SlideShare a Scribd company logo
1 of 38
ARChem Route Designer   Antony Williams  On behalf of A. Peter Johnson University of Leeds / SimBioSys Inc. Howard Y. Ando (Pfizer Inc.), Zsolt Zsoldos,  Aniko Simon, James Law, Darryl Reid, Yang Liu, Sing Yoong Khew, Sarah Major
[object Object],[object Object],[object Object]
CAOSD systems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Typical Retrosynthetic Analysis Retrosynthetic analysis works backward from the target and generates increasingly simple precursors
Retrosynthetic Analysis versus Reaction Databases ,[object Object],[object Object],[object Object],[object Object],[object Object]
CAOSD Systems ,[object Object],[object Object],[object Object],[object Object],[object Object]
Knowledge base creation ,[object Object],[object Object],[object Object]
Goals of Route Designer  ,[object Object],[object Object],[object Object],[object Object]
System Design Overview Automatic Rule Extraction User input: Molecule Starting Materials: Aldrich, Acros Lancaster Reaction DB (MOS, Beilstein, CASREACT etc.) Reaction Rules Route Des. search Output: Reaction pathways
Starting Materials ,[object Object],[object Object],Others Lancaster Acros Aldrich
Previous works:  Rule extraction from reaction databases ,[object Object],[object Object],[object Object]
Route Designer Reaction Rules Reaction DB ( RDF format) Reaction Rules 1) The extraction process converts many reactions into a few rules. 2) The combinatorial  explosion of the retrosynthetic search  process is controlled. Generic leaving groups reduce the number of rules Cluster reactions  by  chemical  equivalence   Group identical  reaction cores Find the core of  the reaction Methods of Organic Synthesis ( MOS )  ~42k Reactions Large reaction DBs OK ( millions  of reactions supported) 4k rules from 47k reactions
Identifying Reaction Cores ,[object Object],[object Object],Extracted Core :
Extension to “non-reacting” atoms ,[object Object],[object Object]
Reaction Core Extension Reaction Extracted Core Extended Core
Generic leaving groups Generic rule Reaction Rule Nucleofuge (NF) - a leaving group  which carries  away the bonding  electron pair
Clustering Cores ,[object Object],[object Object],[object Object]
Rule Generation Summary Other examples  clustered: Reaction DB  in RDF file format  Esterification examples  clustered: Esterification  Reaction  Rule: ...-> ... Some other rule
Rule Generation from MOS DB ,[object Object],[object Object]
Reaction Classification  ,[object Object]
FG Interchange  and FG Additive ,[object Object],[object Object],[object Object],[object Object]
Top 5 Clusters (MOS example)
 
 
Exhaustive Search ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Preserve and Target Bonds ,[object Object]
Ordering of Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Real World Examples ,[object Object],[object Object],[object Object],[object Object]
 
 
Zatosteron ,[object Object],[object Object],[object Object],[object Object]
How Fast? How Complex? ,[object Object],[object Object],[object Object],[object Object]
How Fast? How Complex? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Under Development ,[object Object],[object Object],[object Object],[object Object],[object Object]
Interfering functionality ,[object Object],[object Object],[object Object],[object Object]
Rule set optimizations ,[object Object],[object Object],[object Object],[object Object],[object Object]
Route Designer summary ,[object Object],[object Object],[object Object],[object Object]
Acknowledgements Acknowledgements Pfizer  Robert Wade Robert Dugger James Gage Peter Wuts David Entwistle Inaki Morano Richard Nugent Bryan Li Julian Smith Accelrys Rob Brown Eric Jamois Symyx-MDL Maurizio Bronzetti Jochen Tannemann

More Related Content

Similar to A new, automated retrosynthetic search engine: ARChem

Using open bioactivity data for developing machine-learning prediction models...
Using open bioactivity data for developing machine-learning prediction models...Using open bioactivity data for developing machine-learning prediction models...
Using open bioactivity data for developing machine-learning prediction models...Sunghwan Kim
 
Structure based drug design- kiranmayi
Structure based drug design- kiranmayiStructure based drug design- kiranmayi
Structure based drug design- kiranmayiKiranmayiKnv
 
Extracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACS
Extracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACSExtracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACS
Extracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACSSimBioSys_Inc
 
Cadd and molecular modeling for M.Pharm
Cadd and molecular modeling for M.PharmCadd and molecular modeling for M.Pharm
Cadd and molecular modeling for M.PharmShikha Popali
 
Drug design based on bioinformatic tools
Drug design based on bioinformatic toolsDrug design based on bioinformatic tools
Drug design based on bioinformatic toolsSujeethKrishnan
 
Prediction Of Bioactivity From Chemical Structure
Prediction Of Bioactivity From Chemical StructurePrediction Of Bioactivity From Chemical Structure
Prediction Of Bioactivity From Chemical StructureJeremy Besnard
 
Virtual Screening in Drug Discovery
Virtual Screening in Drug DiscoveryVirtual Screening in Drug Discovery
Virtual Screening in Drug DiscoveryAbhik Seal
 
Design of compound libraries for fragment screening (Feb 2012 version)
Design of compound libraries for fragment screening (Feb 2012 version)Design of compound libraries for fragment screening (Feb 2012 version)
Design of compound libraries for fragment screening (Feb 2012 version)Peter Kenny
 
molecular docking screnning. pptx
molecular docking screnning. pptxmolecular docking screnning. pptx
molecular docking screnning. pptxPraveen kumar S
 
Protein-Ligand Docking
Protein-Ligand DockingProtein-Ligand Docking
Protein-Ligand Dockingbaoilleach
 
2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAGopen_phacts
 
Investigating plant systems using data integration and network analysis
Investigating plant systems using data integration and network analysisInvestigating plant systems using data integration and network analysis
Investigating plant systems using data integration and network analysisCatherine Canevet
 
Computational Drug Design
Computational Drug DesignComputational Drug Design
Computational Drug Designbaoilleach
 
Self-Contained Sequence Representation (SCSR)
Self-Contained Sequence Representation (SCSR)Self-Contained Sequence Representation (SCSR)
Self-Contained Sequence Representation (SCSR)BIOVIA
 
Virtual screening techniques
Virtual screening techniquesVirtual screening techniques
Virtual screening techniquesROHIT PAL
 

Similar to A new, automated retrosynthetic search engine: ARChem (20)

Retrosynth.pdf
Retrosynth.pdfRetrosynth.pdf
Retrosynth.pdf
 
Using open bioactivity data for developing machine-learning prediction models...
Using open bioactivity data for developing machine-learning prediction models...Using open bioactivity data for developing machine-learning prediction models...
Using open bioactivity data for developing machine-learning prediction models...
 
Structure based drug design- kiranmayi
Structure based drug design- kiranmayiStructure based drug design- kiranmayi
Structure based drug design- kiranmayi
 
Extracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACS
Extracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACSExtracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACS
Extracting Synthetic Knowledge from Reaction Databases - ARChem at the 246th ACS
 
Cadd and molecular modeling for M.Pharm
Cadd and molecular modeling for M.PharmCadd and molecular modeling for M.Pharm
Cadd and molecular modeling for M.Pharm
 
Drug design based on bioinformatic tools
Drug design based on bioinformatic toolsDrug design based on bioinformatic tools
Drug design based on bioinformatic tools
 
Virtual sreening
Virtual sreeningVirtual sreening
Virtual sreening
 
Prediction Of Bioactivity From Chemical Structure
Prediction Of Bioactivity From Chemical StructurePrediction Of Bioactivity From Chemical Structure
Prediction Of Bioactivity From Chemical Structure
 
Retrosynth
RetrosynthRetrosynth
Retrosynth
 
Virtual Screening in Drug Discovery
Virtual Screening in Drug DiscoveryVirtual Screening in Drug Discovery
Virtual Screening in Drug Discovery
 
Design of compound libraries for fragment screening (Feb 2012 version)
Design of compound libraries for fragment screening (Feb 2012 version)Design of compound libraries for fragment screening (Feb 2012 version)
Design of compound libraries for fragment screening (Feb 2012 version)
 
molecular docking screnning. pptx
molecular docking screnning. pptxmolecular docking screnning. pptx
molecular docking screnning. pptx
 
