Evaluation of a decision support system for initiation and control of oral anticoagulation in a randomised trialBMJ 1997; 314 doi: https://doi.org/10.1136/bmj.314.7089.1252 (Published 26 April 1997) Cite this as: BMJ 1997;314:1252
- B Vadher, research registrara,
- D L H Patterson, consultant cardiologista,
- M Leaning, senior lecturerb
- a Cardiovascular Department, Whittington Hospital, London N19 5NF
- b Centre for Health Informatics and Multiprofessional Education (CHIME), University College London, Whittington Hospital, London N19 5NF
- Correspondence to: Dr Vadher
- Accepted 26 March 1997
Objectives: To determine whether a computerised decision support system for initiation and control of oral anticoagulant treatment improves quality of anticoagulant control achieved by trainee doctors.
Design: Randomised controlled trial.
Setting: District general hospital in North London.
Subjects: 148 inpatients requiring start of warfarin treatment.
Interventions: Management by trainee doctors (to achieve therapeutic range of international normalised ratio of 2 to 3) with indirect assistance from computerised decision support system (intervention group) or without such assistance (control group).
Main outcome measures: Median time to therapeutic range, stable dose, and first pseudoevent (excessive international normalised ratio after therapeutic range has been reached) and person time spent in the therapeutic range.
Results: 72 patients were randomised to the intervention group and 76 to control group. Median time to reach international normalised ratio of ≥2 was not significantly different in the two groups (3 days). Median time to achieve a stable dose was significantly lower in intervention group than in controls (7 days v 9 days, P=0.01) without excessive overtreatment or undertreatment with anticoagulant. Patients in intervention group spent greater proportion of time in therapeutic range, both as inpatients (59% v 52%) and outpatients (64% v 51%).
Conclusion: The computerised decision support system was safe and effective and improved the quality of initiation and control of warfarin treatment by trainee doctors.
The quality of control of warfarin doses during initiation and maintenance of oral anticoagulation is generally poor
We investigated whether a computerised decision support system for initiation and control of oral anticoagulation improved quality of anticoagulant control achieved by trainee doctors
The median time to achieve a stable dose was significantly lower in the group assisted by the decision support system than in controls, without excessive overtreatment or undertreatment with anticoagulant
Patients in the group with the decision aid spent more time within the therapeutic range both as inpatients and outpatients
The computerised decision support system was safe and effective and improved quality of initiation and control of warfarin treatment by trainee doctors
The quality of antocoagulant control during the initiation and maintenance of warfarin treatment is generally poor.1 2 3 4 5 This may be due to the complex pharmacology of warfarin, failure to follow guidelines, and the inexperience of trainee doctors, who are responsible for managing most inpatient and some outpatient warfarin treatment in Britain. Poor control of anticoagulant treatment may lead to increased morbidity and mortality, longer hospital stays, and therefore increased healthcare costs.
Several methods for predicting the initiation and maintenance doses of warfarin have been developed.6 Regression methods are based on the dose-response relation at a given time after loading doses and do not require computerisation. A modified version of such a method allows “flexible” loading doses on the second and third days after starting treatment and then predicts the maintenance dose on day 4 based on the international normalised ratio.7 8 However, the method is inflexible in that a loading dose of other than 10 mg on day 1 cannot be used, maintenance doses greater than 8 mg cannot be determined, it aims for a wide target range of international normalised ratio (2 to 4), and it gives no guidance on adjusting doses after day 4. A randomised controlled trial found no significant improvement in oral anticoagulation with this regression method.9 Regression and mathematical methods have also been developed and evaluated for control of oral anticoagulation in outpatients.10
Computerised pharmacokinetic and pharmacodynamic models that describe the time course of warfarin dose-response relations have also been developed and evaluated.6 11 12 These allow more flexible loading doses, with determination of a maintenance dose of any size and for any therapeutic range. They also allow for adjusting doses beyond day 4. However, these methods still require a doctor to determine the final dose and the optimal monitoring interval. The methods are complex, time consuming, and require expertise in pharmacokinetics and statistics, and they may therefore not be acceptable to all doctors. Furthermore, studies have not yet shown that such methods have any significant advantage over regression methods.
We felt the need for a simple method that could provide guidance on both initiation and maintenance of anticoagulation and which would be acceptable to all doctors. We report the findings of our randomised controlled trial of a simple dosing and monitoring method based on simple proportional-derivative control in engineering terminology.13
Patients and methods
Computerised decision support system
Using a computerised pharmacokinetic and pharmacodynamic model and computer simulation, we developed an initiation regimen aiming for a therapeutic range of international normalised ratio of 2 to 3.14 We developed a flexible regimen so that any loading dose between 5 mg and 10 mg could be used on day 1. The induction doses on the first three days were based on the daily international normalised ratio and the previous dose. Adjustments of the maintenance dose for outpatients were based on the error (target international normalised ratio minus actual international normalised ratio) and the previous dose (simple proportional controller), which is a modified version of a maintenance controller.15 Proportional-derivative controllers (daily and weekly controllers) were necessary for adjusting the maintenance dose in the phase between induction and control of the maintenance dose for outpatients. The doses in these controllers were based on the error, the rate of change of error, and the previous dose.
