Gene coexpression patterns predict opiate-induced brain-state transitions

Proc Natl Acad Sci U S A. 2020 Aug 11;117(32):19556-19565. doi: 10.1073/pnas.2003601117. Epub 2020 Jul 21.

Abstract

Opioid addiction is a chronic, relapsing disorder associated with persistent changes in brain plasticity. Reconfiguration of neuronal connectivity may explain heightened abuse liability in individuals with a history of chronic drug exposure. To characterize network-level changes in neuronal activity induced by chronic opiate exposure, we compared FOS expression in mice that are morphine-naïve, morphine-dependent, or have undergone 4 wk of withdrawal from chronic morphine exposure, relative to saline-exposed controls. Pairwise interregional correlations in FOS expression data were used to construct network models that reveal a persistent reduction in connectivity strength following opiate dependence. Further, we demonstrate that basal gene expression patterns are predictive of changes in FOS correlation networks in the morphine-dependent state. Finally, we determine that regions of the hippocampus, striatum, and midbrain are most influential in driving transitions between opiate-naïve and opiate-dependent brain states using a control theoretic approach. This study provides a framework for predicting the influence of specific therapeutic interventions on the state of the opiate-dependent brain.

Keywords: control theory; graph theory; mice; network analysis; opioid dependence.

Publication types

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

MeSH terms

  • Analgesics, Opioid / administration & dosage
  • Analgesics, Opioid / adverse effects
  • Animals
  • Brain / drug effects
  • Brain / metabolism
  • Brain / physiopathology*
  • Connectome
  • Gene Expression Profiling
  • Gene Expression Regulation
  • Male
  • Mice
  • Mice, Inbred C57BL
  • Models, Neurological
  • Morphine / administration & dosage
  • Morphine / adverse effects
  • Morphine Dependence / metabolism
  • Morphine Dependence / physiopathology*
  • Nerve Net / drug effects
  • Nerve Net / metabolism
  • Nerve Net / physiopathology*
  • Neuronal Plasticity / genetics
  • Proto-Oncogene Proteins c-fos / genetics
  • Proto-Oncogene Proteins c-fos / metabolism
  • Substance Withdrawal Syndrome / genetics
  • Substance Withdrawal Syndrome / metabolism
  • Substance Withdrawal Syndrome / physiopathology

Substances

  • Analgesics, Opioid
  • Proto-Oncogene Proteins c-fos
  • Morphine