Tagged pharma

Assess drug-drug interaction risk, CYP450 mechanisms and polypharmacy management

Find existing drugs to repurpose for new indications using targets and safety data

Write sourced drug research reports on pharmacology, trials, safety and ADMET

Validate drug targets on druggability, safety, clinical precedent and evidence

Turn GWAS hits into druggable targets and drug repurposing leads

Characterize emerging pathogens and screen existing drugs for rapid treatment options

Build compound-target-disease networks for drug repurposing and polypharmacology

Analyze FDA adverse event reports and pharmacogenomic variants for drug safety

Compile sourced target profiles covering structure, pathways and drug interactions

Predict molecular ADMET properties and generate molecules with graph neural networks

Search FDA drug recall enforcement records with cacheable offline lookups

Search FDA adverse events, device recalls, food contamination and drug labels

Design FAERS safety comparisons between drugs within one adverse event family

Predict absorption, distribution, metabolism and excretion properties of drug candidates

Query ChEMBL for bioactive molecules, targets, bioactivities and approved drugs

Draft clinical trial protocols for a medical device or drug and find similar trials

Search ClinicalTrials.gov by condition or drug and pull study protocols and status

Query ClinPGx for gene-drug interactions, CPIC guidelines and allele functions

Estimate temperature excursion risk for cold chain shipments of samples and drugs

Generate comparison tables for concepts, drugs and study results

Check interactions between several medications with severity and mechanisms

Design drug repurposing studies that link mechanisms, targets and validation routes

Organize drug, target and pathway evidence across tractability, clinical stage and crowding

Parse DrugBank XML for drug properties, targets, interactions and pathways

Convert drug application Word and PDF files into eCTD XML skeletons

Plan FAERS safety comparisons across several drugs within one organ system class

Plan FAERS disproportionality studies that screen drug class safety signals

Query openFDA for drug, device and adverse event data and recall records

Explain disease mechanisms, drug actions and differential diagnoses with evidence

Retrieve KEGG genes, pathways, compounds and drugs through the KEGG API

Filter compound libraries by the Lipinski Rule of Five for drug-likeness

Screen compound libraries with drug-likeness, PAINS alerts and complexity filters

Compare pre-admission and inpatient medication lists to catch omitted or duplicated drugs

Script 3D animations and plain explanations of how drugs act in the body

Map biotech patent landscapes and white spaces for drug development decisions

Plan network pharmacology studies for one drug adverse effect using hub gene analysis

Plan network pharmacology studies for one drug adverse effect anchored on pathways

Plan FAERS studies that map a single drug safety profile and label gaps

Score how novel a biological drug target is using literature mining

Plan studies that predict treatment response or drug resistance in clinical research

Profile drug candidates for ADMET, drug-likeness and CYP interactions

Detect drug safety signals in FAERS reports with PRR, ROR and IC scores

Map chemicals to adverse outcome pathways from molecular event to organ toxicity

Explore cellular senescence, aging hallmarks and senolytic drug candidates

Answer biomedical fact questions by querying gene, drug and disease databases

Choose and profile cancer cell lines using DepMap, COSMIC and drug sensitivity data

Review drug safety end to end from FDA labels, FAERS reports and trial data

Normalize drug and condition names to RxCUI and ICD-10-CM codes

Build full disease reports on genetics, drugs, trials, prevalence and phenotypes