Skip to main content
Log in

Maternal Complications and Prescription Opioid Exposure During Pregnancy: Using Marginal Structural Models

  • Original Research Article
  • Published:
Drug Safety Aims and scope Submit manuscript

Abstract

Introduction

Prescription opioids are frequently used for pain management in pregnancy. Studies examining perinatal complications in mothers who received prescription opioids during pregnancy are still limited.

Objectives

The aim of this study was to assess the association of prescription opioid use and maternal pregnancy and obstetric complications.

Methods

This retrospective cohort study with the Rhode Island (RI) Medicaid claims data linked to vital statistics throughout 2008–2015 included pregnant women aged 12–55 years with one or multiple live births. Women were excluded if they had cancer, opioid use disorder, or opioid dispensing prior to but not during pregnancy. Main outcomes included adverse pregnancy and obstetric complications. Marginal Structural Cox Models with time-varying exposure and covariates were applied to control for baseline and time-varying covariates. Analyses were conducted for outcomes that occurred 1 week after opioid exposure (primary) or within the same week as exposure (secondary). Sensitivity studies were conducted to assess the effects of different doses and individual opioids.

Results

Of 9823 eligible mothers, 545 (5.5%) filled one or more prescription opioid during pregnancy. Compared with those unexposed, no significant risk was observed in primary analyses, while in secondary analyses opioid-exposed mothers were associated with an increased risk of cesarean antepartum depression (HR 3.19; 95% CI 1.22–8.33), and cardiac events (HR 9.44; 95% CI 1.19–74.83). In sensitivity analyses, results are more prominent in high dose exposure and are consistent for individual opioids.

Conclusions

Prescription opioid use during pregnancy is associated with an increased risk of maternal complications.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  1. Opioid use and opioid use disorder in pregnancy|ACOG. 2020. https://www.acog.org/clinical/clinical-guidance/committee-opinion/articles/2017/08/opioid-use-and-opioid-use-disorder-in-pregnancy. Accessed 22 Jun 2020.

  2. Wen X, Belviso N, Lebeau R, et al. Prescription opioid use among pregnant women enrolled in Rhode Island Medicaid. R I Med J (2013). 2019;102(6):35–40.

    Google Scholar 

  3. Bateman BT, Hernandez-Diaz S, Rathmell JP, et al. Patterns of opioid utilization in pregnancy in a large cohort of commercial insurance beneficiaries in the United States. Anesthesiology. 2014;120(5):1216–24. https://doi.org/10.1097/ALN.0000000000000172.

    Article  PubMed  Google Scholar 

  4. Desai RJ, Hernandez-Diaz S, Bateman BT, Huybrechts KF. Increase in prescription opioid use during pregnancy among medicaid-enrolled women. Obstet Gynecol. 2014;123(5):997–1002. https://doi.org/10.1097/AOG.0000000000000208.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Epstein RA, Bobo WV, Martin PR, et al. Increasing pregnancy-related use of prescribed opioid analgesics. Ann Epidemiol. 2013;23(8):498–503. https://doi.org/10.1016/j.annepidem.2013.05.017.

    Article  PubMed  PubMed Central  Google Scholar 

  6. Broussard CS, Rasmussen SA, Reefhuis J, et al. Maternal treatment with opioid analgesics and risk for birth defects. Am J Obstet Gynecol. 2011;204(4):314.e1–11. https://doi.org/10.1016/j.ajog.2010.12.039.

  7. Yazdy MM, Mitchell AA, Tinker SC, Parker SE, Werler MM. Periconceptional use of opioids and the risk of neural tube defects. Obstet Gynecol. 2013;122(4):838–44. https://doi.org/10.1097/AOG.0b013e3182a6643c.

    Article  PubMed  PubMed Central  Google Scholar 

  8. Fishman B, Daniel S, Koren G, Lunenfeld E, Levy A. Pregnancy outcome following opioid exposure: a cohort study. PLoS ONE. 2019;14(7): e0219061. https://doi.org/10.1371/journal.pone.0219061.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Delate T, Hodges M, Swank M, Ota T, Pratt CL. Birth outcomes with prescribed chronic and acute opioid exposure during pregnancy. J Opioid Manag. 2019;15(5):407–15. https://doi.org/10.5055/jom.2019.0529.

    Article  PubMed  Google Scholar 

  10. Whiteman VE, Salemi JL, Mogos MF, Cain MA, Aliyu MH, Salihu HM. Maternal opioid drug use during pregnancy and its impact on perinatal morbidity, mortality, and the costs of medical care in the United States. J Pregnancy. 2014. https://doi.org/10.1155/2014/906723.

