SlideShare una empresa de Scribd logo
1 de 25
Descargar para leer sin conexión
Virtual Screening
and
Hit Prioritization
Dr. Puneet Kacker
Amity University Uttar Pradesh
pkacker@amity.edu
Drug Discovery Process
http://www.lonza.com
What Medicinal Chemists Want?
Experiment Identification Binding
The Experimental Method
High-throughput screening (HTS)
Expensive Time Consuming Skill Intensive
Why Computational Methods?
Accuracy as good as experimental (not
always!)
Can provide insights at molecular level
Fast
Easy to access
Can easily be automated
Economical
Computational Limitations
It only can simulate real conditions if
programmed
Larger systems are less accurate then
smaller systems
Need to be experimentally tested for
accuracy.
Does not look at the whole picture
VLS: alternative of HTS
V
L
S
Millions of Compounds
Few Potential Binders
The Detailed VLS Process
Select a Target
Select a Compound Library
Prepare Target
Prepare Ligand set
Select a Docking Engine
Analyze the Results
Target Selection
Take one Disease
Search Therapeutic
Targets known for
that particular
disease
1 2
Selecting a Compound Library
Receptor Preparation
Add Hydrogen
Assign Charges
Assign Protonation
States
Complete Missing
Atoms
Ligand Preparation and VLS
Filters
Preparation
Assign charges
Generate possible Tautomers and
Stereoisomers (LigPrep)
Assign right protonation states
Filters
Physico-Chemical Filters (Lipinski Rule of
Five)
Similarity-based filters (take only diverse set
of compounds)
Docking Engines
Free 
Vina
DOCK
ArgusLab
Commercial
Cont…
Free
DOCK
AutoDock Vina
ArgusLab
VLS Hits Prioritization
Clustering Score based
Cont…
Interaction-based
Simple Docking Exercise
ArgusLab
The Target
ArgusLab Procedure
Defining a Binding Site
Defining a Ligand
Running Docking Simulation
Pose Energy
1
2
3
4
Challenges
Receptor Flexibility can
be tackled effectively by
exploiting Multiple diverse
Conformations of proteins
Multiple ways to
construct the ensemble:
Multiple crystal entries
Snapshots taken from MD
simulations
Figure: Hong and Tang, Biochemistry, Vol. 43, No. 16, 2004
Checking the Novelty
Scifinder
Writing Manuscript/Report
Stand on the shoulders of giants
Take suggestions and ideas from experts
(poster presentation)
Check Consistency
Select an appropriate journal
“Copyright” does not mean “right to copy”
(Check plagiarized material)
Reading Material
Journals Publishing Papers on
VLS
IF: 4.67IF: 1.79 IF:3.15 IF:5.25
Thanks!!
pkacker@amity.edu

Más contenido relacionado

La actualidad más candente

“Docking Studies and Drug Design”
“Docking  Studies and Drug Design”“Docking  Studies and Drug Design”
“Docking Studies and Drug Design”Naresh Juttu
 
PHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENT
PHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENTPHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENT
PHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENTShikha Popali
 
Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)
Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)
Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)AkshayYadav176
 
Rational drug design method
Rational drug design methodRational drug design method
Rational drug design methodRangnathChikane
 
In silico drug design/Molecular docking
In silico drug design/Molecular dockingIn silico drug design/Molecular docking
In silico drug design/Molecular dockingKannan Iyanar
 
De novo drug design assignment
De novo drug design assignmentDe novo drug design assignment
De novo drug design assignmentAbi Judeen
 
Chemical database preparation ppt
Chemical database preparation pptChemical database preparation ppt
Chemical database preparation pptsamantlalit
 
Structure based drug designing
Structure based drug designingStructure based drug designing
Structure based drug designingSeenam Iftikhar
 
DENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARM
DENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARMDENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARM
DENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARMShikha Popali
 
