| Literature DB >> 27632175 |
Ju-Chi Liu1,2, Yi-Ping Hsu1, Szu-Yuan Wu3,4,2,5.
Abstract
BACKGROUND: Taiwan has the highest renal disease incidence and prevalence in the world. We evaluated the association of statin and renin-angiotensin system inhibitor (RASI) use with dialysis risk in hypertensive patients.Entities:
Mesh:
Substances:
Year: 2016 PMID: 27632175 PMCID: PMC5025231 DOI: 10.1371/journal.pone.0162588
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Data selection process.
Characteristics of the Sample Population.
| Nonuser(n = 30,633) | RASIs Alone(n = 44,764) | Statins Alone(n = 7,606) | RASIs + Statins(n = 27,826) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| n | % | n | % | N | % | n | % | ||
| 58.82 (12.25) | 58.77 (11.29) | 57.69 (10.15) | 57.49 (10.24) | <0.001 | |||||
| 40–44 | 3727 | 12.17 | 5628 | 12.57 | 686 | 9.02 | 2920 | 10.49 | <0.001 |
| 45–54 | 10237 | 33.42 | 14575 | 32.56 | 2800 | 36.81 | 9927 | 35.68 | |
| 55–64 | 7429 | 24.25 | 10718 | 23.94 | 2239 | 29.44 | 8128 | 29.21 | |
| 65–74 | 5460 | 17.82 | 8654 | 19.33 | 1419 | 18.66 | 5206 | 18.71 | |
| ≥75 | 3780 | 12.34 | 5189 | 11.59 | 462 | 6.07 | 1645 | 5.91 | |
| Female | 14941 | 48.77 | 20154 | 45.02 | 4341 | 57.07 | 14106 | 50.69 | <0.001 |
| Male | 15692 | 51.23 | 24610 | 54.98 | 3265 | 42.93 | 13720 | 49.31 | |
| Diabetes | 3868 | 12.63 | 6599 | 14.74 | 1477 | 19.42 | 6368 | 22.89 | <0.001 |
| Cerebrovascular disease | 2645 | 8.63 | 3144 | 7.02 | 666 | 8.76 | 1833 | 6.59 | <0.001 |
| Dyslipidemia | 5385 | 17.58 | 7151 | 15.97 | 2746 | 36.10 | 7507 | 26.98 | <0.001 |
| Cardiovascular disease | 6869 | 22.42 | 8374 | 18.71 | 2060 | 27.08 | 5289 | 19.01 | <0.001 |
| Hepatitis B virus infection | 1188 | 3.88 | 1917 | 4.28 | 290 | 3.81 | 943 | 3.39 | <0.001 |
| Hepatitis C virus infection | 1293 | 4.22 | 2251 | 5.03 | 220 | 2.89 | 822 | 2.95 | <0.001 |
| Cirrhosis | 1421 | 4.64 | 2183 | 4.88 | 203 | 2.67 | 771 | 2.77 | <0.001 |
| Moderate and severe liver disease | 615 | 2.01 | 785 | 1.75 | 66 | 0.87 | 226 | 0.81 | <0.001 |
| Asthma | 3526 | 11.51 | 4701 | 10.50 | 903 | 11.87 | 2626 | 9.44 | <0.001 |
| Antihypertensives | 3851 | 12.57 | 8442 | 18.86 | 915 | 12.03 | 5710 | 20.52 | <0.001 |
| Diuretics | 9347 | 30.51 | 28278 | 63.17 | 2324 | 30.55 | 19061 | 68.50 | <0.001 |
| Beta blockers | 13834 | 45.16 | 25181 | 56.25 | 4488 | 59.01 | 18350 | 65.95 | <0.001 |
