The Drug Overdose Epidemic in the U.S.-Mexico Border Region: Shifts, Progression, and Community Characteristics

References

• Agnew, R. (1992). Foundation for a general strain theory of crime and delinquency. Criminology, 30(1), 47–88. https://doi.org/10.1111/j.1745-9125.1992.tb01093.x
   Web of Science ®Google Scholar
• Agnew, R. (2006). General strain theory: Current status and directions for further research. In F. T. Cullen, J. P. Wright, and K. R. Blevins (Eds.), Taking Stock: The Status of Criminological Theory (pp. 101–123). Transaction Publishers.
   Google Scholar
• Alexander, B. K. (1987). The disease and adaptive models of addiction: A framework evaluation. Journal of Drug Issues, 17(1), 47–66. https://doi.org/10.1177/002204268701700104
   Web of Science ®Google Scholar
• Alexander, B. K. (1990). The empirical and theoretical bases for an adaptive model of addiction. Journal of Drug Issues, 20(1), 37–65. https://doi.org/10.1177/002204269002000103
   Web of Science ®Google Scholar
• Alexander, M. (2011). The new jim crow. Ohio State Journal of Criminal Law, 9(1), 7–26.
   Google Scholar
• Anderson, T. L., Donnelly, E. A., Delcher, C., & Wang, Y. (2021). Data science approaches in criminal justice and public health research: Lessons learned from opioid projects. Journal of Contemporary Criminal Justice, 37(2), 175–191. https://doi.org/10.1177/1043986221999858
   Web of Science ®Google Scholar
• Anselin, L., Syabri, I., & Kho, Y. (2006). GeoDa: An introduction to spatial data analysis. Geographical Analysis, 38(1), 5–22. https://doi.org/10.1111/j.0016-7363.2005.00671.x
   Web of Science ®Google Scholar
• Anselin, L., Lozano, N., & Koschinsky, J. (2006a). Rate transformations and smoothing. Urbana, 51, 61801.
   Google Scholar
• Borges, G., Zemore, S. E., Orozco, R., Cherpitel, C. J., Martínez, P., & Wallisch, L. (2018). Drug use on both sides of the US-Mexico border. Salud Pública de México, 60(4, jul-ago), 451–461. https://doi.org/10.21149/8603
   PubMed Web of Science ®Google Scholar
• Campbell, H. (2005). Drug trafficking stories: Everyday forms of Narco-folklore on the U.S.–Mexico border. International Journal of Drug Policy, 16(5), 326–333. https://doi.org/10.21149/8603
   Web of Science ®Google Scholar
• Cano, M. (2020). Drug overdose deaths among US Hispanics: Trends (2000–2017) and recent patterns. Substance Use & Misuse, 55(13), 2138–2147. https://doi.org/10.1080/10826084.2020.1793367
   PubMed Web of Science ®Google Scholar
• Cano, M. (2021). Racial/ethnic differences in U.S. drug overdose mortality, 2017–2018. Addictive Behaviors, 112, 106625. https://doi.org/10.1016/j.addbeh.2020.106625
   PubMed Web of Science ®Google Scholar
• Cano, M., Oh, S., Salas-Wright, C. P., & Vaughn, M. G. (2020). Cocaine use and overdose mortality in the United States: Evidence from two national data sources, 2002–2018. Drug and Alcohol Dependence, 214, 108148. https://doi.org/10.1016/j.drugalcdep.2020.108148
   PubMed Web of Science ®Google Scholar
• Case, A., & Deaton, A. (2017). Mortality and morbidity in the 21st century. Brookings Papers on Economic Activity, 2017(1), 397–476. Brookings https://doi.org/10.1353/eca.2017.0005
   PubMedGoogle Scholar
• Caulkins, J. P., Gould, A., Pardo, B., Reuter, P., & Stein, B. D. (2021). Opioids and the criminal justice system: New challenges posed by the modern opioid epidemic. Annual Review of Criminology, 4(1), 353–375. https://doi.org/10.1146/annurev-criminol-061020-125715
   Google Scholar
• Centers for Disease Control and Prevention (CDC). (2017). Behavioral Risk Factor Surveillance System Survey Data. U.S. Department of Health and Human Services, Centers for Disease Control and Prevention.
