
Chinese General Practice ›› 2026, Vol. 29 ›› Issue (34): 5061-5070.DOI: 10.12114/j.issn.1007-9572.2026.0085
• Article • Previous Articles
Received:2026-04-12
Revised:2026-07-16
Published:2026-12-05
Online:2026-10-26
Contact:
LIU Xiumei
通讯作者:
刘秀梅
作者简介:作者贡献:
顾奕乐负责研究设计,采集、分析数据,实施研究,撰写文章;杨祥雨、陆博凤、赵静雯负责收集数据,进行统计学分析;王筱荷、钟伟豪、吴登爽负责核对参考文献,校对内容;刘秀梅负责指导研究,对文章整体负责,监督管理。
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URL: https://www.chinagp.net/EN/10.12114/j.issn.1007-9572.2026.0085
| 指标 | 数值 |
|---|---|
| 年龄[M(P25,P75),岁] | 66.0(58.0,72.0) |
| 性别[例(%)] | |
| 男 | 530(45.93) |
| 女 | 624(54.07) |
| 高血压[例(%)] | 814(70.54) |
| 糖尿病[例(%)] | 453(39.25) |
| 血脂异常[例(%)] | 758(65.68) |
| 冠心病和/或房颤[例(%)] | 342(29.64) |
| 肥胖[例(%)] | 180(15.60) |
| 吸烟[例(%)] | 178(15.42) |
| 缺乏运动[例(%)] | 204(17.68) |
| 脑卒中家族史[例(%)] | 20(1.73) |
Table 1 Demographic characteristics and distribution of stroke-related risk factors of the study subjects
| 指标 | 数值 |
|---|---|
| 年龄[M(P25,P75),岁] | 66.0(58.0,72.0) |
| 性别[例(%)] | |
| 男 | 530(45.93) |
| 女 | 624(54.07) |
| 高血压[例(%)] | 814(70.54) |
| 糖尿病[例(%)] | 453(39.25) |
| 血脂异常[例(%)] | 758(65.68) |
| 冠心病和/或房颤[例(%)] | 342(29.64) |
| 肥胖[例(%)] | 180(15.60) |
| 吸烟[例(%)] | 178(15.42) |
| 缺乏运动[例(%)] | 204(17.68) |
| 脑卒中家族史[例(%)] | 20(1.73) |
| 项目 | 数值 |
|---|---|
| BMI分层[例(%)] | |
| 正常 | 504(43.67) |
| 超重 | 470(40.73) |
| 肥胖 | 180(15.60) |
| 血清Hcy水平[M(P25,P75),μmol/L] | 10.63(9.00,13.05) |
| Hcy分层[例(%)] | |
| 正常Hcy | 967(83.80) |
| 高Hcy | 187(16.20) |
| 危险因素数量( | 2.56±1.42 |
| 风险分组[例(%)] | |
| 低风险组 | 594(51.47) |
| 中风险组 | 525(45.49) |
| 高风险组 | 35(3.03) |
| 双重高危人群[例(%)] | |
| 非双重高危人群 | 1 128(97.75) |
| 双重高危人群 | 26(2.25) |
Table 2 Distribution of core indicators of the study subjects
| 项目 | 数值 |
|---|---|
| BMI分层[例(%)] | |
| 正常 | 504(43.67) |
| 超重 | 470(40.73) |
| 肥胖 | 180(15.60) |
| 血清Hcy水平[M(P25,P75),μmol/L] | 10.63(9.00,13.05) |
| Hcy分层[例(%)] | |
| 正常Hcy | 967(83.80) |
| 高Hcy | 187(16.20) |
| 危险因素数量( | 2.56±1.42 |
| 风险分组[例(%)] | |
| 低风险组 | 594(51.47) |
| 中风险组 | 525(45.49) |
| 高风险组 | 35(3.03) |
| 双重高危人群[例(%)] | |
| 非双重高危人群 | 1 128(97.75) |
| 双重高危人群 | 26(2.25) |
| 分类 | 例数 | 性别 | 高血压 | 糖尿病 | 血脂异常 | 冠心病和/或房颤 | 肥胖 | 吸烟 | 缺乏运动 | 脑卒中家族史 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 男 | 女 | ||||||||||
