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Finding Promiscuous Old Drugs for New
                 Uses

               Sean Ekins1,2,3,4 and Antony J. Williams5



                         1
                          Collaborations in Chemistry, Fuquay Varina, NC.
                          2
                            Collaborative Drug Discovery, Burlingame, CA.
3
  Department of Pharmacology, University of Medicine & Dentistry of New Jersey-Robert Wood Johnson
                                  Medical School, Piscataway, NJ.
 4
  School of Pharmacy, Department of Pharmaceutical Sciences, University of Maryland, Baltimore, MD.
                          5
                            Royal Society of Chemistry, Wake Forest, NC
Why old drugs ?
                                                    More cost effective R&D?
                                                    Repurposing/ repositioning
                                                     -Quicker to bring to market?

                                                    Recent focus on neglected
                                                     & rare diseases
                                                    Over 7000 diseases
                                                     affecting less than 200,000
                                                    1000’s of diseases with no
                                                     treatments
                                                    >300 orphan drugs
                                                     approved since 1983
Ekins S, Williams AJ, Krasowski MD and Freundlich JS, Drug Disc Today, 16: 298-310, 2011
Just some of the many rare disease groups

Abigail Alliance for Better Access to Developmental Drugs             MPD Support
Addi & Cassi Fund                                                     National Gaucher Foundation
American Behcet's Disease Association                                 National MPS Society
Amschwand Sarcoma Cancer Foundation                                   National Organization Against Rare Cancers
BDSRA (Batten Disease Support and Research Association)               National PKU Alliance
Beyond Batten Disease Foundation                                      National Tay-Sachs & Allied Diseases Association
Blake’s Purpose Foundation                                            New Hope Research Foundation
Breakthrough Cancer Coalition                                         NextGEN Policy
Canadian PKU & Allied Disorders                                       Noah's Hope - Batten disease research fund
Center for Orphan Disease Research and Therapy, University of         Our Promise to Nicholas Foundation
Pennsylvania                                                          Oxalosis and Hyperoxaluria Foundation
Children’s Cardiomyopathy Foundation                                  Partnership for Cures
Cooley's Anemia Foundation                                            Periodic Paralysis Association
Dani’s Foundation                                                     RARE Project
                                                                      Ryan Foundation for MPS Children
Drew’s Hope Research Foundation                                       Sanfilippo Foundation for Children
EveryLife Foundation for Rare Diseases                                Sarcoma Foundation of America
GIST Cancer Awareness Foundation                                      Solving Kids' Cancer
Hannah's Hope Fund                                                    Taylor's Tale: Fighting Batten Disease
Hope4Bridget Foundation                                               Team Sanfilippo Foundation
Hypertrophic Cardiomyopathy Association - HCMA                        The Alliance Against Alveolar Soft Part Sarcoma
I Have IIH                                                            The Life Raft Group
ISRMD (International Society for Mannosidosis and Related Diseases)   The NOMID Alliance
Jacob’s Cure                                                          The Transverse Myelitis Association
Jain Foundation                                                       The XLH Network, Inc.
Jonah's Just Begun-Foundation to Cure Sanfilippo Inc.                 United Pompe Foundation
Kids V Cancer
Kurt+Peter Foundation
LGMD2I Research Fund
Lymphangiomatosis & Gorham's Disease Alliance
MAGIC Foundation
                                                                      Many of these groups are
Manton Center for Orphan Disease Research
MarbleRoad                                                            doing R&D on a shoestring how
Mary Payton's Miracle Foundation
Midwest Asian Health Association (MAHA)                               can we help?
One example of why Pharmaceutical R&D needs disrupting




Jonah has Sanfilippo Syndrome – Mucopolysaccharidosis type III – cannot degrade heparan
sulfate - Neurodegeneration

Jonah’s mum, Jill Wood started a foundation, raises money, awareness, funds ground breaking
research happening globally. Willing to sell her house to fund research to save Jonah.

She is in a race against time – what can we do to translate ideas from bench to patient faster?

How do we get more ideas tested, can we focus on approved drugs?