1 -val_gillet_-_ligand-based_and_structure-based_virtual_screening
1  -val_gillet_-_ligand-based_and_structure-based_virtual_screening1  -val_gillet_-_ligand-based_and_structure-based_virtual_screening
1 -val_gillet_-_ligand-based_and_structure-based_virtual_screeningDeependra Ban
 
Structure Based Drug Design
Structure Based Drug DesignStructure Based Drug Design
Structure Based Drug Designdikheidi
 
Computer aided-drug-design-boc sciences
Computer aided-drug-design-boc sciencesComputer aided-drug-design-boc sciences
Computer aided-drug-design-boc sciencesBOC-Sciences
 
Pharmacophore mapping and virtual screening
Pharmacophore mapping and virtual screeningPharmacophore mapping and virtual screening
Pharmacophore mapping and virtual screeningSanchit Dhankhar
 
In Silico Drug Designing
In Silico Drug Designing In Silico Drug Designing
In Silico Drug Designing PALWINDER GILL
 

La actualidad más candente (20)

“Docking Studies and Drug Design”
“Docking  Studies and Drug Design”“Docking  Studies and Drug Design”
“Docking Studies and Drug Design”
 
PHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENT
PHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENTPHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENT
PHARMACOHORE MAPPING AND VIRTUAL SCRRENING FOR RESEARCH DEPARTMENT
 
De novo drug design
De novo drug designDe novo drug design
De novo drug design
 
Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)
Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)
Pharmacophore Mapping and Virtual Screening (Computer aided Drug design)
 
Rational drug design method
Rational drug design methodRational drug design method
Rational drug design method
 
In silico drug design/Molecular docking
In silico drug design/Molecular dockingIn silico drug design/Molecular docking
In silico drug design/Molecular docking
 
De novo drug design assignment
De novo drug design assignmentDe novo drug design assignment
De novo drug design assignment
 
Chemical database preparation ppt
Chemical database preparation pptChemical database preparation ppt
Chemical database preparation ppt
 
Structure based drug designing
Structure based drug designingStructure based drug designing
Structure based drug designing
 
DENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARM
DENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARMDENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARM
DENOVO DRUG DESIGN AS PER PCI SYLLABUS M.PHARM
 
1 -val_gillet_-_ligand-based_and_structure-based_virtual_screening
1  -val_gillet_-_ligand-based_and_structure-based_virtual_screening1  -val_gillet_-_ligand-based_and_structure-based_virtual_screening
1 -val_gillet_-_ligand-based_and_structure-based_virtual_screening
 
22.pharmacophore
22.pharmacophore22.pharmacophore
22.pharmacophore
 
Structure Based Drug Design
Structure Based Drug DesignStructure Based Drug Design
Structure Based Drug Design
 
Computer aided-drug-design-boc sciences
Computer aided-drug-design-boc sciencesComputer aided-drug-design-boc sciences
Computer aided-drug-design-boc sciences
 
3.cadd
3.cadd3.cadd
3.cadd
 
Pharmacophore mapping and virtual screening
Pharmacophore mapping and virtual screeningPharmacophore mapping and virtual screening
Pharmacophore mapping and virtual screening
 
Pharmacophore
PharmacophorePharmacophore
Pharmacophore
 
In Silico Drug Designing
In Silico Drug Designing In Silico Drug Designing
In Silico Drug Designing
 
Denovo Drug Design
Denovo Drug DesignDenovo Drug Design
Denovo Drug Design
 
Chemoinformatic
Chemoinformatic Chemoinformatic
Chemoinformatic
 

Destacado

Structure based drug design
Structure based drug designStructure based drug design
Structure based drug designADAM S
 
Virtual Screening in Drug Discovery
Virtual Screening in Drug DiscoveryVirtual Screening in Drug Discovery
Virtual Screening in Drug DiscoveryAbhik Seal
 
New product development IDEA GENERATION AND IDEA SCREENING
New product development IDEA GENERATION AND IDEA SCREENING New product development IDEA GENERATION AND IDEA SCREENING
New product development IDEA GENERATION AND IDEA SCREENING premjit2363
 