| Calcium channel blockers | 19780 | 64.57 | 35057 | 78.32 | 5474 | 71.97 | 23055 | 82.85 | <0.001 |
| Nonstatin lipid-lowering drugs | |||||||||
| <28 cDDDs | 29135 | 95.11 | 40833 | 91.22 | 5850 | 76.91 | 19970 | 71.77 | <0.001 |
| 28–365 cDDDs | 1215 | 3.97 | 2887 | 6.45 | 1278 | 16.80 | 5222 | 18.77 | |
| >365 cDDDs | 283 | 0.92 | 1044 | 2.33 | 478 | 6.28 | 2634 | 9.47 | |
| Metformin | |||||||||
| <28 cDDDs | 28230 | 92.16 | 36983 | 82.62 | 5805 | 76.32 | 16358 | 58.79 | <0.001 |
| 28–365 cDDDs | 1174 | 3.83 | 2774 | 6.20 | 610 | 8.02 | 2710 | 9.74 | |
| >365 cDDDs | 1229 | 4.01 | 5007 | 11.19 | 1191 | 15.66 | 8758 | 31.47 | |
| Aspirin | |||||||||
| <28 cDDDs | 24824 | 81.04 | 28498 | 63.66 | 4492 | 59.06 | 12112 | 43.53 | <0.001 |
| 28–365 cDDDs | 3706 | 12.10 | 8698 | 19.43 | 1589 | 20.89 | 6064 | 21.79 | |
| >365 cDDDs | 2103 | 6.87 | 7568 | 16.91 | 1525 | 20.05 | 9650 | 34.68 | |
| Urban | 22124 | 72.22 | 32232 | 72.00 | 5839 | 76.77 | 21229 | 76.29 | <0.001 |
| Suburban | 5895 | 19.24 | 8603 | 19.22 | 1249 | 16.42 | 4728 | 16.99 | |
| Rural | 2614 | 8.53 | 3929 | 8.78 | 518 | 6.81 | 1869 | 6.72 | |
| 0 | 2028 | 6.62 | 2924 | 6.53 | 478 | 6.28 | 1798 | 6.46 | <0.001 |
| 1–20,100 | 7008 | 22.88 | 10112 | 22.59 | 1544 | 20.30 | 5905 | 21.22 | |
| 20,100–30,300 | 11174 | 36.48 | 16147 | 36.07 | 2605 | 34.25 | 9760 | 35.08 | |
| ≥30,301 | 10423 | 34.03 | 15581 | 34.81 | 2979 | 39.17 | 10363 | 37.24 | |
cDDDs, cumulative defined daily doses; RASI, renin–angiotensin system inhibitor; SD, standard deviation.
Sensitivity Analysis of aHRs of RASIs and Statins in the Reduction of Dialysis Risk.
| Nonusers (n = 29,806) | RASIs Alone (n = 44,857) | Statins Alone (n = 7,573) | RASIs + Statins (n = 28,593) | |
|---|---|---|---|---|
| aHR (95%CI) | aHR (95%CI) | aHR (95%CI) | aHR (95%CI) | |
| 1.00 | 0.57(0.50–0.65) | 0.72(0.53–0.98) | 0.47(0.41–0.54) | |
| Age, years | ||||
| <65 | 1.00 | 0.58(0.48–0.69) | 0.98(0.61–1.58) | 0.47(0.40–0.57) |
| ≥65 | 1.00 | 0.58(0.47–0.71) | 0.68(0.44–1.03) | 0.44(0.35–0.56) |
| Sex | ||||
| Female | 1.00 | 0.50(0.40–0.62) | 0.77(0.50–1.18) | 0.43(0.35–0.54) |
| Male | 1.00 | 0.63(0.53–0.76) | 0.66(0.42–1.04) | 0.50(0.42–0.60) |
| Diabetes | ||||
| No | 1.00 | 0.52(0.44–0.61) | 0.76(0.52–1.12) | 0.37(0.31–0.45) |
| Yes | 1.00 | 0.61(0.46–0.80) | 0.60(0.35–1.03) | 0.50(0.39–0.65) |
| Cardiovascular disease | ||||
| No | 1.00 | 0.58(0.50–0.68) | 0.77(0.54–1.09) | 0.50(0.43–0.58) |
| Yes | 1.00 | 0.49(0.35–0.68) | 0.49(0.25–0.96) | 0.33(0.23–0.46) |
