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Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

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Page 1: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Fragment Based Drug Discovery: Automated Analysis and Reviewing

Patrick Wheeler ACD/Labs, July 2014

Page 2: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

NMR Screening

NMR is one of an array of screening possibilities in

the cascade of drug development steps.

http://www.pharmainfo.net/luckypharmacist/blog/fragment-based-drug-design-fbdd-alternative-approach-traditional-lead

Page 3: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

NMR Screening

The Problem - Broadly

• An effort to understand ligand binding to biomolecules

• Many approaches are used

• Originally focused on small molecule fragments, designed to build up larger molecules

• Now includes general first-tier screening activity

Page 4: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

NMR Screening

The Problem – Specific to NMR The ACD/Labs Solution

• Analysis by HQI*, Line position, Integral regions – Current: integral regions,

detect changes with and without competitor, find fragments that correlate

• Review by stack plots

• Rapid visualization and decision support

*Hit Quality Index

• Flood of data

• Data requires interpretation – Not all just numbers

• Visualization tools are poor

• Calculations are complex

Page 5: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014
Page 6: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Spectra Visualization

• Stack plot – Fragments on top

– Bound (protein) and Free (protein plus competitor) at bottom

• Tools to zoom in

Page 7: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Metadata

• Measurements of similarity

• Confidence value: Fraction of fragment lines decreased x Fraction of explained lines decreased

• Confidence can be determined to best meet customer needs

Page 8: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Workflow

• Analyze data – Data analysis fully customizable for customer’s data types and best

automation of hit detection

– Data types dealt with so far: Relaxation, Water LOGSY, STD

– Analysis tools: HQI, Line counts, Integral region count

• Open dataset – One batch at a time

– Can display all or subset of data

– Zoom, find regions that indicate binding, find fragments with lines in region

• Mark CSV with “hits”: can be imported into external systems

Page 9: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Analysis kickoff

Page 10: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Configurable

Page 11: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Analysis Running

Page 12: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Review data

Page 13: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Data Review

• Visually check changes between spectra with and without competitor

• Find Fragments with lines in same region

Page 14: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Metadata

• Provides – Ratings of similarity

– Automated hit analysis

– Regions of change

• Legend – Color coded

– Configurable

Page 15: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

Mark hits

• Analyst can mark hits (or unmark hits that are selected by automated analysis)

• Selected hits are automatically entered into spreadsheet

Page 16: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014

CSV Output

Page 17: Fragment Based Drug Discovery:Automated Analysis and Reviewing · Fragment Based Drug Discovery: Automated Analysis and Reviewing Patrick Wheeler ACD/Labs, July 2014