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The HELM Antibody Editor
Stefan Klostermann
Roche Innovation Center Penzberg
Pistoia Alliance Spring Conference,
ZĂźrich, 14. April 2015
Agenda
• The motivation for
• The HELM Antibody Editor
• DEMO: From raw sequences to drugs
Classical chemistry
• Aspirin
• Acetylsalicylic acid
SMILES
O=C(Oc1ccccc1C(=O)O)C
InChI
1S/C9H8O4/c1-6(10)13-8-5-3-2-4-
7(8)9(11)12/h2-5H,1H3,(H,11,12)
A more biological example
Conjugate of peptide and DNA oligo
• Peptide CHRISTIAN with Ser replaced by dSer
• linked via SMCC (bifunctional linker)
• to oligo CTAG
Classical chemical notations
Full molecular structure - SMILES
• [H]N[C@@H](CSC(=O)C1CCC(CN
2C(=O)CC(OC[C@H]3O[C@@H]([
C@H](O)[C@@H]3OP(O)(=O)OC[C
@H]3O[C@@H]([C@H](O)[C@@H
]3OP(O)(=O)OC[C@H]3O[C@@H](
[C@H](O)[C@@H]3OP(O)(=O)OC[
C@H]3O[C@@H]([C@H](O)[C@@
H]3O[H])N3C=NC4=C3N=C(N)NC
4=O)N3C=NC4=C3N=CN=C4N)N
3C=C(C)C(=O)NC3=O)N3C=CC(N
)=NC3=O)C2=O)CC1)C(=O)N[C@
@H](CC1=CNC=N1)C(=O)N[C@
@H](CCCNC(N)=N)C(=O)N[C@@
H]([C@@H](C)CC)C(=O)N[C@H](
CO)C(=O)N[C@@H]([C@@H](C)O
)C(=O)N[C@@H]([C@@H](C)CC)C
(=O)N[C@@H](C)C(=O)N[C@@H]
(CC(N)=O)C(O)=O
PEPTIDE1{C.H.R.I.[dS].T.I.A.N}|CHEM1{[SMCC]}|RNA1{R(C)P.R(T)P.R(A)P.R(G)}
$RNA1,CHEM1,1:R1-1:R2|PEPTIDE1,CHEM1,1:R3-1:R1$$$
HELM
Notation and editor views of given example
PEPTIDE1{C.H.R.I.[dS].T.I.A.N}|CHEM1{[SMCC]}|RNA1{R(C)P.R(T)P.R(A)P.R(G)}
$RNA1,CHEM1,1:R1-1:R2|PEPTIDE1,CHEM1,1:R3-1:R1$$$
• Limited set of biological building blocks is packed into monomer library
• Notation supports homology searching (a least on natural analogues)
HELM
Background
• Hierarchical Editing Language for Macromolecules
– Notation
– HELM Editor & Toolkit
• Released by Pfizer to the for public distribution
– http://openhelm.org/  Github
• Emerging new notation standard for complex biologicals
Agenda
• The motivation for
• The HELM Antibody Editor
• DEMO: From raw sequences to drugs
1
2 3
4
HELM for Antibodies
• Why antibodies?
– Highly potent and specific drugs especially in Oncology / Immunology
• What makes antibodies a bit special?
– Multiple peptide chains
– Intra- + inter- chain Cys-Cys bonds
– Added functional modules / payloads
– Varying complex designs
– Designed mutations
LC
HC
LC
HC
HELM Antibody Editor
to handle complex antibodies
• Analysis / decomposition
• Visualization
• Manipulation
• Registration
• Detection, analysis and annotation of all domains
• Cys-Cys bonds
– Intra-domain (Ig-like)
– Inter-domains (scFv, scFab)
– Inter-chains (HC-HC/LC)
– Alert if free Cys left
HELM Antibody Editor
Decomposition & Assembly
• Variable, hinge, constant
• V: germlines, C: isotypes
• Species ( human?)
