Jiaqi Wen1, Xiaojun Guan1, Tao Guo1, Jingjing Wu1, Xueqin Bai1, Cheng Zhou1, Haoting Wu1, Xiaocao Liu1, Jingwen Chen1, Zhengye Cao1, Yong Zhang2, Luyan Gu3, Jiali Pu3, Baorong Zhang3, Minming Zhang1, and Xiaojun Xu1
1Department of Radiology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China, 2GE Healthcare, Shanghai, China, Shanghai, China, 3Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
Synopsis
In
Parkinson’s disease (PD), nigral iron deposition exacerbates a-synuclein
aggregation. In our study, we divided PD and normal controls (NC) into high
iron group and normal iron group according to the median of nigral magnetic
susceptibility of NC, respectively. ICA method was applied to separate brain
large-scale networks. The PD*iron interaction effect on brain functional
networks were investigated by mixed effect analysis. We found that PD disease
status specifically moderates the effect of nigral iron deposition on the
function of some regions in BGN and VN, which partially mediates the
relationship between nigral iron deposition and disease severity.
Introduction
Parkinson's disease (PD) is one of the most common
neurodegenerative diseases1. The death of dopaminergic neurons in
the substantia nigra (SN) and aberrant aggregation of α-synuclein are the core
pathological changes of PD2,3. Iron deposition in the
substantia nigra (SN) exacerbates oxidative stress and a-synuclein aggregation, leading to neuronal death in PD4,5. Our aim was to
investigate whether PD disease status modulates the effect of nigral iron
deposition on brain function using multimodal magnetic resonance.Methods
85
PD patients and 140 normal controls (NC) underwent structural T1 magnetic resonance imaging, resting-state functional
magnetic resonance imaging and susceptibility weighted imaging scans, as well
as motor and non-motor symptoms assessments. According to the median of nigral magnetic
susceptibility of NC (0.191ppm), PD and NC were divided into high iron group
and normal iron group, respectively. And then ICA method was applied to separate brain
large-scale networks.The specific effects of nigral iron
deposition on the brain functional networks in PD were investigated by
voxel-based interaction analysis.Results
Mixed
effect analysis: Disease* iron interaction effect on brain network function
Based
on voxel-based mixed effect analysis, significant interaction effect of disease
and nigral iron were observed in several networks: (1) BGN: left inferior
frontal gyrus and left insular lobe (peak MNI coordinate: X = -41.5/-33.5, Y =
21.5/3.5, Z = -2.5/13.5; F = 15.8/16.5, respectively) (Figure 1A-B); (2) VN: right
middle occipital gyrus, right superior temporal gyrus and bilateral cuneus
(peak MNI coordinate: X = 42.5/66.5/4.5, Y = -86.5/-38.5/-82.5, Z = 11.5/13.5/33.5;
F = 18.6/22.0/14.4, respectively) (Figure 1C-E).
Post hoc analysis
about the FC of PD*iron interaction effect
clusters in BGN and VN
Through
further post-hoc analysis, we found that the FC of interaction effect brain cluster1
in BGN (left inferior frontal gyrus) in PD-SNhigh was higher than
that in PD-SNnormal (P = 0.001), while the FC of these brain clusters
were not significantly different between NC-SNhigh and NC-SNnormal
(P = 0.396) (Figure 2A). And the FC of interaction effect brain cluster2 in BGN
(left insular lobe) in PD-SNhigh was lower than that in PD-SNnormal
(P = 0.001), while the FC of these brain clusters was not significantly
different between NC-SNhigh and NC-SNnormal (P = 0.227) (Figure 2B). Furthermore, the FC of clusters with significant interaction effect in VN was
increased in PD-SNhigh compared with PD-SNnormal (P = 0.001),
while that was decreased in NC-SNhigh compared with NC-SNnormal
(P < 0.001) (Figure 2C).
Correlations
between nigral iron content, network function, and UPDRS II score
Through
partial correlation analysis (controlling for gender, age, and education), nigral
iron content was significantly positively correlated with UPDRS Ⅱ score in PD (r
= 0.366; P = 0.001) (Figure 3D). For BGN, nigral iron content was significantly
negatively correlated with the FC of interaction effect brain cluster 2 in BGN
(left insular lobe) (r = -0.301; P = 0.006) (Figure 3A), and the FC of
interaction effect brain cluster 2 in BGN was negatively correlated with UPDRS
Ⅱ score (r = -0.223; P = 0.044) (Figure 3E). For VN, nigral
iron content was significantly positively correlated with the FC of interaction
effect brain clusters in VN (r = 0.272; P = 0.013) (Figure 3B).
Furthermore, there was a significant negative correlation between the FC of interaction
effect brain clusters in BGN and VN in PD patients (r = -0.320; P = 0.003)
(Figure 3C).
Multiple
mediating effect of FC of interaction effect clusters on the relationship
between nigral iron and UPDRS Ⅱ score
Multiple
mediating analysis revealed that the FC of interaction effect clusters in BGN
and mVN partially mediated the association between nigral iron content and UPDRS
Ⅱ score (Total indirect effect: Effect
= 7.394, Boot SE = 3.875, Boot LLCI = 0.986, Boot ULCI = 16.396). In other words, under separate conditions, neither the FC of interaction effect brain clusters
in BGN nor mVN mediated the relationship between nigral iron and UPDRS Ⅱ score
(Ind1 indirect effect: Effect = 2.661, Boot SE = 3.526, Boot LLCI = -2.940,
Boot ULCI = 11.521; Ind2 indirect effect: Effect = 1.141, Boot SE = 1.012, Boot
LLCI = -0.033, Boot ULCI = 4.762, respectively). And
the direct effect was significant (Direct effect: Effect = 29.744, Boot SE =
12.542, p = 0.021, Boot LLCI = 5.686, Boot ULCI = 53.893), which indicated that
nigral iron deposition could cause disease to worsen directly. Moreover, the FC
of interaction effect clusters in BGN and mVN did not serve as chain mediators
for the relationship between nigral iron and UPDRS Ⅱ score (Ind3 indirect
effect: Effect = 3.592, Boot SE = 3.557, Boot LLCI = -0.335, Boot ULCI = 14.80).
This suggested that FC of BGN and mVN play an important role in mediating
between nigral iron deposition and disease severity, and neither was
indispensable. (Figure 4)Conclusion
PD disease status
specifically moderates the effect of nigral iron deposition on the function of
some brain regions in BGN and VN, which partially mediates the relationship
between nigral iron deposition and disease severity. Our study provides
imaging basis for understanding circuit mechanism of the occurrence and
development of PD related to nigral iron deposition.Acknowledgements
We
wish to thank all the participants including patients with Parkinson’s disease
and normal volunteers. We also thank the assistance from Department of
Neurology in the Second Affiliated Hospital of Zhejiang University School of
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