Each year, approximately 4300 people in the United States receive a diagnosis of chronic myelogenous leukemia (CML) at a median age of 50 years [1]. Median survival is 3 to 6 years, and death usually results from progression to acute leukemia [2]. Although several studies [3-6] have shown improved survival with the use of certain chemotherapeutic agents, bone marrow transplantation is the only proven curative therapy. For patients younger than 50 years of age who have an HLA-identical related donor, transplantation within the first year after diagnosis is recommended [7-11]. The use of HLA-compatible unrelated donor transplantation has been advocated for patients without a related donor, but this recommendation is controversial because unrelated donor transplantation is associated with high morbidity and mortality rates [12, 13]. In contrast to patients with many other diseases for which transplantation is considered, patients with chronic-phase CML generally feel well, continue to work, and require few medications or medical interventions. Treatment is necessary only to control symptoms and blood counts. Hydroxyurea is an inexpensive, relatively nontoxic, effective oral medication. Interferon- is more expensive, is toxic, and must be administered by subcutaneous injection, but it is also effective and may prolong survival. Patients may be stratified into broad prognostic groups on the basis of their clinical characteristics at the time of diagnosis [2, 14-19]. However, no clinical features accurately predict an individual patient's progression to acute leukemia [20]. Once progression occurs, both standard chemotherapy and transplantation have minimal success in prolonging survival [7, 21-24]. The process of deciding whether and when to undergo unrelated donor transplantation is complicated by the extreme unpredictability of outcomes. The risk for unsalvageable progression of CML must be weighed against the substantial risk for illness and death that may result from the acute and chronic side effects of transplantation [25]. Some physicians advise waiting until disease progression is evident or interferon- therapy has failed before proceeding to transplantation, accepting the risks of the delay in exchange for the possibility of postponing or avoiding transplantation. Others advise performing a transplantation as soon as possible to afford the best chance of a successful transplantation outcome and long-term survival. We used decision analytic techniques to combine historical data on risk for CML progression with data from the International Bone Marrow Transplant Registry (IBMTR) and the National Marrow Donor Program (NMDP) on transplantation outcomes. A Markov model [26] was constructed to allow comparison of the treatment options available to a patient with a new diagnosis of chronic-phase CML. This approach allows the simultaneous and quantitative consideration of patient age, quality of life, risk aversion, risk for CML progression, and likelihood of transplantation success to help guide decision making. Methods Markov Model A Markov model is an analytic structure that tracks the clinical events occurring in a hypothetical cohort of patients in various scenarios. We constructed a model to analyze the decision faced by a patient with a new diagnosis of chronic-phase CML who is considering having unrelated donor bone marrow transplantation. Five strategies were compared: no transplantation; transplantation within the first year; transplantation 1 to 2 years after diagnosis; transplantation delayed until 2 to 3 years after diagnosis; and transplantation delayed until more than 3 years after diagnosis. At any time point, the model considered a patient to be in one of the following clinical states: alive with chronic-phase CML; alive without chronic graft-versus-host disease after transplantation; alive with chronic graft-versus-host disease after transplantation; or dead from progressive CML, complications of transplantation, or other causes (Figure 1). Time spent in each state was adjusted for the quality of life experienced while in that state, and a discount factor was applied. Using the model, we calculated discounted, quality-adjusted life expectancy for each strategy, considering competing risks for illness and death from CML and transplantation. A cycle length of 6 months was chosen to match the available clinical data. All analyses were done with DATA (TreeAge Software, Inc., Williamstown, Massachusetts), a decision analysis program. Figure 1. Structure of the Markov model. Data Sources Data from the medical literature, transplant registries, and physician assessments were used in the model. Prognosis of Patients with Chronic Myelogenous Leukemia Who Do Not Receive Transplants The life expectancy of patients with CML who do not undergo transplantation was calculated by using the survival curves from six published studies, including interferon trials and prognostic staging studies [4-615, 19, 26, 27]. After published information ended, the survival curves were extrapolated by using a function fitted to the clinical data until the entire cohort had died. Life expectancy estimates for 35-year-old patients with CML who do not undergo transplantation are shown in Table 1. Similar analyses were performed for 25- and 45-year-old patients (data not shown). For the 15 survival curves analyzed, the mean undiscounted expected survival was 5.15 years (range, 3.66 to 7.58 years). A survival curve derived from patients with intermediate-prognosis CML (Table 1, rank 6) who had an expected survival of 5.31 years was chosen as the baseline curve [15]. Sensitivity analysis was performed by using data from the best (Table 1, rank 1) [15] and worst (Table 1, rank 15) [19] survival curves to illustrate results for