Integrated Discovery Services
Integrated Drug Discovery employs and connects scientists' expertise in Medicinal Chemistry, Synthetic Chemistry, Computational Chemistry, AI/ML, Molecular Biology, Structural Biology, and Bioanalytics to deliver the drug candidates fast and efficiently. Our strategic collaboration with the major chemistry provider Enamine and biology provider Bienta allows us to expedite each project from the early start to the newly developed pre-clinical candidates. The accelerated Design-Make-Test-Analyse Cycle, a key component of Integrated Drug Discovery, allows us to accomplish each cycle within 10-15 business days.
Target Analysis and Druggability Assessment
Molecular Biology
Cell Lines
Protein Production
Structure-based Assessment
Allosteric Sites Prediction
PPI Modulation
Hit Identification
Assay Development
(cell-based, biochemical, biophysical)
HTS
Fragment Screening
DNA-encoded libraries-ML-CS
Crystallography Screening
Giga-scale-ML-assisted Virtual Screening
Hit Expansion, SAR by catalog
ML-assisted SAR
2D/3D QSAR
Custom Spaces
Scaffold hopping
3D Pharmacophore similarity
Steered MD
ADME/Tox predictions
Hit-to-lead
Computer-aided drug design
Generative ML
Custom Library Design and Synthesis
Scaffold Decoration
Selectivity (off-target activity)
ADME Profiling
In vitro and in-vivo DMPK
Lead Optimization
Holistic design
Custom Library Design and Synthesis
Custom Synthesis
ADME Profiling
In vitro and in-vivo DMPK
Accelerated Design-Made-Test-Analise Cycle
Preclinical Studies
Safety Profiling
Receptor Profiling
Ligand binding
Additional in vitro and in-vivo characterization
Scale-up candidates
Synthetic optimization of candidates
Metabolic and impurity identification synthesis
DMTA cycle
DMTA cycle
Design
Medicinal/Computational Chemistry, AI/ML
Holistic design
CADD/QSAR
ML-modeling
Generative AI
CADD/QSAR
ML-modeling
Generative AI
Make
Synthetic Chemistry
The largest Stock of BBs and reagents
Cutting-edge synthesis technology
Billions of MADE compounds
Parallel chemistry
Cutting-edge synthesis technology
Billions of MADE compounds
Parallel chemistry
Analyze
Program Management
The joint team of experts in Medicinal chemistry, computational chemistry, AI/ML, data science
to analyze and interpret the results
Test
Biology
Biochemical, biophysical, cell-based assays
In vitro and in-vivo DMPK
ADME
In vitro and in-vivo DMPK
ADME
What is Integrated Drug Discovery?
Integrated Drug Discovery is an approach widely used in modern drug development processes, aiming to combine biology, chemistry, cheminformatics, pharmacology, and other scientific disciplines. This strategy focuses on creating novel therapeutic solutions in a cost-effective and time-efficient way.Our Integrated Drug Discovery Process
Chemspace is a global provider of integrated drug discovery services. We utilize advanced computational chemistry, bioinformatics, and machine learning tools for the early stages of the drug discovery pipeline, from hit identification to lead optimization. Owing to our close partnership with the world leader in chemical synthesis and biology services, Enamine, Chemspace can also cover the steps of biology and organic synthesis of compounds.Target Identification and Validation
Starting from the target analysis and druggability assessment, we provide a wide range of services including:- Molecular biology,
- Cellular assays,
- Protein production,
- Structure-based assessment,
- Allosteric sites prediction,
- PPI modulation
Hit Identification and Optimization
The next steps are hit identification and validation that serve as starting points for finding potential drug candidates. The main goal of these stages is to identify small molecules that can bind to the protein of interest and confirm their selectivity and biological relevance. These processes are essential components of an integrated drug development approach, ensuring an efficient transition from discovery to clinical studies. To identify high-quality hit molecules, at Chemspace we combine advanced approaches like DEL-ML, molecular docking, and virtual screening for exploring ultra-large chemical spaces.Lead Optimization
The lead optimization stage is aimed at enhancing the properties of the identified hit compound to make it suitable for a drug target. The main objectives of lead optimization are:- Optimize the pharmacokinetics profile of the molecule (ADME)
- Improve potency and efficacy
- Ensure that the molecule can be synthesized efficiently
- Reduce the level of toxicity of the drug candidate
Preclinical Development
Preclinical studies are crucial to ensure that only the most promising candidates will pass to clinical trials, thereby reducing the risk of failure. To effectively characterize the safety profile of the drug candidate, it undergoes a series of in vitro and in vivo studies.Why Choose Our Integrated Services?
Accelerated DMTA Cycle
We implement Design Make Test Analyze cycles within just 10-15 business days to create a fully
integrated and iterative process for accelerating and improving decision-making throughout the drug
development process.
Professional Expertise
Our team brings together scientists from the fields of medicinal chemistry, AI/ML, molecular biology,
and bioanalytics, ensuring every step of the integrated drug discovery workflow is informed by top-tier
experts.
Ultra-large Chemical Spaces
Chemspace provides access to the ultra-large chemical spaces like Freedom Space 4.0
(142 billion molecules) and Enamine REAL Space
(77 billion molecules) for efficient hit
identification and hit expansion studies.
Rapid Synthesis
Through our strategic partnership with Enamine, our clients get rapid chemical synthesis of the
compounds of interest within 4-5 weeks with a high synthesis success rate.
Comprehensive Approach
We at Chemspace cover every stage of early drug discovery – from target identification and analysis up
to preclinical studies. Besides, we guarantee 24/7 communication support and a flexible, client-oriented
approach to meet the unique needs of every project.
Frequently Asked Questions
How does Integrated Drug Discovery differ from traditional drug discovery methods?
The traditional drug discovery pipeline is more step-by-step and slower to adapt than integrated
drug discovery, which represents an iterative and faster approach.
What is the typical timeline for an Integrated Drug Discovery project?
The timeline for an integrated drug discovery project is highly dependent on strategy taken for both
in silico hit identification and optimization and in vitro hit validation.
How do you ensure the confidentiality and protection of our intellectual property?
We do not claim any intellectual property on the findings obtained in course of an integrated drug
discovery project that is ensured in Master Service Agreement (MSA).
What sets your Integrated Drug Discovery services apart from others?
- Seamless access to the ultra-large chemical spaces like Freedom Space 4.0 or Enamine REAL Space
- Implementing AI/ML-driven approaches
- Rapid organic synthesis and biological validation
- Tailored business models (FTE, FFS)