Effect of antipsychotics on community structure in functional brain networks
被引:6
|
作者:
Flanagan, Ryan
论文数: 0引用数: 0
h-index: 0
机构:
Queen Mary Univ London, Sch Math Sci, London E1 4NS, EnglandQueen Mary Univ London, Sch Math Sci, London E1 4NS, England
Flanagan, Ryan
[1
]
Lacasa, Lucas
论文数: 0引用数: 0
h-index: 0
机构:
Queen Mary Univ London, Sch Math Sci, London E1 4NS, EnglandQueen Mary Univ London, Sch Math Sci, London E1 4NS, England
Lacasa, Lucas
[1
]
Towlson, Emma K.
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Ctr Complex Network Res, Boston, MA 02115 USA
Northeastern Univ, Dept Phys, Boston, MA 02115 USA
MIT, Media Lab, Cambridge, MA 02139 USAQueen Mary Univ London, Sch Math Sci, London E1 4NS, England
Towlson, Emma K.
[2
,3
,4
]
Lee, Sang Hoon
论文数: 0引用数: 0
h-index: 0
机构:
Gyeongnam Natl Univ Sci & Technol, Dept Liberal Arts, Jinju 52725, South KoreaQueen Mary Univ London, Sch Math Sci, London E1 4NS, England
Lee, Sang Hoon
[5
]
Porter, Mason A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USAQueen Mary Univ London, Sch Math Sci, London E1 4NS, England
Porter, Mason A.
[6
]
机构:
[1] Queen Mary Univ London, Sch Math Sci, London E1 4NS, England
[2] Northeastern Univ, Ctr Complex Network Res, Boston, MA 02115 USA
[3] Northeastern Univ, Dept Phys, Boston, MA 02115 USA
[4] MIT, Media Lab, Cambridge, MA 02139 USA
[5] Gyeongnam Natl Univ Sci & Technol, Dept Liberal Arts, Jinju 52725, South Korea
[6] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
structural analysis of networks;
brain networks;
mathematical analysis of networks;
community structure;
HEAD MOTION;
SHORT-TERM;
CONNECTIVITY;
SCHIZOPHRENIA;
2ND-GENERATION;
CONNECTOME;
D O I:
10.1093/comnet/cnz013
中图分类号:
O1 [数学];
学科分类号:
0701 ;
070101 ;
摘要:
Schizophrenia, a mental disorder that is characterized by abnormal social behaviour and failure to distinguish one's own thoughts and ideas from reality, has been associated with structural abnormalities in the architecture of functional brain networks. In this article, we (1) investigate whether mesoscale network properties give relevant information to distinguish groups of patients from controls in different scenarios and (2) use this lens to examine network effects of different antipsychotic treatments. Using various methods of network analysis, we examine the effect of two classical therapeutic antipsychotics-Aripiprazole and Sulpiride-on the architecture of functional brain networks of both controls (i.e., a set of people who were deemed to be healthy) and patients (who were diagnosed with schizophrenia). We compare community structures of functional brain networks of different individuals using mesoscopic response functions, which measure how community structure changes across different scales of a network. Our approach does a reasonably good job of distinguishing patients from controls, and the distinction is sharper for patients and controls who have been treated with Aripiprazole. Unexpectedly, we find that this increased separation between patients and controls is associated with a change in the control group, as the functional brain networks of the patient group appear to be predominantly unaffected by this drug. This suggests that Aripiprazole has a significant and measurable effect on community structure in healthy individuals but not in individuals who are diagnosed with schizophrenia, something that conflicts with the naive assumption that the drug alters the mesoscale network properties of the patients (rather than the controls). By contrast, we are less successful at separating the networks of patients from those of controls when the subjects have been given the drug Sulpiride. Taken together, in our results, we observe differences in the effects of the drugs (and a placebo) on community structure in patients and controls and also that this effect differs across groups. From a network-science perspective, we thereby demonstrate that different types of antipsychotic drugs selectively affect mesoscale properties of brain networks, providing support that structures such as communities are meaningful functional units in the brain.
机构:
Univ Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Univ Fed Sao Paulo UNIFESP, Lab Integrat Neurosci LiNC, Sao Paulo, Brazil
Univ Sao Paulo, Sch Med, Dept Radiol, Sao Paulo, Brazil
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Hosp Israelita Albert Einstein, Big Data, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Sato, Joao Ricardo
Biazoli, Claudinei Eduardo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Queen Mary Univ London, Dept Expt & Biol Psychol, London, EnglandUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Biazoli, Claudinei Eduardo
Bueno, Ana Paula Arantes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed ABC, Ctr Math Comp & Cognit, Santo Andre, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Bueno, Ana Paula Arantes
Caye, Arthur
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Univ Fed Rio Grande do Sul, Hosp Clin Porto Alegre, Porto Alegre, RS, Brazil
Univ Fed Rio Grande do Sul, Dept Psychiat, Porto Alegre, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Caye, Arthur
Pan, Pedro Mario
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Paulo UNIFESP, Lab Integrat Neurosci LiNC, Sao Paulo, Brazil
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Pan, Pedro Mario
Santoro, Marcos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Paulo UNIFESP, Lab Integrat Neurosci LiNC, Sao Paulo, Brazil
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Univ Fed Sao Paulo UNIFESP, Dept Biochem, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Santoro, Marcos
Honorato-Mauer, Jessica
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Paulo UNIFESP, Dept Morphol & Genet, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Honorato-Mauer, Jessica
Salum, Giovanni Abrahao
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Univ Fed Rio Grande do Sul, Hosp Clin Porto Alegre, Porto Alegre, RS, Brazil
Univ Fed Rio Grande do Sul, Dept Psychiat, Porto Alegre, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Salum, Giovanni Abrahao
Hoexter, Marcelo Queiroz
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Paulo UNIFESP, Lab Integrat Neurosci LiNC, Sao Paulo, Brazil
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Univ Sao Paulo, Sch Med, Dept Psychiat, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Hoexter, Marcelo Queiroz
Bressan, Rodrigo Affonseca
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Paulo UNIFESP, Lab Integrat Neurosci LiNC, Sao Paulo, Brazil
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Bressan, Rodrigo Affonseca
Jackowski, Andrea Parolin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Paulo UNIFESP, Lab Integrat Neurosci LiNC, Sao Paulo, Brazil
Ostfold Univ Coll, Dept Educ ICT & Learning, Halden, NorwayUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Jackowski, Andrea Parolin
Miguel, Euripedes Constantino
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Univ Fed Sao Paulo UNIFESP, Dept Morphol & Genet, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Miguel, Euripedes Constantino
Belangero, Sintia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Paulo UNIFESP, Lab Integrat Neurosci LiNC, Sao Paulo, Brazil
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Univ Fed Sao Paulo UNIFESP, Dept Biochem, Sao Paulo, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil
Belangero, Sintia
Rohde, Luis Augusto
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Dev Psychiat Children & Adolescents CNP, Sao Paulo, Brazil
Univ Fed Rio Grande do Sul, Hosp Clin Porto Alegre, Porto Alegre, RS, Brazil
Univ Fed Rio Grande do Sul, Dept Psychiat, Porto Alegre, Brazil
UniEduK, Jaguariuna, Brazil
Univ Fed Rio Grande do Sul, Hosp Clin Porto Alegre, ADHD Outpatient Program Dev Psychiat Program, Porto Alegre, BrazilUniv Fed ABC, Ctr Math Comp & Cognit, Santo Andre, Brazil