    Article  PubMed  PubMed Central  Google Scholar 

  11. Metz TD, Rovner P, Hoffman MC, Allshouse AA, Beckwith KM, Binswanger IA. Maternal deaths from suicide and overdose in Colorado, 2004–2012. Obstet Gynecol. 2016;128(6):1233–40. https://doi.org/10.1097/AOG.0000000000001695.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Rosoff DB, Smith GD, Lohoff FW. Prescription opioid use and risk for major depressive disorder and anxiety and stress-related disorders. JAMA Psychiat. 2021;78(2):1–10. https://doi.org/10.1001/jamapsychiatry.2020.3554.

    Article  Google Scholar 

  13. Maeda A, Bateman BT, Clancy CR, Creanga AA, Leffert LR. Opioid abuse and dependence during pregnancy: temporal trends and obstetrical outcomes. Anesthesiology. 2014;121(6):1158–65. https://doi.org/10.1097/ALN.0000000000000472.

    Article  PubMed  Google Scholar 

  14. Kaltenbach K, Berghella V, Finnegan L. Opioid dependence during pregnancy: effects and management. Obstet Gynecol Clin North Am. 1998;25(1):139–51. https://doi.org/10.1016/S0889-8545(05)70362-4.

    Article  CAS  PubMed  Google Scholar 

  15. Medicaid in Rhode Island. 2020; p. 2. https://files.kff.org/attachment/fact-sheet-medicaid-state-RI. Accessed 17 June 2021.

  16. Dowell D, Haegerich TM, Chou R. CDC Guideline for Prescribing Opioids for Chronic Pain—United States, 2016. JAMA. 2016;315(15):1624–1645. https://doi.org/10.1001/jama.2016.1464

  17. Nezvalová-Henriksen K, Spigset O, Nordeng H. Effects of codeine on pregnancy outcome: results from a large population-based cohort study. Eur J Clin Pharmacol. 2011;67(12):1253–61. https://doi.org/10.1007/s00228-011-1069-5.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  18. Ananth CV, Peltier MR, Kinzler WL, Smulian JC, Vintzileos AM. Chronic hypertension and risk of placental abruption: is the association modified by ischemic placental disease? Am J Obstet Gynecol. 2007;197(3):273.e1-273.e7. https://doi.org/10.1016/j.ajog.2007.05.047.

    Article  Google Scholar 

  19. Yanit KE, Snowden JM, Cheng YW, Caughey AB. The impact of chronic hypertension and pregestational diabetes on pregnancy outcomes. Am J Obstet Gynecol. 2012;207(4):333.e1-6. https://doi.org/10.1016/j.ajog.2012.06.066.

    Article  Google Scholar 

  20. Borthen I. Obstetrical complications in women with epilepsy. Seizure. 2015;28:32–4. https://doi.org/10.1016/j.seizure.2015.02.018.

    Article  PubMed  Google Scholar 

  21. Dubovicky M, Belovicova K, Csatlosova K, Bogi E. Risks of using SSRI/SNRI antidepressants during pregnancy and lactation. Interdiscip Toxicol. 2017;10(1):30–4. https://doi.org/10.1515/intox-2017-0004.

    Article  PubMed  Google Scholar 

  22. Hernán MA, Brumback B, Robins JM. Marginal structural models to estimate the causal effect of zidovudine on the survival of HIV-positive men. Epidemiology. 2000;11(5):561–70. https://doi.org/10.1097/00001648-200009000-00012.

    Article  PubMed  Google Scholar 

  23. Hernán MA, Brumback B, Robins JM. Marginal structural models to estimate the joint causal effect of nonrandomized treatments. J Am Stat Assoc. 2001;96(454):440–448. https://doi.org/10.1198/016214501753168154

  24. Choi HK, Hernán MA, Seeger JD, Robins JM, Wolfe F. Methotrexate and mortality in patients with rheumatoid arthritis: a prospective study. Lancet. 2002;359(9313):1173–7. https://doi.org/10.1016/S0140-6736(02)08213-2.

    Article  CAS  PubMed  Google Scholar 

  25. Cook NR, Cole SR, Hennekens CH. Use of a marginal structural model to determine the effect of aspirin on cardiovascular mortality in the Physicians’ Health Study. Am J Epidemiol. 2002;155(11):1045–53. https://doi.org/10.1093/aje/155.11.1045.

    Article  PubMed  Google Scholar 

  26. Faillie J-L. Indication bias or protopathic bias? Br J Clin Pharmacol. 2015;80(4):779–80. https://doi.org/10.1111/bcp.12705.