Computer aided drug designing
Computer aided drug designingComputer aided drug designing
Computer aided drug designingMuhammed sadiq
 
Interaction fingerprint: 1D representation of 3D protein-ligand complexes
Interaction fingerprint: 1D representation of 3D protein-ligand complexesInteraction fingerprint: 1D representation of 3D protein-ligand complexes
Interaction fingerprint: 1D representation of 3D protein-ligand complexesVladimir Chupakhin
 
Protein-Ligand Docking
Protein-Ligand DockingProtein-Ligand Docking
Protein-Ligand Dockingbaoilleach
 
Molecular docking and_virtual_screening
Molecular docking and_virtual_screeningMolecular docking and_virtual_screening
Molecular docking and_virtual_screeningFlorent Barbault
 

Destacado (9)

Structure based drug design
Structure based drug designStructure based drug design
Structure based drug design
 
Virtual Screening in Drug Discovery
Virtual Screening in Drug DiscoveryVirtual Screening in Drug Discovery
Virtual Screening in Drug Discovery
 
New product development IDEA GENERATION AND IDEA SCREENING
New product development IDEA GENERATION AND IDEA SCREENING New product development IDEA GENERATION AND IDEA SCREENING
New product development IDEA GENERATION AND IDEA SCREENING
 
Computer aided drug designing
Computer aided drug designingComputer aided drug designing
Computer aided drug designing
 
Interaction fingerprint: 1D representation of 3D protein-ligand complexes
Interaction fingerprint: 1D representation of 3D protein-ligand complexesInteraction fingerprint: 1D representation of 3D protein-ligand complexes
Interaction fingerprint: 1D representation of 3D protein-ligand complexes
 
Protein-Ligand Docking
Protein-Ligand DockingProtein-Ligand Docking
Protein-Ligand Docking
 
Computer Aided Drug Design ppt
Computer Aided Drug Design pptComputer Aided Drug Design ppt
Computer Aided Drug Design ppt
 
Introduction to Drug Target Identification
Introduction to Drug Target IdentificationIntroduction to Drug Target Identification
Introduction to Drug Target Identification
 
Molecular docking and_virtual_screening
Molecular docking and_virtual_screeningMolecular docking and_virtual_screening
Molecular docking and_virtual_screening
 

Similar a Virtual Screening and Hit Prioritization

High throughput screening
High throughput screening High throughput screening
High throughput screening RewariBhavya
 
Mashing Up Drug Discovery
Mashing Up Drug DiscoveryMashing Up Drug Discovery
Mashing Up Drug DiscoverySciBite Limited
 
The Future of Personalized Medicine
The Future of Personalized MedicineThe Future of Personalized Medicine
The Future of Personalized MedicineEdgewater
 
Back Rapid lead compounds discovery through high-throughput screening
 Back Rapid lead compounds discovery through high-throughput screening Back Rapid lead compounds discovery through high-throughput screening
Back Rapid lead compounds discovery through high-throughput screeningrita martin
 
Open PHACTS (Sept 2013) EBI Industry Programme
Open PHACTS (Sept 2013) EBI Industry ProgrammeOpen PHACTS (Sept 2013) EBI Industry Programme
Open PHACTS (Sept 2013) EBI Industry ProgrammeSciBite Limited
 
Session 6 part 1
Session 6 part 1Session 6 part 1
Session 6 part 1plmiami
 
Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...
Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...
Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...Graham Smith
 
High throughput screening
High throughput screeningHigh throughput screening
High throughput screeningBOC Sciences
 
dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...
dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...
dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...dkNET
 
A_Pope_RQRM_LeadDisc_June_2016
A_Pope_RQRM_LeadDisc_June_2016A_Pope_RQRM_LeadDisc_June_2016
A_Pope_RQRM_LeadDisc_June_2016Andrew Pope
 
