### Research 1. Disease understanding and hypothesis development 1. Hypothesis for an optimized active pharmaceutical agent 2. Ml to change how hypothesis are found: 1. To find structure x property relationships 2. Predict the 3D structure of proteins 3. Quantum enhanced CADD - 1. increase accuracy of modeling to match ligands with target proteins 2. predict molecular properties w/ high accuracy 2. Target Finding 3. [[Hit generation and validation ]] 4. Lead generation 5. Optimization of candidate processes 6. ADME (Absorption, Distribution, Metabolism and Excretion) activity and Toxicity prediction for organ systems and other safety issues 7. Dosing optimization 8. Solubility optimization 9. [[Target Identification & Validation]] 10. [[Data Linkage and Generation]] ### Development 1. Patient identification and stratifications 2. Population pharmacogenetic modelling 3. Site selection optimisation 4. Causality analysis for side effects 5. [[Computer Aided Drug Design (CADD)]] ### Production 1. Calculation of reaction rates 2. Optimization of catalytic processes 3. Product formulations 4. Quality monitoring 5. Predictive maintenance ### Logistics and Supply Chain 1. Route / network optimization 2. Dynamic inventory / warehouse / procurement optimization ### Market access, Commercial and medical 1. Advanced forecasting 2. Patient understanding 3. Tailored healthcare provider 4. Automatic drug recommendations ![[Pasted image 20210910123306.png]] ![[Pasted image 20210910123358.png]] ![[Pasted image 20210910123514.png]] #quantum