How can we help parents and families ?
Availability of libraries of FDA drugs




Johns Hopkins Clinical Compound library- made compounds available at cost
Finding Promiscuous Old Drugs for New Uses

    In late 2010..searched the literature

    Many groups using in vitro HTS

    Libraries of FDA approved drugs against various whole cell or target assays

    Research published in the prior six years - 34 studies -.

    1 or more compounds with a suggested new bioactivity

    13 drugs were active against more than one additional disease in vitro

    Perhaps screen these first?




Ekins and Williams, Pharm Res 28(8):1785-91, 2011
Finding Promiscuous Old Drugs for New Uses




                                                Multiple tricyclics

Ekins and Williams, Pharm Res 28(8):1785-91, 2011
Finding Promiscuous Old Drugs for New Uses
    Amitriptyline and clomipramine = suppress glial fibrially acidic protein
    Cho et al., Human Mol Genet (2010) 19: 3169-78

    Amitriptyline and clomipramine = mitochondrial permeability transition
    Stavrovskaya et al., J Exp Med (2004) 200: 211-22




    Pyrvinium Pamoate (antihelmintic) = anti Tuberculosis
    Lougheed et al., Tuberculosis (2009) 89: 364-70

    Pyrvinium Pamoate (antihelmintic) = anti Antiprotozoal C. parvum
    Downey et al., Antimicrob Agents Chemother (2008) 52: 3106-12

    Pyrvinium Pamoate (antihelmintic) = anti Antiprotozoal T. Brucei
    Mackey et al., Chem Biol Drug Des (2006) 355-63




Ekins and Williams, Pharm Res 28(8):1785-91, 2011
Analysis of datasets


       Dataset             ALogP    Molecular       Number     Number      Number      Number of    Number      Molecular
                                     Weight           of       of Rings       of       Hydrogen       of          Polar
                                                   Rotatable               Aromati       bond      Hydrogen    Surface Area
                                                    Bonds                  c Rings     Acceptors     bond
                                                                                                    Donors

    Compounds              3.1 ±   428.4 ± 202.8   5.4 ± 3.8   3.8 ± 1.9   2.0 ± 1.4   5.6 ± 4.2   2.0 ± 1.9   89.6 ± 69.3
identified in vitro with    2.6
  new activities (N =
         109) *
     Compounds             3.6 ±   442.8 ± 150.0   5.1 ± 3.1   4.2 ± 1.5   1.8 ± 1.2   5.5 ± 4.6   2.2 ± 3.3    79.5 ± 78.8
identified in vitro with   2.7
     multiple new
  activities (N = 13)




                                    •Promiscuous repurposed compounds are more hydrophobic,
                                    •Differences not significant




Ekins and Williams, Pharm Res 28(8):1785-91, 2011
Finding Promiscuous Old Drugs for New Uses

   109 molecules were identified by screening in vitro

   Promiscuous compounds do not appear different to whole dataset

   Molecules are close to natural product lead like (MW<460, LogP <4.2)
    Rosen et al., J Med Chem (2009) 52: 1953-62

   1193 Oral drugs mean MW 343.7 CLOGP 2.3
    Vieth et al., J Med Chem (2004) 47: 224-32

   Others have shown GPCR promiscuous cpds vs selective have higher MW and
    clogP
    Azzaoui et al., ChemMedComm (2007) 2: 874-80

   Our promiscuous cpds had carbon skeletons identified as promiscuous
    Hu and bajorath, Chem Inf Model (2010) 50: 2112-8
FDA Rare Disease Research Database

• The FDA resource, the rare disease research database (RDRD),

(http://www.fda.gov/ForIndustry/DevelopingProductsforRareDiseasesConditions/Howt
oapplyforOrphanProductDesignation/ucm216147.htm)

• Lists Orphan-designated products with at least one marketing approval for a
common disease indication, for a rare disease indication, or for both common and
rare disease indications.

• In the last category there are less than 50 molecules (including large
biopharmaceutical drugs).