Psychopharmacology Lab Wet Assays
Psychopharmacology Lab Wet AssaysPsychopharmacology Lab Wet Assays
Psychopharmacology Lab Wet Assaysbwetzell
 
Full automation
Full automationFull automation
Full automationjdyjdo
 
High throughput screening
High throughput screeningHigh throughput screening
High throughput screeningajivengan
 
highthroughputscreening-140313095833-phpapp01.pptx
highthroughputscreening-140313095833-phpapp01.pptxhighthroughputscreening-140313095833-phpapp01.pptx
highthroughputscreening-140313095833-phpapp01.pptxHarshitaGaur20
 

Similar a Virtual Screening and Hit Prioritization (20)

Cadd
CaddCadd
Cadd
 
High throughput screening
High throughput screening High throughput screening
High throughput screening
 
Mycin
MycinMycin
Mycin
 
Mashing Up Drug Discovery
Mashing Up Drug DiscoveryMashing Up Drug Discovery
Mashing Up Drug Discovery
 
The Future of Personalized Medicine
The Future of Personalized MedicineThe Future of Personalized Medicine
The Future of Personalized Medicine
 
High Throughput Screening
High Throughput ScreeningHigh Throughput Screening
High Throughput Screening
 
Back Rapid lead compounds discovery through high-throughput screening
 Back Rapid lead compounds discovery through high-throughput screening Back Rapid lead compounds discovery through high-throughput screening
Back Rapid lead compounds discovery through high-throughput screening
 
Open PHACTS (Sept 2013) EBI Industry Programme
Open PHACTS (Sept 2013) EBI Industry ProgrammeOpen PHACTS (Sept 2013) EBI Industry Programme
Open PHACTS (Sept 2013) EBI Industry Programme
 
Session 6 part 1
Session 6 part 1Session 6 part 1
Session 6 part 1
 
Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...
Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...
Enabling HTS Hit follow up via Chemo informatics, File Enrichment, and Outsou...
 
Multiplex
MultiplexMultiplex
Multiplex
 
High throughput screening
High throughput screeningHigh throughput screening
High throughput screening
 
HTS
HTSHTS
HTS
 
dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...
dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...
dkNET Webinar: The Mouse Metabolic Phenotyping Centers: Services and Data 01/...
 
A_Pope_RQRM_LeadDisc_June_2016
A_Pope_RQRM_LeadDisc_June_2016A_Pope_RQRM_LeadDisc_June_2016
A_Pope_RQRM_LeadDisc_June_2016
 
HTS by mukesh
HTS by mukeshHTS by mukesh
HTS by mukesh
 
Psychopharmacology Lab Wet Assays
Psychopharmacology Lab Wet AssaysPsychopharmacology Lab Wet Assays
Psychopharmacology Lab Wet Assays
 
Full automation
Full automationFull automation
Full automation
 
High throughput screening
High throughput screeningHigh throughput screening
High throughput screening
 
highthroughputscreening-140313095833-phpapp01.pptx
highthroughputscreening-140313095833-phpapp01.pptxhighthroughputscreening-140313095833-phpapp01.pptx
highthroughputscreening-140313095833-phpapp01.pptx
 

Último

Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxAmanpreet Kaur
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Magic bus Group work1and 2 (Team 3).pptx
Magic bus Group work1and 2 (Team 3).pptxMagic bus Group work1and 2 (Team 3).pptx
Magic bus Group work1and 2 (Team 3).pptxdhanalakshmis0310
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSCeline George
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...Association for Project Management
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxRamakrishna Reddy Bijjam
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxheathfieldcps1
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseAnaAcapella
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxnegromaestrong
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentationcamerronhm
 

Último (20)

Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Magic bus Group work1and 2 (Team 3).pptx
Magic bus Group work1and 2 (Team 3).pptxMagic bus Group work1and 2 (Team 3).pptx
Magic bus Group work1and 2 (Team 3).pptx
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 

Virtual Screening and Hit Prioritization