   Google Scholar
• Centers for Disease Control and Prevention (CDC). (2022a). Multiple Cause of Death with U.S. - Mexico Border Regions 1999-2020 on CDC WONDER Online Database, released in 2021. National Center for Health Statistics. https://wonder.cdc.gov/wonder/help/US-Mexico-Border-Area-Mortality.html
   Google Scholar
• Centers for Disease Control and Prevention (CDC).(2022b). Multiple Cause of Death 1999-2020 on CDC WONDER Online Database, released in 2021. Data are from the Multiple Cause of Death Files, 1999-2020, as compiled from data provided by the 57 vital statistics jurisdictions through the Vital Statistics Cooperative Program. National Center for Health Statistics. March 12, 12:12:57 PM. http://wonder.cdc.gov/mcd-icd10.html
   Google Scholar
• Centers for Disease Control and Prevention (CDC). (2021). Opioid data analysis and resources. https://www.cdc.gov/opioids/data/analysis-resources.html
   Google Scholar
• Centers for Disease Control and Prevention (CDC). (2015). Today’s heroin epidemic. Centers for Disease Control and Prevention. www.cdc.gov/vitalsigns/heroin/.
   Google Scholar
• Cherpitel, C. J., Karriker-Jaffe, K. J., Li, L., & Zemore, S. E. (2020). Neighborhood Context and drug use among Mexican Americans on and off the U.S-Mexico border. Journal of Studies on Alcohol and Drugs, 81(6), 770–779. https://doi.org/10.15288/jsad.2020.81.770
   PubMed Web of Science ®Google Scholar
• Cherpitel, C. J., Li, L., Borges, G., & Zemore, S. (2017). Age at immigration and substance use and problems among males and females at the U.S.-Mexico border. Journal of Studies on Alcohol and Drugs, 78(6), 827–834. https://doi.org/10.15288/jsad.2017.78.827
   PubMed Web of Science ®Google Scholar
• Cherpitel, C. J., Ye, Y., Bond, J., Zemore, S. E., Borges, G., & Greenfield, T. K. (2015a). Border effects on DSM-5 alcohol use disorders on both sides of the U.S.-Mexico border. Drug and Alcohol Dependence, 148, 172–179. https://doi.org/10.1016/j.drugalcdep.2015.01.003
   PubMed Web of Science ®Google Scholar
• Cherpitel, C. J., Ye, Y., Zemore, S. E., Bond, J., & Borges, G. (2015b). The effect of cross-border mobility on alcohol and drug use among Mexican-American residents living at the U.S.-Mexico border. Addictive Behaviors, 50, 28–33. https://doi.org/10.1016/j.addbeh.2015.06.008
   PubMed Web of Science ®Google Scholar
• Ciccarone, D. (2019). The triple wave epidemic: Supply and demand drivers of the U.S. opioid overdose crisis. The International Journal on Drug Policy, 71, 183–188. https://doi.org/10.1016/j.drugpo.2019.01.010
   PubMed Web of Science ®Google Scholar
• Ciccarone, D. (2021). The rise of illicit fentanyl, stimulants, and the fourth wave of the opioid overdose crisis. Current Opinion in Psychiatry, 34(4), 344–350. https://doi.org/10.1097/YCO.0000000000000717
   PubMed Web of Science ®Google Scholar
• Cicero, T. J., Ellis, M. S., & Kasper, Z. A. (2017). Increased use of heroin as an initiating opioid of abuse. Addictive Behaviors, 74, 63–66. https://doi.org/10.1016/j.addbeh.2017.05.030
   PubMed Web of Science ®Google Scholar
• Dasgupta, N., Beletsky, L., & Ciccarone, D. (2018). Opioid crisis: No easy fix to its social and economic determinants. American Journal of Public Health, 108(2), 182–186. https://doi.org/10.2105/AJPH.2017.304187
   PubMed Web of Science ®Google Scholar
• Eeckhaut, M. C., Wagner, J., Neitzke-Spruill, L., Walker, R., & Anderson, T. L. (2020). Is the gender gap in overdose deaths (still) decreasing? An examination of opioid deaths in Delaware, 2013–2017. Journal of studies on alcohol and drugs, 81(1), 68–73.
