
Chinese General Practice ›› 2026, Vol. 29 ›› Issue (24): 3440-3446.DOI: 10.12114/j.issn.1007-9572.2024.0578
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Received:2024-12-09
Revised:2025-11-03
Published:2026-08-20
Online:2026-07-03
Contact:
HAN Quanle
通讯作者:
韩全乐
作者简介:作者贡献:
张雪朝、韩全乐提出研究思路,设计方案、撰写论文;齐祺、吴欣雨负责研究的可行性分析,数据收集与整理、统计学处理;李雷、邓洁、李藏妥、岳博成、吴寿岭、李康博为研究方案提供意见和指导;韩全乐对文章的知识性内容进行批评性审阅,质量控制及审校,负责最终版本修订,对论文负责。
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URL: https://www.chinagp.net/EN/10.12114/j.issn.1007-9572.2024.0578
| 性别 | Scr(μmol/L) | eGFR[mL·min-1·(1.73 m2)-1] |
|---|---|---|
| 女性 | ≤62 | 144×(Scr/62)-0.329×(0.993)年龄 |
| >62 | 144×(Scr/62)-1.209×(0.993)年龄 | |
| 男性 | ≤80 | 141×(Scr/80)-0.411×(0.993)年龄 |
| >80 | 141×(Scr/80)-1.209×(0.993)年龄 |
Table 1 eGFR calculation formula
| 性别 | Scr(μmol/L) | eGFR[mL·min-1·(1.73 m2)-1] |
|---|---|---|
| 女性 | ≤62 | 144×(Scr/62)-0.329×(0.993)年龄 |
| >62 | 144×(Scr/62)-1.209×(0.993)年龄 | |
| 男性 | ≤80 | 141×(Scr/80)-0.411×(0.993)年龄 |
| >80 | 141×(Scr/80)-1.209×(0.993)年龄 |
| 组别 | 例数 | AIP( | 性别(男/女) | 年龄( | BMI( | UA( | SBP( | DBP( | FBG( |
|---|---|---|---|---|---|---|---|---|---|
| Q1组 | 21 313 | -0.92±0.27 | 15 815/5 498 | 50.6±12.9 | 23.4±3.2 | 268.46±74.10 | 126±20 | 80±11 | 5.16±1.28 |
| Q2组 | 21 314 | -0.37±0.12 | 16 983/4 331 | 50.8±12.4 | 24.6±3.3 | 277.95±75.73 | 129±20 | 82±11 | 5.33±1.37 |
| Q3组 | 21 314 | 0.04±0.13 | 17 497/3 817 | 51.2±12.0 | 25.5±3.3 | 293.66±82.09 | 131±20 | 84±12 | 5.50±1.61 |
| Q4组 | 21 312 | 0.77±0.40 | 18 268/3 044 | 50.4±11.2 | 26.4±3.3 | 314.65±88.91 | 133±20 | 86±12 | 5.74±1.96 |
| 检验统计量值 | 393.76a | 39.15 | 3 361.59a | 581.42a | 6.89a | 2 355.33a | 1 240.08a | 170.76a | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 组别 | TG[M(P25,P75),mmol/L] | TC( | HDL-C( | LDL-C( | hs-CRP[M(P25,P75),mg/L] | 受教育程度高中及以上[例(%)] | 人均月收入≥800元[例(%)] | 体育锻炼[例(%)] | |
| Q1组 | 0.70(0.57,0.84) | 4.83±0.97 | 1.77±0.42 | 2.17±0.93 | 0.62(0.21,2.00) | 5 003(23.47) | 3 326(15.61) | 19 562(91.78) | |
| Q2组 | 1.06(0.91,1.23) | 4.95±1.00 | 1.57±0.34 | 2.37±0.87 | 0.73(0.29,2.10) | 4 246(19.92) | 2 846(13.49) | 19 472(91.36) | |
| Q3组 | 1.48(1.26,1.74) | 5.06±1.01 | 1.45±0.33 | 2.42±0.89 | 0.90(0.33,2.32) | 4 335(20.34) | 3 063(14.37) | 19 297(90.54) | |
| Q4组 | 2.63(2.06,3.70) | 4.98±1.34 | 1.35±0.34 | 2.30±0.94 | 1.01(0.40,2.70) | 4 479(21.02) | 3 271(15.35) | 19 274(90.44) | |
| 检验统计量值 | 504.18b | 16.50a | 0.03a | 771.01a | 172.32b | 377.02 | 102.39 | 28.20 | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 组别 | 吸烟史[例(%)] | 饮酒史[例(%)] | 高血压史[例(%)] | 糖尿病史[例(%)] | 血脂异常[例(%)] | 服用降压药[例(%)] | 服用降糖药[例(%)] | 服用降脂药[例(%)] | |
| Q1组 | 7 215(33.85) | 8 313(39.00) | 6 748(31.66) | 982(4.61) | 7 595(35.64) | 1 361(6.39) | 284(1.33) | 99(0.46) | |
