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Research ArticleFUNCTIONAL
Open Access

Disrupted Brain Connectivity Patterns in Patients with Type 2 Diabetes

Y. Cui, S.-F. Li, H. Gu, Y.-Z. Hu, X. Liang, C.-Q. Lu, Y. Cai, C.-X. Wang, Y. Yang and G.-J. Teng
American Journal of Neuroradiology November 2016, 37 (11) 2115-2122; DOI: https://doi.org/10.3174/ajnr.A4858
Y. Cui
aFrom the Department of Radiology (Y.Cui, C.-Q.L., Y.Cai, C-X.W., G.-J.T.), Jiangsu Key Laboratory of Molecular and Functional Imaging, Zhongda Hospital, Medical School of Southeast University, Nanjing, China
bNeuroimaging Research Branch (Y.Cui, S.-F.L., H.G., Y.-Z.H, X.L., Y.Y.), National Institute on Drug Abuse, National Institutes of Health, Baltimore, Maryland.
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S.-F. Li
bNeuroimaging Research Branch (Y.Cui, S.-F.L., H.G., Y.-Z.H, X.L., Y.Y.), National Institute on Drug Abuse, National Institutes of Health, Baltimore, Maryland.
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H. Gu
bNeuroimaging Research Branch (Y.Cui, S.-F.L., H.G., Y.-Z.H, X.L., Y.Y.), National Institute on Drug Abuse, National Institutes of Health, Baltimore, Maryland.
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Y.-Z. Hu
bNeuroimaging Research Branch (Y.Cui, S.-F.L., H.G., Y.-Z.H, X.L., Y.Y.), National Institute on Drug Abuse, National Institutes of Health, Baltimore, Maryland.
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X. Liang
bNeuroimaging Research Branch (Y.Cui, S.-F.L., H.G., Y.-Z.H, X.L., Y.Y.), National Institute on Drug Abuse, National Institutes of Health, Baltimore, Maryland.
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C.-Q. Lu
aFrom the Department of Radiology (Y.Cui, C.-Q.L., Y.Cai, C-X.W., G.-J.T.), Jiangsu Key Laboratory of Molecular and Functional Imaging, Zhongda Hospital, Medical School of Southeast University, Nanjing, China
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Y. Cai
aFrom the Department of Radiology (Y.Cui, C.-Q.L., Y.Cai, C-X.W., G.-J.T.), Jiangsu Key Laboratory of Molecular and Functional Imaging, Zhongda Hospital, Medical School of Southeast University, Nanjing, China
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C.-X. Wang
aFrom the Department of Radiology (Y.Cui, C.-Q.L., Y.Cai, C-X.W., G.-J.T.), Jiangsu Key Laboratory of Molecular and Functional Imaging, Zhongda Hospital, Medical School of Southeast University, Nanjing, China
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Y. Yang
bNeuroimaging Research Branch (Y.Cui, S.-F.L., H.G., Y.-Z.H, X.L., Y.Y.), National Institute on Drug Abuse, National Institutes of Health, Baltimore, Maryland.
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G.-J. Teng
aFrom the Department of Radiology (Y.Cui, C.-Q.L., Y.Cai, C-X.W., G.-J.T.), Jiangsu Key Laboratory of Molecular and Functional Imaging, Zhongda Hospital, Medical School of Southeast University, Nanjing, China
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  • Fig 1.
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    Fig 1.

    Spatial distribution of weighted DC maps in patients with T2DM and HCs (P < .05, family-wise error–corrected). In the weighted DC map, standardized DC in the posterior cingulate, visual cortex, medial prefrontal cortex, insula, and thalamus was significantly higher than the global mean values in both groups. Color scale denotes the z score. R indicates right; L, left.

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    Fig 2.

    Group differences of weighted DC maps between patients with T2DM and HCs (P < .05; AlphaSim-corrected; https://afni.nimh.nih.gov/pub/dist/doc/program_help/AlphaSim.html). In the weighted DC map, patients with T2DM showed significantly decreased value (cool color) in the left lingual gyrus and increased values (warm color) in the dACC and the right anterior insula. The color scale denotes the t-value.

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    Fig 3.

    Spatial pattern of the network anchored in the regions with altered DC (P < .05, family-wise error–corrected). The dACC and right anterior insula (AI) exhibit similar connectivity patterns, which are largely included in the salience network. Specifically, the dACC is connected to the cingulate cortex, anterior insula, and sensorimotor cortex (first row). The AI is functionally connected to the entire insula, dACC, and adjacent frontal, temporal, and sensorimotor areas (second row). The lingual gyrus is mainly connected to the visual cortex and superior middle temporal and sensorimotor cortices (third row). The color scale denotes the t-value.

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    Fig 4.

    Group differences of network connectivity based on the seed regions identified in the DC comparison (P < .05, AlphaSim-corrected). Regions with significant connectivity differences in networks anchored in hubs with altered DC (ie, dACC, anterior insula [AI], and lingual gyrus). In dACC-relevant network, increased connectivity was found in the medial prefrontal cortex (first row); in the AI-relevant network, increased connectivity was mainly located in the right insula and left superior temporal gyrus (second row). In the lingual gyrus–relevant network, decreased connectivity was diffusely distributed in the visual cortex and the sensory area and superior parietal lobule (third row). Coordinates are all in Montreal Neurological Institute space. The color bar denotes the t-value.

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    Fig 5.