   PubMed Web of Science ®Google Scholar
• Flanagan, B. E., Gregory, E. W., Hallisey, E. J., Heitgerd, J. L., & Lewis, B. (2011). A social vulnerability index for disaster management. Journal of Homeland Security and Emergency Management, 8(1), 3. https://doi.org/10.2202/1547-7355.1792
   Web of Science ®Google Scholar
• Formica, S. W., Apsler, R., Wilkins, L., Ruiz, S., Reilly, B., & Walley, A. Y. (2018). Post opioid overdose outreach by public health and public safety agencies: Exploration of emerging programs in Massachusetts. The International Journal on Drug Policy, 54, 43–50. https://doi.org/10.1016/j.drugpo.2018.01.001
   PubMed Web of Science ®Google Scholar
• Friedman, J., Godvin, M., Molina, C., Romero, R., Borquez, A., Avra, T., Goodman-Meza, D., Strathdee, S., Bourgois, P., & Shover, C. L. (2023). Fentanyl, heroin, and methamphetamine-based counterfeit pills sold at tourist-oriented pharmacies in Mexico: An ethnographic and drug checking study. Drug and Alcohol Dependence, 249, 110819. https://doi.org/10.1016/j.drugalcdep.2023.110819
   PubMed Web of Science ®Google Scholar
• Ghose, R., Forati, A. M., & Mantsch, J. R. (2022). Impact of the COVID-19 Pandemic on Opioid Overdose Deaths: A Spatiotemporal Analysis. Journal of Urban Health : Bulletin of the New York Academy of Medicine, 99(2), 316–327. https://doi.org/10.1007/s11524-022-00610-0
   PubMed Web of Science ®Google Scholar
• Harlow, K. C. (1990). Patterns of rates of mortality from narcotics and cocaine overdose in Texas, 1976-87. Public Health Reports, 105(5), 455.
   PubMed Web of Science ®Google Scholar
• Harrison, L. D., & Kennedy, N. J. (1994). Drug use in the United States-Mexico border area: Is there an epidemic waiting to happen? Hispanic Journal of Behavioral Sciences, 16(3), 281–295. https://doi.org/10.1177/07399863940163006
   Web of Science ®Google Scholar
• Harrison, L. D., & Kennedy, N. J. (1996). Drug use in the high-intensity drug trafficking area of the U.S. Southwest border. Addiction (Abingdon, England), 91(1), 47–61. https://doi.org/10.1111/j.1360-0443.1996.tb03161.x
   PubMed Web of Science ®Google Scholar
• Hedegaard, H., Minino, A. M., & Warner, M. (2021). Co-involvement of opioids in drug overdose deaths involving cocaine and psychostimulants. NCHS Data Brief, 406.
   Google Scholar
• National HIDTA Assistance Center (NHAC) (2020). HIDTA Counties by State. https://www.nhac.org/news/HIDTA_Counties.htm
   Google Scholar
• Homedes, N., & Ugalde, A. (2013). Mexican pharmacies: benefits and risks for border residents in the United States of America and Mexico. Revista Panamericana de Salud Publica = Pan American Journal of Public Health, 33(3), 196–204. https://doi.org/10.1590/s1020-49892013000300006
   PubMed Web of Science ®Google Scholar
• Inciardi, J. A., & McBride, D. C. (1992). Reviewing the ‘TASC’ (treatment alternatives to street crime) experience. Journal of Crime and Justice, 15(1), 45–61. https://doi.org/10.1080/0735648X.1992.9721452
   Google Scholar
• Jalal, H., Buchanich, J. M., Roberts, M. S., Balmert, L. C., Zhang, K., & Burke, D. S. (2018). Changing dynamics of the drug overdose epidemic in the United States from 1979 through 2016. Science (New York, N.Y.), 361(6408), eaau1184. https://doi.org/10.1126/science.aau1184
   PubMed Web of Science ®Google Scholar
• Kariisa, M., Seth, P., Scholl, L., Wilson, N., & Davis, N. L. (2021). Drug overdose deaths involving cocaine and psychostimulants with abuse potential among racial and ethnic groups—the U.S., 2004-2019. Drug and Alcohol Dependence, 227, 109001. https://doi.org/10.1016/j.drugalcdep.2021.109001
   PubMed Web of Science ®Google Scholar
• Krieger, M. S., Yedinak, J. L., Buxton, J. A., Lysyshyn, M., Bernstein, E., Rich, J. D., Green, T. C., Hadland, S. E., & Marshall, B. D. L. (2018). High willingness to use rapid fentanyl test strips among young adults who use drugs. Harm Reduction Journal, 15(1), 7. https://doi.org/10.1186/s12954-018-0213-2
   PubMedGoogle Scholar
• Langford, I. H. (1994). Using empirical Bayes estimates in the geographical analysis of disease risk (pp. 142–149). Area.
