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Personalized Medicine Interface Tool (PerMIT): Warfarin: A Trial Comparing Usual Care Warfarin Initiation to PerMIT Pharmacogenetic Guided Warfarin Therapy

PerMIT: Warfarin : A Prospective Randomized Controlled Trial Comparing Usual Care Warfarin Initiation to PerMIT Pharmacogenetic Guided Warfarin Therapy

Status
Completed
Phases
Phase 4
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT00993200
Acronym
PerMIT
Enrollment
26
Registered
2009-10-12
Start date
2009-08-31
Completion date
2010-12-31
Last updated
2015-06-24

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Blood Clotting

Keywords

Warfarin, Pharmacogenetic

Brief summary

Warfarin is the most commonly used oral anticoagulant medicine (blood thinner). Although this medicine works well, it is difficult to know how much medicine a patient needs. Many things affect how much medicine a patient needs and doses can be very different from patient to patient. It is important for patients to get the right dose to prevent clotting or bleeding problems that can happen with this medicine if the dose is too low or too high. These problems can be life-threatening. To help find the right dose, patients on warfarin must have frequent blood tests to measure how well the medicine is working. The investigators know differences in people's genes can affect how much warfarin medicine someone needs, but they don't yet know with certainty how to use this information in making patient care decisions. The hypothesis of this study is that using a patients warfarin related genetic information incorporated into a computer algorithm to be used by a warfarin provider will lead to better warfarin management compared to usual care.

Detailed description

Warfarin is the most commonly used oral anticoagulant medication. Due to the difficulty in determining an individual's proper warfarin dose, therapy is typically initiated with a standard dose followed by INR monitoring with frequent dose adjustment to ensure the medicine is working properly. Unfortunately, therapeutic warfarin doses vary significantly from patient to patient, so that even a standard dose can lead to excessive anticoagulation with its associated risk of causing life-threatening hemorrhaging. Genetic and non-genetic factors both influence an individual's warfarin dose requirement and response characteristics. There has been substantial evidence demonstrating a clear gene-dose relationship. Although this importance of pharmacogenetics to warfarin therapy is understood, clear guidance for how such information should be applied to patient therapy is woefully absent. The Personalized Medicine Interface Tool (PerMIT) is a software utility that supplies this critical guidance by modeling the dose requirements and response characteristics of individual patients based on their genotypic and physical characteristics. Using state-of-the-art multivariate computations, PerMIT calculates a warfarin maintenance dose estimate and also models the influence of repeated dosing on plasma drug concentration. Both genetic and non-genetic factors (such as age, weight and gender) influence warfarin dose requirement and response characteristics of the individual. Recently, multi-variate mathematical equations, which take into account these genetic and non-genetic factors, such as age, weight and gender, have been developed to calculate an estimate of the warfarin maintenance dose requirement (Linder 2002, Zhu 2007, Sconce 2005, Millican 2007). The temporal response to routine administration of medications is dictated by the clearance rate of the medication and its effective concentration, the blood concentration over the dosing interval that is required to elicit the desired pharmacologic effect. The clearance of S-warfarin is primarily dictated by the patient's Cytochrome P4502C9 (CYP2C9) genotype, whereas the effective S-warfarin concentration is primarily dictated by the patient's vitamin K epoxide reductase complex protein 1 (VKORC1) genotype (Linder 2002, Herman 2005, Zhu 2007). It is now well-known that genetic variants of CYP2C9 lead to decreased S-warfarin metabolism (clearance) and an increased elimination half-life. The elimination half-life of medications dictates the time required for repeated dosing to result in reproducible drug concentrations over the dosing interval for a given dosage. This situation is referred to as steady-state and is the most reliable time to interpret the dose-response relationship (INR measurements). S-warfarin half-life can be estimated based on the individual's CYP2C9 genotype (Linder 2002, Herman 2005, Loebstein 2001) and the steady-state concentration of S-warfarin under optimal anti-coagulation conditions is closely related to the patient's VKORC1 genotype (Zhu 2007). PerMIT: Warfarin has clear theoretical benefits and has been demonstrated to be accurate; however, prospective randomized control clinical trials are required to demonstrate the efficacy of the PerMIT: Warfarin software in comparison to standard of care. We have designed this two-arm, prospective randomized control trial to directly assess the efficacy of PerMIT: Warfarin in (a) identifying patients' optimal dose requirements; (b) reducing patients' time to achieve stable therapy; (c) reducing the frequency of out-of-range INR measurements; and (d) reducing the number of dose adjustments. This study will evaluate whether, and to what degree, PerMIT: Warfarin improves these patient care outcomes and, by extension, reduces their risk of adverse drug reactions when compared to patients who receive therapy based on the standard of care.