    Article  PubMed  PubMed Central  Google Scholar 

  27. Patrick SW, Dudley J, Martin PR, et al. Prescription opioid epidemic and infant outcomes. Pediatrics. 2015. https://doi.org/10.1542/peds.2014-3299.

    Article  PubMed  PubMed Central  Google Scholar 

  28. Tamim H, Monfared AAT, LeLorier J. Application of lag-time into exposure definitions to control for protopathic bias. Pharmacoepidemiol Drug Saf. 2007;16(3):250–8. https://doi.org/10.1002/pds.1360.

    Article  CAS  PubMed  Google Scholar 

  29. Sachinidis A. Cardiotoxicity and heart failure: lessons from human-induced pluripotent stem cell-derived cardiomyocytes and anticancer drugs. Cells. 2020;9:4. https://doi.org/10.3390/cells9041001.

    Article  CAS  Google Scholar 

  30. The ASAM. National practice guideline for the treatment of opioid use disorder: 2020 focused update. J Addict Med. 2020;14(2S):1–91. https://doi.org/10.1097/ADM.0000000000000633.

    Article  Google Scholar 

  31. Raymond BL, Kook BT, Richardson MG. The opioid epidemic and pregnancy: implications for anesthetic care. Curr Opin Anesthesiol. 2018;31(3):243–50. https://doi.org/10.1097/ACO.0000000000000590.

    Article  Google Scholar 

  32. Keikha F, Vahdani FG, Latifi S. The effects of maternal opium abuse on fetal heart rate using non-stress test. Iran J Med Sci. 2016;41(6):479–85.

    Google Scholar 

  33. Bell J, Towers CV, Hennessy MD, Heitzman C, Smith B, Chattin K. Detoxification from opiate drugs during pregnancy. Am J Obstet Gynecol. 2016;215(3):374.e1-374.e6. https://doi.org/10.1016/j.ajog.2016.03.015.

    Article  CAS  Google Scholar 

  34. Hooten WM, Shi Y, Gazelka HM, Warner DO. The effects of depression and smoking on pain severity and opioid use in patients with chronic pain. Pain. 2011;152(1):223–9. https://doi.org/10.1016/j.pain.2010.10.045.

    Article  PubMed  Google Scholar 

  35. Bär K-J, Brehm S, Boettger MK, Boettger S, Wagner G, Sauer H. Pain perception in major depression depends on pain modality. Pain. 2005;117(1–2):97–103. https://doi.org/10.1016/j.pain.2005.05.016.

    Article  PubMed  Google Scholar 

  36. de Souza JB, Potvin S, Goffaux P, Charest J, Marchand S. The deficit of pain inhibition in fibromyalgia is more pronounced in patients with comorbid depressive symptoms. Clin J Pain. 2009;25(2):123–7. https://doi.org/10.1097/AJP.0b013e318183cfa4.

    Article  PubMed  Google Scholar 

  37. Wasan AD, Davar G, Jamison R. The association between negative affect and opioid analgesia in patients with discogenic low back pain. Pain. 2005;117(3):450–61. https://doi.org/10.1016/j.pain.2005.08.006.

    Article  CAS  PubMed  Google Scholar 

  38. Wasan AD, Kaptchuk TJ, Davar G, Jamison RN. The association between psychopathology and placebo analgesia in patients with discogenic low back pain. Pain Med. 2006;7(3):217–28. https://doi.org/10.1111/j.1526-4637.2006.00154.x.

    Article  PubMed  Google Scholar 

  39. Currie SR, Wang J. More data on major depression as an antecedent risk factor for first onset of chronic back pain. Psychol Med. 2005;35(9):1275–82. https://doi.org/10.1017/S0033291705004952.

    Article  PubMed  Google Scholar 

  40. Scherrer JF, Salas J, Lustman PJ, Burge S, Schneider FD. Change in opioid dose and change in depression in a longitudinal primary care patient cohort. Pain. 2015;156(2):348–55. https://doi.org/10.1097/01.j.pain.0000460316.58110.a0.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  41. Scherrer JF, Salas J, Copeland LA, et al. Prescription opioid duration, dose, and increased risk of depression in 3 large patient populations. Ann Fam Med. 2016;14(1):54–62. https://doi.org/10.1370/afm.1885.

    Article  PubMed  PubMed Central  Google Scholar 

  42. King S. Depression, opioid analgesics, and pregnancy: what we know and what we don’t. Patient care online. 2020. https://www.patientcareonline.com/view/depression-opioid-analgesics-and-pregnancy-what-we-know-and-what-we-dont. Accessed 15 Jul 2020.