| Q2组 | 7 224(33.89) | 7 755(36.38) | 8 410(39.46) | 1 476(6.93) | 8 877(41.65) | 1 875(8.80) | 372(1.75) | 142(0.67) | |
| Q3组 | 7 812(36.65) | 8 324(39.05) | 9 544(44.78) | 2 025(9.50) | 13 034(61.15) | 2 511(11.78) | 537(2.52) | 187(0.88) | |
| Q4组 | 8 547(40.10) | 9 207(43.20) | 10 562(49.56) | 2 797(13.12) | 20 819(97.69) | 2 903(13.62) | 615(2.89) | 277(1.30) | |
| 检验统计量值 | 237.78 | 372.57 | 2 001.99 | 361.01 | 87.55 | 573.80 | 152.20 | 28.39 | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
Table 2 Baseline characteristics of the study participants across AIP quartiles
| 组别 | 例数 | AIP( | 性别(男/女) | 年龄( | BMI( | UA( | SBP( | DBP( | FBG( |
|---|---|---|---|---|---|---|---|---|---|
| Q1组 | 21 313 | -0.92±0.27 | 15 815/5 498 | 50.6±12.9 | 23.4±3.2 | 268.46±74.10 | 126±20 | 80±11 | 5.16±1.28 |
| Q2组 | 21 314 | -0.37±0.12 | 16 983/4 331 | 50.8±12.4 | 24.6±3.3 | 277.95±75.73 | 129±20 | 82±11 | 5.33±1.37 |
| Q3组 | 21 314 | 0.04±0.13 | 17 497/3 817 | 51.2±12.0 | 25.5±3.3 | 293.66±82.09 | 131±20 | 84±12 | 5.50±1.61 |
| Q4组 | 21 312 | 0.77±0.40 | 18 268/3 044 | 50.4±11.2 | 26.4±3.3 | 314.65±88.91 | 133±20 | 86±12 | 5.74±1.96 |
| 检验统计量值 | 393.76a | 39.15 | 3 361.59a | 581.42a | 6.89a | 2 355.33a | 1 240.08a | 170.76a | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 组别 | TG[M(P25,P75),mmol/L] | TC( | HDL-C( | LDL-C( | hs-CRP[M(P25,P75),mg/L] | 受教育程度高中及以上[例(%)] | 人均月收入≥800元[例(%)] | 体育锻炼[例(%)] | |
| Q1组 | 0.70(0.57,0.84) | 4.83±0.97 | 1.77±0.42 | 2.17±0.93 | 0.62(0.21,2.00) | 5 003(23.47) | 3 326(15.61) | 19 562(91.78) | |
| Q2组 | 1.06(0.91,1.23) | 4.95±1.00 | 1.57±0.34 | 2.37±0.87 | 0.73(0.29,2.10) | 4 246(19.92) | 2 846(13.49) | 19 472(91.36) | |
| Q3组 | 1.48(1.26,1.74) | 5.06±1.01 | 1.45±0.33 | 2.42±0.89 | 0.90(0.33,2.32) | 4 335(20.34) | 3 063(14.37) | 19 297(90.54) | |
| Q4组 | 2.63(2.06,3.70) | 4.98±1.34 | 1.35±0.34 | 2.30±0.94 | 1.01(0.40,2.70) | 4 479(21.02) | 3 271(15.35) | 19 274(90.44) | |
| 检验统计量值 | 504.18b | 16.50a | 0.03a | 771.01a | 172.32b | 377.02 | 102.39 | 28.20 | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 组别 | 吸烟史[例(%)] | 饮酒史[例(%)] | 高血压史[例(%)] | 糖尿病史[例(%)] | 血脂异常[例(%)] | 服用降压药[例(%)] | 服用降糖药[例(%)] | 服用降脂药[例(%)] | |
| Q1组 | 7 215(33.85) | 8 313(39.00) | 6 748(31.66) | 982(4.61) | 7 595(35.64) | 1 361(6.39) | 284(1.33) | 99(0.46) | |
| Q2组 | 7 224(33.89) | 7 755(36.38) | 8 410(39.46) | 1 476(6.93) | 8 877(41.65) | 1 875(8.80) | 372(1.75) | 142(0.67) | |
| Q3组 | 7 812(36.65) | 8 324(39.05) | 9 544(44.78) | 2 025(9.50) | 13 034(61.15) | 2 511(11.78) | 537(2.52) | 187(0.88) | |
| Q4组 | 8 547(40.10) | 9 207(43.20) | 10 562(49.56) | 2 797(13.12) | 20 819(97.69) | 2 903(13.62) | 615(2.89) | 277(1.30) | |