Protein-Ligand Docking
Protein-Ligand DockingProtein-Ligand Docking
Protein-Ligand Docking
 
CADD
CADDCADD
CADD
 
2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG
 
Denovo Drug Design
Denovo Drug DesignDenovo Drug Design
Denovo Drug Design
 
Investigating plant systems using data integration and network analysis
Investigating plant systems using data integration and network analysisInvestigating plant systems using data integration and network analysis
Investigating plant systems using data integration and network analysis
 
Computational Drug Design
Computational Drug DesignComputational Drug Design
Computational Drug Design
 
Self-Contained Sequence Representation (SCSR)
Self-Contained Sequence Representation (SCSR)Self-Contained Sequence Representation (SCSR)
Self-Contained Sequence Representation (SCSR)
 
Virtual screening techniques
Virtual screening techniquesVirtual screening techniques
Virtual screening techniques
 

Recently uploaded

It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayNZSG
 
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Tina Ji
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst SummitHolger Mueller
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒anilsa9823
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMRavindra Nath Shukla
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMANIlamathiKannappan
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Delhi Call girls
 
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...anilsa9823
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLSeo
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyEthan lee
 
Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Roland Driesen
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetDenis Gagné
 
Best Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in IndiaBest Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in IndiaShree Krishna Exports
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...Any kyc Account
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Servicediscovermytutordmt
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation SlidesKeppelCorporation
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 DelhiCall Girls in Delhi
 
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...noida100girls
 

Recently uploaded (20)

VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 May
 
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
 
Forklift Operations: Safety through Cartoons
Forklift Operations: Safety through CartoonsForklift Operations: Safety through Cartoons
Forklift Operations: Safety through Cartoons
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst Summit
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSM
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMAN
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
 
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
 
Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
 
Best Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in IndiaBest Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in India
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Service
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
 
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...
 

A new, automated retrosynthetic search engine: ARChem

  • 1. ARChem Route Designer Antony Williams On behalf of A. Peter Johnson University of Leeds / SimBioSys Inc. Howard Y. Ando (Pfizer Inc.), Zsolt Zsoldos, Aniko Simon, James Law, Darryl Reid, Yang Liu, Sing Yoong Khew, Sarah Major
  • 2.
  • 3.
  • 4. Typical Retrosynthetic Analysis Retrosynthetic analysis works backward from the target and generates increasingly simple precursors
  • 5.
  • 6.
  • 7.
  • 8.
  • 9. System Design Overview Automatic Rule Extraction User input: Molecule Starting Materials: Aldrich, Acros Lancaster Reaction DB (MOS, Beilstein, CASREACT etc.) Reaction Rules Route Des. search Output: Reaction pathways
  • 10.
  • 11.
  • 12. Route Designer Reaction Rules Reaction DB ( RDF format) Reaction Rules 1) The extraction process converts many reactions into a few rules. 2) The combinatorial explosion of the retrosynthetic search process is controlled. Generic leaving groups reduce the number of rules Cluster reactions by chemical equivalence Group identical reaction cores Find the core of the reaction Methods of Organic Synthesis ( MOS ) ~42k Reactions Large reaction DBs OK ( millions of reactions supported) 4k rules from 47k reactions
  • 13.
  • 14.
  • 15. Reaction Core Extension Reaction Extracted Core Extended Core
  • 16. Generic leaving groups Generic rule Reaction Rule Nucleofuge (NF) - a leaving group which carries away the bonding electron pair
  • 17.
  • 18. Rule Generation Summary Other examples clustered: Reaction DB in RDF file format Esterification examples clustered: Esterification Reaction Rule: ...-> ... Some other rule
  • 19.
  • 20.
  • 21.
  • 22. Top 5 Clusters (MOS example)
  • 23.  
  • 24.  
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.  
  • 30.  
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38. Acknowledgements Acknowledgements Pfizer Robert Wade Robert Dugger James Gage Peter Wuts David Entwistle Inaki Morano Richard Nugent Bryan Li Julian Smith Accelrys Rob Brown Eric Jamois Symyx-MDL Maurizio Bronzetti Jochen Tannemann