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MetS in the prediction of asymptomatic intracranial arterial stenosis: the potential mediating role of hsCRP

Jie Liu, Yang Liu, Longyou Zhang, Wenbo Li, Ying Zhang, Yin Hong, Juan Li, Yun Yun Duan, Huaguang Zheng
DOI: 10.1136/svn-2024-003779 Published 16 March 2025
Jie Liu
1Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Yang Liu
2Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Longyou Zhang
2Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Wenbo Li
1Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Ying Zhang
2Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Yin Hong
2Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Juan Li
2Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Yun Yun Duan
3Department of Radiology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
4Neurology, Beijing Tiantan Hospital, Beijing, China
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Huaguang Zheng
2Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
4Neurology, Beijing Tiantan Hospital, Beijing, China
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  • Figure 1
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    Figure 1

    Prevalence (95% CI) of aICAS stratified by the number of metabolic syndrome components (unadjusted data). aICAS, asymptomatic intracranial arterial stenosis.

  • Figure 2
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    Figure 2

    Joint effects of hsCRP and MetS on the risk of aICAS. The groups are defined as follows: 00—no metabolic syndrome, hsCRP in quartiles 1–3; 10—metabolic syndrome present, hsCRP in quartiles 1–3; 01—no metabolic syndrome, hsCRP in quartile 4; 11—metabolic syndrome present, hsCRP in quartile 4. Adjusted for age, sex, coronary heart disease, MHR and NLR. aICAS, asymptomatic intracranial arterial stenosis; hsCRP, high-sensitivity C reactive protein; MetS, metabolic syndrome; MHR, monocyte-to-high-density lipoprotein-cholesterol ratio; NLR, neutrophil-lymphocyte ratio.

Tables

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  • Table 1

    Baseline characteristics of the participants with and without MetS

    CharacteristicsTotal (n=2390)Participants without MetS (n=1664)Participants with MetS (n=726)P value
    Age, year52.00 (44.00, 58.00)51.00 (43.00, 57.00)54.00 (46.00, 59.00)<0.001
    Male, n (%)1469 (61.46)927 (55.71)542 (74.66)<0.001
    BMI, kg/㎡25.40 (23.19, 27.76)24.41 (22.48, 26.55)27.49 (25.78, 29.75)<0.001
    Hypertension, n (%)623 (26.07)276 (16.59)347 (47.80)<0.001
    Diabetes mellitus, n (%)223 (9.33)62 (3.73)161 (22.18)<0.001
    Coronary heart disease, n (%)69 (2.89)38 (2.28)31 (4.27)0.008
    Dyslipidaemia, n (%)217 (9.08)101 (6.07)116 (15.98)<0.001
    Smoking, n (%)714 (29.87)451 (27.10)263 (36.23)<0.001
    TC, mmol/L4.89 (4.30, 5.49)4.89 (4.30, 5.47)4.87 (4.26, 5.58)0.892
    LDL-C, mmol/L3.05 (2.46, 3.60)3.06 (2.49, 3.58)3.00 (2.36, 3.67)0.205
    ApoA1, g/L1.41 (1.26, 1.57)1.45 (1.29, 1.61)1.33 (1.19, 1.48)<0.001
    ApoB, g/L0.93 (0.80, 1.09)0.91 (0.78, 1.06)0.99 (0.84, 1.15)<0.001
    Hcy, μmol/L12.21 (10.21, 14.94)11.84 (9.92, 14.60)13.00 (10.91, 15.59)<0.001
    hsCRP, mg/L0.72 (0.34, 1.50)0.58 (0.28, 1.26)1.05 (0.58, 2.13)<0.001
    NLR1.94 (1.54, 2.46)1.89 (1.52, 2.43)2.01 (1.62, 2.52)0.001
    MHR0.24 (0.17, 0.31)0.21 (0.16, 0.28)0.29 (0.23, 0.36)<0.001
    UA, μmol/l341.05 (277.40, 404.48)322.05 (265.12, 386.40)382.30 (319.33, 433.73)<0.001
    aICAS, n (%)135 (5.65)75 (4.51)60 (8.26)<0.001
    Number of affected arteries, n (%)<0.001
    02255 (94.35)1589 (95.49)666 (91.74)
    1114 (4.77)62 (3.73)52 (7.16)
    ≥221 (0.88)13 (0.78)8 (1.10)
    Circulation, n (%)<0.001
    No aICAS2255 (94.35)1589 (95.49)666 (91.74)
    Posterior46 (1.92)18 (1.08)28 (3.86)
    Anterior80 (3.35)50 (3.00)30 (4.13)
    Both9 (0.38)7 (0.42)2 (0.28)
    MetS-related characteristics
    Waistline, cm88.00 (80.00, 94.00)84.00 (77.00, 90.00)94.00 (90.00, 100.00)<0.001
    SBP, mmHg127.00 (116.00, 138.00)123.00 (113.00, 133.00)135.00 (126.00, 145.00)<0.001
    DBP, mmHg81.00 (73.00, 89.00)78.00 (71.00, 86.00)87.00 (81.00, 93.00)<0.001
    HDL-C, mmol/L1.33 (1.15, 1.55)1.41 (1.22, 1.64)1.17 (1.03, 1.32)<0.001
    TG, mmol/L1.33 (0.92, 1.98)1.14 (0.81, 1.49)2.16 (1.63, 2.96)<0.001
    FBG, mmol/L4.94 (4.61, 5.45)4.82 (4.55, 5.13)5.66 (4.96, 6.52)<0.001
    Metsss1.22 (0.09, 2.82)0.53 (0.00, 1.71)2.85 (1.81, 4.54)<0.001
    Metabolic syndrome (no. of components)<0.001
    0501 (20.96)501 (30.11)0 (0.00)
    1551 (23.05)551 (33.11)0 (0.00)
    2612 (25.61)612 (36.78)0 (0.00)
    3459 (19.21)0 (0.00)459 (63.22)
    4225 (9.41)0 (0.00)225 (30.99)
    542 (1.76)0 (0.00)42 (5.79)
    • aICAS, asymptomatic intracranial arterial stenosis; ApoA1, apolipoprotein A1; ApoB, apolipoprotein B; BMI, Body Mass Index; DBP, diastolic blood pressure; FBG, fasting blood glucose; Hcy, homocysteine; HDL-C, high-density lipoprotein cholesterol; hsCRP, hypersensitive C reactive protein; LDL-C, low-density lipoprotein cholesterol; MetS, metabolic syndrome; Metsss, metabolic syndrome severity score; MHR, monocyte-to-HDL-C ratio; NLR, neutrophil-lymphocyte ratio; SBP, systolic blood pressure; TC, total cholesterol; TG, triglycerides; UA, uric acid.

