Nose-to-Brain Drug Delivery and Physico-Chemical Properties of Nanosystems: Analysis and Correlation Studies of Data from Scientific Literature.

Journal: International journal of nanomedicine
PMID:

Abstract

BACKGROUND: In the last few decades, nose-to-brain delivery has been investigated as an alternative route to deliver molecules to the Central Nervous System (CNS), bypassing the Blood-Brain Barrier. The use of nanotechnological carriers to promote drug transfer via this route has been widely explored. The exact mechanisms of transport remain unclear because different pathways (systemic or axonal) may be involved. Despite the large number of studies in this field, various aspects still need to be addressed. For example, what physicochemical properties should a suitable carrier possess in order to achieve this goal? To determine the correlation between carrier features (eg, particle size and surface charge) and drug targeting efficiency percentage (DTE%) and direct transport percentage (DTP%), correlation studies were performed using machine learning.

Authors

  • Angela Bonaccorso
    Department of Drug and Health Sciences, University of Catania, Catania, Italy.
  • Alessandro Ortis
    Department of Mathematics and Computer Science, University of Catania, Viale Andrea Doria 6, Catania, 95125, Italy.
  • Teresa Musumeci
    Department of Drug and Health Sciences, University of Catania, Catania, Italy.
  • Claudia Carbone
    Department of Drug and Health Sciences, University of Catania, Catania, Italy.
  • Mazhar Hussain
    Department of Mathematics and Computer Science, University of Catania, Catania, Italy.
  • Valentina Di Salvatore
    Department of Drug and Health Sciences, University of Catania, Catania, Italy.
  • Sebastiano Battiato
    Department of Mathematics and Computer Science, University of Catania, Catania, Italy.
  • Francesco Pappalardo
    Department of Drug Sciences, University of Catania , Catania, Italy.
  • Rosario Pignatello
    Department of Drug and Health Sciences, University of Catania, Catania, Italy.