Opioid-use Disorder
Conditions
Brief summary
Through CTN-0076-Ot (Clinical Decision Support for Opioid Use Disorders in Medical Settings: Pilot Usability Testing in an EMR (COMPUTE)), our team has iteratively developed and piloted a web-based and electronic health record (EHR)-integrated Opioid Use Disorder (OUD) Clinical Decision Support (CDS) system to offer expert guidance to primary care providers (PCPs) on the diagnosis and management of OUD. The OUD-CDS has been implemented within the EPIC EHR of one large care system and was piloted with 55 providers to ensure content validity and provider satisfaction. The team will now implement this OUD-CDS in a large multi-site clinic-randomized controlled trial to evaluate its impact on practice process measures and patient outcomes. The investigators also aim to prepare for scalability (i.e., integration into usual primary care practice after the study is complete) and dissemination by evaluating facilitators and barriers to implementation, determining the costs of implementation and maintenance, and assessing the short-term cost impacts of the OUD-CDS. The study will include three large diverse care systems and randomize a minimum of 30 clinics to receive the OUD-CDS intervention or usual care (UC). In intervention clinics, the OUD-CDS will identify patients who are at high risk for OUD or diagnosed with OUD; use data stored in the EHR for each eligible patient to assemble treatment recommendations tailored to each patient's current needs; display these recommendations to PCPs via the OUD-CDS user interface; and store analytic data from all targeted visits. In UC clinics, the OUD-CDS will run invisibly in the background to identify high-risk or OUD patients, assemble treatment recommendations tailored to each eligible patient's needs, and store analytic data from all targeted visits.
Detailed description
The proposed study will include 3 large diverse healthcare systems and randomize a minimum of 30 clinics equally within each system to receive the OUD-CDS intervention or UC. In intervention and UC clinics, the OUD-CDS will identify study-eligible patients, those who are at high risk for OUD or diagnosed with OUD; and will use data stored in the EHR to assemble treatment recommendations tailored to the needs of each study-eligible patient. In intervention clinics, these treatment recommendations will be displayed via the OUD-CDS user interface. Finally, data from all targeted visits in all randomized clinics will be stored in a data repository for analysis and reporting needs. The targeted visits for each study-eligible patient in all randomized clinics will be the index visit, the first visit at which the OUD-CDS identifies that the patient is study eligible, and all post-index visits through the end of the intervention period, regardless of continued eligibility. This pragmatic cluster-randomized design is the optimal design to effectively and efficiently implement this tool in primary care clinics while protecting against study contamination and allowing for collection of process and outcome data at UC clinics. Mixed Methods Approach: Virtually every evidence-based intervention in medicine has turned out to be difficult to implement and maintain in real life practice and to fall far short of fidelity to the process used in randomized trials. As a result, a whole new field of dissemination and implementation research has been developing over the last 20 years. These studies have now gone well beyond the previous paradigm of focusing on changing the attitudes and behaviors of individual physicians to a growing awareness that the need instead is to alter the environment in which physicians work so that it is easier to do the desired evidence-based thing than to stick with old established habit patterns. That means focusing change efforts on organizational factors and practice systems. The Solberg conceptual framework has proven to be particularly helpful in clarifying this new approach. Simultaneously, there has been increasing interest in transitioning effectiveness clinical trials from traditionally highly selective and controlled circumstances to pragmatic trials that make use of normal care delivery processes and patients.\[35\] The measurement of such trials has been facilitated by the development of a conceptual framework called RE-AIM, an acronym for 5 key facets of such studies - Reach, Effectiveness, Adoption, Implementation, and Maintenance. Recently, the developers of RE-AIM have recognized the need for more flexible use of this framework, greater use of qualitative methods to understand why interventions are not used consistently, and making adaptations in the implementation approach based on such understandings. The investigators propose to use the RE-AIM framework to guide (1) a monitoring system for intervention problems, (2) a mixed methods evaluation of the reasons for those problems, and (3) modification of the intervention to reduce those problems. These steps will be reiterated in a cyclic fashion, resulting in a more sophisticated approach to the long-standing quality improvement emphasis on Plan-Do-Study-Act rapid cycle tests of change. Furthermore, the team will take advantage of the staggered implementation of the study through three different care systems to ensure that the solutions for intervention problems in Site 1 are not assumed to be the same as the approach in subsequent sites without further RE-AIM monitoring and evaluation.
Interventions
The Opioid Wizard is an OUD clinical decision support tool for primary care providers to help assess, diagnose, and treat OUD in primary care (where appropriate).
