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480 PAINS Rules: Run Them Correctly with RDKit and scikit-fingerprints
PAINS filtering: run Baell & Holloway's 480 rules in RDKit and scikit-fingerprints, log matches, and use counterscreens to triage hits.
In Silico ADMET: When AutoML and GNN Predictions Work for Discovery
Evidence first guidance for discovery teams on when to trust in silico ADMET. Includes a four step decision framework and practical AutoML and GNN advice.
Protect IP: U.S. Biotech NDA Requirements That Close 5 Common Gaps
U.S. focused checklist for biotech NDA requirements: clause language and negotiation lines to protect sequences, AI outputs, and backups.
Validate Docking Protocol Selection for R&D Teams With EF1% Checks
A validation-first workflow for docking protocol selection. Learn to validate with self-docking, EF1% and retrospective tests, plus an Innovabiotech...
How Researchers Deliver OECD-Aligned, QMRF-Ready QSAR Model Validation
OECD‑aligned QSAR validation workflow for researchers: curate data, run CV and y‑scrambling, use true hold‑outs, and report QMRF fields.
Six Step, Methods First Chimeric Protein Modeling for Practitioners
A methods first practitioner workflow for chimeric protein modeling: six stages from AlphaFold/APM prediction to MD validation and wet lab handoff.
Ensemble First MM/GBSA Rescoring for Computational Chemists
Implementation-first MM/GBSA rescoring for computational chemists: when to use ensemble averaging, which parameters shift scores most, and how to report...
Cut Attrition: Lead Prioritization for R&D With Five Criteria and FEP
Practitioner guide for drug R&D: build a reproducible lead prioritization score using five core criteria, FEP and ML triage, and medicinal chemist sign off.
5 Rational Enzyme Design Strategies: Tools, DBTL for Researchers
A guide for researchers to five rational enzyme design strategies, mapped to practical tools and a DBTL workflow, with Innovabiotech's bench-tested tips.