| 非双重高危人群 | 1 128 | 508(45.04) | 620(54.96) | 789(69.95) | 428(37.94) | 732(64.89) | 322(28.55) | 161(14.27) | 161(14.27) | 180(15.96) | 16(1.42) |
| 双重高危人群 | 26 | 22(84.62) | 4(15.38) | 25(96.15) | 25(96.15) | 26(100.00) | 20(76.92) | 19(73.08) | 17(65.38) | 24(92.31) | 4(15.38) |
| χ2值 | 16.03 | 8.40 | 36.11 | 13.9 | 28.52 | 66.75 | 50.89 | 101.8 | 29.11 | ||
| P值 | <0.001 | 0.004 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
Table 3 Comparison of clinical characteristics between dual high-risk and non-dual high-risk populations
| 分类 | 例数 | 性别 | 高血压 | 糖尿病 | 血脂异常 | 冠心病和/或房颤 | 肥胖 | 吸烟 | 缺乏运动 | 脑卒中家族史 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 男 | 女 | ||||||||||
| 非双重高危人群 | 1 128 | 508(45.04) | 620(54.96) | 789(69.95) | 428(37.94) | 732(64.89) | 322(28.55) | 161(14.27) | 161(14.27) | 180(15.96) | 16(1.42) |
| 双重高危人群 | 26 | 22(84.62) | 4(15.38) | 25(96.15) | 25(96.15) | 26(100.00) | 20(76.92) | 19(73.08) | 17(65.38) | 24(92.31) | 4(15.38) |
| χ2值 | 16.03 | 8.40 | 36.11 | 13.9 | 28.52 | 66.75 | 50.89 | 101.8 | 29.11 | ||
| P值 | <0.001 | 0.004 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| 分组 | 例数 | 高血压 | 糖尿病 | 血脂异常 | 冠心病和/或房颤 | 肥胖 | 吸烟 | 缺乏运动 | 脑卒中家族史 |
|---|---|---|---|---|---|---|---|---|---|
| 低风险组 | 594 | 303(51.01) | 106(17.85) | 281(47.31) | 56(9.43) | 32(5.39) | 29(4.88) | 39(6.57) | 1(0.17) |
| 中高风险组 | 560 | 511(91.25) | 347(61.96) | 477(85.18) | 286(51.07) | 148(26.43) | 149(26.61) | 165(29.46) | 19(3.39) |
| χ2值 | 222.66 | 233.45 | 181.75 | 237.72 | 95.35 | 102.63 | 102.29 | 15.76 | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
Table 4 Comparison of risk factors among different stroke risk groups
| 分组 | 例数 | 高血压 | 糖尿病 | 血脂异常 | 冠心病和/或房颤 | 肥胖 | 吸烟 | 缺乏运动 | 脑卒中家族史 |
|---|---|---|---|---|---|---|---|---|---|
| 低风险组 | 594 | 303(51.01) | 106(17.85) | 281(47.31) | 56(9.43) | 32(5.39) | 29(4.88) | 39(6.57) | 1(0.17) |
| 中高风险组 | 560 | 511(91.25) | 347(61.96) | 477(85.18) | 286(51.07) | 148(26.43) | 149(26.61) | 165(29.46) | 19(3.39) |
| χ2值 | 222.66 | 233.45 | 181.75 | 237.72 | 95.35 | 102.63 | 102.29 | 15.76 | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
| 分组 | 例数 | 性别[例(%)] | 年龄( | Hcy分层[例(%)] | BMI分层[例(%)] | ||||
|---|---|---|---|---|---|---|---|---|---|
| 男 | 女 | 正常Hcy | 高Hcy | 正常 | 超重 | 肥胖 | |||
| 低风险组 | 594 | 187(31.48) | 407(68.52) | 62.9±10.9 | 576(96.97) | 18(3.03) | 326(54.88) | 236(39.73) | 32(5.39) |
