Validation of Predictors of OAC Initiation Using EMR Data

December 14, 2018 updated by: Boehringer Ingelheim

Validation of Predictors for Oral Anticoagulant Medication Choice Using EMR Data

The objectives of this study are, first, to identify select clinical covariates from electronic medical records (EMR) that might be associated with initiation of oral anticoagulant medications (dabigatran or warfarin) in patients with non-valvular atrial fibrillation (NVAF) at risk for stroke; second, to quantify the association between EMR-based clinical characteristics and patterns of insurance claims; third, to assess the potential for unmeasured confounding in dabigatran vs warfarin comparative effectiveness and safety studies based on administrative claims databases.

Study Overview

Status

Status

Indicates the current recruitment status or the expanded access status.
Completed

Conditions

Conditions

The disease, disorder, syndrome, illness, or injury that is being studied. On ClinicalTrials.gov, conditions may also include other health-related issues, such as lifespan, quality of life, and health risks.

Intervention / Treatment

Intervention / Treatment

A process or action that is the focus of a clinical study. Interventions include drugs, medical devices, procedures, vaccines, and other products that are either investigational or already available. Interventions can also include noninvasive approaches, such as education or modifying diet and exercise.

Study Type

Study Type

Describes the nature of a clinical study. Study types include interventional studies (also called clinical trials), observational studies (including patient registries), and expanded access.
Observational

Enrollment (Actual)

Enrollment

The number of participants in a clinical study. The "anticipated" enrollment is the target number of participants that the researchers need for the study.
140187

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

  • United States
    • Massachusetts
      • Boston, Massachusetts, United States, 02120
        • Brigham & Women's Hospital

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Eligibility Criteria

The key requirements that people who want to participate in a clinical study must meet or the characteristics they must have. Eligibility criteria consist of both inclusion criteria (which are required for a person to participate in the study) and exclusion criteria (which prevent a person from participating). Types of eligibility criteria include whether a study accepts healthy volunteers, has age or age group requirements, or is limited by sex.

Ages Eligible for Study

18 years and older (Adult, Older Adult)

Accepts Healthy Volunteers

No

Genders Eligible for Study

All

Sampling Method

Non-Probability Sample

Study Population

Patients with a recorded diagnosis of atrial fibrillation without evidence of valvular etiology and at risk for stroke

Description

Inclusion Criteria:

  • First dispensing of warfarin or dabigatran between October 2010 and December 2014
  • Diagnosis of atrial fibrillation
  • ≥ 12 months enrolment in the database preceding the date of the first dispensing
  • Age ≥ 18
  • Congestive Heart Failure, Hypertension, Age > 75, Diabetes Mellitus, Prior Stroke or Transient Ischemic Attack, Vascular Disease (CHA2DS2-VASc) score ≥ 1

Exclusion Criteria:

  • Prior use of oral anticoagulation
  • Evidence of valvular atrial fibrillation
  • Missing or ambiguous age or sex information
  • Patients with a nursing home stay during baseline

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

Cohorts and Interventions

Group / Cohort

Group / Cohort

A group or subgroup of participants in an observational study that is assessed for biomedical or health outcomes.
Intervention / Treatment

Intervention / Treatment

A process or action that is the focus of a clinical study. Interventions include drugs, medical devices, procedures, vaccines, and other products that are either investigational or already available. Interventions can also include noninvasive approaches, such as education or modifying diet and exercise.
Dabigatran etexilate
NVAF patients initiating dabigatran etexilate
Drug: Dabigatran etexilate
observed upto 12 months
Other Names:
  • MICARDIS, PRITOR, TELMISARTAN
Warfarin
NVAF patients initiating warfarin
Drug: Warfarin
Observed upto 12 months

What is the study measuring?

