National Healthcare Quality and Disparities Report
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AHRQ Research Studies Date
Topics
- Adverse Drug Events (ADE) (17)
- Adverse Events (16)
- Antibiotics (2)
- Behavioral Health (1)
- Blood Clots (1)
- Blood Pressure (1)
- Blood Thinners (3)
- Brain Injury (1)
- Cancer (1)
- Cancer: Prostate Cancer (1)
- Cardiovascular Conditions (3)
- Children/Adolescents (2)
- Chronic Conditions (2)
- Communication (1)
- Comparative Effectiveness (1)
- Diabetes (1)
- Diagnostic Safety and Quality (1)
- Elderly (3)
- Electronic Health Records (EHRs) (1)
- Electronic Prescribing (E-Prescribing) (2)
- Evidence-Based Practice (2)
- Health Information Technology (HIT) (2)
- Hospital Discharge (1)
- Hospitalization (1)
- Implementation (1)
- Injuries and Wounds (1)
- Intensive Care Unit (ICU) (1)
- Kidney Disease and Health (2)
- Medical Errors (2)
- Medication (20)
- (-) Medication: Safety (20)
- Neurological Disorders (2)
- Opioids (4)
- Orthopedics (1)
- Outcomes (1)
- Pain (1)
- Patient-Centered Outcomes Research (1)
- Patient Safety (13)
- Provider (1)
- Provider: Clinician (1)
- Provider: Pharmacist (1)
- Racial and Ethnic Minorities (1)
- (-) Risk (20)
- Screening (1)
- Sleep Problems (1)
- Stroke (2)
- Substance Abuse (2)
- Surgery (1)
- Transplantation (1)
AHRQ Research Studies
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Research Studies is a compilation of published research articles funded by AHRQ or authored by AHRQ researchers.
Results
1 to 20 of 20 Research Studies DisplayedHerzig SJ, Anderson TS, Urman RD
Risk factors for opioid-related adverse drug events among older adults after hospitalization for major orthopedic procedures.
The purpose of this retrospective cohort study was to identify risk factors for opioid-related adverse drug events (ORADEs) after hospital discharge following orthopedic procedures. The participants of this study included a national sample of Medicare beneficiaries who underwent major orthopedic surgery during hospitalization in 2016 and had an opioid prescription filled within 2 days of discharge. The study found that among 30,514 hospitalizations with a major orthopedic procedure and an opioid claim, a potential ORADE requiring hospital revisit occurred in 2.5%. After adjustment for patient characteristics, prior opioid use, co-prescribed sedating medications, and opioid prescription characteristics were not related with ORADEs. Independent risk factors did include age of 80 years or older, female sex, and clinical conditions, including heart failure, respiratory illness, kidney disease, dementia/delirium, anxiety disorder, and musculoskeletal/nervous system injuries.
AHRQ-funded; HS026215.
Citation: Herzig SJ, Anderson TS, Urman RD .
Risk factors for opioid-related adverse drug events among older adults after hospitalization for major orthopedic procedures.
J Patient Saf 2023 Oct 1; 19(6):379-85. doi: 10.1097/pts.0000000000001144..
Keywords: Elderly, Opioids, Adverse Drug Events (ADE), Adverse Events, Hospitalization, Orthopedics, Surgery, Medication, Risk, Medication: Safety, Patient Safety
Tan MS, Gomez-Lumbreras A, Villa-Zapata L
Colchicine and macrolides: a cohort study of the risk of adverse outcomes associated with concomitant exposure.
The authors conducted a cohort study using electronic health records comparing encounters with colchicine plus a macrolide and colchicine with an antibiotic non-macrolide, then assessed the relationship between the two groups. They found that heart failure was more frequent in the colchicine plus a macrolide cohort and that there was also a higher mortality rate. As there is a significant increase in the risk of hepatic failure and mortality when colchicine is concomitantly administered with a macrolide, they concluded that colchicine should not be used concomitantly with these antibiotics or should be temporarily discontinued to avoid toxic levels of colchicine.
AHRQ-funded; HS025984.
Citation: Tan MS, Gomez-Lumbreras A, Villa-Zapata L .
Colchicine and macrolides: a cohort study of the risk of adverse outcomes associated with concomitant exposure.
Rheumatol Int 2022 Dec;42(12):2253-59. doi: 10.1007/s00296-022-05201-5..