Sponsors
Study design
Eligibility
Inclusion criteria
* be aged 18-75 years, inclusive, at the time of an index visit; * have been diagnosed with OUD, currently prescribed MOUD, or identified by study algorithms as being at high risk of OUD. * Be a patient at a study randomized clinic
Exclusion criteria
* those receiving active parenteral chemotherapy within the last year, * those with stage 4 or equivalent cancer diagnosis * those enrolled in hospice care or palliative care programs.
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| Number of Patients With OUD Diagnosis | Index visit date through 30 days post-index, inclusive. | Patient has an ICD10 diagnosis code for OUD assigned at an encounter or added to the problem list |
| Number of Patients With Naloxone Rescue Kit Order | Index visit date through 30 days post-index, inclusive. | Patient has a medication order for a naloxone rescue kit |
| Number of Patients With a MOUD Order or Referral | Index visit date through 30 days post-index, inclusive. | Patient has a medication order for a MOUD or referral for addiction treatment |
| Days Covered by MOUD Prescription | Index visit date through 90 days post-index, inclusive, with 0 days assigned if there were no MOUD orders. | The sum of unique days covered by a MOUD order |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Emergency Department Visits Per Patient-year | pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first. | — |
| Overdoses Per 100 Patient-years. | pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first. | — |
| Hospitalizations Per Patient-year | pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first. | — |
| Healthcare Costs | pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first. | Healthcare costs for prescribed medications and clinical inpatient, emergency, and outpatient services incurred, as documented in insurance claims or clinical encounter data. |
| All-cause Mortality Per 100 Patient-years. | index visit through one year post-index, inclusive | — |
Countries
United States
Participant flow
Participants by arm
| Arm | Count |
|---|---|
| Receives OUD-CDS Clinics will have access to the OUD-CDS (Opioid Wizard)
Opioid Wizard: The Opioid Wizard is an OUD clinical decision support tool for primary care providers to help assess, diagnose, and treat OUD in primary care (where appropriate). | 5,538 |
| Does Not Receive the OUD-CDS Clinics will not have access to the OUD-CDS (Opioid Wizard). These will be usual care clinics. | 5,353 |
| Total | 10,891 |
Withdrawals & dropouts
| Period | Reason | FG000 | FG001 |
|---|---|---|---|
| Overall Study | Withdrawal by Subject | 150 | 156 |
Baseline characteristics
| Characteristic | Receives OUD-CDS | Does Not Receive the OUD-CDS | Total |
|---|---|---|---|
| Age, Continuous | 47.7 years STANDARD_DEVIATION 13.9 | 48.4 years STANDARD_DEVIATION 13.9 | 48 years STANDARD_DEVIATION 13.9 |
| Age, Customized Age 18-29 | 567 Participants | 502 Participants | 1069 Participants |
| Age, Customized Age 30-44 | 1877 Participants | 1755 Participants | 3632 Participants |
| Age, Customized Age 45-64 | 2387 Participants | 2338 Participants | 4725 Participants |
| Age, Customized Age 65-75 | 707 Participants | 758 Participants | 1465 Participants |
| Ethnicity (NIH/OMB) Hispanic or Latino | 186 Participants | 145 Participants | 331 Participants |
| Ethnicity (NIH/OMB) Not Hispanic or Latino | 5211 Participants | 5149 Participants | 10360 Participants |
| Ethnicity (NIH/OMB) Unknown or Not Reported | 141 Participants | 59 Participants | 200 Participants |
| Race (NIH/OMB) American Indian or Alaska Native | 246 Participants | 122 Participants | 368 Participants |
| Race (NIH/OMB) Asian | 34 Participants | 18 Participants | 52 Participants |
| Race (NIH/OMB) Black or African American | 305 Participants | 329 Participants | 634 Participants |
| Race (NIH/OMB) More than one race | 167 Participants | 156 Participants | 323 Participants |
| Race (NIH/OMB) Native Hawaiian or Other Pacific Islander | 10 Participants | 4 Participants | 14 Participants |
| Race (NIH/OMB) Unknown or Not Reported | 79 Participants | 68 Participants | 147 Participants |
| Race (NIH/OMB) White | 4697 Participants | 4656 Participants | 9353 Participants |
| Sex: Female, Male Female | 2979 Participants | 2940 Participants | 5919 Participants |
| Sex: Female, Male Male | 2559 Participants | 2413 Participants | 4972 Participants |
Adverse events
| Event type | EG000 affected / at risk | EG001 affected / at risk |
|---|---|---|
| deaths Total, all-cause mortality | 270 / 5,688 | 268 / 5,509 |
| other Total, other adverse events | 375 / 5,688 | 413 / 5,509 |
| serious Total, serious adverse events | 3,740 / 5,688 | 3,752 / 5,509 |
Outcome results
Days Covered by MOUD Prescription
The sum of unique days covered by a MOUD order
Time frame: Index visit date through 90 days post-index, inclusive, with 0 days assigned if there were no MOUD orders.