| 中高风险组 | 560 | 343(61.25) | 217(38.75) | 66.4±9.9 | 391(69.82) | 169(30.18) | 178(31.79) | 234(41.79) | 148(26.43) |
| χ2(t)值 | 106.152 | -5.547a | 151.164 | 100.179 | |||||
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | |||||
Table 5 Univariate analysis of related indicators in populations with different stroke risk groups
| 分组 | 例数 | 性别[例(%)] | 年龄( | Hcy分层[例(%)] | BMI分层[例(%)] | ||||
|---|---|---|---|---|---|---|---|---|---|
| 男 | 女 | 正常Hcy | 高Hcy | 正常 | 超重 | 肥胖 | |||
| 低风险组 | 594 | 187(31.48) | 407(68.52) | 62.9±10.9 | 576(96.97) | 18(3.03) | 326(54.88) | 236(39.73) | 32(5.39) |
| 中高风险组 | 560 | 343(61.25) | 217(38.75) | 66.4±9.9 | 391(69.82) | 169(30.18) | 178(31.79) | 234(41.79) | 148(26.43) |
| χ2(t)值 | 106.152 | -5.547a | 151.164 | 100.179 | |||||
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | |||||
| 变量 | 赋值情况 |
|---|---|
| 年龄 | 连续变量 |
| 性别 | 男=0,女=1 |
| BMI分层 | 正常=0,超重=1,肥胖=2 |
| Hcy分层 | 正常Hcy=0,高Hcy=1 |
Table 6 Variable assignment table of multivariate Logistic regression analysis for influencing factors of moderate-to-high stroke-related risk in community population
| 变量 | 赋值情况 |
|---|---|
| 年龄 | 连续变量 |
| 性别 | 男=0,女=1 |
| BMI分层 | 正常=0,超重=1,肥胖=2 |
| Hcy分层 | 正常Hcy=0,高Hcy=1 |
| 指标 | B | SE | Wald χ2值 | P值 | OR(95%CI) |
|---|---|---|---|---|---|
| 年龄 | 0.05 | 0.01 | 37.52 | <0.001 | 1.05(1.03~1.06) |
| 性别(以男为参照) | |||||
| 女 | -0.97 | 0.14 | 45.82 | <0.001 | 0.38(0.29~0.51) |
| BMI分层(以正常BMI为参照) | |||||
| 超重 | 0.50 | 0.15 | 11.19 | <0.001 | 1.64(1.23~2.20) |
| 肥胖 | 2.26 | 0.24 | 90.93 | <0.001 | 9.58(6.09~15.50) |
| Hcy分层(以正常Hcy为参照) | |||||
| 高Hcy | 2.35 | 0.27 | 75.26 | <0.001 | 10.50(6.32~18.30) |
Table 7 Multivariate Logistic regression analysis of influencing factors for moderate-to-high stroke-related risk in community population
| 指标 | B | SE | Wald χ2值 | P值 | OR(95%CI) |
|---|---|---|---|---|---|
| 年龄 | 0.05 | 0.01 | 37.52 | <0.001 | 1.05(1.03~1.06) |
| 性别(以男为参照) | |||||
| 女 | -0.97 | 0.14 | 45.82 | <0.001 | 0.38(0.29~0.51) |
| BMI分层(以正常BMI为参照) | |||||
| 超重 | 0.50 | 0.15 | 11.19 | <0.001 | 1.64(1.23~2.20) |
| 肥胖 | 2.26 | 0.24 | 90.93 | <0.001 | 9.58(6.09~15.50) |
| Hcy分层(以正常Hcy为参照) | |||||
| 高Hcy | 2.35 | 0.27 | 75.26 | <0.001 | 10.50(6.32~18.30) |