   Google Scholar
• Latsky-Campbell, B., Akikuni, M., Palau, C., & Wagner, J. (2022, April 21-23). Trends in Overdose Deaths and Drug Types across US-Mexico Border Communities [Conference session: Drugs and Society]. Annual Meeting of the Southwestern Social Science Association, San Antonio, TX, United States.
   Google Scholar
• Lee, E., Wilson, C. E., Lara-Valencia, F., de la Parra, C. A., Von Schoik, R., Patron-Soberano, K., (…) Selee, A. (2013). The state of the border report: A comprehensive analysis of the US-Mexico Border. Mexico Institute, Woodrow Wilson International Center for Scholars.
   Google Scholar
• Long, J. S., & Freese, J. (2006). Regression models for categorical dependent variables using Stata. (Vol. 7). Stata press.
   Google Scholar
• Mack, K. A., Jones, C. M., & Paulozzi, L. J, The Centers for Disease Control and Prevention (CDC). (2013). Vital signs: Overdoses of prescription opioid pain relievers and other drugs among women—U.S., 1999–2010. Morbidity and Mortality Weekly Report, 62, 537–542.
   PubMed Web of Science ®Google Scholar
• Mars, S. G., Ondocsin, J., & Ciccarone, D. (2018). Toots, tastes, and tester shots: User accounts of drug sampling methods for gauging heroin potency. Harm Reduction Journal, 15(1), 26. https://doi.org/10.1186/s12954-018-0232-z
   PubMed Web of Science ®Google Scholar
• Marshall, R. J. (1991). Mapping disease and mortality rates using empirical Bayes estimators. Journal of the Royal Statistical Society: Series C (Applied Statistics), 40(2), 283–294. https://doi.org/10.2307/2347593
   PubMed Web of Science ®Google Scholar
• Martinez, P., Zemore, S. E., Pinedo, M., Borges, G., Orozco, R., & Cherpitel, C. (2021). Understanding differences in prescription drug misuse between two Texas border communities. Ethnicity & Health, 26(7), 1028–1044. https://doi.org/10.1080/13557858.2019.1620175
   PubMedGoogle Scholar
• Martins, S. S., Ponicki, W., Smith, N., Rivera-Aguirre, A., Davis, C. S., Fink, D. S., Castillo-Carniglia, A., Henry, S. G., Marshall, B. D. L., Gruenewald, P., & Cerdá, M. (2019). Prescription drug monitoring programs operational characteristics and fatal heroin poisoning. The International Journal on Drug Policy, 74, 174–180. https://doi.org/10.1016/j.drugpo.2019.10.001
   PubMed Web of Science ®Google Scholar
• McBride, D. C., Terry-McElrath, Y., Harwood, H., Inciardi, J. A., & Leukefeld, C. (2009). Reflections on drug policy. Journal of Drug Issues, 39(1), 71–88. https://doi.org/10.1177/002204260903900107
   Web of Science ®Google Scholar
• O’Donnell, J. K., Gladden, R. M., & Seth, P. (2017). Trends in deaths involving heroin and synthetic opioids excluding methadone, and law enforcement drug product reports, by census region—United States, 2006–2015. MMWR. Morbidity and Mortality Weekly Report, 66(34), 897–903. https://doi.org/10.15585/mmwr.mm6634a2
   PubMed Web of Science ®Google Scholar
• Pardo, B., Taylor, J., Caulkins, J., Reuter, P., & Kilmer, B. (2021). The dawn of a new synthetic opioid era: The need for innovative interventions. Addiction, 116(6), 1304–1312. https://doi.org/10.1111/add.15222
