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People living in rural communities are more likely to receive opioid prescriptions, partly due to job-related injuries. State-level interventions have reduced opioid prescribing; however, rural/urban disparities persist due to differences in demographics and prescribing practices, particularly in states with large rural populations like Indiana. While spatiotemporal analyses have explored aspects of the opioid crisis, spatiotemporal patterns of opioid prescribing have not been sufficiently studied. This study utilizes a sample of Medicaid claims data from the Indiana Family and Social Services Administration from 2015 to 2019 to analyze spatiotemporal patterns of patients receiving at least one opioid prescription across Indiana. The goal was to analyze patient demographics and track prescription hotspot movement over time in rural and urban areas. We analyzed data for 107,574 Medicaid enrollees who received opioid prescriptions during the study period. We found that most patients in the cohort resided in urban areas, with the number of patients who were prescribed opioids and resided in rural areas decreasing at a faster rate. We conducted a negative binomial regression analysis to examine the relationship between various demographics (sex, age, race/ethnicity, and urban/rural classification) and the number of patients receiving at least one opioid prescription over time. Our findings indicate that older patients, patients identifying as females, patients who identify as White, and patients living in urban areas, are more likely to receive at least one opioid prescription. Additionally, the interaction effects revealed that patients from all demographic groups were more likely to receive at least one opioid prescription if they lived in urban areas, compared to those living in rural areas. Using Local Moran's I as a local spatial autocorrelation measure, we identified clusters highlighting transitions from rural to urban areas over time. In 2015-2016, three significant clusters emerged within rural-surrounded 3-digit ZIP codes (472, 474, 476), based on the Rural-Urban Commuting Area Codes. Over time, significant clusters shifted towards urban or mixed areas, possibly influenced by state guidelines and legislation. These findings enhance the understanding of opioid prescription dynamics and identify patterns in opioid prescribing rates in terms of the proportion of patients receiving opioid prescriptions among urban vs. rural communities in Indiana.
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http://dx.doi.org/10.1186/s13011-025-00664-8 | DOI Listing |
Cancer Med
September 2025
Department of Biostatistics & Data Science, School of Public and Population Health, University of Texas Medical Branch, Galveston, Texas, USA.
Introduction: Chronic pain is a major but modifiable contributor to poor quality of life among long-term cancer survivors. With growing concern over opioid-related risks, gabapentinoids have emerged as a safer alternative, though evidence comparing their effectiveness remains limited.
Methods: We conducted a retrospective cohort study using SEER-MHOS linked data (1998-2021) to examine pain interference and health-related quality of life (HRQoL) among 24,651 cancer survivors.
J Law Med Ethics
September 2025
Dalla Lana School of Public Health, https://ror.org/03dbr7087University of Toronto, Canada.
The opioid overdose crisis has become a global public health emergency, claiming more than 100,000 lives each year. In North America, shifting opioid prescribing practices in response to the crisis have profoundly affected people living with chronic pain, who now face reduced access to prescription opioids. Against this backdrop, pain stakeholders have become increasingly active in policymaking arenas to shape how opioids and pain are understood.
View Article and Find Full Text PDFCancer
September 2025
Department of Biostatistics, Brown University School of Public Health, Providence, Rhode Island, USA.
Background: Opioid exposure during cancer therapy may increase long-term unsafe opioid prescribing. This study sought to determine the rates of coprescription of benzodiazepine and opioid medications and new persistent opioid use after surgical treatment of early-stage cancer.
Methods: A retrospective cohort study was conducted among a US veteran population via the Veterans Affairs Corporate Data Warehouse database.
BMJ Open
September 2025
Faillace Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas, USA.
Introduction: Exposure to prescription opioids following traumatic injury can increase the risk of developing tolerance, persistent opioid use and opioid use disorder. The mechanisms underlying opioid tolerance or dependence are not well understood, and no biomarkers predict risk. Opioid exposure causes epigenetic modifications, including alterations in microRNA (miRNA) expression.
View Article and Find Full Text PDFSurgery
September 2025
Department of Surgery, University of Michigan Medical School, Ann Arbor, MI; Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, MI.
Background: Although procedure-specific guidelines have been established for postoperative opioid prescribing in the elective setting, it is unknown to what extent prescriptions in the emergency setting adhere to these standards. Variation in opioid prescribing for emergency general surgery patients may represent context-appropriate deviation or an opportunity for improved stewardship.
Methods: Leveraging data from a statewide Acute Care Surgery collaborative, we identified patients undergoing 4 common procedures in the emergency setting: laparoscopic appendectomy, laparoscopic cholecystectomy, emergency hernia repair, and open colectomy.