| 检验统计量值 | 237.78 | 372.57 | 2 001.99 | 361.01 | 87.55 | 573.80 | 152.20 | 28.39 | |
| P值 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
| 项目 | 例数 | CKD发病[例(%)] | 发病密度[M(P25,P75),/千人年] | 累积发病率(%) |
|---|---|---|---|---|
| Q1组 | 21 313 | 3 602(16.90) | 13.48(13.05,13.93) | 16.87 |
| Q2组 | 21 314 | 4 595(21.56) | 17.83(17.33,18.36) | 21.49 |
| Q3组 | 21 314 | 4 756(22.31) | 18.56(18.04,19.09) | 22.31 |
| Q4组 | 21 312 | 5 222(24.50) | 20.77(20.21,21.34) | 24.47 |
| χ2趋势(H趋势)值 | 390.15 | 42 468.14a | 394.82 | |
| P趋势值 | <0.001 | <0.001 | <0.001 |
Table 3 Comparison of CKD incidence across AIP quartiles
| 项目 | 例数 | CKD发病[例(%)] | 发病密度[M(P25,P75),/千人年] | 累积发病率(%) |
|---|---|---|---|---|
| Q1组 | 21 313 | 3 602(16.90) | 13.48(13.05,13.93) | 16.87 |
| Q2组 | 21 314 | 4 595(21.56) | 17.83(17.33,18.36) | 21.49 |
| Q3组 | 21 314 | 4 756(22.31) | 18.56(18.04,19.09) | 22.31 |
| Q4组 | 21 312 | 5 222(24.50) | 20.77(20.21,21.34) | 24.47 |
| χ2趋势(H趋势)值 | 390.15 | 42 468.14a | 394.82 | |
| P趋势值 | <0.001 | <0.001 | <0.001 |
| 项目 | 模型1 | 模型2 | 模型3 | |||
|---|---|---|---|---|---|---|
| HR(95%CI) | P值 | HR(95%CI) | P值 | HR(95%CI) | P值 | |
| Q1组 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 1.32(1.26~1.38) | <0.001 | 1.34(1.28~1.39) | <0.001 | 1.24(1.18~1.29) | <0.001 |
| Q3组 | 1.37(1.31~1.43) | <0.001 | 1.38(1.32~1.44) | <0.001 | 1.26(1.21~1.33) | <0.001 |
| Q4组 | 1.52(1.46~1.59) | <0.001 | 1.62(1.55~1.69) | <0.001 | 1.51(1.43~1.59) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | |||
Table 4 Cox proportional hazards regression analysis of CKD risk across different AIP groups
| 项目 | 模型1 | 模型2 | 模型3 | |||
|---|---|---|---|---|---|---|
| HR(95%CI) | P值 | HR(95%CI) | P值 | HR(95%CI) | P值 | |
| Q1组 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 1.32(1.26~1.38) | <0.001 | 1.34(1.28~1.39) | <0.001 | 1.24(1.18~1.29) | <0.001 |
| Q3组 | 1.37(1.31~1.43) | <0.001 | 1.38(1.32~1.44) | <0.001 | 1.26(1.21~1.33) | <0.001 |
| Q4组 | 1.52(1.46~1.59) | <0.001 | 1.62(1.55~1.69) | <0.001 | 1.51(1.43~1.59) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | |||
| 项目 | 发病人数/总人数 | 模型1 | 模型2 | 模型3 | |||
|---|---|---|---|---|---|---|---|
| HR(95%CI) | P值 | HR(95%CI) | P值 | HR(95%CI) | P值 | ||
| 排除在第一个2年随访期发生CKD事件的患者(n=4 542) | |||||||
| Q1组 | 2 803/20 514 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 410/20 129 | 1.26(1.20~1.33) | <0.001 | 1.28(1.22~1.35) | <0.001 | 1.17(1.11~1.23) | <0.001 |
| Q3组 | 3 554/20 112 | 1.32(1.26~1.39) | <0.001 | 1.34(1.27~1.41) | <0.001 | 1.18(1.11~1.24) | <0.001 |
| Q4组 | 3 866/19 956 | 1.47(1.40~1.54) | <0.001 | 1.58(1.50~1.66) | <0.001 | 1.38(1.30~1.47) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