For safety reasons, the decision support system would not recommend a dose when there was no measurement of the international normalised ratio (all controllers), when there was no previous ratio but a change of dose by a doctor (daily and weekly controllers), or when the ratio was very low (maintenance controller) or very high (weekly and maintenance controllers). The ratio was monitored daily on the first three days, and then monitoring intervals were based on the error and previous interval.
We determined the error settings in the proportional-derivative controllers by using a combination of the computerised pharmacokinetic and pharmacodynamic model, 57 test cases, and the judgment of experienced clinicians. We determined the error settings for the outpatient controller empirically, mainly from the experience gained from using a similar system at the Whittington hospital over the past eight years.
We undertook this study at the Whittington Hospital, which has acute medical and surgical units. The study was approved by the local ethics committee, and we obtained verbal informed consent from the patients who entered the study.
Inpatients who required initiation of warfarin treatment were eligible for inclusion in the study. The exclusion criteria were patients who had recently taken more than two doses of warfarin, patients whose maintenance dose of warfarin was known, patients taking an oral anticoagulant other than warfarin, a patient's or treating doctor's refusal to participate in the trial, and therapeutic ranges of the international normalised ratio outside 2-3. We did not exclude patients with known hazards—such as other drugs and medical conditions—that affected the dose-response relation of warfarin or those that might predispose to haemorrhage.
Before any baseline hazards were recorded, we used simple randomisation with a table of random numbers16 to assign the patients to management by doctors aided by the decision support system (intervention group) or to management by doctors alone (control group). The doctors were mainly trainee doctors (n=42 for inpatients). For outpatient control, the intervention group was managed by a nurse practitioner and six trainee doctors aided by the decision support system, while the control group was managed by the same six trainee doctors without the assistance of the decision support system. The patients were unaware of which study group they belonged to.
Patients were followed up until they reached one of the predetermined study end points: warfarin stopped because duration of treatment was completed or the diagnosis had been revised; patient followed up elsewhere; any event such as death, major haemorrhage, or thromboembolism; warfarin stopped for longer than one week for major procedures; change of therapeutic range; or end of study period.
Patients' blood samples for measuring the international normalised ratio were usually taken between 9 am and 11 am, and warfarin doses were usually taken at about 5 pm. The international normalised ratio was determined with a Sysmex CA1000 optical density coagulometer used with a low opacity Manchester thromboplastin (international sensitivity index 1-1.2). The laboratory participates in the British external quality control scheme.17
We provided all the doctors with guidelines on anticoagulation from the Drugs and Therapeutics Bulletin.8 For the doctors treating patients in the intervention group, we also provided the computerised decision support system's suggestion for the next warfarin dose and interval to the next measurement of the international normalised ratio. These doctors could reject the decision support system's recommendations if they thought they were inappropriate. All the doctors were free to seek advice from any expert.
For each patient, the daily warfarin dose, international normalised ratio measurement, any identifiable changes in hazards, and any major event such as death, major haemorrhage, or thromboembolism were recorded. All the patients were given the Department of Health's anticoagulant treatment booklet, which gives simple information on the problems of warfarin treatment.18
The main outcome criteria for the initiation of warfarin treatment were the time to reach an international normalised ratio of ≥2, the time to reach a stable dose (defined as the first dose that maintains the ratio between 2 and 3 for three consecutive days after starting treatment), and the time to first pseudoevent (ratio ≤1.5 or ≥5) after the therapeutic range is reached.
The main outcome criteria for controlling the maintenance dose was the quality of anticoagulant control in inpatients and outpatients, measured by the person time spent at a stable international normalised ratio, assuming the ratio changed linearly between two measurements,19 and the frequency of measurements of the ratio. We did not include major haemorrhagic or thromboembolic events requiring hospital admission as major outcome measures because these tend to occur infrequently and would have required a much larger trial.
We analysed data from all the patients up to their study end point and analysed data from the patients in the intervention group regardless of whether the computerised decision support system's advice was accepted, rejected, or not available (that is, on an “intention to advise” basis). All “time to event” data were analysed by Kaplan-Meier curves and the log rank test. We analysed the quality of anticoagulant control by methods suggested for measuring rates of recurrent events because individual patients would have had unequal follow up and events might have recurred in an individual.20 21 An event was taken as a day spent at a particular international normalised ratio. The interval between measurements of the international normalised ratio was analysed by the Mann-Whitney test. The tests were two sided, and a P value of 0.05 was used as the level of significance.
