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Resources for Researchers

Deprescribing research requires many types of methods, ranging from selecting valid and meaningful outcome measures to identifying optimal intervention strategies to supporting effective recruitment and retention of older adults for clinical trials of deprescribing. Below is an annotated list of resources that may be useful to investigators seeking ideas, best practices, and inspiration for their own research. The field of deprescribing is sufficiently broad that it is impossible to generate a truly comprehensive list, and in many cases, there is not well-established best practice guidance for a specific methodologic topic. Thus, this list of resources is best viewed as a sample of manuscripts and other materials that can help inspire ideas and provide guidance about useful avenues to explore. Investigators should supplement this list by seeking out additional materials and guidance about methodologies and topics of special interest to them.

In addition to this page, we strongly encourage people to review research resources available on other parts of the USDeN website and elsewhere, including:

  • Selection of Outcome Measures
  • Measurement of Deprescribing, Medication Use, and Treatment Intensity Using Electronic Health Records and Claims Data
  • Measuring Adverse Drug Events and Adverse Drug Withdrawal Events in Deprescribing Studies
  • Measures of Patient/, Caregiver, and Clinician Attitudes and Decision-Making Toward Deprescribing
  • General Resources for Studies of Deprescribing Interventions
  • Conceptual Frameworks of Deprescribing
  • Behavior Change and Implementation Science Concepts and Strategies for Deprescribing Studies
  • N-of-1 Deprescribing Trials
  • Recruitment and Retention for Deprescribing Studies
  • General Resources for Observational Studies of Deprescribing
  • Perspectives on the Field
  • Defining Deprescribing
  • Reporting Results of Deprescribing Trials
  • Deprescribing Involving Historicallly Marginalized Communitites
  • Intersection of Aging, End-of-Life Care, and Deprescribing
  • Ethics of Deprescribing
  • Value Assessment in Deprescribing

Measurement

SELECTION OF OUTCOME MEASURES

A variety of outcome measures may be used for studies of deprescribing. These resources summarize measures that investigators have used and provide best-practice guidance for measure selection.

Bayliss EA, et al. Recommendations for outcome measurement for deprescribing intervention studies. J Am Geriatr Soc. 2022

  • USDeN-sponsored consensus project offering best practice recommendations for selecting outcome measures for deprescribing studies.

Aubert CE, et al. Outcome Measures for Interventions to Reduce Inappropriate Chronic Drugs: A Narrative Review. J Am Geriatr Soc. 2020

  • Review of measures used in deprescribing studies.

MEASUREMENT OF DEPRESCRIBING, MEDICATION USE, AND TREATMENT INTENSITY USING ELECTRONIC HEALTH RECORDS AND CLAIMS DATA

Measuring deprescribing using electronic health record and health care claims data is challenging. These resources describe methods and learnings about these measurement issues and related constructs. 

Measuring Key Deprescribing Variables from Electronic Health Records: Challenges and Recommendations

  • USDeN-sponsored project developing methods and best practices for measuring deprescribing of benzodiazepines using electronic health record and claims data. The above link is a presentation on this topic from the USDeN 2023 annual meeting; a paper describing these findings is forthcoming.

Niznik JD, et al. Patterns of oral bisphosphonate deprescribing in older nursing home residents with dementia. Osteoporos Int. 2022

  • Study of bisphosphonate deprescribing in nursing homes that includes a useful exploration of the test characteristics of different methods for measuring deprescribing using Medicare Part D data.

Meaidi M, et al. Pharmacoepidemiological methods for computing the duration of pharmacological prescriptions using secondary data sources. Eur J Clin Pharmacol. 2021

  • Review of methods defining duration of medication prescriptions using secondary data sources.

Deardorff WJ, et al. Medication misuse and overuse in community-dwelling persons with dementia [published online ahead of print, 2023

  • Study on medication use in dementia which offers a method for defining period-prevalent medication use based on Medicare Part D claims.

Anderson TS, et al. Comparison of Pharmacy Database Methods for Determining Prevalent Chronic Medication Use. Med Care. 2019

  • Methodologic study evaluating and validating different methods for determining prevalent medication use using pharmacy dispensing data.