| Cerebrovascular disease | ||||
| No | 1.00 | 0.55(0.48–0.64) | 0.76(0.55–1.06) | 0.45(0.39–0.52) |
| Yes | 1.00 | 0.71(0.46–1.08) | 0.51(0.20–1.32) | 0.60(0.39–0.94) |
| Asthma | ||||
| No | 1.00 | 0.57(0.50–0.66) | 0.71(0.52–0.98) | 0.47(0.40–0.54) |
| Yes | 1.00 | 0.55(0.36–0.86) | 2.83(0.38–21.41) | 0.43(0.27–0.69) |
| Antihypertensives | ||||
| No (<28 cDDDs) | 1.00 | 0.57(0.49–0.66) | 0.75(0.53–1.07) | 0.48(0.40–0.56) |
| Yes (≥28 cDDDs) | 1.00 | 0.64(0.47–0.87) | 0.70(0.37–1.34) | 0.53(0.39–0.72) |
| Diuretics | ||||
| No (<28 cDDDs) | 1.00 | 0.55(0.44–0.70) | 0.67(0.40–1.13) | 0.44(0.33–0.57) |
| Yes (≥28 cDDDs) | 1.00 | 0.61(0.52–0.73) | 0.78(0.53–1.16) | 0.52(0.44–0.62) |
| Beta blockers | ||||
| No (<28 cDDDs) | 1.00 | 0.54(0.44–0.65) | 0.60(0.39–0.94) | 0.46(0.38–0.57) |
| Yes (≥28 cDDDs) | 1.00 | 0.63(0.52–0.77) | 0.91(0.58–1.41) | 0.51(0.42–0.63) |
| Calcium channel blockers | ||||
| No (<28 cDDDs) | 1.00 | 0.68(0.53–0.86) | 0.57(0.32–1.01) | 0.50(0.38–0.67) |
| Yes (≥28 cDDDs) | 1.00 | 0.57(0.48–0.67) | 0.82(0.56–1.19) | 0.49(0.41–0.58) |
| Nonstatin lipid-lowering drugs | ||||
| <28 cDDDs | 1.00 | 0.56(0.49–0.65) | 0.78(0.56–1.10) | 0.48(0.41–0.56) |
| 28–365 cDDDs | 1.00 | 1.16(0.53–2.56) | 1.30(0.45–3.74) | 0.91(0.42–1.98) |
| >365 cDDDs | 1.00 | 1.74(0.22–13.67) | 1.93(0.17–21.42) | 1.59(0.22–11.65) |
| Metformin | ||||
| <28 cDDDs | 1.00 | 0.56(0.48–0.66) | 0.72(0.50–1.05) | 0.46(0.38–0.56) |
| 28–365 cDDDs | 1.00 | 0.78(0.53–1.15) | 0.83(0.37–1.87) | 0.69(0.48–0.99) |
| >365 cDDDs | 1.00 | 0.72(0.45–1.17) | 1.05(0.46–2.39) | 0.58(0.36–0.93) |
| Aspirin | ||||
| <28 cDDDs | 1.00 | 0.61(0.52–0.72) | 0.82(0.54–1.24) | 0.53(0.44–0.63) |
| 28–365 cDDDs | 1.00 | 0.50(0.36–0.70) | 0.68(0.36–1.29) | 0.42(0.30–0.59) |
| >365 cDDDs | 1.00 | 0.75(0.46–1.23) | 0.90(0.41–1.99) | 0.64(0.39–1.04) |
*: P < 0.05;
**: P < 0.01;
***: P < 0.001. CI, confidence interval; cDDDs, cumulative defined daily doses; aHR, adjusted hazard ratio; RASI, renin–angiotensin system inhibitor.
†Main model was propensity score adjusted for age; sex; diabetes; dyslipidemia; cerebrovascular disease; cardiovascular disease; hepatitis B and C virus infection; liver cirrhosis; moderate and severe liver disease; asthma; use of antihypertensives, diuretics, beta and calcium channel blockers, nonstatin lipid-lowering drugs, metformin, and aspirin; urbanization level; and monthly income.