   PubMed Web of Science ®Google Scholar
• Pinedo, M., Zemore, S., & Rogers, S. (2018). Understanding barriers to specialty substance abuse treatment among Latinos. Journal of Substance Abuse Treatment, 94, 1–8. https://doi.org/10.1016/j.jsat.2018.08.004
   PubMed Web of Science ®Google Scholar
• Quick, H. (2019). Peer reviewed: Estimating county-level mortality rates using highly censored data from CDC WONDER. Preventing Chronic Disease, 16, E76. https://doi.org/10.5888/pcd16.180441
   PubMed Web of Science ®Google Scholar
• Resnicow, K., Soler, R., Braithwaite, R. L., Ahluwalia, J. S., & Butler, J. (2000). Cultural sensitivity in substance use prevention. Journal of Community Psychology, 28(3), 271–290. https://doi.org/10.1002/(SICI)1520-6629(200005)28:3<271::AID-JCOP4>3.0.CO;2-I
   Web of Science ®Google Scholar
• Reingle, J. M., Caetano, R., Mills, B. A., & Vaeth, P. A. (2014). The role of immigration age on alcohol and drug use among border and non-border Mexican Americans. Alcoholism, Clinical and Experimental Research, 38(7), 2080–2086. https://doi.org/10.1111/acer.12440
   PubMed Web of Science ®Google Scholar
• Ruhm, C. J. (2019). Drivers of the fatal drug epidemic. Journal of Health Economics, 64, 25–42. https://doi.org/10.1016/j.jhealeco.2019.01.001
   PubMed Web of Science ®Google Scholar
• Samuels, M. (2016). Answer to opioid crisis: Treatment instead of jail. Boston University School of Public Health. https://www.bu.edu/sph/news/articles/2016/looking-at-care-instead-of-jail-for-problemclose-to-home/
   Google Scholar
• Seth, P., Scholl, L., Rudd, R. A., & Bacon, S. (2018). Overdose deaths involving opioids, cocaine, and psychostimulants - United States, 2015-2016. MMWR. Morbidity and Mortality Weekly Report, 67(12), 349–358. https://doi.org/10.15585/mmwr.mm6712a1
   PubMed Web of Science ®Google Scholar
• Shover, C. L., Falasinnu, T. O., Dwyer, C. L., Santos, N. B., Cunningham, N. J., Freedman, R. B., Vest, N. A., & Humphreys, K. (2020). Steep increases in fentanyl-related mortality west of the Mississippi River: Recent evidence from county and state surveillance. Drug and Alcohol Dependence, 216, 108314. https://doi.org/10.1016/j.drugalcdep.2020.108314
   PubMed Web of Science ®Google Scholar
• Smart, R. G. (1980). An availability-proneness theory of illicit drug abuse. NIDA Research Monograph, 30, 46–49.
   PubMedGoogle Scholar
• Tiwari, C., Beyer, K., & Rushton, G. (2014). The impact of data suppression on local mortality rates: The case of CDC WONDER. American Journal of Public Health, 104(8), 1386–1388. https://doi.org/10.2105/AJPH.2014.301900
   PubMed Web of Science ®Google Scholar
• Townsend, T., Kline, D., Rivera-Aguirre, A., Bunting, A. M., Mauro, P. M., Marshall, B. D. L., Martins, S. S., & Cerdá, M. (2022). Racial/ethnic and geographic trends in combined stimulant/opioid overdoses, 2007–2019. American Journal of Epidemiology, 191(4), 599–612. https://doi.org/10.1093/aje/kwab290
   PubMed Web of Science ®Google Scholar
• University of Wisconsin Population Health Institute. (2022). County Health Rankings & Roadmaps www.countyhealthrankings.org.