Anderson TS, et al. A systematic review of methods for determining cross-sectional active medications using pharmacy databases. Pharmacoepidemiol Drug Saf. 2019

  • Systematic review of methods for determining cross-sectional active medications using pharmacy databases.

Walsh KE, et al. Accuracy of the medication list in the electronic health record-implications for care, research, and improvement. J Am Med Inform Assoc. 2018

  • Small study evaluating accuracy of the medication list in EHR data across several sites.

Aspinall SL, et al. Deprescribing in Older Nursing Home Patients: Focus on Innovative Composite Measures for Dosage Deintensification. Innov Aging. 2017

  • Expert review and critique of composite dosage intensity measures for CNS and antihypertensive medications.

HEDIS measure: Deprescribing of Benzodiazepines in Older Adults

MEASURING ADVERSE DRUG EVENTS AND ADVERSE DRUG WITHDRAWAL EVENTS IN DEPRESCRIBING STUDIES

Measurement of adverse drug events (ADEs) and adverse drug withdrawal events (ADWEs) is often important for outcome assessment in trials of deprescribing interventions. While there is an extensive literature on measuring ADEs, relatively little work has been done on measuring ADWEs. There is ongoing research on this topic through the GEODES study (https://reporter.nih.gov/search/wq5DGDOTCkWWqVgSE361DA/project-details/10096865) and other efforts.


Ross MSc, et al. Adverse Drug Events in Older Adults: Review of Adjudication Methods in Deprescribing Studies. J Am Geriatr Soc. 2020

  • Review of adjudication methods for assessing ADWEs in studies of deprescribing.

Hanlon JT, et al. Deprescribing trials: A focus on adverse drug withdrawal events. J Am Geriatr Soc. 2022

  • Thematic review of ADWEs in deprescribing trials

Hanlon JT, et al. Avoiding Adverse Drug Withdrawal Events When Stopping Unnecessary Medications According to the STOPPFrail Criteria. Sr Care Pharm. 2021

  • Summary of clinical considerations for minimizing risk of ADWEs for commonly-deprescribed medications.

Niznik JD, et al. Effect of Deintensifying Diabetes Medications on Negative Events in Older Veteran Nursing Home Residents. Diabetes Care. 2022

  • Exemplar study of using claims data to evaluate high-level ADWEs associated with deintensification of diabetes medications in nursing home residents.

Marcum ZA, et al. Prevalence of potentially preventable unplanned hospitalizations caused by therapeutic failures and adverse drug withdrawal events among older veterans. J Gerontol A Biol Sci Med Sci. 2012

  • Exemplar study using chart review methods to identify ADWEs and therapeutic failures using the Naranjo ADWE algorithm and Therapeutic Failure Questionnaire.

Gerety MB, et al. Adverse events related to drugs and drug withdrawal in nursing home residents. J Am Geriatr Soc. 1993

  • Development and initial testing of the chart review-based Naranjo ADWE algorithm in a nursing home population.

Graves T, et al. Adverse events after discontinuing medications in elderly outpatients. Arch Intern Med. 1997

  • Study of ADWEs in older outpatients using the Naranjo-based Drug Probability Withdrawal Scale.

MEASURES OF PATIENT, /CAREGIVER, AND CLINICIAN ATTITUDES AND DECISION-MAKING TOWARD DEPRESCRIBING

Several measures have been developed to measure attitudes and decision-making around deprescribing among patients, caregivers, and clinicians. This section lists several measurement tools and related work on this topic.

Reeve E, et al. Development and Validation of the Revised Patients’ Attitudes Towards Deprescribing (rPATD) Questionnaire: Versions for Older Adults and Caregivers. Drugs Aging. 2016

  • Development and validation of the Revised Patient Attitudes toward Deprescribing (rPATD) measure, the most commonly-used measure of patient and caregiver attitudes toward deprescribing. Variants are available for people with dementia and in several languages.

Reeve E, et al. Development and pilot testing of the revised Patients’ Attitudes Towards Deprescribing questionnaire for people with cognitive impairment. Australas J Ageing. 2018

  • Development and pilot testing of the Revised Patient Attitudes toward Deprescribing measure for people with cognitive impairment (rPATDcog).