    Voxelwise correlation between network connectivity (z score) and clinical variables. Correlations in the T2DM group are represented by black diamonds, while correlations in the control group are represented by white diamonds. The T2DM group: A, CFT-delay performance was positively correlated with the occipital connectivity in the lingual gyrus–relevant network (group × performance interaction, P = .001). B, FPG was positively correlated with the connectivity of dACC-relevant network, especially in the medial frontal cortex (group × FPG interaction, P = .001). C and D, Longer time spent on TMT-B was correlated with lower connectivity in the lingual gyrus–relevant network (C, group × performance interaction, P = .87) and lower connectivity in dACC-relevant network (D, group × performance interaction, P = .04). No such correlations were observed in the control group.

Tables

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    Table 1:

    Demographics and clinical characteristics for T2DM and control groupsa

    MeasuresT2DM (n = 40)Control (n = 43)P Value
    Age (yr)60.5 ± 6.957.6 ± 6.6.08
    Sex (male/female)a24:2116:30.09
    Education (yr)10.0 ± 3.410.2 ± 2.3.46
    Head motion (FD) (mm)0.09 ± 0.070.08 ± 0.05.35
    Diabetes duration (yr)8.9 ± 5.0––
    Insulin treatment (No.) (%)8 (20)––
    HbA1c (%) (mmol/mol)7.8 ± 1.6 (62 ± 17.5)5.6 ± 0.3 (37 ± 3.3)<.001b
    FPG (mmol/L)7.8 ± 2.15.5 ± 0.4<.001b
    HOMA-IR3.1 ± 1.92.4 ± 1.1.02b
    BMI (kg/m2)24.4 ± 2.723.8 ± 2.7.22
    Systolic BP (mm Hg)136.6 ± 14.8132.7 ± 14.8.18
    Diastolic BP (mm Hg)86.0 ± 11.186.6 ± 11.2.81
    Hypertension (No.) (%)c21 (53)12 (28)
    Antihypertensive treatment (No.) (%)c17 (43)8 (19)
    Total cholesterol (mmol/L)5.5 ± 1.25.3 ± 0.9.46
    Triglyceride (mmol/L)1.5 ± 0.81.4 ± 0.8.69
    HDL cholesterol (mmol/L)1.4 ± 0.31.3 ± 0.7.57
    LDL cholesterol (mmol/L)3.3 ± 0.83.1 ± 0.6.30
    White matter lesions (range)0–60–7.26
    Lacunar infarcts (No.) (%)a95.11
    • Note:—FD indicates frame-wise displacement; HOMA-IR, homeostasis model assessment of insulin resistance; BP, blood pressure; BMI, body mass index; LDL, low-density lipoprotein; HDL, high-density lipoprotein.

    • ↵a Data are mean and number or range.

    • ↵b P value < .05.

    • ↵c Statistical analyses were performed by χ2 tests.

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    Table 2:

    Cognitive test results for the T2DM and control groupsa

    MeasuresT2DM (n = 40)Control (n = 43)P Value
    General cognitive status
        MMSE28.3 ± 1.228.7 ± 1.2.26
    Episodic memory
        AVLT5.9 ± 1.36.3 ± 1.8.11
        AVLT, delay5.8 ± 2.36.3 ± 2.1.31
        CFT, delay13.9 ± 5.817.5 ± 5.8<.01b
    Working memory
        DST (forward)6.8 ± 1.37.3 ± 1.5.11
        DST (backward)4.1 ± 1.04.5 ± 1.3.16
    Attention
        TMT, part A64.5 ± 19.063.3 ± 14.8.76
    Executive functioning
        TMT, part B182.2 ± 62.8152.0 ± 50.6.02b
    Spatial processing
        CFT, copy34.3 ± 1.834.8 ± 1.5.16
        CDT3.3 ± 0.63.5 ± 0.6.07
    Language processing
        VFT16.5 ± 3.617.6 ± 3.0.52
    • Note:—MMSE indicates Mini-Mental State Examination; AVLT, Auditory Verbal Learning Test; DST, Digit Span Test; CDT, Clock Drawing Test; VFT, Verbal Fluency Test.

    • ↵a Data are represented as means.

    • ↵b P value < .05.

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    Table 3:

    Brain regions with significant differences in weighted DC maps between patients with T2DM and HCsa

    Brain RegionsMNIVoxelsPeak t-Value
    XYZ
    RAI+42+15+051+4.30
    dACC+6+30+2431+4.03
    L lingual gyrus−15−51−337−3.51
    • Note:—MNI indicates Montreal Neurological Institute; RAI, right anterior insula; L, left.

    • ↵a Comparisons were performed at P < .05, corrected by AlphaSim multiple comparisons. X, y, and z are coordinates of primary peak locations in the MNI space. Positive t values are T2DM > control subjects. Negative t values are T2DM < control subjects.

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Y. Cui, S.-F. Li, H. Gu, Y.-Z. Hu, X. Liang, C.-Q. Lu, Y. Cai, C.-X. Wang, Y. Yang, G.-J. Teng
Disrupted Brain Connectivity Patterns in Patients with Type 2 Diabetes
American Journal of Neuroradiology Nov 2016, 37 (11) 2115-2122; DOI: 10.3174/ajnr.A4858

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Disrupted Brain Connectivity Patterns in Patients with Type 2 Diabetes
Y. Cui, S.-F. Li, H. Gu, Y.-Z. Hu, X. Liang, C.-Q. Lu, Y. Cai, C.-X. Wang, Y. Yang, G.-J. Teng
American Journal of Neuroradiology Nov 2016, 37 (11) 2115-2122; DOI: 10.3174/ajnr.A4858
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