Small molecule antagonists of PTPmu identified by artificial intelligence-based computational screening block glioma cell migration and growth

PLoS One. 2023 Jul 26;18(7):e0288980. doi: 10.1371/journal.pone.0288980. eCollection 2023.

Abstract

PTPmu (PTPμ) is a member of the receptor protein tyrosine phosphatase IIb family that participates in both homophilic cell-cell adhesion and signaling. PTPmu is proteolytically downregulated in glioblastoma generating extracellular and intracellular fragments that have oncogenic activity. The intracellular fragments, in particular, are known to accumulate in the cytoplasm and nucleus where they interact with inappropriate binding partners/substrates generating signals required for glioma cell migration and growth. Thus, interfering with these fragments is an attractive therapeutic strategy. To develop agents that target these fragments, we used the AI-based AtomNetⓇ model, a drug design and discovery tool, to virtually screen molecular libraries for compounds able to target a binding pocket bordered by the wedge domain, a known regulatory motif located within the juxtamembrane portion of the protein. Seventy-four high-scoring and chemically diverse virtual hits were then screened in multiple cell-based assays for effects on glioma cell motility (scratch assays) and growth in 3D culture (sphere assays), and PTPmu-dependent adhesion (Sf9 aggregation). We identified three inhibitors (247678835, 247682206, 247678791) that affected the motility of multiple glioma cell lines (LN229, U87MG, and Gli36delta5), the growth of LN229 and Gli36 spheres, and PTPmu-dependent Sf9 aggregation. Compound 247678791 was further shown to suppress PTPmu enzymatic activity in an in vitro phosphatase assay, and 247678835 was able to inhibit the growth of human glioma tumors in mice. We propose that these three compounds are PTPmu-targeting agents with therapeutic potential for treating glioblastoma.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Artificial Intelligence
  • Cell Movement
  • Glioblastoma* / pathology
  • Glioma* / pathology
  • Humans
  • Mice
  • Receptor-Like Protein Tyrosine Phosphatases, Class 2 / genetics
  • Receptor-Like Protein Tyrosine Phosphatases, Class 2 / metabolism

Substances

  • Receptor-Like Protein Tyrosine Phosphatases, Class 2

Grants and funding

This study was funded in part by Atomwise Inc. C.L. received funding in the form of salary from Atomwise Inc. Atomwise Inc. performed the virtual screen, provided the compounds, wrote the computational portion of the results section, and provided editorial comments on the rest of the manuscript. The funders had no additional roles in study design, data collection and analysis or decision to publish. No additional external funding was received for this study. The specific roles of these authors are articulated in the ‘author contributions’ section.