Keywords: Adverse Drug Events (ADE), Adverse Events, Medication, Risk, Antibiotics, Medication: Safety, Patient Safety
Lai LY, Oerline MK, Caram MEV
Risk of metabolic and cardiovascular adverse events with abiraterone or enzalutamide among men with advanced prostate cancer.
Investigators examined the association between the use of abiraterone or enzalutamide and the risk of metabolic or cardiovascular adverse events while on treatment for advanced prostate cancer. They found that, compared with men not receiving abiraterone, men receiving abiraterone were at increased risk of both a major composite adverse event and a minor composite adverse event. Compared with men not receiving enzalutamide, men receiving enzalutamide were at an increased risk of a major composite adverse event but not a minor composite adverse event. They recommended careful monitoring and management of men on abiraterone or enzalutamide through team-based approaches.
AHRQ-funded; HS027507.
Citation: Lai LY, Oerline MK, Caram MEV .
Risk of metabolic and cardiovascular adverse events with abiraterone or enzalutamide among men with advanced prostate cancer.
J Natl Cancer Inst 2022 Aug 8;114(8):1127-34. doi: 10.1093/jnci/djac081..
Keywords: Cardiovascular Conditions, Cancer: Prostate Cancer, Cancer, Risk, Adverse Events, Medication, Adverse Drug Events (ADE), Medication: Safety, Patient Safety
Gonzales HM, Fleming JN, Gebregziabher M
A critical analysis of the specific pharmacist interventions and risk assessments during the 12-month TRANSAFE Rx randomized controlled trial.
The objective of this study was to describe frequency and types of interventions made during a pharmacist-led, mobile health-based intervention of high-risk kidney transplant (KTX) recipients and to assess impact on patient risk levels. Primary pharmacist intervention types were medication reconciliation, patient education, and medication changes. The authors concluded that pharmacist-led mHealth may enhance opportunities for interventions and mitigate risk levels in KTX recipients.
AHRQ-funded; HS023754.
Citation: Gonzales HM, Fleming JN, Gebregziabher M .
A critical analysis of the specific pharmacist interventions and risk assessments during the 12-month TRANSAFE Rx randomized controlled trial.
Ann Pharmacother 2022 Jun; 56(6):685-90. doi: 10.1177/10600280211044792..
Keywords: Provider: Pharmacist, Medication: Safety, Medication, Risk, Transplantation, Kidney Disease and Health, Adverse Drug Events (ADE), Medical Errors, Patient Safety
Wei YJ, Chen C, Lewis MO
Trajectories of prescription opioid dose and risk of opioid-related adverse events among older Medicare beneficiaries in the United States: a nested case-control study.
This study used a sample of older patients who are Medicare beneficiaries who were newly prescribed opioids to determine rates of 4 prescription opioid dose trajectories and the risk of opioid-related adverse events (ORAEs). A 5% random sample of Medicare beneficiaries from 2011 to 2018 was used to conduct a nested case-control study of patients age 65 and older who were newly diagnosed with chronic noncancer pain (CNCP). Among the cases and controls, 2,192 (70.6%) were women and mean age was 77.1 years. Four prescribed opioid trajectories before the incident ORAE diagnosis or matched date emerged: gradual dose discontinuation (from ≤3 to 0 daily morphine milligram equivalent (MME), 1,456 [23.5%]), gradual dose increase (from 0 to >3 daily MME, 1,878 [30.3%]), consistent low dose (between 3 and 5 daily MME, 1,510 [24.3%]), and consistent moderate dose (>20 daily MME, 1,362 [22.0%]). Less than 5% were prescribed a mean daily dose of ≥90 daily MME during 6 months before diagnosis or matched date. Patients with gradual dose discontinuation versus those with a consistent low or moderate dose, and increase dose were more likely to be 65 to 74 years, Midwest US residents, and receiving no low-income subsidy. Those with gradual dose increase and consistent moderate dose had a higher risk of ORAE, after adjustment for covariates.
AHRQ-funded; HS027230.
Citation: Wei YJ, Chen C, Lewis MO .
Trajectories of prescription opioid dose and risk of opioid-related adverse events among older Medicare beneficiaries in the United States: a nested case-control study.
PLoS Med 2022 Mar;19(3):e1003947. doi: 10.1371/journal.pmed.1003947..