• These tables do not capture the high throughput screening (HTS) data generated to
date

•FDA databases for rare disease research are XL files!!
New datasets
                         We have curated the data and uploaded in
                         CDD with the help of Antony Williams at the
                         Royal Society of Chemistry – data is free to
                         search




© 2009 Collaborative Drug Discovery, Inc.                         Archive, Mine, Collaborate
Analysis of datasets

      Dataset           ALogP    Molecular       Number     Number      Number      Number of    Number      Molecular
                                  Weight           of       of Rings       of       Hydrogen       of           Polar
                                                Rotatable               Aromati       bond      Hydrogen    Surface Area
                                                 Bonds                  c Rings     Acceptors     bond
                                                                                                 Donors

Orphan designated       1.4 ±   353.2 ± 218.8   5.3 ± 6.4   2.8 ± 1.7   1.2 ± 1.3   5.3 ± 6.0   2.5 ± 3.0   99.2 ± 110.7
   products with at     3.0 b         a                         a           b

least one marketing
    approval for a
  common disease
indication (N = 79) #
 Orphan designated      0.9 ±   344.4 ± 233.5   5.3 ± 5.3   2.4 ± 1.9   1.3 ± 1.4   6.2 ± 4.2   2.7 ± 2.8   114.2 ± 85.3
   products with at     3.3 b         a                         b           a

least one marketing
 approval for a rare
disease indication (N
       = 52) #


   orphan repurposed hits are less hydrophobic, smaller MW than in vitro screening cpds

   Molecules close to lead-like and closer to oral drugs


Ekins and Williams, Pharm Res 28(8):1785-91, 2011
Dataset Intersection


  Orphan +
  Common                      Orphan +
  Use             0           Rare use




                  0
         3                5


          In vitro hits




Do these represent frequent
actives or promiscuous
compounds?
Finding Promiscuous Old Drugs for New Uses

   In vitro screening compounds repurposed –
   Statistically more hydrophobic (log P) and higher MWT than orphan-
    designated products with at least one marketing approval for a common
    disease indication or one marketing approval for a rare disease from the
    FDA’s rare disease research database.

   Created multiple structure searchable databases in CDD

   Data for repurposing in publications is increasing but who is tracking it?

   Limited follow up of compounds from in vitro to in vivo..

   Will any of these compounds from in vitro be approved?

   Could they be an artifact of in vitro screening?
Repurpose FDA drugs in silico
  Key databases of
   structures and                                 2D Similarity search with “hit”
   bioactivity data         FDA drugs             from screening
                             database
                                                  Export database and                Suggest
                                                  use for 3D searching              approved
                                                  with a pharmacophore          drugs for testing
                                                  or other model                   - may also
                                                                                 indicate other
                                                                                   uses if it is
                                                                                present in more
                                                                                    than one
                                                                                    database
                                                 Suggest in silico hits
                                                 for in vitro screening


       + others

Ekins S, Williams AJ, Krasowski MD and Freundlich JS, Drug Disc Today, 16: 298-310, 2011
Rare diseases: Searching for Potential Chaperones
for Sanfilippo Syndrome

                  Pshezhetsky et al showed Glucosamine rescues
                   HGSNAT mutants
                  Feldhammer et al., Hum Mutat. 2009 30:918-25

                  Glucosamine used to create a 3D common features
                   pharmacophore using Discovery Studio.
                  The pharmacophore + ligand van der Waals shape
                   was used to search multiple 3D databases
                  FDA drugs, natural products, orphan drugs, KEGG,
                   CSF metabolome etc.
                  The pharmacophore consists of a positive ionizable
                   (red) and 3 hydrogen bond donor groups (purple).
                  Selected hits for experimental testing
                  Collaboration ongoing!

                  e.g. Isofagomine maps pharmacophore
A path forwards for rare diseases using old drugs?



We propose generalizable methods utilizing transcriptomic, system-wide chemical biology
datasets combined with chemical informatics and, where possible, repurposing of FDA
approved drugs for pre-clinical orphan disease therapies.

