Association Between Different Patterns of Opioid and Benzodiazepine Use and Risks of Emergency Department Visits and Hospitalizations: A Retrospective Cohort Study
Abstract
1. Introduction
2. Methods
2.1. Data Set
2.2. Study Design
2.3. Dependent Variables
2.4. Independent Variable
2.5. Control Variables
2.6. Data Analysis
3. Results
3.1. Demographics and Comorbidities of Opioid Users with and Without Benzodiazepine Use
3.2. Hospitalization Rate Among Patients in the Different Groups After 1-Year Follow-Up Study
3.3. Emergency Department Visit Rate Among Patients in the Different Groups After 1-Year Follow-Up Study
3.4. Odds Ratio of Hospitalizations in Each Group After 1-Year Follow-Up Study
3.5. Adjusted Odds Ratios for Emergency Department Visits After 1-Year Follow-Up
4. Discussion
Limitations and Strengths
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
BZD | Benzodiazepine |
CKD | Chronic kidney disease |
COPD | Chronic obstructive pulmonary disease |
TIA | Transient ischemic attack |
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Variable | All | PureO | PastB | NewB | ContiB | p a | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
N | % | p | N | % | p | N | % | p | N | % | p | N | % | p | ||
All | 418,549 | 12.56 | 264,789 | 10.04 | 53,016 | 17.50 | 68,845 | 15.57 | 31,899 | 18.79 | ||||||
Gender | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | 0.831 | ||||||||||
Male | 197,256 | 13.58 | 124,250 | 10.95 | 22,366 | 18.93 | 35,965 | 16.66 | 14,675 | 20.19 | ||||||
Female | 221,293 | 11.65 | 140,539 | 9.24 | 30,650 | 16.45 | 32,880 | 14.38 | 17,224 | 17.59 | ||||||
Age Group | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||||||||||
20–44 | 131,481 | 9.63 | 105,455 | 8.48 | 7706 | 13.46 | 13,900 | 14.32 | 4420 | 15.52 | ||||||
45–64 | 155,651 | 12.06 | 92,828 | 9.45 | 20,068 | 15.45 | 29,317 | 15.38 | 13,438 | 17.79 | ||||||
65–74 | 64,064 | 15.32 | 33,374 | 12.73 | 11,316 | 19.43 | 12,677 | 15.95 | 6697 | 20.04 | ||||||
75–84 | 49,809 | 16.80 | 24,281 | 14.06 | 10,188 | 21.14 | 9810 | 16.73 | 5530 | 21.01 | ||||||
≥85 | 17,544 | 16.88 | 8851 | 13.63 | 3738 | 21.03 | 3141 | 17.77 | 1814 | 22.71 | ||||||
Comorbidity | ||||||||||||||||
Cancer | 110,470 | 15.40 | <0.001 | 63,157 | 12.33 | <0.001 | 14,141 | 19.45 | <0.001 | 22,971 | 18.81 | <0.001 | 10,201 | 21.13 | <0.001 | <0.001 |
Depression | 18,736 | 18.26 | <0.001 | 2978 | 11.32 | 0.020 | 10,253 | 19.67 | <0.001 | 1923 | 17.21 | 0.044 | 3582 | 20.58 | 0.004 | 0.667 |
Past history of stroke or TIA | 19,959 | 21.03 | <0.001 | 6593 | 16.91 | <0.001 | 6883 | 23.51 | <0.001 | 3418 | 19.89 | <0.001 | 3065 | 25.58 | <0.001 | <0.001 |