Keywords: Elderly, Opioids, Medication, Adverse Drug Events (ADE), Adverse Events, Risk, Chronic Conditions, Pain, Substance Abuse, Behavioral Health, Medication: Safety, Patient Safety
Herzig SJ, Anderson TS, Jung Y
Relative risks of adverse events among older adults receiving opioids versus NSAIDs after hospital discharge: a nationwide cohort study.
This retrospective cohort study’s objective was to determine the incidence and risk of post-discharge adverse events among opioid claims in the week after hospital discharge, compared to those with nonsteroidal anti-inflammatory drugs (NSAIDs) claims alone. A national sample of Medicare beneficiaries age 65 and older who were hospitalized in the United States in 2016 was used. Beneficiaries who were admitted from or discharged to a facility were excluded. The authors used 3:1 propensity matching to match beneficiaries with an opioid claim in the week after discharge (13,385) with beneficiaries with NSAID claim alone (4,677). Beneficiaries receiving opioids had a higher incidence of death, healthcare utilization, and any potential adverse effect compared to those with an NSAID claim only. Specific adverse effects included higher relative risk of fall/fracture, nausea/vomiting, and slowed colonic motility.
AHRQ-funded; HS026215.
Citation: Herzig SJ, Anderson TS, Jung Y .
Relative risks of adverse events among older adults receiving opioids versus NSAIDs after hospital discharge: a nationwide cohort study.
PLoS Med 2021 Sep 27;18(9):e1003804. doi: 10.1371/journal.pmed.1003804..
Keywords: Elderly, Opioids, Medication, Medication: Safety, Adverse Drug Events (ADE), Adverse Events, Patient Safety, Risk, Hospital Discharge
Papaleontiou M, Levine DA, Reyes-Gastelum D
Thyroid hormone therapy and incident stroke.
This study’s objective was to determine the relationship between thyroid hormone treatment intensity and incidence of atrial fibrillation (AFIB) and stroke. This retrospective cohort study used data from the Veterans Health Administration between 2004 and 2017, with a median follow-up of 59 months. Total study population was comprised of 733,208 thyroid hormone users aged ≥18 years with at least 2 thyroid stimulating hormone (TSH) measurements between thyroid hormone initiation and incident event (atrial fibrillation or stroke) or study conclusion. Overall, 71,333 (11.08%) developed incident atrial fibrillation and 41,931 (6.32%) stroke. Higher incidence of stroke was associated with low thyroid-stimulation hormone (TSH) or high free thyroxine (T4) levels compared to patients with normal TSH or T4 levels. Risk of developing AFIB and stroke was cumulative over time for patients with exogenous hyperthyroidism or hypothyroidism.
AHRQ-funded; HS024512.
Citation: Papaleontiou M, Levine DA, Reyes-Gastelum D .
Thyroid hormone therapy and incident stroke.
J Clin Endocrinol Metab 2021 Sep 27;106(10):e3890-e900. doi: 10.1210/clinem/dgab444..
Keywords: Medication, Medication: Safety, Risk, Stroke
Kandaswamy S, Pruitt Z, Kazi S
Clinician perceptions on the use of free-text communication orders.
The aim of this study was to investigate (1) why ordering clinicians use free-text orders to communicate medication information; (2) what risks physicians and nurses perceive when free-text orders are used for communicating medication information; and (3) how electronic health records (EHRs) could be improved to encourage the safe communication of medication information. The investigators concluded that clinicians' use of free-text orders as a workaround to insufficient structured order entry can create unintended patient safety risks.
AHRQ-funded; HS025136; HS024755.
Citation: Kandaswamy S, Pruitt Z, Kazi S .
Clinician perceptions on the use of free-text communication orders.
Appl Clin Inform 2021 May;12(3):484-94. doi: 10.1055/s-0041-1731002..
Keywords: Electronic Prescribing (E-Prescribing), Health Information Technology (HIT), Electronic Health Records (EHRs), Medication: Safety, Medication, Patient Safety, Communication, Provider: Clinician, Provider, Risk
Herrin J, Abraham NS, Yao X
Comparative effectiveness of machine learning approaches for predicting gastrointestinal bleeds in patients receiving antithrombotic treatment.