A generalizable pre-clinical research approach for orphan disease
therapy Chandree L. Beaulieu et al., submitted 2012
Finding Promiscuous Old Drugs for New Uses
                     Update 2011-2012
                                          everolimus
                                                  5-fluorouracil




                                              ceftriaxone




Could In silico / in vitro repositioning find leads-drugs quicker?
Acknowledgments
   Jill Wood
   Joel Freundlich (UMDNJ),
   Matthew D. Krasowski (University of Iowa)
   Chris Lipinski
   David Sullivan (Johns Hopkins)
   Accelrys
   CDD – Barry Bunin
   Everyone that has shared data in CDD..

   Email: ekinssean@yahoo.com
   Slideshare: http://www.slideshare.net/ekinssean
   Twitter: collabchem
   Blog: http://www.collabchem.com/
   Website: http://www.collaborations.com/CHEMISTRY.HTM

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Genetic and Engineering news Webinar slides

  • 1. Finding Promiscuous Old Drugs for New Uses Sean Ekins1,2,3,4 and Antony J. Williams5 1 Collaborations in Chemistry, Fuquay Varina, NC. 2 Collaborative Drug Discovery, Burlingame, CA. 3 Department of Pharmacology, University of Medicine & Dentistry of New Jersey-Robert Wood Johnson Medical School, Piscataway, NJ. 4 School of Pharmacy, Department of Pharmaceutical Sciences, University of Maryland, Baltimore, MD. 5 Royal Society of Chemistry, Wake Forest, NC
  • 2. Why old drugs ?  More cost effective R&D?  Repurposing/ repositioning -Quicker to bring to market?  Recent focus on neglected & rare diseases  Over 7000 diseases affecting less than 200,000  1000’s of diseases with no treatments  >300 orphan drugs approved since 1983 Ekins S, Williams AJ, Krasowski MD and Freundlich JS, Drug Disc Today, 16: 298-310, 2011
  • 3. Just some of the many rare disease groups Abigail Alliance for Better Access to Developmental Drugs MPD Support Addi & Cassi Fund National Gaucher Foundation American Behcet's Disease Association National MPS Society Amschwand Sarcoma Cancer Foundation National Organization Against Rare Cancers BDSRA (Batten Disease Support and Research Association) National PKU Alliance Beyond Batten Disease Foundation National Tay-Sachs & Allied Diseases Association Blake’s Purpose Foundation New Hope Research Foundation Breakthrough Cancer Coalition NextGEN Policy Canadian PKU & Allied Disorders Noah's Hope - Batten disease research fund Center for Orphan Disease Research and Therapy, University of Our Promise to Nicholas Foundation Pennsylvania Oxalosis and Hyperoxaluria Foundation Children’s Cardiomyopathy Foundation Partnership for Cures Cooley's Anemia Foundation Periodic Paralysis Association Dani’s Foundation RARE Project Ryan Foundation for MPS Children Drew’s Hope Research Foundation Sanfilippo Foundation for Children EveryLife Foundation for Rare Diseases Sarcoma Foundation of America GIST Cancer Awareness Foundation Solving Kids' Cancer Hannah's Hope Fund Taylor's Tale: Fighting Batten Disease Hope4Bridget Foundation Team Sanfilippo Foundation Hypertrophic Cardiomyopathy Association - HCMA The Alliance Against Alveolar Soft Part Sarcoma I Have IIH The Life Raft Group ISRMD (International Society for Mannosidosis and Related Diseases) The NOMID Alliance Jacob’s Cure The Transverse Myelitis Association Jain Foundation The XLH Network, Inc. Jonah's Just Begun-Foundation to Cure Sanfilippo Inc. United Pompe Foundation Kids V Cancer Kurt+Peter Foundation LGMD2I Research Fund Lymphangiomatosis & Gorham's Disease Alliance MAGIC Foundation Many of these groups are Manton Center for Orphan Disease Research MarbleRoad doing R&D on a shoestring how Mary Payton's Miracle Foundation Midwest Asian Health Association (MAHA) can we help?