COPD | 20,203 | 20.32 | <0.001 | 7833 | 15.84 | <0.001 | 5785 | 23.99 | <0.001 | 3713 | 20.87 | <0.001 | 2872 | 24.44 | <0.001 | 0.003 |
CKD | 22,273 | 22.78 | <0.001 | 7969 | 18.53 | <0.001 | 6621 | 26.11 | <0.001 | 4517 | 22.03 | <0.001 | 3166 | 27.54 | <0.001 | <0.001 |
CCI score | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||||||||||
CCI = 0 | 250,012 | 8.58 | 188,002 | 7.78 | 19,152 | 10.78 | 31,301 | 10.76 | 11,557 | 12.17 | ||||||
CCI = 1 | 53,389 | 13.19 | 27,569 | 10.90 | 10,541 | 15.83 | 9654 | 14.41 | 5625 | 17.37 | ||||||
CCI = 2 | 50,555 | 18.11 | 24,693 | 15.17 | 8845 | 20.79 | 11,469 | 20.52 | 5548 | 21.92 | ||||||
CCI ≥ 3 | 64,593 | 23.11 | 24,525 | 21.28 | 14,478 | 25.59 | 16,421 | 21.98 | 9169 | 26.10 |
Variable | All | PureO | PastB | NewB | ContiB | p a | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
N | % | p | N | % | p | N | % | p | N | % | p | N | % | p | ||
All | 418,549 | 13.30 | 264,789 | 9.83 | 53,016 | 22.80 | 68,845 | 15.41 | 31,899 | 21.79 | ||||||
Gender | <0.001 | <0.001 | 0.001 | <0.001 | 0.002 | <0.001 | ||||||||||
Male | 197,256 | 14.11 | 124,250 | 10.86 | 22,366 | 23.56 | 35,965 | 15.97 | 14,675 | 22.56 | ||||||
Female | 221,293 | 12.59 | 140,539 | 8.92 | 30,650 | 22.25 | 32,880 | 14.80 | 17,224 | 21.14 | ||||||
Age Group | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||||||||||
20–44 | 131,481 | 9.66 | 105,455 | 7.82 | 7706 | 20.23 | 13,900 | 14.22 | 4420 | 20.86 | ||||||
45–64 | 155,651 | 12.32 | 92,828 | 9.04 | 20,068 | 20.06 | 29,317 | 14.02 | 13,438 | 19.67 | ||||||
65–74 | 64,064 | 15.71 | 33,374 | 12.01 | 11,316 | 23.10 | 12,677 | 15.54 | 6697 | 21.97 | ||||||
75–84 | 49,809 | 19.93 | 24,281 | 15.75 | 10,188 | 27.68 | 9810 | 19.18 | 5530 | 25.35 | ||||||
≥85 | 17,544 | 21.74 | 8851 | 17.58 | 3738 | 28.68 | 3141 | 21.43 | 1814 | 28.28 | ||||||
Comorbidity | ||||||||||||||||
Cancer | 110,470 | 13.24 | 0.467 | 63,157 | 9.85 | 0.838 | 14,141 | 20.72 | <0.001 | 22,971 | 15.12 | 0.131 | 10,201 | 19.62 | <0.001 | <0.001 |
Depression | 18,736 | 24.86 | <0.001 | 2978 | 15.14 | <0.001 | 10,253 | 27.86 | <0.001 | 1923 | 21.63 | <0.001 | 3582 | 26.07 | <0.001 | 0.002 |
Past history of stroke or TIA | 19,959 | 25.57 | <0.001 | 6593 | 20.08 | <0.001 | 6883 | 30.15 | <0.001 | 3418 | 23.08 | <0.001 | 3065 | 29.89 | <0.001 | <0.001 |
COPD | 20,203 | 24.85 | <0.001 | 7833 | 19.28 | <0.001 | 5785 | 31.03 | <0.001 | 3713 | 23.92 | <0.001 | 2872 | 28.83 | <0.001 | <0.001 |