| 排除随访期发生全因死亡事件的患者(n=12 362) | |||||||
| Q1组 | 2 823/18 350 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 652/18 267 | 1.34(1.27~1.41) | <0.001 | 1.35(1.29~1.42) | <0.001 | 1.25(1.19~1.32) | <0.001 |
| Q3组 | 3 671/18 034 | 1.36(1.30~1.43) | <0.001 | 1.37(1.30~1.44) | <0.001 | 1.26(1.19~1.33) | <0.001 |
| Q4组 | 4 156/18 240 | 1.55(1.48~1.63) | <0.001 | 1.62(1.54~1.70) | <0.001 | 1.51(1.42~1.61) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
| 排除基线正在服用降压药、降糖药、降脂药的患者(n=9 944) | |||||||
| Q1组 | 3 176/19 712 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 997/19 715 | 1.34(1.28~1.40) | <0.001 | 1.37(1.30~1.43) | <0.001 | 1.29(1.23~1.35) | <0.001 |
| Q3组 | 3 854/18 449 | 1.34(1.28~1.40) | <0.001 | 1.37(1.31~1.44) | <0.001 | 1.29(1.23~1.36) | <0.001 |
| Q4组 | 4 070/17 973 | 1.47(1.40~1.54) | <0.001 | 1.58(1.51~1.66) | <0.001 | 1.52(1.43~1.62) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
| 排除随访期发生心肌梗死、脑卒中的患者(n=8 886) | |||||||
| Q1组 | 3 158/19 573 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 974/19 259 | 1.32(1.26~1.38) | <0.001 | 1.34(1.28~1.40) | <0.001 | 1.24(1.18~1.30) | <0.001 |
| Q3组 | 4 033/18 868 | 1.37(1.31~1.44) | <0.001 | 1.39(1.32~1.45) | <0.001 | 1.27(1.21~1.34) | <0.001 |
| Q4组 | 4 419/18 667 | 1.54(1.47~1.61) | <0.001 | 1.64(1.57~1.72) | <0.001 | 1.54(1.45~1.63) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
Table 5 Sensitivity analysis of the impact of AIP on CKD
| 项目 | 发病人数/总人数 | 模型1 | 模型2 | 模型3 | |||
|---|---|---|---|---|---|---|---|
| HR(95%CI) | P值 | HR(95%CI) | P值 | HR(95%CI) | P值 | ||
| 排除在第一个2年随访期发生CKD事件的患者(n=4 542) | |||||||
| Q1组 | 2 803/20 514 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 410/20 129 | 1.26(1.20~1.33) | <0.001 | 1.28(1.22~1.35) | <0.001 | 1.17(1.11~1.23) | <0.001 |
| Q3组 | 3 554/20 112 | 1.32(1.26~1.39) | <0.001 | 1.34(1.27~1.41) | <0.001 | 1.18(1.11~1.24) | <0.001 |
| Q4组 | 3 866/19 956 | 1.47(1.40~1.54) | <0.001 | 1.58(1.50~1.66) | <0.001 | 1.38(1.30~1.47) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
| 排除随访期发生全因死亡事件的患者(n=12 362) | |||||||
| Q1组 | 2 823/18 350 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 652/18 267 | 1.34(1.27~1.41) | <0.001 | 1.35(1.29~1.42) | <0.001 | 1.25(1.19~1.32) | <0.001 |
| Q3组 | 3 671/18 034 | 1.36(1.30~1.43) | <0.001 | 1.37(1.30~1.44) | <0.001 | 1.26(1.19~1.33) | <0.001 |
| Q4组 | 4 156/18 240 | 1.55(1.48~1.63) | <0.001 | 1.62(1.54~1.70) | <0.001 | 1.51(1.42~1.61) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
| 排除基线正在服用降压药、降糖药、降脂药的患者(n=9 944) | |||||||
| Q1组 | 3 176/19 712 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 997/19 715 | 1.34(1.28~1.40) | <0.001 | 1.37(1.30~1.43) | <0.001 | 1.29(1.23~1.35) | <0.001 |
