Development and Validation of 2D Difference Intensity Analysis for Chemical Library Screening by Protein-Detected NMR Spectroscopy

Chembiochem. 2018 Mar 2;19(5):448-458. doi: 10.1002/cbic.201700386. Epub 2018 Jan 25.

Abstract

An academic chemical screening approach was developed by using 2D protein-detected NMR, and a 352-chemical fragment library was screened against three different protein targets. The approach was optimized against two protein targets with known ligands: CXCL12 and BRD4. Principal component analysis reliably identified compounds that induced nonspecific NMR crosspeak broadening but did not unambiguously identify ligands with specific affinity (hits). For improved hit detection, a novel scoring metric-difference intensity analysis (DIA)-was devised that sums all positive and negative intensities from 2D difference spectra. Applying DIA quickly discriminated potential ligands from compounds inducing nonspecific NMR crosspeak broadening and other nonspecific effects. Subsequent NMR titrations validated chemotypes important for binding to CXCL12 and BRD4. A novel target, mitochondrial fission protein Fis1, was screened, and six hits were identified by using DIA. Screening these diverse protein targets identified quinones and catechols that induced nonspecific NMR crosspeak broadening, hampering NMR analyses, but are currently not computationally identified as pan-assay interference compounds. The results established a streamlined screening workflow that can easily be scaled and adapted as part of a larger screening pipeline to identify fragment hits and assess relative binding affinities in the range of 0.3-1.6 mm. DIA could prove useful in library screening and other applications in which NMR chemical shift perturbations are measured.

Keywords: NMR spectroscopy; PAINS; drug discovery; fragment-based screening; principal component analysis.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Cell Cycle Proteins
  • Chemokine CXCL12 / chemistry
  • Chemokine CXCL12 / metabolism*
  • Drug Discovery / methods*
  • Humans
  • Ligands
  • Membrane Proteins / chemistry
  • Membrane Proteins / metabolism*
  • Mitochondrial Proteins / chemistry
  • Mitochondrial Proteins / metabolism*
  • Models, Molecular
  • Nuclear Magnetic Resonance, Biomolecular / methods*
  • Nuclear Proteins / chemistry
  • Nuclear Proteins / metabolism*
  • Principal Component Analysis
  • Protein Binding
  • Recombinant Proteins / chemistry
  • Recombinant Proteins / metabolism
  • Small Molecule Libraries / chemistry
  • Small Molecule Libraries / pharmacology*
  • Transcription Factors / chemistry
  • Transcription Factors / metabolism*

Substances

  • BRD4 protein, human
  • Cell Cycle Proteins
  • Chemokine CXCL12
  • FIS1 protein, human
  • Ligands
  • Membrane Proteins
  • Mitochondrial Proteins
  • Nuclear Proteins
  • Recombinant Proteins
  • Small Molecule Libraries
  • Transcription Factors