The purpose of this retrospective cross-sectional study was to compare the performance of 3 machine learning approaches with the commonly-used HAS-BLED (hypertension, abnormal kidney and liver function, stroke, bleeding, labile international normalized ratio, older age, and drug or alcohol use) risk score in predicting antithrombotic-related gastrointestinal bleeding (GIB). The machine-learning models were regularized Cox proportional hazards regression (RegCox), random survival forests, and extreme gradient boosting (XGBoost). Findings showed that the machine learning models revealed similar performance in identifying patients at high risk for GIB after being prescribed antithrombotic agents. Two models (RegCox and XGBoost) performed modestly better than the HAS-BLED score.
AHRQ-funded; HS025402.
Citation: Herrin J, Abraham NS, Yao X .
Comparative effectiveness of machine learning approaches for predicting gastrointestinal bleeds in patients receiving antithrombotic treatment.
JAMA Netw Open 2021 May;4(5):e2110703. doi: 10.1001/jamanetworkopen.2021.10703..
Keywords: Blood Thinners, Medication, Risk, Adverse Drug Events (ADE), Adverse Events, Medication: Safety, Patient Safety, Comparative Effectiveness
Horton DB, Xie F, Chen L
Oral glucocorticoids and incident treatment of diabetes mellitus, hypertension, and venous thromboembolism in children.
The purpose of this study was to quantify rates of incident treatment for diabetes mellitus, hypertension, and venous thromboembolism (VTE) associated with oral glucocorticoid exposure in children aged 1-18 years. Participants were identified using US Medicaid claims data and included more than 930,000 children diagnosed with autoimmune diseases or a nonimmune comparator condition. Findings showed strong dose-dependent relationships between current glucocorticoid exposure and all outcomes, suggesting strong relative risks, but low absolute risks, of newly-treated VTE, diabetes, and especially hypertension in children taking high-dose oral glucocorticoids.
AHRQ-funded; HS021110.
Citation: Horton DB, Xie F, Chen L .
Oral glucocorticoids and incident treatment of diabetes mellitus, hypertension, and venous thromboembolism in children.
Am J Epidemiol 2021 Feb 1;190(3):403-12. doi: 10.1093/aje/kwaa197..
Keywords: Children/Adolescents, Diabetes, Chronic Conditions, Blood Clots, Medication: Safety, Medication, Adverse Drug Events (ADE), Adverse Events, Risk, Patient Safety, Blood Pressure
Abraham J, Galanter WL, Touchette D
Risk factors associated with medication ordering errors.
This study’s goal was to collect data on “voided” orders in computerized order entry systems for medication to 1) identify the nature and characteristics of medication ordering errors; 2) investigate the risk factors associated with these errors and; 3) explore potential strategies to mitigate these risk factors. Data was collected using clinician interviews and surveys within 24 hours of the voided order and using chart reviews. During the 16-month study period 1074 medication orders were voided, with 842 being true medication errors. A total of 22% reached the patient, with at least a single administration, but without causing patient harm. Interviews were conducted on 355 voided orders (33%). Errors were associated with multiple factors not just a single risk factor. The causal contributors included a combination of technological-, cognitive-, environment-, social-, and organization-level factors.
AHRQ-funded; HS025443.
Citation: Abraham J, Galanter WL, Touchette D .
Risk factors associated with medication ordering errors.
J Am Med Inform Assoc 2021 Jan 15;28(1):86-94. doi: 10.1093/jamia/ocaa264..
Keywords: Medication: Safety, Electronic Prescribing (E-Prescribing), Medication: Safety, Medication, Medical Errors, Adverse Drug Events (ADE), Adverse Events, Risk, Health Information Technology (HIT), Patient Safety
Assimon MM, Wang L, Pun PH
Use of QT prolonging medications by hemodialysis patients and individuals without end-stage kidney disease.
Investigators characterized the extent and patterns of QT-interval prolonging medication use by adult hemodialysis patients and individuals without end-stage kidney disease annually from 2012 to 2016. They found that hemodialysis patients used QT prolonging medications with known torsades de pointes risk more extensively than individuals without end-stage kidney disease. They recommended future studies evaluating the cardiac safety of these drugs in the hemodialysis population.
AHRQ-funded; HS026801.
Citation: Assimon MM, Wang L, Pun PH .
Use of QT prolonging medications by hemodialysis patients and individuals without end-stage kidney disease.
J Am Heart Assoc 2020 Jul 7;9(13):e015969. doi: 10.1161/jaha.120.015969..