Sensitivity Analysis of the aHRs of Statins in the Reduction of Dialysis Risk.
| Statin Non-User | Statin User | ||||
|---|---|---|---|---|---|
| 28–90 cDDDs | 91–365 cDDDs | >365 cDDDs | |||
| aHR (95%CI) | aHR (95%CI) | aHR (95%CI) | aHR (95%CI) | ||
| 1.00 | 1.02(0.85–1.23) | 1.00(0.86, 1.16) | 0.62(0.54–0.71) | <0.001 | |
| Age, years | |||||
| <65 | 1.00 | 1.06(0.82–1.36) | 0.97(0.80–1.16) | 0.59(0.50–0.70) | <0.001 |
| ≥65 | 1.00 | 0.98(0.74–1.30) | 1.02(0.80–1.31) | 0.59(0.46–0.76) | <0.001 |
| Sex | |||||
| Female | 1.00 | 0.98(0.75–1.30) | 1.06(0.85–1.33) | 0.61(0.50–0.74) | <0.001 |
| Male | 1.00 | 1.05(0.82–1.36) | 0.95(0.78–1.17) | 0.63(0.52–0.76) | <0.001 |
| Diabetes | |||||
| No | 1.00 | 0.98(0.76–1.27) | 0.93(0.75–1.15) | 0.56(0.45–0.70) | <0.001 |
| Yes | 1.00 | 1.08(0.82–1.43) | 1.03(0.83–1.27) | 0.59(0.49–0.70) | <0.001 |
| Cardiovascular disease | |||||
| No | 1.00 | 1.04(0.85–1.27) | 1.04(0.88–1.22) | 0.64(0.56–0.75) | <0.001 |
| Yes | 1.00 | 0.98(0.58–1.67) | 0.83(0.57–1.19) | 0.50(0.36–0.70) | <0.001 |
| Cerebrovascular disease | |||||
| No | 1.00 | 1.01(0.83–1.23) | 1.00(0.86–1.17) | 0.62(0.54–0.71) | <0.001 |
| Yes | 1.00 | 1.09(0.57–2.09) | 1.06(0.64–1.76) | 0.59(0.37–0.95) | 0.041 |
| Asthma | |||||
| No | 1.00 | 1.02(0.84–1.24) | 0.98(0.84–1.15) | 0.62(0.54–0.71) | <0.001 |
| Yes | 1.00 | 0.93(0.45–1.91) | 1.26(0.69–2.30) | 0.56(0.32–0.96) | 0.072 |
| Antihypertensives | |||||
| No (<28 cDDDs) | 1.00 | 1.05(0.83–1.33) | 1.06(0.88–1.27) | 0.64(0.54–0.75) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 1.03(0.75–1.40) | 0.93(0.71–1.21) | 0.60(0.47–0.76) | <0.001 |
| Diuretics | |||||
| No (<28 cDDDs) | 1.00 | 0.95(0.62–1.45) | 0.93(0.68–1.25) | 0.53(0.39–0.71) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 1.05(0.85–1.29) | 1.04(0.88–1.24) | 0.66(0.56–0.77) | <0.001 |
| Beta blockers | |||||
| No (<28 cDDDs) | 1.00 | 1.03(0.76–1.40) | 1.06(0.84–1.33) | 0.61(0.48–0.77) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 1.01(0.80–1.28) | 0.97(0.80–1.17) | 0.63(0.53–0.75) | <0.001 |
| Calcium channel blockers | |||||
| No (<28 cDDDs) | 1.00 | 0.90(0.61–1.34) | 0.97(0.65–1.45) | 0.50(0.35–0.71) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 1.04(0.84–1.29) | 1.03(0.88–1.21) | 0.65(0.56–0.76) | <0.001 |
| RASIs | |||||
| <28 cDDDs | 1.00 | 1.17(0.79–1.72) | 1.09(0.75–1.57) | 0.56(0.39–0.80) | 0.009 |
| 28–365 cDDDs | 1.00 | 0.89(0.67–1.19) | 0.90(0.72–1.14) | 0.74(0.57–0.97) | 0.032 |
| >365 cDDDs | 1.00 | 1.11(0.80–1.54) | 1.14(0.89–1.45) | 0.66(0.54–0.80) | <0.001 |
| Nonstatin lipid-lowering drugs | |||||
| <28 cDDDs | 1.00 | 1.06(0.86–1.29) | 0.99(0.84–1.17) | 0.64(0.55–0.76) | <0.001 |