• Mutations (knob-into-hole)
• Peptides, linkers, payloads
bispecific
trispecific
effector protein
knob-into-hole
Xmab
HELM Antibody Editor
Enable Registration & Data Analysis
Enable registration
• Unique identifier (check)
• Full chemical structure
• Domains & annotations
• Antibody format (used modules)
• Antibody depiction
• Goal: Fully automatic even
starting with raw sequences!
Data analysis
1) SAR analysis of
• Specificities
• Antibody formats
• Linker types/lengths
• Payloads (+position)
2) Retrieval of components
2
1
3
Agenda
• The motivation for
• The HELM Antibody Editor
• DEMO: From raw sequences to drugs
DEMONSTRATION
HELM Antibody Editor
HELM
HELM Editor view of demoed complex antibody drug
Role of HELM
for the HELM Antibody Editor
• HELM Notation used for registration
PEPTIDE1{C.H.R.I.[dS].T.I.A.N}|CHEM1{[SMCC]}|RNA1{R(C)P.R(T)P.R(A)P.R(G)}
$RNA1,CHEM1,1:R1-1:R2|PEPTIDE1,CHEM1,1:R3-1:R1$$$
• HELM Toolkit used for coding
• HELM Editor used for manipulations of domains (e.g. for ADCs)
Summary
The HELM Antibody Editor
• enables an easy (usually automatic) registration of even complex antibody
formats
– for SAR analysis within and across projects
– and full search & retrieval of all components.
• has been made public in the tradition of the HELM Editor and is available
now at https://github.com/PistoiaHELM/HELMAntibodyEditor.
Acknowledgements
To the developers
Domain editor and framework (Pharma Research and Early Development
Informatics, Roche Innovation Center Penzberg, Germany)
• Pandu Raharja (Trainee)
• Stefan Zilch (BridgingIT GmbH, Mannheim)
• Marco Lanig (quattro research GmbH, Martinsried)
• Clemens Wrzodek (Roche pREDi, Penzberg)
Domain recognition (quattro research GmbH, Martinsried, Germany
Bernhard Schirm, project lead)
• Anne Mund (Trainee)
• Marco Lanig
Doing now what patients need next

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Pistoia Alliance European Conference 2015 - Stefan Klostermann / Roche

  • 1. The HELM Antibody Editor Stefan Klostermann Roche Innovation Center Penzberg Pistoia Alliance Spring Conference, ZĂźrich, 14. April 2015
  • 2. Agenda • The motivation for • The HELM Antibody Editor • DEMO: From raw sequences to drugs
  • 3. Classical chemistry • Aspirin • Acetylsalicylic acid SMILES O=C(Oc1ccccc1C(=O)O)C InChI 1S/C9H8O4/c1-6(10)13-8-5-3-2-4- 7(8)9(11)12/h2-5H,1H3,(H,11,12)
  • 4. A more biological example Conjugate of peptide and DNA oligo • Peptide CHRISTIAN with Ser replaced by dSer • linked via SMCC (bifunctional linker) • to oligo CTAG
  • 5. Classical chemical notations Full molecular structure - SMILES • [H]N[C@@H](CSC(=O)C1CCC(CN 2C(=O)CC(OC[C@H]3O[C@@H]([ C@H](O)[C@@H]3OP(O)(=O)OC[C @H]3O[C@@H]([C@H](O)[C@@H ]3OP(O)(=O)OC[C@H]3O[C@@H]( [C@H](O)[C@@H]3OP(O)(=O)OC[ C@H]3O[C@@H]([C@H](O)[C@@ H]3O[H])N3C=NC4=C3N=C(N)NC 4=O)N3C=NC4=C3N=CN=C4N)N 3C=C(C)C(=O)NC3=O)N3C=CC(N )=NC3=O)C2=O)CC1)C(=O)N[C@ @H](CC1=CNC=N1)C(=O)N[C@ @H](CCCNC(N)=N)C(=O)N[C@@ H]([C@@H](C)CC)C(=O)N[C@H]( CO)C(=O)N[C@@H]([C@@H](C)O )C(=O)N[C@@H]([C@@H](C)CC)C (=O)N[C@@H](C)C(=O)N[C@@H] (CC(N)=O)C(O)=O