Weir KR, et al. The Patient Typology about deprescribing and medication-related decisions: A quantitative exploration. Basic Clin Pharmacol Toxicol. 2023

  • Novel typology of patient attitudes toward and decision-making processes around deprescribing.

Bužančić I, et al. Development and Validation of Comprehensive Healthcare Providers’ Opinions, Preferences, and Attitudes towards Deprescribing (CHOPPED Questionnaire). Pharmacy (Basel). 2022

  • Development and validation of a measure of clinician opinions, preferences, and attitudes toward deprescribing (CHOPPED tool).

Linsky AM, et al. The Patient Perceptions of Deprescribing (PPoD) Survey: Short-Form Development. Drugs Aging. 2020

  • Development of a short-form version of the Patient Perceptions of Deprescribing (PPoD) survey.

Intervention Studies

GENERAL RESOURCES FOR STUDIES OF DEPRESCRIBING INTERVENTIONS

These varied resources may be useful for investigators planning studies of deprescribing interventions.

Sheehan OC, et al. Intervention design in cognitively impaired populations-Lessons learned from the OPTIMIZE deprescribing pragmatic trial. J Am Geriatr Soc. 2023

  • Lessons learned from the OPTIMIZE pragmatic trial on deprescribing intervention design in cognitively impaired populations.

Wang J, et al. Implementation considerations of deprescribing interventions: A scoping review [published online ahead of print, 2022 Dec 16]. J Intern Med. 2022

  • Review of implementation considerations for deprescribing interventions.

Phillips KK,, et al. A virtual breakthrough series collaborative to support deprescribing interventions across Veterans Affairs healthcare settings [published online ahead of print, 2023 Jun 19]. J Am Geriatr Soc. 2023

  • Description of a breakthrough series collaborative to support deprescribing interventions across VA healthcare settings.

PSCI change resources packet

  • Deprescribing change resources from the VA Center for Medication Safety in Aging (supplement to paper above).

Sanders KA, et al. An EHR-based method to structure, standardize, and automate clinical documentation tasks for pharmacists to generate extractable outcomes. JAMIA Open. 2023

  • Case study and learnings of how documentation data tools in an electronic health record were used to track pharmacist interventions for a deprescribing clinical trial.

Clough AJ, et al. Health professionals’ and researchers’ opinions on conducting clinical deprescribing trials. Pharmacol Res Perspect. 2019

  • Survey study evaluating the attitudes of clinicians and investigators toward the conduct of deprescribing clinical trials.

CONCEPTUAL FRAMEWORKS OF DEPRESCRIBING

Several conceptual frameworks for deprescribing have been developed. These are useful both for clinical practice and for providing guidance on the development and implementation of deprescribing interventions. Several of the more-commonly cited frameworks are listed below, but this is not a comprehensive list.


Linsky A, et al. Advancing the Science of Deprescribing: A Novel Comprehensive Conceptual Framework. J AM Geriatr Soc. 2019

  • Comprehensive conceptual framework for advancing deprescribing science.

Scott IA, et al. Reducing inappropriate polypharmacy: the process of deprescribing. JAMA Intern Med. 2015

  • Widely-cited conceptual framework for deprescribing.

Todd A, et al. The deprescribing rainbow: a conceptual framework highlighting the importance of patient context when stopping medication in older people. BMC Geriatr. 2018

  • Conceptual framework for deprescribing that emphasizes the importance of patient context.

BEHAVIOR CHANGE AND IMPLEMENTATION SCIENCE CONCEPTS AND STRATEGIES FOR DEPRESCRIBING STUDIES

Behavior change and implementation science concepts and strategies are often essential components of deprescribing interventions. These resources (not a comprehensive list) describe how investigators have approached these issues in the context of deprescribing.


Ronquillo C, et al. An Implementation Science Perspective on Deprescribing. Oxford Academic. 2018

  • Perspective on applying implementation science concepts to deprescribing.

Steinman MA, et al. Deprescribing and deimplementation: Time for transformative change. J Am Geriatr Soc. 2021

  • Commentary and literature synthesis on applying principles of behavior change to deprescribing interventions.