  • Table 2

    Univariate logistic regression analysis for associations with aICAS

    VariablesOR (95% CI)P value
    Male0.97 (0.68~1.38)0.968
    Age
    <45 years1.00 (reference)
    45–59 years3.42 (1.75~6.67)<0.001
    ≥60 years8.12 (4.09~16.10)<0.001
    Hypertension3.21 (2.26~4.56)<0.001
    Diabetes mellitus2.76 (1.78~4.30)<0.001
    Coronary heart disease2.98 (1.49~5.96)0.002
    Dyslipidaemia1.37 (0.80~2.36)0.250
    Smoking1.03 (0.70~1.50)0.897
    BMI, kg/m2
    <24.001.00 (reference)
    24.00–27.991.26 (0.83~1.92)0.275
    ≥28.001.47 (0.91~2.35)0.112
    Hcy, per SD increase1.02 (0.85~1.19)0.812
    Quartiles of hsCRP
    Q1 (<0.34)1.00 (reference)
    Q2 (0.34–0.72)1.31 (0.76~2.23)0.327
    Q3 (0.72–1.50)1.28 (0.74~2.19)0.373
    Q4 (≥1.50)1.98 (1.20~3.25)0.007
    Quartiles of MHR
    Q1 (<0.17)1.00 (reference)
    Q2 (0.17–0.26)1.79 (1.06~3.02)0.031
    Q3 (0.26–0.31)1.69 (1.00~2.88)0.052
    Q4 (≥0.31)1.51 (0.88~2.60)0.136
    NLR, per SD increase1.16 (0.99~1.34)0.050
    LDL-C, per SD increase1.05 (0.88~1.25)0.570
    TC, per SD increase1.02 (0.86~1.21)0.829
    ApoA1, per SD increase0.94 (0.78~1.11)0.466
    ApoB, per SD increase1.07 (0.90~1.27)0.434
    Metabolic syndrome1.91 (1.34~2.71)<0.001
    No. of MetS component
    ≤11.00 (reference)
    21.72 (1.08~2.73)0.022
    32.34 (1.47~3.73)<0.001
    ≥42.52 (1.47~4.30)<0.001
    Metsss, per SD increase1.38 (1.18~1.61)<0.001
    Quartiles of Metsss
    Q1 (<0.09)1.00 (reference)
    Q2 (0.09–1.22)1.53 (0.83~2.81)0.169
    Q3 (1.22–2.82)2.34 (1.32~4.13)0.003
    Q4 (>2.82)2.96 (1.71~5.14)<0.001
    • aICAS, asymptomatic intracranial arterial stenosis; ApoA1, apolipoprotein A1; ApoB, apolipoprotein B; BMI, Body Mass Index; Hcy, homocysteine; hsCRP, high-sensitivity C reactive protein; LDL-C, low-density lipoprotein cholesterol; MetS, metabolic syndrome; Metsss, metabolic syndrome severity score; MHR, monocyte-to-high-density lipoprotein-cholesterol ratio; NLR, neutrophil-lymphocyte ratio; TC, total cholesterol.