| 联合梯度分组 | 总例数 | 中高脑卒中风险人数 | 中高脑卒中风险比例(%) | OR(95%CI) | P值 |
|---|---|---|---|---|---|
| 正常Hcy+正常BMI | 447 | 131 | 29.31 | 1.00 | |
| 正常Hcy+超重 | 383 | 154 | 40.21 | 1.62(1.22~2.16) | <0.001 |
| 正常Hcy+肥胖 | 137 | 106 | 77.37 | 8.25(5.26~12.92) | <0.001 |
| 高Hcy+正常BMI | 57 | 47 | 82.46 | 11.34(5.56~23.11) | <0.001 |
| 高Hcy+超重 | 87 | 80 | 91.95 | 27.57(12.40~61.29) | <0.001 |
| 高Hcy+肥胖 | 43 | 42 | 97.67 | 101.31(13.80~743.85) | <0.001 |
Table 8 Association and dose-response analysis of combined Hcy and BMI stratification with moderate-to-high stroke risk in community population
| 联合梯度分组 | 总例数 | 中高脑卒中风险人数 | 中高脑卒中风险比例(%) | OR(95%CI) | P值 |
|---|---|---|---|---|---|
| 正常Hcy+正常BMI | 447 | 131 | 29.31 | 1.00 | |
| 正常Hcy+超重 | 383 | 154 | 40.21 | 1.62(1.22~2.16) | <0.001 |
| 正常Hcy+肥胖 | 137 | 106 | 77.37 | 8.25(5.26~12.92) | <0.001 |
| 高Hcy+正常BMI | 57 | 47 | 82.46 | 11.34(5.56~23.11) | <0.001 |
| 高Hcy+超重 | 87 | 80 | 91.95 | 27.57(12.40~61.29) | <0.001 |
| 高Hcy+肥胖 | 43 | 42 | 97.67 | 101.31(13.80~743.85) | <0.001 |
| 变量类型 | 变量名称 | 赋值说明 |
|---|---|---|
| 结局变量(Y) | 脑卒中风险 | 低风险组=0,中高风险组=1(中风险+高风险合并) |
| 核心自变量1(X1) | Hcy分层 | 正常Hcy(<15 μmol/L)=0,高Hcy(≥15 μmol/L)=1 |
| 核心自变量2(X2) | BMI分层 | 有序分类变量:正常=0,超重=1,肥胖=2 相加交互分析专用二分类变量:正常=0,异常(超重+肥胖)=1 |
| 协变量 | 年龄 | 实测值 |
| 协变量 | 性别 | 男=0,女=1 |
| 协变量 | 高血压、糖尿病、血脂异常、冠心病和/或房颤、吸烟、脑卒中家族史 | 否=0,是=1 |
Table 9 Variable assignment table for interaction effect analysis of Hcy and BMI on moderate-to-high stroke-related risk in community population
| 变量类型 | 变量名称 | 赋值说明 |
|---|---|---|
| 结局变量(Y) | 脑卒中风险 | 低风险组=0,中高风险组=1(中风险+高风险合并) |
| 核心自变量1(X1) | Hcy分层 | 正常Hcy(<15 μmol/L)=0,高Hcy(≥15 μmol/L)=1 |
| 核心自变量2(X2) | BMI分层 | 有序分类变量:正常=0,超重=1,肥胖=2 相加交互分析专用二分类变量:正常=0,异常(超重+肥胖)=1 |
| 协变量 | 年龄 | 实测值 |
| 协变量 | 性别 | 男=0,女=1 |
| 协变量 | 高血压、糖尿病、血脂异常、冠心病和/或房颤、吸烟、脑卒中家族史 | 否=0,是=1 |
| 模型 | 指标 | B | SE | Wald χ2值 | P值 | OR(95%CI) |
|---|---|---|---|---|---|---|
| 模型1 | Hcy分层 | 2.27 | 0.35 | 41.37 | <0.001 | 9.72(4.86~19.44) |
| BMI分层 | 1.42 | 0.12 | 149.94 | <0.001 | 4.14(3.30~5.20) | |
| Hcy分层×BMI分层 | -0.25 | 0.46 | 0.31 | 0.581 | 0.78(0.32~1.90) | |
| 模型2 | Hcy分层 | 2.08 | 0.37 | 32.19 | <0.001 | 8.02(3.91~16.47) |
| BMI分层 | 1.53 | 0.12 | 150.64 | <0.001 | 4.60(3.61~5.87) | |
| Hcy分层×BMI分层 | -0.43 | 0.45 | 0.90 | 0.344 | 0.65(0.27~1.58) | |
| 模型3 | Hcy分层 | 2.19 | 0.40 | 29.67 | <0.001 | 8.92(4.06~19.59) |