| 28–365 cDDDs | 1.00 | 0.68(0.38–1.21) | 1.07(0.70–1.62) | 0.71(0.51–0.99) | 0.079 |
| >365 cDDDs | 1.00 | 2.29(0.49–10.72) | 1.88(0.88–4.02) | 0.93(0.46–1.88) | 0.706 |
| Metformin | |||||
| <28 cDDDs | 1.00 | 1.08(0.84–1.40) | 0.94(0.76–1.17) | 0.59(0.46–0.75) | <0.001 |
| 28–365 cDDDs | 1.00 | 0.83(0.56–1.21) | 1.19(0.85–1.67) | 0.82(0.60–1.12) | 0.434 |
| >365 cDDDs | 1.00 | 0.98(0.66–1.46) | 1.07(0.81–1.42) | 0.59(0.47–0.73) | <0.001 |
| Aspirin | |||||
| <28 cDDDs | 1.00 | 1.08(0.83–1.41) | 1.03(0.83–1.27) | 0.68(0.55–0.84) | 0.003 |
| 28–365 cDDDs | 1.00 | 0.82(0.59–1.12) | 1.01(0.77–1.32) | 0.64(0.49–0.84) | 0.005 |
| >365 cDDDs | 1.00 | 1.35(0.83–2.20) | 1.06(0.76–1.49) | 0.65(0.50–0.85) | 0.001 |
*: P < 0.05;
**: P < 0.01;
***: P < 0.001. CI, confidence interval; cDDD, cumulative defined daily dose; aHR, adjusted hazard ratio; RASI, renin–angiotensin system inhibitor.
†Main model was propensity score adjusted for age; sex; diabetes; dyslipidemia; cerebrovascular disease; cardiovascular disease; hepatitis B and C virus infection; liver cirrhosis; moderate and severe liver disease; asthma; use of antihypertensives, diuretics, beta and calcium channel blockers, nonstatin lipid-lowering drugs, metformin, aspirin, and RASIs; urbanization level; and monthly income.
Sensitivity Analysis of the aHRs of RASIs in the Reduction of Dialysis Risk.
| RASI Nonusers | RASI Users | ||||
|---|---|---|---|---|---|
| 28–90 cDDDs | 91–365 cDDDs | >365 cDDDs | |||
| aHR (95%CI) | aHR (95%CI) | aHR (95%CI) | aHR (95%CI) | ||
| 1.00 | 0.78(0.65–0.92) | 0.73(0.63–0.85) | 0.47(0.41–0.54) | <0.001 | |
| Age, years | |||||
| < 65 | 1.00 | 0.78(0.61–0.98) | 0.68(0.56–0.83) | 0.47(0.39–0.56) | <0.001 |
| ≥ 65 | 1.00 | 0.77(0.59–1.01) | 0.78(0.62–0.99) | 0.47(0.38–0.58) | <0.001 |
| Sex | |||||
| Female | 1.00 | 0.75(0.56–0.98) | 0.62(0.49–0.78) | 0.42(0.34–0.54) | <0.001 |
| Male | 1.00 | 0.81(0.65–1.02) | 0.83(0.69–1.02) | 0.52(0.43–0.62) | <0.001 |
| Diabetes | |||||
| No | 1.00 | 0.69(0.56–0.85) | 0.63(0.52–0.76) | 0.38(0.32–0.45) | <0.001 |
| Yes | 1.00 | 1.10(0.80–1.52) | 0.88(0.67–1.15) | 0.60(0.47–0.76) | <0.001 |
| Cardiovascular disease | |||||
| No | 1.00 | 0.80(0.66–0.97) | 0.75(0.64–0.89) | 0.48(0.42–0.56) | <0.001 |
| Yes | 1.00 | 0.68(0.45–1.03) | 0.67(0.47–0.95) | 0.41(0.30–0.57) | <0.001 |
| Cerebrovascular disease | |||||
| No | 1.00 | 0.77(0.64–0.93) | 0.70(0.60–0.82) | 0.45(0.39–0.51) | <0.001 |
| Yes | 1.00 | 0.81(0.46–1.41) | 1.20(0.70–2.06) | 0.67(0.45–0.99) | 0.056 |
| Asthma | |||||
| No | 1.00 | 0.83(0.69–1.00) | 0.74(0.63–0.86) | 0.48(0.41–0.55) | <0.001 |