  43. Ghaheh HS, Feizi A, Mousavi M, Sohrabi D, Mesghari L, Hosseini Z. Risk factors of placental abruption. J Res Med Sci. 2013;18(5):422–6.

    PubMed  PubMed Central  Google Scholar 

  44. Maeda A, Creanga AA. Opioid abuse and dependence during pregnancy. Perioperative Med. 2020;2020:8.

    Google Scholar 

  45. Salari Z, Mirzaie F, Mehran M. Evaluation of relationship between opioid addiction and placental abruption. Avicenna J Clin Med. 2007;14(1):39–43.

    Google Scholar 

  46. Bhuvaneswar CG, Chang G, Epstein LA, Stern TA. Cocaine and opioid use during pregnancy: prevalence and management. Prim Care Companion J Clin Psychiatry. 2008;10(1):59–65.

    Article  Google Scholar 

  47. Minnes S, Lang A, Singer L. Prenatal tobacco, marijuana, stimulant, and opiate exposure: outcomes and practice implications. Addict Sci Clin Pract. 2011;6(1):57–70.

    PubMed  PubMed Central  Google Scholar 

  48. Goler NC, Armstrong MA, Taillac CJ, Osejo VM. Substance abuse treatment linked with prenatal visits improves perinatal outcomes: a new standard. J Perinatol. 2008;28(9):597–603. https://doi.org/10.1038/jp.2008.70.

    Article  CAS  PubMed  Google Scholar 

  49. Salihu HM, Salemi JL, Aggarwal A, et al. Opioid drug use and acute cardiac events among pregnant women in the United States. Am J Med. 2018;131(1):64-71.e1. https://doi.org/10.1016/j.amjmed.2017.07.023.

    Article  PubMed  Google Scholar 

  50. Chen A, Ashburn MA. Cardiac effects of opioid therapy. Pain Med. 2015;16(suppl_1):S27–31. https://doi.org/10.1111/pme.12915.

    Article  PubMed  Google Scholar 

  51. Pattinson KTS. Opioids and the control of respiration. Br J Anaesth. 2008;100(6):747–58. https://doi.org/10.1093/bja/aen094.

    Article  CAS  PubMed  Google Scholar 

  52. Sudhakaran S, Surani SS, Surani SR. Prolonged ventricular asystole: a rare adverse effect of hydrocodone use. Am J Case Rep. 2014;15:450–3. https://doi.org/10.12659/AJCR.891214.

    Article  PubMed  PubMed Central  Google Scholar 

  53. Fareed A, Patil D, Scheinberg K, et al. Comparison of QTc interval prolongation for patients in methadone versus buprenorphine maintenance treatment: a 5-year follow-up. J Addict Dis. 2013;32(3):244–51. https://doi.org/10.1080/10550887.2013.824333.

    Article  PubMed  Google Scholar 

  54. Bogen DL, Hanusa BH, Perel JM, Sherman F, Mendelson MA, Wisner KL. Corrected QT interval and methadone dose and concentrations in pregnant and postpartum women. J Clin Psychiatry. 2017;78(8):e1013–9. https://doi.org/10.4088/JCP.16m11318.

    Article  PubMed  PubMed Central  Google Scholar 

  55. Behzadi M, Joukar S, Beik A. Opioids and cardiac arrhythmia: a literature review. MPP. 2018;27(5):401–14. https://doi.org/10.1159/000492616.

    Article  Google Scholar 

  56. Marteau D, McDonald R, Patel K. The relative risk of fatal poisoning by methadone or buprenorphine within the wider population of England and Wales. BMJ Open. 2015;5(5): e007629. https://doi.org/10.1136/bmjopen-2015-007629.

    Article  PubMed  PubMed Central  Google Scholar 

  57. Mittleman-Murray A, Lewis-Rebecca A, Maclure M, Sherwood-Jane B, Muller-James E. Triggering myocardial infarction by marijuana. Circulation. 2001;103(23):2805–9. https://doi.org/10.1161/01.CIR.103.23.2805.

    Article  Google Scholar 

  58. Vozoris NT, Wang X, Austin PC, et al. Adverse cardiac events associated with incident opioid drug use among older adults with COPD. Eur J Clin Pharmacol. 2017;73(10):1287–95. https://doi.org/10.1007/s00228-017-2278-3.

    Article  CAS  PubMed  Google Scholar 

  59. Frid AA, Matthews EJ. Prediction of drug-related cardiac adverse effects in humans-B: use of QSAR programs for early detection of drug-induced cardiac toxicities. Regul Toxicol Pharmacol. 2010;56(3):276–89. https://doi.org/10.1016/j.yrtph.2009.11.005.