Norton WE, et al. Unpacking the complexities of de-implementing inappropriate health interventions. Implement Sci. 2020

  • Commentary on considerations for de-implementing inappropriate health interventions.

Isenor JE, et al. Deprescribing interventions in primary health care mapped to the Behaviour Change Wheel: A scoping review. Res Social Adm Pharm. 2021

  • Review of how deprescribing interventions map to components of the Behavior Change Wheel (an important implementation science framework).

Green AR, et al. Designing a Primary Care-Based Deprescribing Intervention for Patients with Dementia and Multiple Chronic Conditions: a Qualitative Study. J Gen Intern Med. 2020

  • Qualitative study that explored how stakeholder voices could be used to design a deprescribing intervention.

N-OF-1 DEPRESCRIBING TRIALS

Several investigator groups have explored how N-of-1 methods can be applied to deprescribing.

 
Goyal P, et al. N-of-1 trials to facilitate evidence-based deprescribing: Rationale and case study. Br J Clin Pharmacol. 2022

Rationale and case study for using N-of-1 methods for deprescribing.

RECRUITMENT AND RETENTION FOR DEPRESCRIBING STUDIES

Recruitment and retention of older adults for deprescribing studies is often challenging. This paper provides insights on the topic and points toward strategies for maximizing successful participant recruitment and retention.

 
Strayer TE, et al. Why do older adults decline participation in research? Results from two deprescribing clinical trials. Trials. 2023

  • Exploration of why older adults declined participation in clinical trials of deprescribing interventions.

Observational Studies

GENERAL RESOURCES FOR OBSERVATIONAL STUDIES OF DEPRESCRIBING

These varied resources may be useful for investigators planning studies of deprescribing interventions.

Moriarty F, et al. Methods for evaluating the benefit and harms of deprescribing in observational research using routinely collected data. Res Social Adm Pharm. 2022

  • Review of methodologies for evaluating the impact of deprescribing on clinical outcomes in observational studies.

Other Topics

PERSPECTIVES ON THE FIELD

These papers provide various perspectives on the past and future of deprescribing research.

Reeve E, et al. The state of deprescribing research: how did we get here? Basic Clin Pharmacol Toxicol. 2023

  • Commentary on the history of deprescribing research and what it means for the field, developed from a talk at the First International Conference on Deprescribing (2022).

Steinman MA. The future of deprescribing research: Seizing opportunities and learning from the past. Basic Clin Pharmacol Toxicol. 2023

  • Commentary suggesting strategies and directions for future deprescribing research, developed from a talk at the First International Conference on Deprescribing (2022).

Thompson W, et al. Deprescribing: Future directions for research. Res Social Adm Pharm. 2019

  • Consensus commentary on considerations for future deprescribing research, from a World Café workshop at the 2018 Bruyère Evidence-Based Deprescribing Guidelines Symposium.

Tan ECK, et al. Research Priorities for Optimizing Geriatric Pharmacotherapy: An International Consensus. J Am Med Dir Assoc. 2018

  • Consensus priorities for research on optimizing geriatric pharmacotherapy.

Spinewine A, et al. Revisiting systematic reviews on deprescribing trials to better inform future practice and research. Br J Clin Pharmacol. 2023

  • Development and exploration of a taxonomy of deprescribing trials and implications for future research.

Thompson W, et al. Ten deprescribing articles you should know about: A guide for newcomers to the field. Basic Clin Pharmacol Toxicol. 2023

  • Consensus list of 10 “must-read” deprescribing papers.

Moriarty F, et al. Deprescribing and medicines optimisation, two sides of the same coin? Considerations for design of interventional studies. Basic Clin Pharmacol Toxicol. 2023

  • Commentary on how interventions focused on deprescribing should be coupled vs. decoupled from other efforts to improve pharmacotherapy for older adults.

DEFINING DEPRESCRIBING

The word “deprescribing” can mean different things to different people. While different definitions have been offered, the following paper takes a thoughtful approach to the topic.