CKD | 22,273 | 27.59 | <0.001 | 7969 | 21.37 | <0.001 | 6621 | 33.35 | <0.001 | 4517 | 25.73 | <0.001 | 3166 | 33.86 | <0.001 | <0.001 |
CCI score | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||||||||||
CCI = 0 | 250,012 | 9.11 | 188,002 | 7.64 | 19,152 | 15.95 | 31,301 | 11.12 | 11,557 | 16.30 | ||||||
CCI = 1 | 53,389 | 17.10 | 27,569 | 13.21 | 10,541 | 23.53 | 9654 | 18.14 | 5625 | 22.40 | ||||||
CCI = 2 | 50,555 | 18.15 | 24,693 | 13.94 | 8845 | 25.92 | 11,469 | 18.15 | 5548 | 24.48 | ||||||
CCI ≥ 3 | 64,593 | 22.61 | 24,525 | 18.72 | 14,478 | 29.44 | 16,421 | 20.08 | 9169 | 26.71 |
Variable | Univariate | Model 1 | Model 2 | ||||||
---|---|---|---|---|---|---|---|---|---|
cOR | 95% CI | p | aOR | 95% CI | p | aOR | 95% CI | p | |
Group (ref: PureO) | |||||||||
PastB | 1.90 | (1.85–1.95) | <0.001 | 1.54 | (1.50–1.59) | <0.001 | 1.43 | (1.39–1.46) | <0.001 |
NewB | 1.65 | (1.61–1.69) | <0.001 | 1.48 | (1.44–1.51) | <0.001 | 1.31 | (1.28–1.35) | <0.001 |
ContiB | 2.07 | (2.01–2.14) | <0.001 | 1.74 | (1.69–1.80) | <0.001 | 1.55 | (1.50–1.60) | <0.001 |
Gender (ref: Female) | |||||||||
Male | 1.19 | (1.17–1.21) | <0.001 | 1.17 | (1.14–1.19) | <0.001 | 1.09 | (1.07–1.11) | <0.001 |
Age Group (ref: 20–44) | |||||||||
45–64 | 1.29 | (1.26–1.32) | <0.001 | 1.06 | (1.04–1.09) | <0.001 | 0.91 | (0.89–0.94) | <0.001 |
65–74 | 1.70 | (1.65–1.75) | <0.001 | 1.30 | (1.26–1.34) | <0.001 | 1.05 | (1.01–1.08) | 0.004 |
75–84 | 1.90 | (1.84–1.95) | <0.001 | 1.37 | (1.33–1.42) | <0.001 | 1.10 | (1.07–1.14) | <0.001 |
≥85 | 1.91 | (1.83–1.99) | <0.001 | 1.36 | (1.30–1.42) | <0.001 | 1.11 | (1.06–1.16) | <0.001 |
Comorbidity | |||||||||
Cancer | 1.40 | (1.37–1.42) | <0.001 | 1.35 | (1.32–1.37) | <0.001 | |||
Depression | 1.59 | (1.53–1.66) | <0.001 | 1.16 | (1.11–1.20) | <0.001 | |||
Past history of stroke or TIA | 1.93 | (1.86–2.00) | <0.001 | 1.37 | (1.32–1.42) | <0.001 | |||
COPD | 1.84 | (1.78–1.91) | <0.001 | 1.32 | (1.27–1.37) | <0.001 | |||
CKD | 2.17 | (2.10–2.24) | <0.001 | 1.64 | (1.59–1.70) | <0.001 | |||
CCI score (ref: CCI = 0) | |||||||||
CCI = 1 | 1.62 | (1.57–1.67) | <0.001 | 1.46 | (1.42–1.50) | <0.001 | |||
CCI = 2 | 2.36 | (2.29–2.42) | <0.001 | 2.12 | (2.06–2.18) | <0.001 | |||
CCI ≥ 3 | 3.20 | (3.13–3.28) | <0.001 | 2.72 | (2.65–2.79) | <0.001 |
Variable | Univariate | Model 1 | Model 2 | ||||||
---|---|---|---|---|---|---|---|---|---|
cOR | 95%CI | p | aOR | 95% CI | p | aOR | 95% CI | p | |
Group (ref: PureO) | |||||||||
PastB | 2.71 | (2.65–2.78) | <0.001 | 2.04 | (1.99–2.10) | <0.001 | 2.07 | (2.02–2.12) | <0.001 |
NewB | 1.67 | (1.63–1.71) | <0.001 | 1.51 | (1.48–1.55) | <0.001 | 1.37 | (1.34–1.41) | <0.001 |