| Q3组 | 3 854/18 449 | 1.34(1.28~1.40) | <0.001 | 1.37(1.31~1.44) | <0.001 | 1.29(1.23~1.36) | <0.001 |
| Q4组 | 4 070/17 973 | 1.47(1.40~1.54) | <0.001 | 1.58(1.51~1.66) | <0.001 | 1.52(1.43~1.62) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
| 排除随访期发生心肌梗死、脑卒中的患者(n=8 886) | |||||||
| Q1组 | 3 158/19 573 | 1.00 | 1.00 | 1.00 | |||
| Q2组 | 3 974/19 259 | 1.32(1.26~1.38) | <0.001 | 1.34(1.28~1.40) | <0.001 | 1.24(1.18~1.30) | <0.001 |
| Q3组 | 4 033/18 868 | 1.37(1.31~1.44) | <0.001 | 1.39(1.32~1.45) | <0.001 | 1.27(1.21~1.34) | <0.001 |
| Q4组 | 4 419/18 667 | 1.54(1.47~1.61) | <0.001 | 1.64(1.57~1.72) | <0.001 | 1.54(1.45~1.63) | <0.001 |
| P趋势值 | <0.001 | <0.001 | <0.001 | ||||
| 项目 | 发病人数/总人数 | HR(95%CI) | P值 | P交互值 |
|---|---|---|---|---|
| 年龄 | <0.001 | |||
| ≥60岁 | 6 053/16 993 | 1.40(1.27~1.54) | <0.001 | |
| <60岁 | 12 122/68 260 | 1.54(1.44~1.65) | <0.001 | |
| 性别 | <0.001 | |||
| 男 | 14 320/68 563 | 1.56(1.46~1.66) | <0.001 | |
| 女 | 3 855/16 690 | 1.35(1.20~1.53) | <0.001 | |
| BMI | <0.001 | |||
| ≥28 kg/m2 | 4 002/15 319 | 1.58(1.38~1.81) | <0.001 | |
| <28 kg/m2 | 14 173/69 934 | 1.53(1.44~1.63) | <0.001 | |
| 高血压史 | <0.001 | |||
| 有 | 10 153/35 264 | 1.49(1.38~1.60) | <0.001 | |
| 无 | 8 022/49 989 | 1.51(1.39~1.64) | <0.001 | |
| 糖尿病史 | 0.443 | |||
| 有 | 2 030/6 812 | 1.47(1.22~1.76) | <0.001 | |
| 无 | 14 909/73 501 | 1.50(1.41~1.59) | <0.001 | |
| 吸烟史 | 0.035 | |||
| 有 | 5 680/30 798 | 1.65(1.49~1.82) | <0.001 | |
| 无 | 12 495/54 455 | 1.44(1.35~1.54) | <0.001 | |
| 饮酒史 | 0.590 | |||
| 有 | 6 035/33 599 | 1.53(1.40~1.69) | <0.001 | |
| 无 | 12 140/51 654 | 1.48(1.39~1.59) | <0.001 |
Table 6 Subgroup analysis of the impact of AIP on CKD
| 项目 | 发病人数/总人数 | HR(95%CI) | P值 | P交互值 |
|---|---|---|---|---|
| 年龄 | <0.001 | |||
| ≥60岁 | 6 053/16 993 | 1.40(1.27~1.54) | <0.001 | |
| <60岁 | 12 122/68 260 | 1.54(1.44~1.65) | <0.001 | |
| 性别 | <0.001 | |||
| 男 | 14 320/68 563 | 1.56(1.46~1.66) | <0.001 | |
| 女 | 3 855/16 690 | 1.35(1.20~1.53) | <0.001 | |
| BMI | <0.001 | |||
| ≥28 kg/m2 | 4 002/15 319 | 1.58(1.38~1.81) | <0.001 | |
| <28 kg/m2 | 14 173/69 934 | 1.53(1.44~1.63) | <0.001 | |
| 高血压史 | <0.001 | |||
| 有 | 10 153/35 264 | 1.49(1.38~1.60) | <0.001 | |
| 无 | 8 022/49 989 | 1.51(1.39~1.64) | <0.001 | |
| 糖尿病史 | 0.443 | |||
| 有 | 2 030/6 812 | 1.47(1.22~1.76) | <0.001 | |
| 无 | 14 909/73 501 | 1.50(1.41~1.59) | <0.001 | |
| 吸烟史 | 0.035 | |||
| 有 | 5 680/30 798 | 1.65(1.49~1.82) | <0.001 | |
| 无 | 12 495/54 455 | 1.44(1.35~1.54) | <0.001 | |
| 饮酒史 | 0.590 | |||
| 有 | 6 035/33 599 | 1.53(1.40~1.69) | <0.001 | |
| 无 | 12 140/51 654 | 1.48(1.39~1.59) | <0.001 |
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