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    Scientific Intelligence Platform

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Dotmatics
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  • Platform

    Scientific Intelligence Platform

    AI-powered data management and workflow automation for multimodal scientific discovery

    Learn More

    Capabilities

    Adaptive Workflows

    Customize, automate, and scale your lab workflows

    Artificial Intelligence

    Leverage AI and ML to accurately predict scientific outcomes

    Material & Ontology Management

    Classify materials and manage entities with full traceability

    Luma Products

    BioGlyph Luma

    Next-gen protein design for complex biologics – integrating molecular modeling, registration, and production with seamless data traceability and precision.

    Geneious Luma

    Accelerated antibody discovery for sequence analysis, construct design, and lab execution—integrating the power of Geneious Prime and Geneious Biologics with Luma’s adaptive workflows.

    Lab Connect

    Automated lab data ingestion and modeling—connect instruments, structure scientific data, and streamline lab operations with seamless integration.

  • Solutions

    The State of Chemicals & Materials

    Uncover key trends shaping the chemicals and materials industry

    Read More

    Solutions

    Antibody & Protein Engineering

    Integrated registration, lab workflow and data management

    Flow Cytometry

    Automated flow data processing and auto-gating

    Industry

    Biology Discovery

    Chemistry R&D

    Chemicals and Materials

  • Products

    R&D Software for Scientists

    Review our comprehensive portfolio of products driving scientific breakthroughs for R&D innovation and collaboration.

    Explore All

    BIOINFORMATICS

    SnapGene

    Geneious Prime

    Geneious Biologics

    CHEMINFORMATICS

    Vortex

    DATA ANALYSIS & VISUALIZATION

    Prism

    ELN

    ELN & Data Discovery Platform

    FLOW CYTOMETRY

    OMIQ

    FCS Express

    MULTIMODAL SCIENCE

    Scientific Intelligence Platform

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    Protein Metrics

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Home pageFAQ Center

What is hit to lead stage in drug discovery?

What is hit to lead stage in drug discovery?

Hit to lead (H2L) is one of the key stages of the early drug discovery process. Hits are chemical compounds with a desired therapeutic effect at a known target molecule. The lead is the product of the screening process, useful in advanced stages of drug discovery. 

The goal of the H2L stage is to identify the most favored candidates for further progress at later stages of the drug discovery process. This goal is completed by identifying molecule candidates that interact with the drug objective. These candidates are known as leads and are optimized to improve properties for their function as effective drugs. 

What happens in the hit-to-lead process?

As the continual process of improving the lead, H2L typically involves synthesizing and testing many compounds to determine the most promising leads. 

During this stage, researchers work to refine the starting compounds using various screening test techniques. The tests aim to help optimize characteristics important for drug development, including potency and specificity. This optimization process may involve modifying chemical structures or altering their delivery systems. 

Once a lead has been identified, further optimization will ensure the molecule is proper. Modifications are made to improve the chemical properties as required.

Approaches to hit to lead optimization

Approaches used for drug optimization in the H2L stage include: 

  • Structure-activity relationships (SAR) – Used to understand the relationship between the structure and activity of a compound.

  • Computational modeling – Computational models can help predict the properties of potential leads without requiring timely and expensive experiments in the laboratory.

High-throughput screening – High-throughput screening relies on testing many compounds, going through most or all possible combinations for use. This is in contrast to approaches such as SARs, which aim to narrow the pool of potential compounds.

testing software

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