Structure Prediction & Target Enablement

Harness the structural biology revolution

Structure Prediction & Target Enablement

Unlock your protein target for high-precision, structure-based design

We are in the midst of a revolution in structural biology, with a proliferation of available structures across protein classes now possible due to advances in cryo-EM and technologies such as AlphaFold. However, significant refinement and accurate ligand placement is required to use these models in physics-based simulations including docking and free energy perturbation.

Schrödinger’s comprehensive suite of solutions for protein model refinement, ligand placement, and binding site analysis allows you to unlock a broader range of targets for structure-based design.

CAPABILITIES

Solutions to generate design-ready structures from a broad range of starting points

Enable both on-targets and off-targets for rigorous structure-based design

High resolution structures

Prepare high resolution X-ray crystal or cryo-EM structures for structure-based design

Quickly and reliably prepare high-quality, all-atom protein models suitable for physics-based simulations
Predict the binding mode of novel ligands in existing structures at near experimental accuracy
Understand competitor binding modes without needing to obtain an experimental structure for each series

Low resolution structures

Refine and validate low resolution X-ray crystal or cryo-EM structures

Correct common structural problems and create reliable, all-atom protein models
Dock ligands into ambiguous density, such as in cryo-EM structures, using a best-in-class force field to resolve uncertainty
Place cofactors and solvent to convert low resolution models into complete, all-atom representations

No structure

Create and validate structures from homologous protein sequence or make use of available AlphaFold structures

Harness the power of genomic data to easily create homology models of pharmaceutically relevant targets
Reliably and accurately dock ligands into template-based homology models or AlphaFold structures
Quantitatively validate structural models using known SAR and a highly accurate in silico binding affinity assay

Identify and assess the druggability of protein binding sites

Binding site identification

Rapidly identify and rank a protein’s probable binding sites with confidence

Cryptic pocket exploration

Elucidate cryptic binding pockets and reveal binding hot spots using metadynamics accelerated sampling workflow for mixed solvent simulations

Hydration site analysis

Discover new possibilities for ligand design by predicting the location and thermodynamic potential of hydration sites in the binding site

Case studies & webinars

Discover how Schrödinger technology is being used to solve real-world research challenges.

Life Science Webinar

Schrödinger デジタル創薬セミナー: Into the Clinic ~計算化学がもたらす創薬プロセスの変貌~ 第21回

MDシミュレーションによる化合物の膜透過性の予測

Life Science Webinar

Predictive toxicology solutions: Actionable, structure-based insights to dial-out tox liabilities early

Join us to see how our new Predictive Toxicology Solutions fundamentally change the design process.

Life Science Webinar

6th EFMC² Tandem Talks

Schrödinger is excited to be participating in the 6th EFMC² Tandem Talks virtual event taking place on October 9th.

Life Science Webinar

Structure-based discovery of highly potent dihydroorotate dehydrogenase inhibitors for once-monthly malaria chemoprevention

In this webinar, Zhe Nie, medicinal chemist and project leader at Schrödinger, and Margaret Phillips, professor at UT Southwestern Medical School, Dallas, share in conversation how their teams worked collaboratively towards the discovery of novel DHODH inhibitors.

Life Science Webinar

アーカイブ配信: Efficient Prediction of Drug-Target Residence Time Using Enhanced Sampling Techniques

リガンド結合における速度論は創薬においてますます重要であると認識されています。

Life Science Webinar

Schrödinger デジタル創薬セミナー:  Free Energy Calculations beyond Small Molecule Binding: Predicting Antibody Affinity, pH Sensing, Receptor Functional Response and More

この講演では、FEP+メソッドの最近の拡張により、小分子結合以外の高付加価値のアプリケーションが能になった事例を紹介します

Life Science Webinar

Accurate modeling of receptor functional response: GPCRs and beyond

In this webinar, we present a tractable and computationally efficient protocol that can accurately and reliably predict the functional response of a receptor to ligand binding.

Life Science Webinar

Structure-Based Drug Discovery Without a Structure: Enabling Accurate FEP+ Predictions for Challenging Targets and ADMET Anti-Targets

In this webinar, we showcase the successful utilization of unique technologies and dedicated workflows to enable accurate FEP+ predictions.