| BMI分层 | 1.60 | 0.13 | 147.53 | <0.001 | 4.97(3.84~6.44) | |
| Hcy分层×BMI分层 | -0.45 | 0.48 | 0.90 | 0.343 | 0.64(0.25~1.62) |
Table 10 Multiplicative interaction effect analysis of Hcy grouping and BMI grouping on moderate-to-high stroke-related risk in community population under different adjustment models
| 模型 | 指标 | B | SE | Wald χ2值 | P值 | OR(95%CI) |
|---|---|---|---|---|---|---|
| 模型1 | Hcy分层 | 2.27 | 0.35 | 41.37 | <0.001 | 9.72(4.86~19.44) |
| BMI分层 | 1.42 | 0.12 | 149.94 | <0.001 | 4.14(3.30~5.20) | |
| Hcy分层×BMI分层 | -0.25 | 0.46 | 0.31 | 0.581 | 0.78(0.32~1.90) | |
| 模型2 | Hcy分层 | 2.08 | 0.37 | 32.19 | <0.001 | 8.02(3.91~16.47) |
| BMI分层 | 1.53 | 0.12 | 150.64 | <0.001 | 4.60(3.61~5.87) | |
| Hcy分层×BMI分层 | -0.43 | 0.45 | 0.90 | 0.344 | 0.65(0.27~1.58) | |
| 模型3 | Hcy分层 | 2.19 | 0.40 | 29.67 | <0.001 | 8.92(4.06~19.59) |
| BMI分层 | 1.60 | 0.13 | 147.53 | <0.001 | 4.97(3.84~6.44) | |
| Hcy分层×BMI分层 | -0.45 | 0.48 | 0.90 | 0.343 | 0.64(0.25~1.62) |
| 模型 | 相加交互指标 | 估计值 | 95%CI | P值 |
|---|---|---|---|---|
| 模型2 | RERI | 18.74 | -15.21~52.69 | 0.279 |
| AP | 0.49 | -0.11~1.09 | 0.107 | |
| S | 1.98 | 0.62~4.34 | 0.241 | |
| 模型3 | RERI | 16.33 | -18.45~51.11 | 0.356 |
| AP | 0.46 | -0.15~1.07 | 0.140 | |
| S | 1.84 | 0.57~4.12 | 0.312 |
Table 11 Additive interaction effect analysis of Hcy and BMI on moderate-to-high stroke-related risk in community population
| 模型 | 相加交互指标 | 估计值 | 95%CI | P值 |
|---|---|---|---|---|
| 模型2 | RERI | 18.74 | -15.21~52.69 | 0.279 |
| AP | 0.49 | -0.11~1.09 | 0.107 | |
| S | 1.98 | 0.62~4.34 | 0.241 | |
| 模型3 | RERI | 16.33 | -18.45~51.11 | 0.356 |
| AP | 0.46 | -0.15~1.07 | 0.140 | |
| S | 1.84 | 0.57~4.12 | 0.312 |
| 指标 | AUC | 95%CI | 灵敏度 | 特异度 | 最佳截断值 | P值 |
|---|---|---|---|---|---|---|
| Hcy | 0.707 | 0.678~0.737 | 0.473 | 0.825 | 12.105 | <0.001 |
| 联合模型 | 0.795 | 0.769~0.820 | 0.661 | 0.800 | 0.497 | <0.001 |
Table 12 Predictive efficacy of Hcy and combined diagnostic model for moderate-to-high stroke-related risk in community population
| 指标 | AUC | 95%CI | 灵敏度 | 特异度 | 最佳截断值 | P值 |
|---|---|---|---|---|---|---|
| Hcy | 0.707 | 0.678~0.737 | 0.473 | 0.825 | 12.105 | <0.001 |
| 联合模型 | 0.795 | 0.769~0.820 | 0.661 | 0.800 | 0.497 | <0.001 |
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