Keywords: Medication, Medication: Safety, Adverse Drug Events (ADE), Adverse Events, Kidney Disease and Health, Risk
Villa Zapata L, Hansten PD, Panic J
Risk of bleeding with exposure to warfarin and nonsteroidal anti-inflammatory drugs: a systematic review and meta-analysis.
Warfarin use can trigger the occurrence of bleeding independently or as a result of a drug-drug interaction when used in combination with nonsteroidal anti-inflammatory drugs (NSAIDs). This article examines the risk of bleeding in individuals exposed to concomitant warfarin and NSAID compared with those taking warfarin alone. The investigators concluded that risk of bleeding was significantly increased among persons taking warfarin and a NSAID or COX-2 inhibitor together as compared with taking warfarin alone.
AHRQ-funded; HS025984.
Citation: Villa Zapata L, Hansten PD, Panic J .
Risk of bleeding with exposure to warfarin and nonsteroidal anti-inflammatory drugs: a systematic review and meta-analysis.
Thromb Haemost 2020 Jul;120(7):1066-74. doi: 10.1055/s-0040-1710592..
Keywords: Blood Thinners, Medication, Medication: Safety, Risk, Adverse Drug Events (ADE), Adverse Events, Patient Safety, Evidence-Based Practice, Patient-Centered Outcomes Research, Outcomes
Stone CA, Stollings JL, Lindsell CJ
Risk-stratified management to remove low-risk penicillin allergy labels in the ICU.
Patients admitted to a medical ICU (MICU) often have chronic illnesses or altered immunity, increasing their need for immediate antibiotic use. In this study, the investigators sought to determine whether MICU patients with low-risk penicillin allergy history could be challenged directly with amoxicillin to have their allergy label safely removed during an acute inpatient stay.
Citation: Stone CA, Stollings JL, Lindsell CJ .
Risk-stratified management to remove low-risk penicillin allergy labels in the ICU.
Am J Respir Crit Care Med 2020 Jun 15;201(12):1572-75. doi: 10.1164/rccm.202001-0089LE..
Keywords: Intensive Care Unit (ICU), Antibiotics, Medication, Medication: Safety, Adverse Drug Events (ADE), Adverse Events, Risk, Diagnostic Safety and Quality
Probst MA, Gupta M, Hendey GW
Prevalence of intracranial injury in adult patients with blunt head trauma with and without anticoagulant or antiplatelet use.
In this study, the investigators determined the prevalence of significant intracranial injury among adults with blunt head trauma who are receiving preinjury anticoagulant or antiplatelet medications. The investigators concluded that patients receiving preinjury warfarin or a combination of aspirin and clopidogrel were at increased risk for significant intracranial injury, but not those receiving aspirin alone. They suggested that clinicians should have a low threshold for neuroimaging when evaluating patients receiving warfarin or a combination of aspirin and clopidogrel.
AHRQ-funded; HS009699.
Citation: Probst MA, Gupta M, Hendey GW .
Prevalence of intracranial injury in adult patients with blunt head trauma with and without anticoagulant or antiplatelet use.
Ann Emerg Med 2020 Mar;75(3):354-64. doi: 10.1016/j.annemergmed.2019.10.004..
Keywords: Brain Injury, Injuries and Wounds, Blood Thinners, Medication, Medication: Safety, Adverse Drug Events (ADE), Adverse Events, Risk
Goswami E, Ogden RK, Bennett WE
Evidence-based development of a nephrotoxic medication list to screen for acute kidney injury risk in hospitalized children.
This paper describes an initiative to develop an evidence-based list of nephrotoxic medications to screen for acute kidney injury (AKI) risk in hospitalized children. This initiative, called the Nephrotoxic Injury Negated by Just-in-time Action quality improvement collaborative, convened a Nephrotoxic Medication (NTMx) Subcommittee composed of pediatric nephrologists, a pharmacist, and a pediatric intensivist. The committee reviewed NTMx lists, conducted a literature review of the disputed medications, and assigned an evidence grade based on the association between nephrotoxicity and the quality of the data. The subcommittee then came to a majority consensus to which medications should be included on the list. The list was presented to the larger collaborative and voted on. This list will be continually updated and voted on annually.
AHRQ-funded; HS023763.
Citation: Goswami E, Ogden RK, Bennett WE .
