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A Mendelian randomisation, propensity score matching study to investigate causal association between serum homocysteine and intracranial aneurysm

Zhuohua Wen, Xin Feng, Xin Tong, Chao Peng, Anqi Xu, Haiyan Fan, Yiming Bi, Wenchao Liu, Zhenjun Li, Shenquan Guo, Fa Jin, Ran Li, Yanchao Liu, Shixing Su, Xin Zhang, Xifeng Li, Xuying He, Aihua Liu, Chuanzhi Duan
DOI: 10.1136/svn-2023-002414 Published 21 June 2024
Zhuohua Wen
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Xin Feng
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Xin Tong
2 Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Chao Peng
3 Department of Neurosurgery, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China
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Anqi Xu
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Haiyan Fan
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Yiming Bi
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Wenchao Liu
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Zhenjun Li
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Shenquan Guo
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Fa Jin
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Ran Li
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Yanchao Liu
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Shixing Su
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Xin Zhang
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Xifeng Li
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Xuying He
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Aihua Liu
2 Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Chuanzhi Duan
1 Neurosurgery Center, Department of Cerebrovascular Surgery, Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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  • Figure 1
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    Figure 1

    Mendelian randomisation results for genetically determined tHcy and risk of IAs. A, scatter plot for association of nine SNPs between tHcy and IAs. β, coefficient presented as the number of standard deviation of difference in homocysteine concentrations per allele; B, summary results for two-sample mendelian randomisation and sensitive analyses. MR pleiotropy residual sum and MR-PRESSO global tests indicated no sign of horizontal pleiotropy. Test for heterogeneity showed no strong heterogeneity between nine SNPs and the outcome of IAs. Abbreviations: SNPs and the outcome of IAs. Abbreviations: IAs, intracranial aneurysms; IVW, inverse variance weighted; MR-PRESSO, MR-Egger regression and MR Pleiotropy Residual Sum and Outlier; SNPs, single nucleotide polymorphisms; tHcy, total homocysteine.

  • Figure 2
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    Figure 2

    Flow diagram of patients inclusion. AVM, arteriovenous malformation; CHD, coronary heart disease; CTA, CT angiography; DSA, digital subtraction angiography; IAs, intracranial aneurysms; MRA,magnetic resonance angiography; PKD, polycystic kidneydisease; PSM, propensity score matching.

  • Figure 3
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    Figure 3

    Forest plot for subgroup analyses. IAs, intracranial aneurysms; tHcy, total homocysteine.

Tables

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  • Table 1

    Baseline characteristics of patients before and after propensity score matching

    Before matchedAfter matched
    Non-IAsIAsPNon-IAsIAsP
    n=9831n=5496n=4951n=4951
    Sex, number (%)<0.0010.063
     Male5693 (57.9)2254 (41.0)2264 (45.7)2171 (43.8)
     Female4138 (42.1)3242 (59.0)2687 (54.3)2780 (56.2)
    Age, mean, (SD), years63.9 (13.5)57.8 (12.0)<0.00158.0 (12.9)58.4 (12.0)0.072
    Age class, number (%)<0.0010.190
     18–39 years477 (4.9)394 (7.2)404 (8.16)357 (7.21)
     40–59 years2981 (30.3)2656 (48.3)2215 (44.7)2258 (45.6)
     ≥60 years6373 (64.8)2446 (44.5)2332 (47.1)2336 (47.2)
    BP class, mm Hg, SBP/DBP, number (%)<0.0010.939
     <140/<903449 (35.1)2434 (44.3)2174 (43.9)2170 (43.8)
     140~159/90~993404 (34.6)1111 (20.2)1094 (22.1)1089 (22.0)
     160~179/100~1092065 (21.0)888 (16.2)872 (17.6)859 (17.4)
     ≥180/≥110913 (9.3)1063 (19.3)811 (16.4)833 (16.8)
    Hyperlipidaemia, number (%)<0.0010.431
     No4726 (48.1)3060 (55.7)2665 (53.8)2705 (54.6)
     Yes5105 (51.9)2436 (44.3)2286 (46.2)2246 (45.4)
    Diabetes, type 1 and 2, number (%)<0.0010.560
     No7098 (72.2)4319 (78.6)3879 (78.3)3854 (77.8)
     Yes2733 (27.8)1177 (21.4)1072 (21.7)1097 (22.2)
    Smoke*, number (%)<0.0010.291
     No7684 (78.2)4778 (86.9)4297 (86.8)4260 (86.0)
     Yes2147 (21.8)718 (13.1)654 (13.2)691 (14.0)
    Alcohol use*, number (%)<0.0010.125
     No7892 (90.0)4775 (92.6)4604 (93.0)4563 (92.2)
     Yes875 (10.0)383 (7.4)347 (7.0)388 (7.8)
    • *Missing data were imputed for 830 (5.4%) and 1402 (9.1%) patients about smoking and alcohol using by Multiple Imputation utilizing Mice package (3.14) for R (4.2.2).

    • BP, blood pressure; DBP, diastolic blood pressure; IAs, intracranial aneurysms; SBP, systolic blood pressure.