Primary Outcome Measures

Primary Outcome Measures

In a clinical study's protocol, the planned outcome measure that is the most important for evaluating the effect of an intervention/treatment. Most clinical studies have one primary outcome measure, but some have more than one.
Outcome Measure
Measure Description
Time Frame
Percentage of Patients With Obesity
Time Frame: Up to 12 months
Percentage of patients with obesity; where obesity is defined as "obese, not-obese based on note of obesity or recorded body mass index (BMI) > 30 in the electronic medical records (EMR)". The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients Smoking
Time Frame: Up to 12 months
Percentage of patients with current/past smoking in the electronic medical records (EMR) are presented. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Alcohol Consumption
Time Frame: Up to 12 months
Percentage of patients with alcohol consumption in the electronic medical records (EMR) are presented. The patients with light to moderate, heavy and unknown quantity of alcohol consumption are considered. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Abnormal Renal Function
Time Frame: Up to 12 months
Percentage of patients with abnormal renal function; defined as "Any note of: Dialysis, renal transplant Serum Creatinine >1.3 Milligrams per Deciliter (mg/dL) in the electronic medical records (EMR)". Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Bleeding History or Predisposition
Time Frame: Up to 12 months
Percentage of patients with bleeding history or predisposition is presented, defined as any note of major bleeding requiring hospitalization or blood transfusion or causing a decrease in hemoglobin level of > 2 gram per liter (g/L) in the electronic medical records (EMR). Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
EMR Characteristic: Renal Function - Glomerular Filtration Rate (GFR)
Time Frame: Up to 12 months
EMR characteristic: Renal function - Glomerular Filtration Rate (GFR). Estimated GFR closest to index dispensing. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
EMR Characteristic: Serum Creatinine
Time Frame: Up to 12 months
EMR characteristic: Serum Creatinine closest to index dispensing. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Abnormal Liver Function
Time Frame: Up to 12 months
Percentage of patients with abnormal liver function; defined as "Any note of: Liver disease, cirrhosis, Active hepatitis C, Active hepatitis B, Active hepatitis A, aspartate transaminase/alanine transaminase (AST/ALT) >3 times upper limit of normal in the electronic medical records (EMR). Absence of any note would be considered as absence of the disease". Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months

Secondary Outcome Measures

Secondary Outcome Measures

In a clinical study's protocol, a planned outcome measure that is not as important as the primary outcome measure for evaluating the effect of an intervention but is still of interest. Most clinical studies have more than one secondary outcome measure.
Outcome Measure
Measure Description
Time Frame
EMR Characteristic: Duration of Atrial Fibrillation
Time Frame: Up to 12 months
EMR characteristic: Duration of atrial fibrillation (Years / months prior to initiation of Dabigatran / Warfarin). Duration is defined as number of months prior to index date for the earliest note. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
EMR Characteristic: History of Adherence: Non-adherent/Adherent
Time Frame: Up to 12 months
EMR characteristic: History of adherence: non-adherent/adherent.
Up to 12 months
EMR Characteristic: History/Duration of Hypertension
Time Frame: Up to 12 months
EMR characteristic: History/duration of hypertension. Any note of: Hypertension systolic blood pressure (SBP) >120 millimeters of mercury (mmHg) Hypertension drugs. Duration is defined as number of months prior to index date for the earliest note. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Uncontrolled Hypertension
Time Frame: Up to 12 months
Percentage of patients with uncontrolled hypertension; defined as "SBP >160 mmHg using the most recent information prior to index date in the electronic medical records (EMR)". The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
EMR Characteristic: History/Duration of Congestive Heart Failure (CHF)
Time Frame: Up to 12 months
EMR characteristic: History/duration of Congestive Heart Failure (CHF). Duration is defined as number of months prior to index date for the earliest note. Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Prior Transient Ischemic Attack
Time Frame: Up to 12 months
Percentage of patients with any note of prior transient ischemic attack in the electronic medical records (EMR). Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Diabetes
Time Frame: Up to 12 months
Percentage of patients with any note of diabetes type I or II in the electronic medical records (EMR) is presented. Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Hyperlipidemia
Time Frame: Up to 12 months
Percentage of patients with hyperlipidemia is presented, defined as any note of hyperlipidemia, dyslipidemia or Low Density Lipoprotein (LDL) >130 mg/dl in the electronic medical records (EMR). Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
EMR Characteristic: Hypertension, Abnormal Liver/Renal Function, Stroke, Bleeding History or Predisposition, Labile International Normalized Ratio, Elderly, Drugs/Alcohol Usage (HAS-BLED) Score
Time Frame: Up to 12 months
EMR characteristic: HAS-BLED Score. HAS-BLED score is calculated by adding the specified points for each of the conditions listed below. Hypertension (uncontrolled), Abnormal renal and liver function, Stroke, Bleeding history or predisposition (anemia), Labile International Normalized Ratio (INR), Elderly, Drugs or alcohol (1 point each). Labile INR is defined as as the most recent INR <2 or >3 prior to cohort entry. Conditions are considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 12 months
Percentage of Patients With Use of Antiplatelets or Non-steroidal Anti-inflammatory Drugs
Time Frame: Up to 1 month
Percentage of patients with use of antiplatelets or non-steroidal anti-inflammatory drugs (NSAIDs). Includes use of aspirin, clopidogrel, prasugrel, ticagrelor or NSAIDs (within 1 month or on the index date) in the electronic medical records (EMR). Response was considered to be truly absent if not recorded in the EMR. The results are provided before and after propensity score (PS) matching. Before PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR whose data were available; After PS matching: all patients meeting inclusion/exclusion criteria successfully linked to EMR, 1:1 propensity score matched, whose data were available.
Up to 1 month

