TY - JOUR
T1 - Mitochondria interaction networks show altered topological patterns in Parkinson’s disease
AU - Zanin, Massimiliano
AU - Santos, Bruno F.R.
AU - Antony, Paul M.A.
AU - Berenguer-Escuder, Clara
AU - Larsen, Simone B.
AU - Hanss, Zoé
AU - Barbuti, Peter A.
AU - Baumuratov, Aidos S.
AU - Grossmann, Dajana
AU - Capelle, Christophe M.
AU - Weber, Joseph
AU - Balling, Rudi
AU - Ollert, Markus
AU - Krüger, Rejko
AU - Diederich, Nico J.
AU - He, Feng Q.
N1 - Funding Information:
F.Q.H. was partially supported by Luxembourg National Research Fund (FNR) CORE programme grant (CORE/14/BM/8231540/GeDES), FNR AFR-RIKEN bilateral programme (TregBAR, F.Q.H. and M.O.), and PRIDE programme grants (PRIDE/ 11012546/NEXTIMMUNE and PRIDE/10907093/CRITICS). The work was also partially supported through intramural funding of LIH and LCSB through Ministry of Higher Education and Research (MESR) of Luxembourg. The cooperation was achieved through the European Cooperation in Science and Technology (eCOST) Action CA15120 OpenMultiMed. Fibroblasts were obtained from the Neuro-Biobank of the University of Tübingen, Germany. This biobank is supported by the local University, the Hertie Institute, and the DZNE. This project has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 851255). M.Z. acknowledges the Spanish State Research Agency, through the Severo Ochoa and María de Maeztu Program for Centers and Units of Excellence in R&D (MDM-2017-0711).
Publisher Copyright:
© 2020, The Author(s).
PY - 2020/12
Y1 - 2020/12
N2 - Mitochondrial dysfunction is linked to pathogenesis of Parkinson’s disease (PD). However, individual mitochondria-based analyses do not show a uniform feature in PD patients. Since mitochondria interact with each other, we hypothesize that PD-related features might exist in topological patterns of mitochondria interaction networks (MINs). Here we show that MINs formed nonclassical scale-free supernetworks in colonic ganglia both from healthy controls and PD patients; however, altered network topological patterns were observed in PD patients. These patterns were highly correlated with PD clinical scores and a machine-learning approach based on the MIN features alone accurately distinguished between patients and controls with an area-under-curve value of 0.989. The MINs of midbrain dopaminergic neurons (mDANs) derived from several genetic PD patients also displayed specific changes. CRISPR/CAS9-based genome correction of alpha-synuclein point mutations reversed the changes in MINs of mDANs. Our organelle-interaction network analysis opens another critical dimension for a deeper characterization of various complex diseases with mitochondrial dysregulation.
AB - Mitochondrial dysfunction is linked to pathogenesis of Parkinson’s disease (PD). However, individual mitochondria-based analyses do not show a uniform feature in PD patients. Since mitochondria interact with each other, we hypothesize that PD-related features might exist in topological patterns of mitochondria interaction networks (MINs). Here we show that MINs formed nonclassical scale-free supernetworks in colonic ganglia both from healthy controls and PD patients; however, altered network topological patterns were observed in PD patients. These patterns were highly correlated with PD clinical scores and a machine-learning approach based on the MIN features alone accurately distinguished between patients and controls with an area-under-curve value of 0.989. The MINs of midbrain dopaminergic neurons (mDANs) derived from several genetic PD patients also displayed specific changes. CRISPR/CAS9-based genome correction of alpha-synuclein point mutations reversed the changes in MINs of mDANs. Our organelle-interaction network analysis opens another critical dimension for a deeper characterization of various complex diseases with mitochondrial dysregulation.
UR - http://www.scopus.com/inward/record.url?scp=85095744360&partnerID=8YFLogxK
UR - https://pubmed.ncbi.nlm.nih.gov/33173039
U2 - 10.1038/s41540-020-00156-4
DO - 10.1038/s41540-020-00156-4
M3 - Article
C2 - 33173039
AN - SCOPUS:85095744360
SN - 2056-7189
VL - 6
JO - npj Systems Biology and Applications
JF - npj Systems Biology and Applications
IS - 1
M1 - 38
ER -