Opioid-Related Disorders Clinical Trial
Official title:
Study to Validate Coded Medical Terminologies Used to Identify Opioid-Related Overdose in the Postmarketing Databases Employed in PMR Study 1B
The purpose of this study is to determine reliability of codes and data from electronic medical records to predict and measure overdose and death in patients prescribed opioid analgesics. The study will compare this electronic data to data manually obtained from medical charts.
As part of a series of post-marketing requirement (PMR) studies for extended-release (ER) and
long-acting (LA) opioid analgesics, the Food and Drug Administration (FDA) is requiring New
Drug Application (NDA) holders of ER/LA opioids to conduct studies to estimate the incidence
of misuse, abuse, addiction, overdose, and death among patients with chronic pain using
long-term opioid therapy, and to validate the measures used to estimate the incidence of
these adverse events.
The purpose of this study is to validate the measurement of opioid overdose events using
diagnostic codes and data extracted from notes written in the electronic medical record
(EMR), accompanied by diagnostic algorithms, to be used in a study of the incidence and
predictors of opioid overdose and death (PMR Study 1B) among patients prescribed opioid
analgesics. Diagnostic codes, accompanied by diagnostic algorithms, will be compared against
manually abstracted medical chart reviews.
Code-based algorithms will be useful for identifying opioid overdoses in claims-based systems
that include only coded data and will also find applicability in systems with EMRs.
Code-based algorithms will be improved with text search of EMR clinical notations using
Natural Language Processing (NLP) to identify overdose events not identified by diagnostic
codes and to differentiate between intentional and unintentional overdoses. Yield from the
resulting EMR-based algorithm will again be compared against manually abstracted medical
chart reviews.
This EMR-based algorithm will be useful for identifying opioid overdoses in systems with
EMRs, and for further differentiating between the causes of different types of overdoses. For
example, overdose events can be due to misuse (e.g., therapeutic use not as indicated by a
clinician), medication errors by patients, medical errors made by prescribers, abuse by
patients, abuse by non-patients feigning to be patients in order to receive medications; and
suicides. Overdose events therefore differ in intentionality, that is whether the person was
attempting suicide or not. Unintentional overdoses can occur as a result of various causes,
including misuse (therapeutic use but not consistent with clinician orders), abuse, adverse
reactions to medications, anesthesia, and medication errors—both patient and provider-based.
In addition, the distinction between unintentional and intentional overdoses can sometimes be
unclear. This validation study will attempt to differentiate overdose by intentionality using
both code-based algorithms and NLP-enhanced algorithms.
Currently, administrative databases use ICD-9 codes for nonfatal diagnoses and ICD-10 codes
for fatal events. In October of 2015, ICD-10 codes are scheduled to replace ICD-9 codes for
nonfatal diagnoses in administrative databases. This study will validate existing ICD-9 codes
so that the study can meet the FDA-required timeline for a final report by November 2015.
This study will not evaluate misuse since this will be captured by instruments in a
prospective study of patients with chronic pain (PMR Study 1A) using a combination of adapted
validated instruments, and new instruments that will be evaluated in PMR Study 2. This study
will not include a formal validation for opioid-related deaths, since processes for coding
deaths vary from state to state, but will include some verification of opioid-related deaths
relative to medical records for events with available state and national death data (there is
a 12-month to 2-year lag in state death records).
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