Reeve E, et al. A systematic review of the emerging definition of ‘deprescribing’ with network analysis: implications for future research and clinical practice. Br J Clin Pharmacol. 2015

  • Exploration of the definition and operationalization of the term “deprescribing.”

REPORTING RESULTS OF DEPRESCRIBING TRIALS

Standards for reporting results from a variety of study types have been developed. Why not for deprescribing too?


Blom JW, et al. Describing deprescribing trials better: an elaboration of the CONSORT statement. J Clin Epidemiol. 2020

  • Delphi panel recommendations for standardized reporting of results from deprescribing trials.

DEPRESCRIBING INVOLVING HISTORICALLLY MARGINALIZED COMMUNITITES

The vast majority of studies of deprescribing have been conducted among predominantly non-minoritized populations. Different methods and sensibilities may be required to support effective deprescribing among diverse populations, include those who have been historically marginalized by the health care system.

Green AR, et al. Designing a Primary Care-Based Deprescribing Intervention for Patients with Dementia and Multiple Chronic Conditions: a Qualitative Study. J gen Intern Med. 2020

  • Qualitative study that explored attitudes and approaches toward deprescribing with an emphasis on African-American and Hispanic/Latino communities.

Sloan CE, et al. Considering pharmacoequity when deprescribing potentially inappropriate medications. J Am geriatr Soc. 2023

  • Commentary on application of the principles of pharmacoequity to deprescribing.

INTERSECTION OF AGING, END-OF-LIFE CARE, AND DEPRESCRIBING

Special considerations can affect deprescribing decisions, conversations, and interventions among older adults and among people nearing the end of life.  These papers explore some of these issues.

Wang J, et al. How “age-friendly” are deprescribing interventions? A scoping review of deprescribing trials. Health Serv Res. 2023

  • Review of the “age-friendliness” of deprescribing interventions.

Tjia J, et al. Methodological Challenges for Epidemiologic Studies of Deprescribing at the End of Life. Curr Epidemiol Rep. 2021

  • Review and commentary on special opportunities and challenges for studies of deprescribing at the end of life.

ETHICS OF DEPRESCRIBING

Deprescribing involves taking something away, which raises special ethical principles in addition to ethical issues that arise more generally in prescribing and pharmacotherapy. These papers explore different aspects of this topic.

Gurwitz JH, et al. Polypharmacy, the Good Prescribing Continuum, and the Ethics of Deprescribing. Oxford Academic. 2018

  • Exploration of ethical issues in deprescribing.

Reeve E, et al. The Ethics of Deprescribing in Older Adults. J Bioeth Inq. 2016

  • Another exploration of ethical issues in deprescribing.

Norton J, et al. Ethical Aspects of Physician Decision-Making for Deprescribing Among Older Adults with Dementia. JAMA Network Open. 2023

VALUE ASSESSMENT IN DEPRESCRIBING

The cost-effectiveness of deprescribing interventions is a key consideration for health system leaders and policy makers.

Hung A, et al. Value assessment of deprescribing interventions: Suggestions for improvement. J Am Geriatr Soc. 2023

  • Commentary led by USDeN Junior Investigator Intensive scholars on value assessment in deprescribing.
  • Selection of Outcome Measures
  • Measurement of Deprescribing, Medication Use, and Treatment Intensity Using Electronic Health Records and Claims Data
  • Measuring Adverse Drug Events and Adverse Drug Withdrawal Events in Deprescribing Studies
  • Measures of Patient, Caregiver, and Clinician Attitudes and Decision-Making Toward Deprescribing
  • General Resources for Studies of Deprescribing Interventions
  • Conceptual Frameworks of Deprescribing
  • Behavior Change and Implementation Science Concepts and Strategies for Deprescribing Studies
  • N-of-1 Deprescribing Trials
  • Recruitment and Retention for Deprescribing Studies
  • General Resources for Observational Studies of Deprescribing
  • Perspectives on the Field
  • Defining Deprescribing
  • Reporting Results of Deprescribing Trials
  • Deprescribing Involving Historicallly Marginalized Communitites
  • Intersection of Aging, End-of-Life Care, and Deprescribing
  • Ethics of Deprescribing
  • Value Assessment in Deprescribing

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