   Google Scholar
• U.S. Congress, Joint Economic Committee. (2020). Social capital project. https://www.jec.senate.gov/public/index.cfm/republicans/sci/
   Google Scholar
• Office of Global Affairs. (2017). The U.S.- Mexico Border Region. Retrieved July 16, 2023, from U.S. Department of Health and Human Services, https://www.hhs.gov/about/agencies/oga/about-oga/what-we-do/international-relations-division/americas/border-health-commission/us-mexico-border-region/index.html
   Google Scholar
• Valdez, A., & Kaplan, C. (2007). Conditions that increase drug market involvement: The invitational edge and the case of Mexicans in south Texas. Journal of Drug Issues, 37(4), 893–917. https://doi.org/10.1177/002204260703700408
   PubMed Web of Science ®Google Scholar
• Valdez, E. S., Obeng-Kusi, M., Brady, B., Huff-Macpherson, A., Bell, M., & Derose, K. (2022). Perceived normalization of drug trafficking and adolescent substance use on the US–Mexico Border. Journal of Drug Issues, 52(3), 421–433. https://doi.org/10.1177/00220426211046593
   PubMed Web of Science ®Google Scholar
• Valdez, E. S. (1993). Persistent poverty, crime, and drugs: US-Mexican border region. In In the Barrios: Latinos and the Underclass Debate (pp. 173–194). Russell Sage Foundation.
   Google Scholar
• Vashishtha, D., Mittal, M. L., & Werb, D. (2017). The North American opioid epidemic: Current challenges and a call for treatment as prevention. Harm Reduction Journal, 14(1), 7. https://doi.org/10.1186/s12954-017-0135-4
   PubMedGoogle Scholar
• Wagner, J., Neitzke-Spruill, L., Donnelly, E. A., O’Connell, D. J., & Anderson, T. L. (2021, December). The Current Community Context of Overdose Deaths: Relations among Drug Types, Drug Markets, and Socioeconomic Neighborhood Characteristics. In Sociological Forum (Vol. 36, No. 4, pp. 1005-1027).
   PubMed Web of Science ®Google Scholar
• Wallisch, L. S., & Spence, R. T. (2006). Alcohol and drug use, abuse, and dependence in urban areas and colonias of the Texas-Mexico border. Hispanic Journal of Behavioral Sciences, 28(2), 286–307. https://doi.org/10.1177/0739986305286137
   Web of Science ®Google Scholar
• West, K. L., Lindquist, K., & Rodda, L. N. (2021). Fentanyl epidemic hits the U.S. West Coast: Opioid-related deaths in San Francisco from 2009–2019. The International Journal on Drug Policy, 95, 103402. https://doi.org/10.1016/j.drugpo.2021.103402
   PubMed Web of Science ®Google Scholar
• Wilson, N., Kariisa, M., Seth, P., Smith, I. V., H., & Davis, N. L. (2020). Drug and opioid-involved overdose deaths—United States, 2017–2018. MMWR. Morbidity and Mortality Weekly Report, 69(11), 290–297. https://doi.org/10.15585/mmwr.mm6911a4
   PubMed Web of Science ®Google Scholar
• Wood, E., Werb, D., Kazatchkine, M., Kerr, T., Hankins, C., Gorna, R., Nutt, D., Des Jarlais, D., Barré-Sinoussi, F., & Montaner, J. (2010). Vienna Declaration: A call for evidence-based drug policies. Lancet (London, England), 376(9738), 310–312. https://doi.org/10.1016/S0140-6736(10)60958-0
   PubMed Web of Science ®Google Scholar
• Young, J. (1999). The exclusive society: Social exclusion, crime and difference in late modernity. SAGE.
   Google Scholar
• Zemore, S. E., Mulia, N., Ye, Y., Borges, G., & Greenfield, T. K. (2009). Gender, acculturation, and other barriers to alcohol treatment utilization among Latinos in three National Alcohol Surveys.Journal of Substance Abuse Treatment, 36(4), 446–456. https://doi.org/10.1016/j.jsat.2008.09.005
   PubMed Web of Science ®Google Scholar
• Zemore, S. E., Li, L., Bensley, K., Karriker-Jaffe, K. J., & Cherpitel, C. (2022). Alcohol-and drug-related mortality among adults within and outside the US–Mexico Border Region. Journal of Studies on Alcohol and Drugs, 83(2), 175–184. https://doi.org/10.15288/jsad.2022.83.175
   PubMedGoogle Scholar
• Zoorob, M. (2019). Fentanyl shock: The changing geography of overdose in the United States. The International Journal on Drug Policy, 70, 40–46. https://doi.org/10.1016/j.drugpo.2019.04.010
   PubMed Web of Science ®Google Scholar