patients with the best and worst prognoses. The life expectancy of the Sokal low-risk group (Table 1, rank 1) is superior to that in the groups randomly assigned to receive interferon in the major studies [4-6, 27] and thus was chosen to represent the patients with the best prognosis. Table 1. Life Expectancy of a 35-Year-Old Patient with Chronic Myelogenous Leukemia Who Does Not Have Bone Marrow Transplantation, Based on Published Studies Outcomes of Unrelated Donor Bone Marrow Transplantation Data from 778 unrelated donor transplantations performed between 1987 and 1994 for chronic-phase CML were provided by the IBMTR and the NMDP. To eliminate overlap from patients reported to both registries, we combined patients reported to the NMDP (transplantations done in the United States; n = 465) with those reported to the IBMTR (transplantations done outside of the United States; n = 313). The final population included both 5/6 and 6/6 serologic matches. Each Kaplan-Meier curve is based on data from time of transplantation to death, and a separate Kaplan-Meier curve was calculated for each stratum. Kaplan-Meier survival curves through 5 years after transplantation were stratified by patient age (15 to 29 years of age, 30 to 39 years of age, 40 years of age) and time from diagnosis to transplantation (<1 year, 1 to 2 years, 2 to 3 years, >3 years) to generate 12 strata containing 40 to 125 patients each. Finer stratification was not possible because of the size of the entire population. Fifty-eight percent of patients were male, median age at the time of transplantation was 36 years, and median time from diagnosis to transplantation was 20 months. No modeling assumptions were made for time periods for which clinical data were available. Data were not stratified by CML prognostic groups because these groups are not predictive once a patient proceeds to transplantation ([28]; IBMTR. Unpublished data). When registry data ended, we estimated a 2% annual excess mortality rate for patients who had transplantation and did not have chronic graft-versus-host disease [10] and a 3% annual excess mortality rate for patients who had chronic graft-versus-host disease. These figures were extrapolated from analyses of large related-donor cohorts and are due to late relapses and treatment-related death [10, 29, 30]. The incidence of chronic graft-versus-host disease in this cohort was 55% to 100%. On the basis of published literature [25], we modeled a 59% cumulative incidence of this complication and then performed sensitivity analyses. Patients with chronic graft-versus-host disease tend to have worse quality of life and decreased survival [28, 29]. Although chronic graft-versus-host disease often resolves in practice, our model considers patients with this complication to have ongoing compromised quality of life and increased mortality. This assumption causes underestimation of the value of transplantation. Adjustments for Quality of Life Estimates of the quality of life in different health states (utilities) were derived from standard gamble questions [31] posed to 12 physicians who were familiar with transplantation outcomes. This technique assigns a utility between 0.0 (death) and 1.0 (perfect health) to quality of life by identifying the maximum gamble between perfect health and death that a person is willing to accept to avoid a compromised health state. For example, a utility of 0.9 means that a person gives equal value to remaining in a compromised health state and accepting a gamble with a 90% chance of perfect health and a 10% chance of immediate death. The mean utility for life without chronic graft-versus-host disease after transplantation was 0.979 (range, 0.95 to 1.0), and the mean utility for life with chronic graft-versus-host disease after transplantation was 0.9 (range, 0.75 to 1.0). These estimates were tested by using sensitivity analyses. Time Discount Rate: Time Preference and Risk Aversion The value of future years of life relative to the present were discounted on the basis of two assumptions. Time preference for life-years assumes that persons value present time more than they do distant time. Risk aversion,
[1]
C Chastang,et al.
Interferon alfa-2b combined with cytarabine versus interferon alone in chronic myelogenous leukemia. French Chronic Myeloid Leukemia Study Group.
,
1997,
The New England journal of medicine.
[2]
J. Miller,et al.
Autologous transplantation therapy for chronic myelogenous leukemia.
,
1997,
Blood.
[3]
A. Tichelli,et al.
Health and Functional Status of Long-Term Survivors of Bone Marrow Transplantation
,
1997,
Annals of Internal Medicine.
[4]
P. Wingo,et al.
Cancer statistics, 1997
,
1997,
CA: a cancer journal for clinicians.
[5]
C. Verfaillie,et al.
Relapse after non-T-cell-depleted allogeneic bone marrow transplantation for chronic myelogenous leukemia: early transplantation, use of an unrelated donor, and chronic graft-versus-host disease are protective.
,
1996,
Blood.
[6]
K. Dusenbery,et al.
Related donor marrow transplant for chronic myeloid leukemia: patient characteristics predictive of outcome.
,
1996,
Bone marrow transplantation.
[7]
G. Gahrton,et al.
Indications for haemopoietic precursor cell transplants in Europe
,
1996,
British journal of haematology.
[8]
H. Kantarjian,et al.
Treatment of myelogenous leukemia: current status and investigational options.
,
1996,
Blood.
[9]
H. Kantarjian,et al.
CD8-depleted donor lymphocyte infusion as treatment for relapsed chronic myelogenous leukemia after allogeneic bone marrow transplantation.
,
1995,
Blood.
[10]
R. Kurzrock,et al.
Interferon-a Therapy for Chronic Myelogenous Leukemia
,
1995
.
[11]
A. Elstein,et al.
Valuing the Future
,
1995,
Medical decision making : an international journal of the Society for Medical Decision Making.
