro-soft drug, a modified

    soft drug that requires metabolic activation for conversion to

    the active soft drug.

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    B- Hard Drugs

    Hard drugs are nonmetabolizable compounds,

    characterized either by high lipid solubility and

    accumu a on n a pose ssues an organe es or

    high water solubility. They are poor substrates for the metabolizing

    enzymes; the potentially metabolically sensitive

    parts of these drugs are either sterically hindered or

    the hydrogen atoms are substituted with halogens

    to block oxidation.88

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    V - QSAR

    Quantitative structure-activity relationships

    (QSAR) represent an attempt to correlate

    structural or property descriptors of compounds

    with activities.

    These physicochemical descriptors, which include

    arameters to account for h dro hobicit

    electronic properties, and steric effects, are

    determined empirically or, more recently, by

    computational methods.89

    Activities used in QSAR include chemical

    measurements and biological assays.

    disciplines, with many pertaining to drug design

    and environmental risk assessment.

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    VI - Molecular Modeling

    A technique for the investigation of molecular structures and

    properties using computational chemistry and graphical

    visualization techniques in order to provide a plausible

    three-dimensional representation under a given set of

    circumstances.

    Computer simulation of molecular structure, to predict and

    sp ay s ape, ca cu a e m n mum energy con orma ons

    and dynamic ranges, predict recognition sites, binding

    orientations, etc.

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    In Silico Design and Virtual Screening Techniques

    Several computational chemistry approaches are based on the

    availabilities of the target protein structures and known active ligands.

    DOCK Receptor-Based Approach

    When receptor and ligand structures are both known, the docking

    receptor-based approach is the most ideal situation.

    The ligand can be docked into the known receptor site and molecularmechanics used to simulate receptorligand interactions and dynamics.

    Combinatorial-Based Approach

    en recep or an gan s ruc ures are o un nown, v r ua

    combinatorial chemistry approaches are used.

    In this case, computational chemistry is used both to generate

    structures and in parallel to perform chemical similarity and diversity

    search analysis before and after combinatorial chemistry-based

    experimental HTS.92

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    Ligand-Based Approach

    When the receptorstructure is unknownbut the ligandstructures are

    known, a ligand-based approach is used. This situation represents the

    most common case.

    De Novo Design-Based Approach

    When receptor structure is known and ligand structures are

    unknown, de novo design-techniques are used.

    In this situation, there is available information about the tar et

    receptor, or a similar receptor, but no existing leads that can interactwith the active receptor sites.

    93