| Arm | Measure | Value (MEDIAN) |
|---|---|---|
| Receives OUD-CDS | Days Covered by MOUD Prescription | 84 days |
| Does Not Receive the OUD-CDS | Days Covered by MOUD Prescription | 83 days |
Number of Patients With a MOUD Order or Referral
Patient has a medication order for a MOUD or referral for addiction treatment
Time frame: Index visit date through 30 days post-index, inclusive.
| Arm | Measure | Value (NUMBER) |
|---|---|---|
| Receives OUD-CDS | Number of Patients With a MOUD Order or Referral | 785 participants |
| Does Not Receive the OUD-CDS | Number of Patients With a MOUD Order or Referral | 517 participants |
Number of Patients With Naloxone Rescue Kit Order
Patient has a medication order for a naloxone rescue kit
Time frame: Index visit date through 30 days post-index, inclusive.
| Arm | Measure | Value (NUMBER) |
|---|---|---|
| Receives OUD-CDS | Number of Patients With Naloxone Rescue Kit Order | 80 participants |
| Does Not Receive the OUD-CDS | Number of Patients With Naloxone Rescue Kit Order | 40 participants |
Number of Patients With OUD Diagnosis
Patient has an ICD10 diagnosis code for OUD assigned at an encounter or added to the problem list
Time frame: Index visit date through 30 days post-index, inclusive.
Population: Patients previously undiagnosed with OUD but identified as high risk by the OUD-CDS
| Arm | Measure | Value (NUMBER) |
|---|---|---|
| Receives OUD-CDS | Number of Patients With OUD Diagnosis | 36 participants |
| Does Not Receive the OUD-CDS | Number of Patients With OUD Diagnosis | 24 participants |
All-cause Mortality Per 100 Patient-years.
Time frame: index visit through one year post-index, inclusive
| Arm | Measure | Value (NUMBER) |
|---|---|---|
| Receives OUD-CDS | All-cause Mortality Per 100 Patient-years. | 2.79 events per 100 patient-years |
| Does Not Receive the OUD-CDS | All-cause Mortality Per 100 Patient-years. | 2.64 events per 100 patient-years |
Emergency Department Visits Per Patient-year
Time frame: pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first.
| Arm | Measure | Group | Value (NUMBER) |
|---|---|---|---|
| Receives OUD-CDS | Emergency Department Visits Per Patient-year | post-index | 1.06 events per patient-year |
| Receives OUD-CDS | Emergency Department Visits Per Patient-year | pre-index | 1.30 events per patient-year |
| Does Not Receive the OUD-CDS | Emergency Department Visits Per Patient-year | post-index | 1.12 events per patient-year |
| Does Not Receive the OUD-CDS | Emergency Department Visits Per Patient-year | pre-index | 1.37 events per patient-year |
Healthcare Costs
Healthcare costs for prescribed medications and clinical inpatient, emergency, and outpatient services incurred, as documented in insurance claims or clinical encounter data.
Time frame: pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first.
| Arm | Measure | Value (MEAN) |
|---|---|---|
| Receives OUD-CDS | Healthcare Costs | -1971 dollars |
| Does Not Receive the OUD-CDS | Healthcare Costs | -903 dollars |
Hospitalizations Per Patient-year
Time frame: pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first.
| Arm | Measure | Group | Value (NUMBER) |
|---|---|---|---|
| Receives OUD-CDS | Hospitalizations Per Patient-year | pre-index | 0.40 events per patient-year |
| Receives OUD-CDS | Hospitalizations Per Patient-year | post-index | 0.32 events per patient-year |
| Does Not Receive the OUD-CDS | Hospitalizations Per Patient-year | pre-index | 0.40 events per patient-year |
| Does Not Receive the OUD-CDS | Hospitalizations Per Patient-year | post-index | 0.33 events per patient-year |
Overdoses Per 100 Patient-years.
Time frame: pre: one year through one day prior to the index visit; post: index visit through one year post-index or date of death, whichever was first.
| Arm | Measure | Group | Value (NUMBER) |
|---|---|---|---|
| Receives OUD-CDS | Overdoses Per 100 Patient-years. | pre-index | 4.51 events per 100 patient-years |
| Receives OUD-CDS | Overdoses Per 100 Patient-years. | post-index | 3.13 events per 100 patient-years |
| Does Not Receive the OUD-CDS | Overdoses Per 100 Patient-years. | pre-index | 5.32 events per 100 patient-years |
| Does Not Receive the OUD-CDS | Overdoses Per 100 Patient-years. | post-index | 3.42 events per 100 patient-years |