  • 6. PEPTIDE1{C.H.R.I.[dS].T.I.A.N}|CHEM1{[SMCC]}|RNA1{R(C)P.R(T)P.R(A)P.R(G)} $RNA1,CHEM1,1:R1-1:R2|PEPTIDE1,CHEM1,1:R3-1:R1$$$ HELM Notation and editor views of given example PEPTIDE1{C.H.R.I.[dS].T.I.A.N}|CHEM1{[SMCC]}|RNA1{R(C)P.R(T)P.R(A)P.R(G)} $RNA1,CHEM1,1:R1-1:R2|PEPTIDE1,CHEM1,1:R3-1:R1$$$ • Limited set of biological building blocks is packed into monomer library • Notation supports homology searching (a least on natural analogues)
  • 7. HELM Background • Hierarchical Editing Language for Macromolecules – Notation – HELM Editor & Toolkit • Released by Pfizer to the for public distribution – http://openhelm.org/  Github • Emerging new notation standard for complex biologicals
  • 8. Agenda • The motivation for • The HELM Antibody Editor • DEMO: From raw sequences to drugs
  • 9. 1 2 3 4 HELM for Antibodies • Why antibodies? – Highly potent and specific drugs especially in Oncology / Immunology • What makes antibodies a bit special? – Multiple peptide chains – Intra- + inter- chain Cys-Cys bonds – Added functional modules / payloads – Varying complex designs – Designed mutations LC HC LC HC
  • 10. HELM Antibody Editor to handle complex antibodies • Analysis / decomposition • Visualization • Manipulation • Registration
  • 11. • Detection, analysis and annotation of all domains • Cys-Cys bonds – Intra-domain (Ig-like) – Inter-domains (scFv, scFab) – Inter-chains (HC-HC/LC) – Alert if free Cys left HELM Antibody Editor Decomposition & Assembly • Variable, hinge, constant • V: germlines, C: isotypes • Species ( human?) • Mutations (knob-into-hole) • Peptides, linkers, payloads bispecific trispecific effector protein knob-into-hole Xmab
  • 12. HELM Antibody Editor Enable Registration & Data Analysis Enable registration • Unique identifier (check) • Full chemical structure • Domains & annotations • Antibody format (used modules) • Antibody depiction • Goal: Fully automatic even starting with raw sequences! Data analysis 1) SAR analysis of • Specificities • Antibody formats • Linker types/lengths • Payloads (+position) 2) Retrieval of components 2 1 3
  • 13. Agenda • The motivation for • The HELM Antibody Editor • DEMO: From raw sequences to drugs
  • 15. HELM HELM Editor view of demoed complex antibody drug
  • 16. Role of HELM for the HELM Antibody Editor • HELM Notation used for registration PEPTIDE1{C.H.R.I.[dS].T.I.A.N}|CHEM1{[SMCC]}|RNA1{R(C)P.R(T)P.R(A)P.R(G)} $RNA1,CHEM1,1:R1-1:R2|PEPTIDE1,CHEM1,1:R3-1:R1$$$ • HELM Toolkit used for coding • HELM Editor used for manipulations of domains (e.g. for ADCs)
  • 17. Summary The HELM Antibody Editor • enables an easy (usually automatic) registration of even complex antibody formats – for SAR analysis within and across projects – and full search & retrieval of all components. • has been made public in the tradition of the HELM Editor and is available now at https://github.com/PistoiaHELM/HELMAntibodyEditor.
  • 18. Acknowledgements To the developers Domain editor and framework (Pharma Research and Early Development Informatics, Roche Innovation Center Penzberg, Germany) • Pandu Raharja (Trainee) • Stefan Zilch (BridgingIT GmbH, Mannheim) • Marco Lanig (quattro research GmbH, Martinsried) • Clemens Wrzodek (Roche pREDi, Penzberg) Domain recognition (quattro research GmbH, Martinsried, Germany Bernhard Schirm, project lead) • Anne Mund (Trainee) • Marco Lanig
  • 19. Doing now what patients need next