Table 1) shows the patients' demographic and clinical characteristics. Of 170 consecutive inpatients who were considered, 148 were randomised to treatment while the other 22 were excluded because of failure to recruit them or because they satisfied one or more of the exclusion criteria. Of the 76 patients in the control group, 64 were followed up as outpatients, as were 53 of the 72 patients in the intervention group (P=0.11). Duration of follow up of patients in the two groups was not significantly different (P=0.69). Four patients died during the study—three from metastatic carcinoma and one from bowel obstruction. None was due to poor anticoagulant control. One thromboembolic event in each study group was due to undertreatment with anticoagulant (international normalised ratio 1.5 in control group and 1.9 in intervention group), while four haemorrhagic events were due to overtreatment with anticoagulant—three in the control group (ratios 3.5, 4, 10) and one in the intervention group (ratio 10).
Initiation of warfarin treatment
Figure 1) shows the Kaplan-Meier curve for the time to achieve an international normalised ratio of ≥2. One patient in the control group and three patients in the intervention group were censored. Eight patients in the control group and four patients in the intervention group were below the therapeutic range on discharge from hospital.
Figure 2) shows the Kaplan-Meier curves for the time to achieve a stable dose. Fourteen patients in the control group and 11 patients in the intervention group did not achieve dose stability before reaching a study end point.
Figure 3) shows the Kaplan-Meier curves for the time to the first pseudoevent. More pseudoevents occurred in the control group than the intervention group (41 v 25). Eighteen of the pseudoevents in the control group were due to overtreatment with anticoagulant compared with 12 in the intervention group. The median time to the first pseudoevent among inpatients (whose compliance and drug treatment were known) was 8.7 (SE 2.32) days in the intervention group and 7 (2.64) days in the control group (P=0.03).
Control of maintenance dose of warfarin
To compare the quality of oral anticoagulant control, we examined the international normalised ratios after the therapeutic range had been attained. Table 2) shows the time spent at various ratios by the two patient groups as inpatients and outpatients. The intervention group spent more time within the therapeutic range than the control group, both as inpatients (59 v 52 days) and outpatients (64 v 51 days).
For inpatients, the median interval between tests was 2 (range 1-22) days in the intervention group and 2 (1-30) days in the control group (P=0.07). For outpatients, the median interval between tests was 14 (2-63) days in the intervention group and 14 (1-91) days in the control group (P=0.2). There was no difference between the study groups in the attendance rate at outpatient clinics.
Initiating warfarin treatment
The therapeutic range was attained more quickly in the patients in the intervention group. A higher proportion of patients in the control group were not in the therapeutic range as outpatients, when they would not have been receiving heparin and would therefore have been at high risk of recurrent thromboembolism. A stable dose was determined more quickly in the intervention group without excessive undertreatment or overtreatment with anticoagulant, as shown by the time to the first pseudoevent. Theoretically, this should allow earlier discharge from hospital with less frequent monitoring.
Our results of the initiation of anticoagulation are similar to those in other randomised controlled trials comparing computer assisted control with control by doctors only.11 22 23 White et al found that the mean time to attaining the therapeutic range and a stable dose was 3.2 days and 5.7 days respectively in the computer assisted group compared with 4.5 days and 9.4 days respectively in the control group.11 They used a different definition of a maintenance dose.
Control of maintenance dose of warfarin
The intervention group spent more time within the therapeutic range as inpatients and outpatients. Although there was a tendency to undertreat patients in the control group, there was no increase in the number of thromboembolic events. However, a much larger study would be required to show any difference. Also we did not investigate the longer term effects of undertreatment such as chronic venous insufficiency and leg ulcers.
Other randomised studies comparing computer assisted dosing with treatment by doctors or nurse practitioners alone have not reported any difference in the quality of anticoagulant control.10 12 Poller et al found no difference between computer assisted groups and their control group in the proportion of measured international normalised ratios being within the therapeutic range (51.5-59.7%, P=0.62).10 In contrast, we found that, for outpatients, the percentage of ratios within the therapeutic range was 44% in the control group and 58% in the intervention group.
Limitations of study
The two patient groups in our study were similar in size, clinical characteristics, and duration of follow up. Other factors, however, such as change in hazards over time and outpatient compliance with treatment were not determined satisfactorily and were assumed to be similar in both groups.
Because of logistical problems, it was difficult to shield the doctors treating the control group from the computerised decision support system's suggestions, especially for outpatient control. Hence, there may have been some learning effect and therefore a carry over effect in the treatment of the control group. The doctors could have been randomised to the different groups, but this would have been difficult as there was a high turnover during the study and the study groups might have differed in size and hazards. We did, however, control for factors such as illicit use of the aid by doctors treating the control group, the problems of unfamiliar technology, and feedback from the decision support system about previous performance.
Our study shows that our computerised decision support system was safe and effective in the initiation and control of warfarin treatment. It is difficult to predict whether the same use and acceptance of the system would occur if it were made available directly to trainee doctors. A fuller evaluation of the system—including its direct usability, clinical effectiveness, and cost effectiveness—is necessary. However, it has the potential to improve the quality of anticoagulant control by trainee doctors as well as allowing dosing and monitoring in primary care.24
We thank Professor S Gallivan, Clinical Operational Research Unit, University College London, for statistical advice.
Funding: North Thames Regional Health Authority Research and Development.
Conflict of interest: None.