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Clinical connectome fingerprints of cognitive decline

  • Pierpaolo Sorrentino
  • , Rosaria Rucco
  • , Anna Lardone
  • , Marianna Liparoti
  • , Emahnuel Troisi Lopez
  • , Carlo Cavaliere
  • , Andrea Soricelli
  • , Viktor Jirsa
  • , Giuseppe Sorrentino*
  • , Enrico Amico*
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Brain connectome fingerprinting is rapidly rising as a novel influential field in brain network analysis. Yet, it is still unclear whether connectivity fingerprints could be effectively used for mapping and predicting disease progression from human brain data. We hypothesize that dysregulation of brain activity in disease would reflect in worse subject identification. We propose a novel framework, Clinical Connectome Fingerprinting, to detect individual connectome features from clinical populations. We show that “clinical fingerprints” can map individual variations between elderly healthy subjects and patients with mild cognitive impairment in functional connectomes extracted from magnetoencephalography data. We find that identifiability is reduced in patients as compared to controls, and show that these connectivity features are predictive of the individual Mini-Mental State Examination (MMSE) score in patients. We hope that the proposed methodology can help in bridging the gap between connectivity features and biomarkers of brain dysfunction in large-scale brain networks.

Original languageEnglish
Article number118253
Number of pages11
JournalNeuroImage
Volume238
Early online date9 Jun 2021
DOIs
Publication statusPublished - Sept 2021

Bibliographical note

Publisher Copyright:
© 2021 The Author(s)

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • Brain networks
  • Clinical brain fingerprinting
  • Cognitive impairment
  • Functional connectomes
  • MEG connectivity

ASJC Scopus subject areas

  • Neurology
  • Cognitive Neuroscience

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