Life Science Webinar

Japanese: Schrödinger デジタル創薬セミナー Structure Based Drug Discovery without a Structure -Enabling Accurate FEP+ Predictions for Challenging Targets and ADMET Anti Targets

During this webinar, we will showcase the successful utilization of unique technologies and dedicated workflows to enable accurate FEP+ predictions.

Life Science Webinar

Opening new worlds for structure-based drug discovery with advanced physics-based computational methods

In this webinar, we will describe how new advances in computational workflows are enabling structure-based drug discovery on these historically challenging targets and off-targets.

Featured Service

Target Enablement Services

Let us help you prepare your protein target of interest for prospective FEP+ free energy calculations. Start from experimental x-ray structures, or incomplete cryoEM or AlphaFold structures, with known SAR. Schrödinger scientists leverage our unique technologies and expertise to model and validate protein-ligand complexes for highly predictive structure-based design methods.

Documentation & Tutorials

Get answers to common questions and learn best practices for using Schrödinger’s software.

Life Science Tutorial

Analyzing Binding Sites of Nucleic Acids with SiteMap

Identification and evaluation of binding sites in nucleic acid structures with SiteMap.

Life Science Tutorial

Preparing Nucleic Acid Structures

Visualization and analysis of interactions in nucleic acid structures.

Life Science Documentation

WaterMap

Efficiently converged MD simulations are run with explicit water molecules, and resultant trajectories are analyzed to cluster hydration sites.

Life Science Documentation

SiteMap

Identify binding sites, including allosteric binding sites and protein-protein interfaces, and evaluate their druggability.

Life Science Documentation

PrimeX

An advanced tool to facilitate protein crystal structure refinement and produces accurate structures more compatible with computational chemistry applications than those produced by other protein refinement programs.

Life Science Documentation

Prime

A fully-integrated protein structure prediction solution that incorporates homology modeling and fold recognition into a single solution.

Life Science Documentation

IFD-MD

GPU-accelerated prediction of receptor-ligand binding poses.

Life Science Documentation

BioLuminate

Schrödinger’s comprehensive modeling platform for biologics discovery.

Life Science Tutorial

Exploring Protein Binding Sites with Mixed-Solvent Molecular Dynamics

Identify and characterize binding sites with mixed solvent molecular dynamics.

Life Science Documentation

Documentation

Comprehensive reference documentation covering panels and workflows.

Key Products

Learn more about the key computational technologies available to progress your research projects.

Maestro

Complete modeling environment for your molecular discovery

IFD-MD

Accurate ligand binding mode prediction for novel chemical matter, for on-targets and off-targets

FEP+

High-performance free energy calculations for drug discovery

Glide

Industry-leading ligand-receptor docking solution

OPLS4 & OPLS5 Force Field

A modern, comprehensive force field for accurate molecular simulations

Prime

A powerful and innovative solution for accurate protein structure prediction

SiteMap

Fast, accurate, and intuitive binding site identification

WaterMap

State-of-the-art, structure-based method for assessing the energetics of water solvating ligand binding sites for ligand optimization

Desmond

High-performance molecular dynamics (MD) engine providing high scalability, throughput, and scientific accuracy

Publications

Browse the list of peer-reviewed publications using Schrödinger technology in related application areas.

Using AlphaFold and Experimental Structures for the Prediction of the Structure and Binding Affinities of GPCR Complexes via Induced Fit Docking and Free Energy Perturbation

Coskun, D. et al. J. Chem. Theory Comput. 2024, 20(1), 477–489

Benchmarking Refined and Unrefined AlphaFold2 Structures for Hit Discovery

Zhang, Y. et al. J. Chem. Inf. Model. 2023, 63(6), 1656–1667

Induced-Fit Docking Enables Accurate Free Energy Perturbation Calculations in Homology Models

Xu, T. et al. J. Chem. Theory Comput. 2022, 18(9), 5710–5724

Software and services to meet your organizational needs

Software Platform

Deploy digital drug discovery workflows using a comprehensive and user-friendly platform for molecular modeling, design, and collaboration.

Research Services

Leverage Schrödinger’s computational expertise and technology at scale to advance your projects through key stages in the drug discovery process.

Support & Training

Access expert support, educational materials, and training resources designed for both novice and experienced users.