Drug discovery and compound screening

Step-by-Step Breakdown

Detailed explanation of each automated stage in the workflow.

1. 1

   Trigger

   Initialize Target Screening

   A validated therapeutic target is submitted for compound screening with defined parameters and success criteria. The system retrieves target specifications and establishes screening protocols.

   Veeva Vault
2. 2

   Action

   Generate Compound Library

   AI algorithms generate and curate a virtual compound library based on target characteristics, known pharmacophores, and existing chemical databases. Molecular descriptors and ADMET properties are calculated for each compound.

   Spotfire AnalyticsSAS Clinical Trials
3. 3

   Action

   Execute Virtual Screening

   High-throughput virtual screening is performed using molecular docking, machine learning models, and pharmacophore matching. Compounds are scored based on binding affinity and drug-likeness parameters.

   Spotfire Analytics
4. 4

   Decision

   Evaluate Screening Results

   AI models assess compound scores against predefined thresholds for binding affinity, selectivity, and ADMET properties. The system determines which compounds proceed to experimental validation or require further optimization.

   SAS Clinical TrialsSpotfire Analytics
5. 5

   Action

   Prioritize Hit Compounds

   Machine learning algorithms rank validated hits based on novelty, patentability, synthetic accessibility, and predicted efficacy. Chemical optimization recommendations are generated for lead compounds.

   Spotfire AnalyticsIQVIA CORE
6. 6

   Action

   Generate Development Pipeline

   The system creates detailed development timelines, resource requirements, and risk assessments for prioritized compounds. Regulatory pathway recommendations are mapped based on target indication and compound class.

   Veeva VaultIQVIA CORE
7. 7

   Output

   Deliver Screening Report

   Comprehensive screening results are compiled including hit compound structures, activity data, optimization recommendations, and development feasibility assessments. Reports are distributed to research teams and stakeholders.

   Veeva VaultSpotfire Analytics

Related Pharmaceuticals Articles