| Yes | 1.00 | 0.52(0.29–0.91) | 0.67(0.41–1.12) | 0.43(0.27–0.67) | <0.001 |
| Antihypertensives | |||||
| No (<28 cDDDs) | 1.00 | 0.84(0.69–1.02) | 0.76(0.64–0.90) | 0.44(0.38–0.52) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 0.65(0.44–0.96) | 0.78(0.57–1.07) | 0.61(0.46–0.80) | <0.001 |
| Diuretics | |||||
| No (<28 cDDDs) | 1.00 | 0.92(0.69–1.22) | 0.71(0.54–0.93) | 0.36(0.28–0.47) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 0.71(0.57–0.89) | 0.78(0.65–0.94) | 0.56(0.48, 0.66) | <0.001 |
| Beta blockers | |||||
| No (<28 cDDDs) | 1.00 | 0.90(0.71–1.15) | 0.68(0.55–0.84) | 0.43(0.35–0.52) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 0.69(0.53–0.89) | 0.80(0.65–0.99) | 0.54(0.45–0.65) | <0.001 |
| Calcium channel blockers | |||||
| No (<28 cDDDs) | 1.00 | 0.93(0.69–1.25) | 0.89(0.66–1.20) | 0.47(0.36–0.61) | <0.001 |
| Yes (≥28 cDDDs) | 1.00 | 0.72(0.58–0.90) | 0.73(0.61–0.88) | 0.50(0.42–0.59) | <0.001 |
| Statin drugs | |||||
| <28 cDDDs | 1.00 | 0.80(0.66–0.96) | 0.73(0.61–0.86) | 0.45(0.38–0.52) | <0.001 |
| 28–365 cDDDs | 1.00 | 0.50(0.27–0.93) | 0.64(0.42–1.00) | 0.46(0.31–0.70) | <0.001 |
| >365 cDDDs | 1.00 | 1.48(0.51–4.28) | 1.92(0.78–4.75) | 1.09(0.50–2.38) | 0.492 |
| Nonstatin lipid-lowering drugs | |||||
| <28 cDDDs | 1.00 | 0.74(0.61–0.88) | 0.72(0.62–0.85) | 0.47(0.40–0.54) | <0.001 |
| 28–365 cDDDs | 1.00 | 1.66(0.78–3.49) | 1.03(0.55–1.93) | 0.73(0.41–1.31) | 0.051 |
| >365 cDDDs | 1.00 | 11.33(1.68–76.24) | 4.66(1.12–19.35) | 1.54(0.45–5.23) | 0.691 |
| Metformin | |||||
| <28 cDDDs | 1.00 | 0.76(0.62–0.92) | 0.74(0.61–0.88) | 0.42(0.35–0.49) | <0.001 |
| 28–365 cDDDs | 1.00 | 1.10(0.67–1.80) | 0.90(0.62–1.31) | 0.66(0.46–0.94) | 0.005 |
| >365 cDDDs | 1.00 | 0.83(0.48–1.45) | 0.70(0.44–1.11) | 0.61(0.41–0.91) | 0.007 |
| Aspirin | |||||
| <28 cDDDs | 1.00 | 0.88(0.72–1.08) | 0.76(0.63–0.91) | 0.46(0.39–0.54) | <0.001 |
| 28–365 cDDDs | 1.00 | 0.54(0.36–0.81) | 0.63(0.45–0.86) | 0.45(0.33–0.61) | <0.001 |
| >365 cDDDs | 1.00 | 0.71(0.37–1.37) | 1.07(0.66–1.76) | 0.70(0.47–1.06) | 0.084 |
*: P < 0.05;
**: P < 0.01;
***: P < 0.001. CI, confidence interval; cDDD, cumulative defined daily dose; aHR, adjusted hazard ratio; RASI, renin–angiotensin system inhibitor.
†Main model was propensity score adjusted for age; sex; diabetes; dyslipidemia; cerebrovascular disease; cardiovascular disease; hepatitis B and C virus infection; liver cirrhosis; moderate and severe liver disease; asthma; use of antihypertensives, diuretics, beta and calcium channel blockers, nonstatin lipid-lowering drugs, metformin, aspirin, and statins; urbanization level; and monthly income.