  • Table 3

    Multivariate logistic regression analysis for associations with aICAS

    VariablesModel1*Model2†Model3‡
    OR (95% CI)P valueOR (95% CI)P valueOR (95% CI)P value
    Metabolic syndrome1.70 (1.19~2.43)0.0041.68 (1.17~2.41)0.0051.68 (1.16~2.43)0.006
    No. of MetS component
    ≤1Ref.Ref.Ref.
    21.49 (0.93~2.39)0.1001.47 (0.91~2.36)0.1141.48 (0.92~2.39)0.112
    32.01 (1.24~3.25)0.0051.96 (1.21~3.18)0.0061.97 (1.21~3.23)0.007
    ≥42.10 (1.21~3.62)0.0082.08 (1.20~3.59)0.0092.10 (1.20~3.70)0.010
    P value for trend0.0010.0020.002
    Metsss, per SD increase1.36 (1.16~1.61)<0.0011.36 (1.16~1.61)<0.0011.36 (1.15~1.61)<0.001
    Quartiles of Metsss
    Q1 (<0.09)Ref.Ref.Ref.
    Q2 (0.09–1.22)1.23 (0.67~2.28)0.5071.24 (0.67~2.30)0.4861.23 (0.66~2.28)0.513
    Q3 (1.22–2.82)1.72 (0.96~3.08)0.0661.72 (0.96~3.07)0.0681.71 (0.95~3.07)0.073
    Q4 (>2.82)2.35 (1.34~4.12)0.0032.37 (1.35~4.15)0.0032.34 (1.32~4.13)0.004
    P value for trend<0.001<0.001<0.001
    • *Model1: adjusted for sex and age.

    • †Model2: adjusted for Model1+ coronary artery heart disease.

    • ‡Model3: adjusted for Model2+ hsCRP, MHR and NLR.

    • aICAS, asymptomatic intracranial arterial stenos; hsCRP, high-sensitivity C reactive protein; MetS, metabolic syndrome; Metsss, metabolic syndrome severity score; MHR, monocyte-to-high-density lipoprotein-cholesterol ratio; NLR, neutrophil-lymphocyte ratio.

  • Table 4

    Mediation analysis of hsCRP in the association between MetS and aICAS in the total sample and the subgroup

    GroupTotal effectIndirect effectDirect effectProportion mediated, %
    Coefficient (95% CI)P valueCoefficient (95% CI)P valueCoefficient (95% CI)P value
    The entire cohort*0.030 (0.007–0.050)0.0120.002 (−0.000–0.010)0.1260.027 (0.005–0.050)0.0248.10%
    ≤65 s†0.029 (0.007–0.050)0.0160.004 (0.000–0.010)0.0440.026 (0.003–0.050)0.02612.10%
    >65 s‡0.053 (−0.057–0.160)0.380−0.001 (−0.014–0.010)0.8400.054 (−0.053–0.160)0.3601.30%
    • The relationship between MetS (X) and hsCRP (Y): multivariable-adjusted linear regression analysis demonstrated a significant association between MetS and hsCRP in the overall sample (β=0.45, 95% CI: 0.32 to 0.59, p<0.001) and the ≤65 years subgroup (β=0.59, 95% CI: 0.45 to 0.73, p<0.001). No significant association was observed in the >65 years subgroup in the univariable linear regression model (β=0.27, 95% CI: −0.18–0.72, p=0.249).

    • *The entire cohort: adjusted for sex, age, coronary artery heart disease, MHR and NLR.

    • †The subgroup aged ≤65 years: adjusted for sex and coronary artery heart disease.

    • ‡The subgroup aged >65 years: adjusted for sex and MHR.

    • aICAS, asymptomatic intracranial arterial stenos; hsCRP, high-sensitivity C reactive protein; MetS, metabolic syndrome; MHR, monocyte-to-high-density lipoprotein-cholesterol ratio; NLR, neutrophil-lymphocyte ratio.

Supplementary Materials

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    [svn-2024-003779supp001.pdf]

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MetS in the prediction of asymptomatic intracranial arterial stenosis: the potential mediating role of hsCRP
Jie Liu, Yang Liu, Longyou Zhang, Wenbo Li, Ying Zhang, Yin Hong, Juan Li, Yun Yun Duan, Huaguang Zheng
Stroke and Vascular Neurology Mar 2025, svn-2024-003779; DOI: 10.1136/svn-2024-003779

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MetS in the prediction of asymptomatic intracranial arterial stenosis: the potential mediating role of hsCRP
Jie Liu, Yang Liu, Longyou Zhang, Wenbo Li, Ying Zhang, Yin Hong, Juan Li, Yun Yun Duan, Huaguang Zheng
Stroke and Vascular Neurology Mar 2025, svn-2024-003779; DOI: 10.1136/svn-2024-003779
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MetS in the prediction of asymptomatic intracranial arterial stenosis: the potential mediating role of hsCRP
Jie Liu, Yang Liu, Longyou Zhang, Wenbo Li, Ying Zhang, Yin Hong, Juan Li, Yun Yun Duan, Huaguang Zheng
Stroke and Vascular Neurology Mar 2025, svn-2024-003779; DOI: 10.1136/svn-2024-003779
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