    Article  CAS  PubMed  Google Scholar 

  60. Sujan AC, Quinn PD, Rickert ME, et al. Maternal prescribed opioid analgesic use during pregnancy and associations with adverse birth outcomes: a population-based study. PLoS Med. 2019;16(12): e1002980. https://doi.org/10.1371/journal.pmed.1002980.

    Article  PubMed  PubMed Central  Google Scholar 

  61. Azuine RE, Ji Y, Chang H-Y, et al. Prenatal risk factors and perinatal and postnatal outcomes associated with maternal opioid exposure in an urban, low-income, multiethnic US population. JAMA Netw Open. 2019;2(6): e196405. https://doi.org/10.1001/jamanetworkopen.2019.6405.

    Article  PubMed  PubMed Central  Google Scholar 

  62. Robins JM, Hernán MÁ, Brumback B. Marginal structural models and causal inference in epidemiology. Epidemiology 2000;11(5):550–60. https://doi.org/10.1097/00001648-200009000-00011.

  63. Cole SR, Frangakis CE. The consistency statement in causal inference: a definition or an assumption? Epidemiology. 2009;20(1):3–5. https://doi.org/10.1097/EDE.0b013e31818ef366.

    Article  PubMed  Google Scholar 

  64. Westreich D, Cole SR. Invited commentary: positivity in practice. Am J Epidemiol. 2010;171(6):674–677. https://doi.org/10.1093/aje/kwp436.

  65. Ray-Griffith SL, Wendel MP, Stowe ZN, Magann EF. Chronic pain during pregnancy: a review of the literature. Int J Womens Health. 2018;10:153–64. https://doi.org/10.2147/IJWH.S151845.

    Article  PubMed  PubMed Central  Google Scholar 

  66. Warning Signs During Pregnancy. Stanford Children’s Health. 2020. https://www.stanfordchildrens.org/en/topic/default?id=warning-signs-during-pregnancy-85-P01199. Accessed 24 July 2020.

  67. Back Pain During Pregnancy. 2020. https://www.acog.org/en/PatientResources/FAQs/Pregnancy/BackPainDuringPregnancy. Accessed 24 Jul 2020.

Download references

Acknowledgements

We thank the Rhode Island Department of Health and the Executive Office of Health and Human Services for providing the data access. Samara VinerBrown, MS, and William Arias, MPH, provided comments on the clarification of study population. Samara VinerBrown, MS, William Arias, MPH, and Ellen Amore, MS in the Center for Health Data & Analysis, Rhode Island Department of Health, and Dr Rebecca Lebeau’s team in Rhode Island Executive Office of Human and Health Services provided data linkage, data cleaning, and data preparation. No financial compensation was provided.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Xuerong Wen.

Ethics declarations

Funding

The study is funded by grants from the National Institute of Health (NIH)/National Institute of Child Health and Human Development (NIH/NICHD Grant number: 1R15HD097588-01; Principal Investigator: Xuerong Wen). The funding source had no role in the design and conduct of the study; collection, management, analysis, or interpretation of the data; preparation, review, or approval of the manuscript; or the decision to submit the manuscript for publication.

Conflicts of interest/Competing interests

Dr Meador has received research support from the National Institutes of Health and Sunovion Pharmaceuticals, and travel support from UCB Pharma. The Epilepsy Study Consortium pays Dr Meador’s university for his research consultant time related to Eisai, GW Pharmaceuticals, NeuroPace, Novartis, Supernus, Upsher-Smith Laboratories, and UCB Pharma. Other authors, XW, SW, AKL, KEW, and ECB have no conflicts of interests to declare.

Availability of data and material

The study data was linked and deidentified by the RI DOH and RI EOHHS. The deidentified data was released to Dr Wen’s research team as per the Data Utilization Agreement.

Code availability

Not applicable.

Ethics approval

This study was considered exempt by the RI DOH IRB and URI IRB.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Author contributions

Dr Xuerong had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis. Concept and design: Wen, Meador, Wang. Acquisition, analysis, or interpretation of data: Wen, Wang. Drafting of the manuscript: Wen, Wang, Meador, Lewkowitz. Critical revision of the manuscript for important intellectual content: All authors. Statistical analysis: Wang. Clinical, technical, or material support: Lewkowitz, Ward, Brousseau. Supervision: Wen, Meador. All authors read and approved the final version.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 34 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wen, X., Wang, S., Lewkowitz, A.K. et al. Maternal Complications and Prescription Opioid Exposure During Pregnancy: Using Marginal Structural Models. Drug Saf 44, 1297–1309 (2021). https://doi.org/10.1007/s40264-021-01115-6

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40264-021-01115-6

Navigation