  • 4. One example of why Pharmaceutical R&D needs disrupting Jonah has Sanfilippo Syndrome – Mucopolysaccharidosis type III – cannot degrade heparan sulfate - Neurodegeneration Jonah’s mum, Jill Wood started a foundation, raises money, awareness, funds ground breaking research happening globally. Willing to sell her house to fund research to save Jonah. She is in a race against time – what can we do to translate ideas from bench to patient faster? How do we get more ideas tested, can we focus on approved drugs? How can we help parents and families ?
  • 5. Availability of libraries of FDA drugs Johns Hopkins Clinical Compound library- made compounds available at cost
  • 6. Finding Promiscuous Old Drugs for New Uses  In late 2010..searched the literature  Many groups using in vitro HTS  Libraries of FDA approved drugs against various whole cell or target assays  Research published in the prior six years - 34 studies -.  1 or more compounds with a suggested new bioactivity  13 drugs were active against more than one additional disease in vitro  Perhaps screen these first? Ekins and Williams, Pharm Res 28(8):1785-91, 2011
  • 7. Finding Promiscuous Old Drugs for New Uses Multiple tricyclics Ekins and Williams, Pharm Res 28(8):1785-91, 2011
  • 8. Finding Promiscuous Old Drugs for New Uses  Amitriptyline and clomipramine = suppress glial fibrially acidic protein  Cho et al., Human Mol Genet (2010) 19: 3169-78  Amitriptyline and clomipramine = mitochondrial permeability transition  Stavrovskaya et al., J Exp Med (2004) 200: 211-22  Pyrvinium Pamoate (antihelmintic) = anti Tuberculosis  Lougheed et al., Tuberculosis (2009) 89: 364-70  Pyrvinium Pamoate (antihelmintic) = anti Antiprotozoal C. parvum  Downey et al., Antimicrob Agents Chemother (2008) 52: 3106-12  Pyrvinium Pamoate (antihelmintic) = anti Antiprotozoal T. Brucei  Mackey et al., Chem Biol Drug Des (2006) 355-63 Ekins and Williams, Pharm Res 28(8):1785-91, 2011
  • 9. Analysis of datasets Dataset ALogP Molecular Number Number Number Number of Number Molecular Weight of of Rings of Hydrogen of Polar Rotatable Aromati bond Hydrogen Surface Area Bonds c Rings Acceptors bond Donors Compounds 3.1 ± 428.4 ± 202.8 5.4 ± 3.8 3.8 ± 1.9 2.0 ± 1.4 5.6 ± 4.2 2.0 ± 1.9 89.6 ± 69.3 identified in vitro with 2.6 new activities (N = 109) * Compounds 3.6 ± 442.8 ± 150.0 5.1 ± 3.1 4.2 ± 1.5 1.8 ± 1.2 5.5 ± 4.6 2.2 ± 3.3 79.5 ± 78.8 identified in vitro with 2.7 multiple new activities (N = 13) •Promiscuous repurposed compounds are more hydrophobic, •Differences not significant Ekins and Williams, Pharm Res 28(8):1785-91, 2011
  • 10. Finding Promiscuous Old Drugs for New Uses  109 molecules were identified by screening in vitro  Promiscuous compounds do not appear different to whole dataset  Molecules are close to natural product lead like (MW<460, LogP <4.2) Rosen et al., J Med Chem (2009) 52: 1953-62  1193 Oral drugs mean MW 343.7 CLOGP 2.3 Vieth et al., J Med Chem (2004) 47: 224-32  Others have shown GPCR promiscuous cpds vs selective have higher MW and clogP Azzaoui et al., ChemMedComm (2007) 2: 874-80  Our promiscuous cpds had carbon skeletons identified as promiscuous Hu and bajorath, Chem Inf Model (2010) 50: 2112-8
  • 11. FDA Rare Disease Research Database • The FDA resource, the rare disease research database (RDRD), (http://www.fda.gov/ForIndustry/DevelopingProductsforRareDiseasesConditions/Howt oapplyforOrphanProductDesignation/ucm216147.htm) • Lists Orphan-designated products with at least one marketing approval for a common disease indication, for a rare disease indication, or for both common and rare disease indications. • In the last category there are less than 50 molecules (including large biopharmaceutical drugs). • These tables do not capture the high throughput screening (HTS) data generated to date •FDA databases for rare disease research are XL files!!