Interventions

GENETICwarfarin pharmacogenetic dosing

Warfarin pharmacogenetic dosing incorporated into a validated clinical algorithm displayed in a computer (PERMIT) management interface

DRUGWarfarin

Usual care warfarin dosing

Sponsors

University of Louisville
CollaboratorOTHER
Robert Pendleton
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
TREATMENT
Masking
NONE

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

* Prescribed warfarin for any indication, so long as they are naïve to the drug at enrollment and are expected to receive therapy for at least 12 weeks

Exclusion criteria

* Recent cardiothoracic surgery as indication for warfarin.

Design outcomes

Primary

MeasureTime frameDescription
The Number of Days to First International Normalized Ratio (INR) Within Therapeutic Rangevariable as definedThe number of days to first International Normalized Ratio (INR) is being measured from initiation of warfarin to the time when a subject first has an INR lab test result within +/- 0.5 of mean target INR range. The period during which this time interval could be measured is any time during the subject's warfarin therapy.

Secondary

MeasureTime frameDescription
Adverse Major and Minor Bleeding Events12 weekNumber of major and minor bleeding events
Thrombotic Complication12 weekNumber of thrombotic events

Countries

United States

Participant flow

Recruitment details

Twenty six subjects were enrolled and randomized

Pre-assignment details

Naive to warfarin were randomized to groups

Participants by arm

ArmCount
Warfarin, Control
Subjects naive to warfarin therapy with anticipated warfarin duration of at least 12 weeks managed by usual care dosing.
13
Warfarin: PERMIT
Subjects naive to warfarin therapy with anticipated warfarin duration of at least 12 weeks managed by genetic guided warfarin dosing incorporated into the PERMIT algorithm.
13
Total26

Baseline characteristics

CharacteristicWarfarin: PERMITTotalWarfarin, Control
Age, Categorical
<=18 years
0 Participants0 Participants0 Participants
Age, Categorical
>=65 years
8 Participants15 Participants7 Participants
Age, Categorical
Between 18 and 65 years
5 Participants11 Participants6 Participants
Age, Continuous59 years
STANDARD_DEVIATION 10
52 years
STANDARD_DEVIATION 10
45 years
STANDARD_DEVIATION 10
Region of Enrollment
United States
13 participants26 participants13 participants
Sex: Female, Male
Female
6 Participants12 Participants6 Participants
Sex: Female, Male
Male
7 Participants14 Participants7 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
deaths
Total, all-cause mortality
— / —— / —
other
Total, other adverse events
0 / 130 / 13
serious
Total, serious adverse events
0 / 130 / 13

Outcome results

Primary

The Number of Days to First International Normalized Ratio (INR) Within Therapeutic Range

The number of days to first International Normalized Ratio (INR) is being measured from initiation of warfarin to the time when a subject first has an INR lab test result within +/- 0.5 of mean target INR range. The period during which this time interval could be measured is any time during the subject's warfarin therapy.

Time frame: variable as defined

Population: analysis per protocol

ArmMeasureValue (MEDIAN)Dispersion
StandardThe Number of Days to First International Normalized Ratio (INR) Within Therapeutic Range8.3 daysStandard Deviation 2
PERMITThe Number of Days to First International Normalized Ratio (INR) Within Therapeutic Range4.7 daysStandard Deviation 2
Secondary

Adverse Major and Minor Bleeding Events

Number of major and minor bleeding events

Time frame: 12 week

ArmMeasureValue (NUMBER)
StandardAdverse Major and Minor Bleeding Events0 number of bleeding events
PERMITAdverse Major and Minor Bleeding Events0 number of bleeding events
Secondary

Thrombotic Complication

Number of thrombotic events

Time frame: 12 week

ArmMeasureValue (NUMBER)
StandardThrombotic Complication0 number of thrombotic events
PERMITThrombotic Complication0 number of thrombotic events

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026