Drug Overdose: Differing Risk Models for Women and Men among Opioid Users with Non-Cancer Pain

被引:22
作者
Liang, Yuanyuan [1 ,2 ,3 ]
Goros, Martin W. [1 ]
Turner, Barbara J. [2 ,3 ,4 ]
机构
[1] UTHSCSA, Dept Epidemiol & Biostat, San Antonio, TX USA
[2] UTHSCSA, Ctr Res Adv Community Hlth ReACH, San Antonio, TX USA
[3] Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Houston, TX 77030 USA
[4] UTHSCSA, Dept Med, San Antonio, TX USA
关键词
Chronic Pain; Drug Overdose; Sex Characteristics; Narcotics; Polypharmacy; Benzodiazepines; OPERATING CHARACTERISTIC CURVES; EMERGENCY-DEPARTMENT VISITS; PRESCRIBING PATTERNS; ASSOCIATION; VALIDATION; PREDICTION; DEATHS; COHORT; AREAS;
D O I
10.1093/pm/pnw071
中图分类号
R614 [麻醉学];
学科分类号
100217 ;
摘要
Objective. To examine risk factors for drug overdose by sex reflecting differing patterns of opioid and other drug use. Design. National privately insured cohort. Subjects. 206,869 subjects filling >= 2 opioid prescriptions from January 2009 through July 2012. Methods. Sex-specific prediction models for future drug overdose developed and validated using variables measured within 6 months after starting opioids: demographics, substance use, comorbidities, opioid dose, and psychoactive drugs. Logistic regression and split-sample validation were used. Results. Area under the receiver operating curves (AUCs) for both sex-specific risk models (0.80) were higher (P<0.001) than for daily opioid dose alone. Risk factors for drug overdose were similar by sex but effects differed. For both sexes, substance use was the strongest predictor but the adjusted odds ratio (AOR) [95% CI] was 5.95 [4.33, 8.06] for women vs. 4.69 [3.24, 6.68] for men. AORs for daily opioid dose rose monotonically in men to 2.42 [1.76, 3.28] for high vs. low dose but were non-monotonic in women with 1.79 [1.35, 2.35] for high dose. AOR for 1-60 days of antidepressants vs. none was significant only in men (1.98 [1.32, 2.9]). AOR for benzodiazepine use was higher in men than women (2.75 vs 2.35, respectively). Zolpidem use was significant only in women. AUCs for sex-specific models were lower for the opposite sex and significantly lower for the men's model in the women's derivation dataset. Conclusions. These models reveal similar risk factors by sex for drug overdose in opioid users but significant differences in effects that, if validated in other cohorts, may inform differing risk management strategies.
引用
收藏
页码:2268 / 2279
页数:12
相关论文
共 31 条
[1]   How to interpret a small increase in AUC with an additional risk prediction marker: decision analysis comes through [J].
Baker, Stuart G. ;
Schuit, Ewoud ;
Steyerberg, Ewout W. ;
Pencina, Michael J. ;
Vickers, Andew ;
Moons, Karel G. M. ;
Mol, Ben W. J. ;
Lindeman, Karen S. .
STATISTICS IN MEDICINE, 2014, 33 (22) :3946-3959
[2]  
Berland D, 2012, AM FAM PHYSICIAN, V86, P252
[3]   Association Between Opioid Prescribing Patterns and Opioid Overdose-Related Deaths [J].
Bohnert, Amy S. B. ;
Valenstein, Marcia ;
Bair, Matthew J. ;
Ganoczy, Dara ;
McCarthy, John F. ;
Ilgen, Mark A. ;
Blow, Frederic C. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2011, 305 (13) :1315-1321
[4]   Emergency Department Visits Among Recipients of Chronic Opioid Therapy [J].
Braden, Jennifer Brennan ;
Russo, Joan ;
Fan, Ming-Yu ;
Edlund, Mark J. ;
Martin, Bradley C. ;
DeVries, Andrea ;
Sullivan, Mark D. .
ARCHIVES OF INTERNAL MEDICINE, 2010, 170 (16) :1425-1432
[5]   Cross-Validation of a Screener to Predict Opioid Misuse in Chronic Pain Patients (SOAPP-R) [J].
Butler, Stephen F. ;
Budman, Simon H. ;
Fernandez, Kathrine C. ;
Fanciullo, Gilbert J. ;
Jamison, Robert N. .
JOURNAL OF ADDICTION MEDICINE, 2009, 3 (02) :66-73
[6]   Age and Gender Trends in Long-Term Opioid Analgesic Use for Noncancer Pain [J].
Campbell, Cynthia I. ;
Weisner, Constance ;
LeResche, Linda ;
Ray, G. Thomas ;
Saunders, Kathleen ;
Sullivan, Mark D. ;
Green, Caleb J. Banta ;
Merrill, Joseph O. ;
Silverberg, Michael J. ;
Boudreau, Denise ;
Satre, Derek D. ;
Von Korff, Michael .
AMERICAN JOURNAL OF PUBLIC HEALTH, 2010, 100 (12) :2541-2547
[7]   Opioid overdose and the power of old myths: What we thought we knew, what we do know and why it matters [J].
Darke, Shane .
DRUG AND ALCOHOL REVIEW, 2014, 33 (02) :109-114
[8]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[9]   Opioid Prescriptions for Chronic Pain and Overdose A Cohort Study [J].
Dunn, Kate M. ;
Saunders, Kathleen W. ;
Rutter, Carolyn M. ;
Banta-Green, Caleb J. ;
Merrill, Joseph O. ;
Sullivan, Mark D. ;
Weisner, Constance M. ;
Silverberg, Michael J. ;
Campbell, Cynthia I. ;
Psaty, Bruce M. ;
Von Korff, Michael .
ANNALS OF INTERNAL MEDICINE, 2010, 152 (02) :85-+
[10]   An Analysis of Heavy Utilizers of Opioids for Chronic Noncancer Pain in the TROUP Study [J].
Edlund, Mark J. ;
Martin, Bradley C. ;
Fan, Ming-Yu ;
Braden, Jennifer Brennan ;
Devries, Andrea ;
Sullivan, Mark D. .
JOURNAL OF PAIN AND SYMPTOM MANAGEMENT, 2010, 40 (02) :279-289