Evidence-based development of a nephrotoxic medication list to screen for acute kidney injury risk in hospitalized children.
Am J Health Syst Pharm 2019 Oct 30;76(22):1869-74. doi: 10.1093/ajhp/zxz203..
Keywords: Children/Adolescents, Medication: Safety, Medication, Patient Safety, Risk, Evidence-Based Practice, Adverse Drug Events (ADE), Adverse Events
Trivedi LU, Alvarez CA, Mansi IA
Association of statin therapy with risk of epilepsy in 2 propensity score-matched cohorts.
The objective of this study was to examine the association between statin use and epilepsy risk in a general population and in a healthy population (individuals with no severe comorbidities). The study did not demonstrate a significant beneficial or deleterious effect of statin use on risk of being diagnosed with epilepsy. The authors assert that clinicians should not withhold statins, whenever indicated, in patients with epilepsy.
AHRQ-funded; HS022418.
Citation: Trivedi LU, Alvarez CA, Mansi IA .
Association of statin therapy with risk of epilepsy in 2 propensity score-matched cohorts.
Ann Pharmacother 2018 Jun;52(6):546-53. doi: 10.1177/1060028018756650..
Keywords: Medication, Medication: Safety, Adverse Drug Events (ADE), Adverse Events, Cardiovascular Conditions, Neurological Disorders, Risk
Kesselheim AS, Bykov K, Gagne JJ
Switching generic antiepileptic drug manufacturer not linked to seizures: a case-crossover study.
The researchers estimated the risk of seizure-related events associated with refilling antiepileptic drugs (AED) with generic AEDs and the effect of switching between different manufacturers of the same generic drug. They found that among patients on a generic AED, refilling the same AED was associated with an elevated risk of seizure-related event; however, there was no additional risk from switching during that refill to a different manufacturer.
AHRQ-funded; HS022193.
Citation: Kesselheim AS, Bykov K, Gagne JJ .
Switching generic antiepileptic drug manufacturer not linked to seizures: a case-crossover study.
Neurology 2016 Oct 25;87(17):1796-801. doi: 10.1212/wnl.0000000000003259.
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Keywords: Adverse Drug Events (ADE), Adverse Events, Medication, Medication: Safety, Neurological Disorders, Patient Safety, Risk
Petrov ME, Howard VJ, Kleindorfer D
Over-the-counter and prescription sleep medication and incident stroke: the REasons for Geographic and Racial Differences in Stroke study.
The authors investigated the relation between sleep medication use and incident stroke. At the sleep assessment, 9.6% of the participants used prescription sleep medication and 11.1% used over-the-counter sleep aids. Over an average follow-up of 3.3 ± 1.0 years, 297 stroke events occurred. The authors found that over-the-counter sleep medication use was associated with increased risk of incident stroke; however, there was no significant association with prescription sleep medications. They concluded that over-the-counter sleep medication use may independently increase the risk of stroke beyond other risk factors in middle-aged to older individuals with no history of stroke.
AHRQ-funded; HS013852.
Citation: Petrov ME, Howard VJ, Kleindorfer D .
Over-the-counter and prescription sleep medication and incident stroke: the REasons for Geographic and Racial Differences in Stroke study.
J Stroke Cerebrovasc Dis 2014 Sep;23(8):2110-6. doi: 10.1016/j.jstrokecerebrovasdis.2014.03.025.
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Keywords: Medication: Safety, Medication, Risk, Sleep Problems, Stroke, Cardiovascular Conditions, Racial and Ethnic Minorities
Katz DF, Sun J, Khatri V
QTc interval screening in an opioid treatment program.
This pilot study supports the feasibility of implementing a population-based electrocardiographic monitoring program in order to decrease the QTc interval in high-risk patients undergoing methadone maintenance in an opioid treatment program. Clinical characteristics alone were inadequate to identify patients in need of electrocardiographic screening.
AHRQ-funded; HS021138
Citation: Katz DF, Sun J, Khatri V .
QTc interval screening in an opioid treatment program.
Am J Cardiol. 2013 Oct 1;112(7):1013-8. doi: 10.1016/j.amjcard.2013.05.037..
Keywords: Opioids, Medication, Substance Abuse, Screening, Adverse Drug Events (ADE), Adverse Events, Medication: Safety, Risk, Implementation