ContiB | 2.56 | (2.48–2.63) | <0.001 | 2.09 | (2.03–2.16) | <0.001 | 1.97 | (1.91–2.03) | <0.001 |
Gender (ref: Female) | |||||||||
Male | 1.14 | (1.12–1.16) | <0.001 | 1.11 | (1.09–1.13) | <0.001 | 1.08 | (1.06–1.10) | <0.001 |
Age Group (ref: 20–44) | |||||||||
45–64 | 1.31 | (1.28–1.35) | <0.001 | 1.08 | (1.05–1.11) | <0.001 | 0.93 | (0.91–0.96) | <0.001 |
65–74 | 1.74 | (1.69–1.79) | <0.001 | 1.27 | (1.23–1.30) | <0.001 | 1.07 | (1.04–1.10) | <0.001 |
75–84 | 2.33 | (2.26–2.40) | <0.001 | 1.56 | (1.51–1.61) | <0.001 | 1.36 | (1.31–1.40) | <0.001 |
≥85 | 2.60 | (2.49–2.70) | <0.001 | 1.69 | (1.62–1.76) | <0.001 | 1.52 | (1.46–1.59) | <0.001 |
Comorbidity | |||||||||
Cancer | 0.99 | (0.97–1.01) | 0.467 | 0.94 | (0.92–0.96) | <0.001 | |||
Depression | 2.26 | (2.19–2.34) | <0.001 | 1.40 | (1.34–1.45) | <0.001 | |||
Past history of stroke or TIA | 2.36 | (2.29–2.44) | <0.001 | 1.43 | (1.38–1.49) | <0.001 | |||
COPD | 2.27 | (2.20–2.35) | <0.001 | 1.49 | (1.44–1.54) | <0.001 | |||
CKD | 2.67 | (2.59–2.75) | <0.001 | 1.84 | (1.78–1.90) | <0.001 | |||
CCI score (ref: CCI = 0) | |||||||||
CCI = 1 | 2.06 | (2.01–2.11) | <0.001 | 1.68 | (1.63–1.72) | <0.001 | |||
CCI = 2 | 2.21 | (2.15–2.27) | <0.001 | 1.80 | (1.75–1.86) | <0.001 | |||
CCI ≥ 3 | 2.92 | (2.85–2.98) | <0.001 | 2.16 | (2.10–2.21) | <0.001 |
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Su, F.-Y.; Tsai, M.-C.; Ng, Y.-Y.; Wu, S.-C. Association Between Different Patterns of Opioid and Benzodiazepine Use and Risks of Emergency Department Visits and Hospitalizations: A Retrospective Cohort Study. Healthcare 2025, 13, 2073. https://doi.org/10.3390/healthcare13162073
Su F-Y, Tsai M-C, Ng Y-Y, Wu S-C. Association Between Different Patterns of Opioid and Benzodiazepine Use and Risks of Emergency Department Visits and Hospitalizations: A Retrospective Cohort Study. Healthcare. 2025; 13(16):2073. https://doi.org/10.3390/healthcare13162073
Chicago/Turabian StyleSu, Fang-Yu, Ming-Che Tsai, Yee-Yung Ng, and Shiao-Chi Wu. 2025. "Association Between Different Patterns of Opioid and Benzodiazepine Use and Risks of Emergency Department Visits and Hospitalizations: A Retrospective Cohort Study" Healthcare 13, no. 16: 2073. https://doi.org/10.3390/healthcare13162073
APA StyleSu, F.-Y., Tsai, M.-C., Ng, Y.-Y., & Wu, S.-C. (2025). Association Between Different Patterns of Opioid and Benzodiazepine Use and Risks of Emergency Department Visits and Hospitalizations: A Retrospective Cohort Study. Healthcare, 13(16), 2073. https://doi.org/10.3390/healthcare13162073