  • 12. New datasets We have curated the data and uploaded in CDD with the help of Antony Williams at the Royal Society of Chemistry – data is free to search © 2009 Collaborative Drug Discovery, Inc. Archive, Mine, Collaborate
  • 13. Analysis of datasets Dataset ALogP Molecular Number Number Number Number of Number Molecular Weight of of Rings of Hydrogen of Polar Rotatable Aromati bond Hydrogen Surface Area Bonds c Rings Acceptors bond Donors Orphan designated 1.4 ± 353.2 ± 218.8 5.3 ± 6.4 2.8 ± 1.7 1.2 ± 1.3 5.3 ± 6.0 2.5 ± 3.0 99.2 ± 110.7 products with at 3.0 b a a b least one marketing approval for a common disease indication (N = 79) # Orphan designated 0.9 ± 344.4 ± 233.5 5.3 ± 5.3 2.4 ± 1.9 1.3 ± 1.4 6.2 ± 4.2 2.7 ± 2.8 114.2 ± 85.3 products with at 3.3 b a b a least one marketing approval for a rare disease indication (N = 52) # orphan repurposed hits are less hydrophobic, smaller MW than in vitro screening cpds Molecules close to lead-like and closer to oral drugs Ekins and Williams, Pharm Res 28(8):1785-91, 2011
  • 14. Dataset Intersection Orphan + Common Orphan + Use 0 Rare use 0 3 5 In vitro hits Do these represent frequent actives or promiscuous compounds?
  • 15. Finding Promiscuous Old Drugs for New Uses  In vitro screening compounds repurposed –  Statistically more hydrophobic (log P) and higher MWT than orphan- designated products with at least one marketing approval for a common disease indication or one marketing approval for a rare disease from the FDA’s rare disease research database.  Created multiple structure searchable databases in CDD  Data for repurposing in publications is increasing but who is tracking it?  Limited follow up of compounds from in vitro to in vivo..  Will any of these compounds from in vitro be approved?  Could they be an artifact of in vitro screening?
  • 16. Repurpose FDA drugs in silico Key databases of structures and 2D Similarity search with “hit” bioactivity data FDA drugs from screening database Export database and Suggest use for 3D searching approved with a pharmacophore drugs for testing or other model - may also indicate other uses if it is present in more than one database Suggest in silico hits for in vitro screening + others Ekins S, Williams AJ, Krasowski MD and Freundlich JS, Drug Disc Today, 16: 298-310, 2011
  • 17. Rare diseases: Searching for Potential Chaperones for Sanfilippo Syndrome  Pshezhetsky et al showed Glucosamine rescues HGSNAT mutants  Feldhammer et al., Hum Mutat. 2009 30:918-25  Glucosamine used to create a 3D common features pharmacophore using Discovery Studio.  The pharmacophore + ligand van der Waals shape was used to search multiple 3D databases  FDA drugs, natural products, orphan drugs, KEGG, CSF metabolome etc.  The pharmacophore consists of a positive ionizable (red) and 3 hydrogen bond donor groups (purple).  Selected hits for experimental testing  Collaboration ongoing! e.g. Isofagomine maps pharmacophore
  • 18. A path forwards for rare diseases using old drugs? We propose generalizable methods utilizing transcriptomic, system-wide chemical biology datasets combined with chemical informatics and, where possible, repurposing of FDA approved drugs for pre-clinical orphan disease therapies. A generalizable pre-clinical research approach for orphan disease therapy Chandree L. Beaulieu et al., submitted 2012
  • 19. Finding Promiscuous Old Drugs for New Uses Update 2011-2012 everolimus 5-fluorouracil ceftriaxone Could In silico / in vitro repositioning find leads-drugs quicker?
  • 20. Acknowledgments  Jill Wood  Joel Freundlich (UMDNJ),  Matthew D. Krasowski (University of Iowa)  Chris Lipinski  David Sullivan (Johns Hopkins)  Accelrys  CDD – Barry Bunin  Everyone that has shared data in CDD..  Email: ekinssean@yahoo.com  Slideshare: http://www.slideshare.net/ekinssean  Twitter: collabchem  Blog: http://www.collabchem.com/  Website: http://www.collaborations.com/CHEMISTRY.HTM