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Sponsor

Sponsor

The organization or person who initiates the study and who has authority and control over the study.
Boehringer Ingelheim

Publications and helpful links

The person responsible for entering information about the study voluntarily provides these publications. These may be about anything related to the study.

Helpful Links

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

Study Start

The actual date on which the first participant was enrolled in a clinical study. The "anticipated" study start date is the date that the researchers think will be the study start date.
February 28, 2017

Primary Completion (Actual)

Primary Completion

The date on which the last participant in a clinical study was examined or received an intervention to collect final data for the primary outcome measure. Whether the clinical study ended according to the protocol or was terminated does not affect this date. For clinical studies with more than one primary outcome measure with different completion dates, this term refers to the date on which data collection is completed for all the primary outcome measures. The "anticipated" primary completion date is the date that the researchers think will be the primary completion date for the study.
May 9, 2017

Study Completion (Actual)

Study Completion

The date on which the last participant in a clinical study was examined or received an intervention/treatment to collect final data for the primary outcome measures, secondary outcome measures, and adverse events (that is, the last participant's last visit). The "anticipated" study completion date is the date that the researchers think will be the study completion date.
May 9, 2017

Study Registration Dates

First Submitted

First Submitted

The date on which the study sponsor or investigator first submitted a study record to ClinicalTrials.gov. There is typically a delay of a few days between the first submitted date and the record's availability on ClinicalTrials.gov (the first posted date).
December 28, 2016

First Submitted That Met QC Criteria

First Submitted That Met QC Criteria

The date on which the study sponsor or investigator first submits a study record that is consistent with National Library of Medicine (NLM) quality control (QC) review criteria. The sponsor or investigator may need to revise and submit a study record one or more times before NLM's QC review criteria are met. It is the responsibility of the sponsor or investigator to ensure that the study record is consistent with the NLM QC review criteria.
December 28, 2016

First Posted (Estimate)

First Posted

The date on which the study record was first available on ClinicalTrials.gov after National Library of Medicine (NLM) quality control (QC) review has concluded. There is typically a delay of a few days between the date the study sponsor or investigator submitted the study record and the first posted date.
December 30, 2016

Study Record Updates

Last Update Posted (Actual)

Last Update Posted

The most recent date on which changes to a study record were made available on ClinicalTrials.gov. There may be a delay between when the changes were submitted to ClinicalTrials.gov by the study's sponsor or investigator (the last update submitted date) and the last update posted date.
March 22, 2019

Last Update Submitted That Met QC Criteria

Last Update Submitted That Met QC Criteria

The most recent date on which the study sponsor or investigator submitted changes to a study record that are consistent with National Library of Medicine (NLM) quality control (QC) review criteria. It is the responsibility of the sponsor or investigator to ensure that the study record is consistent with the NLM QC review criteria.
December 14, 2018

Last Verified

Last Verified

The most recent date on which the study sponsor or investigator confirmed the information about a clinical study on ClinicalTrials.gov as accurate and current. If a study with a recruitment status of recruiting; not yet recruiting; or active, not recruiting has not been confirmed within the past 2 years, the study's recruitment status is shown as unknown.
December 1, 2018

More Information

Terms related to this study

Additional Relevant MeSH Terms

Other Study ID Numbers

Other Study ID Numbers

Identifiers or ID numbers other than the NCT number that are assigned to a clinical study by the study's sponsor, funders, or others. These numbers may include unique identifiers from other trial registries and National Institutes of Health grant numbers.
  • 1160-0219

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

Yes

Studies a U.S. FDA-regulated device product

No

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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