  • Table 2

    Distribution of tHcy among patients before and after propensity score matching

    Before matchedAfter matched
    Non-IAsIAsPNon-IAsIAsP
    n=9831n=5496n=4951n=4951
    tHcy* (SD), μmol/L12.9 (6.3)14.2 (9.8)<0.001*11.7 (5.4)14.4 (10.1)<0.001†
    Group tHcy, number (%)<0.001<0.001
     Low7647 (77.8)3905 (71.1)4155 (83.9)3464 (70.0)
     Moderate1999 (20.3)1405 (25.6)739 (14.9)1313 (26.5)
     High185 (1.9)186 (3.4)57 (1.2)174 (3.5)
     Moderate+high2184 (22.2)1591 (28.9)796 (16.1)1487 (30.0)
    • *P value based on Mann-Whitney U-test.

    • †P value based on Wilcoxon test.

    • IAs, intracranial aneurysms; tHcy, total homocysteine.

  • Table 3

    Association between tHcy and intracranial aneurysm

    Before matchedAfter matched
    Crude ORModel 1*Model 2†Crude ORModel 1*Model 2†
    Adjusted ORAdjusted ORAdjusted ORAdjusted OR
    95% CIP95% CIP95% CIP95% CIP95% CIP95% CIP
    tHcy‡ (SD), μmol/L1.23 (1.18 to 1.28)<0.0011.50 (1.43 to 1.57)<0.0011.50 (1.43 to 1.57)<0.0011.82 (1.70 to 1.95)<0.0011.99 (1.85 to 2.13)<0.0011.98 (1.85 to 2.14)<0.001
    tHcy§1.13 (1.11 to 1.16)<0.0011.30 (1.24 to 1.33)<0.0011.29 (1.25 to 1.33)<0.0011.44 (1.38 to 1.50)<0.0011.51 (1.45 to 1.59)<0.0011.52 (1.45 to 1.59)<0.001
    Group tHcy, number (%) <0.001¶ <0.001¶ <0.001¶
     LowReference.Reference.Reference.Reference.Reference.Reference.
     Moderate1.38 (1.27 to 1.49)<0.0011.72 (1.47 to 2.00)<0.0011.71 (1.61 to 1.82)<0.0012.13 (1.93 to 2.36)<0.0012.70 (2.19 to 3.37)<0.0011.80 (1.67 to 1.94)<0.001
     High1.97 (1.60 to 2.42)<0.0010.94 (0.85 to 1.05)0.2812.06 (1.76 to 2.40)<0.0013.66 (2.71 to 4.95)<0.0010.90 (0.78 to 1.04)0.2002.69 (2.17 to 3.34)<0.001
     Moderate+high1.43 (1.32 to 1.54)<0.0011.59 (1.50 to 1.69)<0.0012.20 (2.02 to 2.39)<0.0012.24 (2.03 to 2.47)<0.0011.88 (1.75 to 2.02)<0.0011.87 (1.74 to 2.00)<0.001
    • P-value for OR (odd ratios) was based on Wald tests.

    • *Adjusted for age, sex, hypertension and smoking.

    • †Adjusted for variables from Model 1 plus dyslipidaemia and diabetes.

    • ‡: OR was estimated by one standard difference increase of tHcy (8.2 µmol/L).

    • §: OR was estimated by a increase of 5 µmol/L of tHcy.

    • ¶: P value for trend.

    • tHcy, total homocysteine.

Supplementary Materials

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  • Supplementary data

    [svn-2023-002414supp001.pdf]

Additional Files

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    This web only file has been produced by the BMJ Publishing Group from an electronic file supplied by the author(s) and has not been edited for content.

    • Data supplement 1
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A Mendelian randomisation, propensity score matching study to investigate causal association between serum homocysteine and intracranial aneurysm
Zhuohua Wen, Xin Feng, Xin Tong, Chao Peng, Anqi Xu, Haiyan Fan, Yiming Bi, Wenchao Liu, Zhenjun Li, Shenquan Guo, Fa Jin, Ran Li, Yanchao Liu, Shixing Su, Xin Zhang, Xifeng Li, Xuying He, Aihua Liu, Chuanzhi Duan
Stroke and Vascular Neurology Jun 2024, 9 (3) 202-211; DOI: 10.1136/svn-2023-002414

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A Mendelian randomisation, propensity score matching study to investigate causal association between serum homocysteine and intracranial aneurysm
Zhuohua Wen, Xin Feng, Xin Tong, Chao Peng, Anqi Xu, Haiyan Fan, Yiming Bi, Wenchao Liu, Zhenjun Li, Shenquan Guo, Fa Jin, Ran Li, Yanchao Liu, Shixing Su, Xin Zhang, Xifeng Li, Xuying He, Aihua Liu, Chuanzhi Duan
Stroke and Vascular Neurology Jun 2024, 9 (3) 202-211; DOI: 10.1136/svn-2023-002414
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A Mendelian randomisation, propensity score matching study to investigate causal association between serum homocysteine and intracranial aneurysm
Zhuohua Wen, Xin Feng, Xin Tong, Chao Peng, Anqi Xu, Haiyan Fan, Yiming Bi, Wenchao Liu, Zhenjun Li, Shenquan Guo, Fa Jin, Ran Li, Yanchao Liu, Shixing Su, Xin Zhang, Xifeng Li, Xuying He, Aihua Liu, Chuanzhi Duan
Stroke and Vascular Neurology Jun 2024, 9 (3) 202-211; DOI: 10.1136/svn-2023-002414
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