[12]
Philip R. Cohen,et al.
Immune-mediated and unusual complications during interferon alfa therapy in chronic myelogenous leukemia.
,
1995,
Journal of clinical oncology : official journal of the American Society of Clinical Oncology.
[13]
A Ferrant,et al.
Graft-versus-leukemia effect of donor lymphocyte transfusions in marrow grafted patients.
,
1995,
Blood.
[14]
S. Mackinnon,et al.
Adoptive immunotherapy evaluating escalating doses of donor leukocytes for relapse of chronic myeloid leukemia after bone marrow transplantation: separation of graft-versus-leukemia responses from graft-versus-host disease.
,
1995,
Blood.
[15]
R Ohno,et al.
A randomized trial comparing interferon-alpha with busulfan for newly diagnosed chronic myelogenous leukemia in chronic phase.
,
1995,
Blood.
[16]
H. Kantarjian,et al.
Prolonged Survival in Chronic Myelogenous Leukemia after Cytogenetic Response to Interferon- Therapy
,
1995,
Annals of Internal Medicine.
[17]
S. Richards,et al.
UK Medical Research Council randomised, multicentre trial of interferon-alpha n1 for chronic myeloid leukaemia: improved survival irrespective of cytogenetic response. The UK Medical Research Council's Working Parties for Therapeutic Trials in Adult Leukaemia.
,
1995,
Lancet.
[18]
H. Kantarjian,et al.
Prolonged survival in chronic myelogenous leukemia after cytogenetic response to interferon-alpha therapy. The Leukemia Service.
,
1995,
Annals of internal medicine.
[19]
H. Heimpel,et al.
Randomized comparison of interferon-alpha with busulfan and hydroxyurea in chronic myelogenous leukemia. The German CML Study Group.
,
1994,
Blood.
[20]
A. Deisseroth,et al.
Autologous transplants for chronic myelogenous leukaemia: results from eight transplant groups
,
1994,
The Lancet.
[21]
Sante Tura,et al.
Interferon alfa-2a as compared with conventional chemotherapy for the treatment of chronic myeloid leukemia.
,
1994,
The New England journal of medicine.
[22]
G. Lucarelli,et al.
Allogeneic marrow transplantation in patients with chronic myeloid leukemia in chronic phase following preparation with busulfan and cyclophosphamide.
,
1994,
Bone marrow transplantation.
[23]
D. Porter,et al.
Induction of graft-versus-host disease as immunotherapy for relapsed chronic myeloid leukemia.
,
1994,
The New England journal of medicine.
[24]
J R Beck,et al.
Markov Models in Medical Decision Making
,
1993,
Medical decision making : an international journal of the Society for Medical Decision Making.
[25]
C. Bloomfield,et al.
Prolonged subcutaneous administration of recombinant α2b interferon in patients with previously untreated Philadelphia chromosome-positive chronic-phase chronic myelogenous leukemia: Effect on remission duration and survival: Cancer and leukemia group B study 8583
,
1993
.
[26]
G. Gahrton,et al.
Bone marrow transplantation for chronic myeloid leukemia: long-term results. Chronic Leukemia Working Party of the European Group for Bone Marrow Transplantation.
,
1993,
Bone marrow transplantation.
[27]
V. Vitale,et al.
Multivariate analysis of risk factors for survival and relapse in chronic granulocytic leukemia following allogeneic marrow transplantation: impact of disease related variables (Sokal score).
,
1993,
Bone marrow transplantation.
[28]
M. Horowitz,et al.
Salvage immunotherapy using donor leukocyte infusions as treatment for relapsed chronic myelogenous leukemia after allogeneic bone marrow transplantation: efficacy and toxicity of a defined T-cell dose
,
1993
.
[29]
J. Antin.
Graft-versus-leukemia: no longer an epiphenomenon (editorial)
,
1993
.
[30]
A. Rimm,et al.
1993 progress report from the International Bone Marrow Transplant Registry. Advisory Committee of the International Bone Marrow Transplant Registry.
,
1993,
Bone marrow transplantation.
[31]
A. Barrett,et al.
Allogeneic Bone Marrow Transplantation for Chronic Myeloid Leukemia Using Sibling and Volunteer Unrelated Donors: A Comparison of Complications in the First 2 Years
,
1993,
Annals of Internal Medicine.
[32]
D A Redelmeier,et al.
Time Preference in Medical Decision Making and Cost - Effectiveness Analysis
,
1993,
Medical decision making : an international journal of the Society for Medical Decision Making.
[33]
H. Heimpel,et al.
Randomized comparison of busulfan and hydroxyurea in chronic myelogenous leukemia: prolongation of survival by hydroxyurea. The German CML Study Group.
,
1993,
Blood.
[34]
P. Beatty,et al.
Unrelated donor marrow transplantation therapy for chronic myelogenous leukemia: initial experience of the National Marrow Donor Program.
,
1993,
Blood.
[35]
M. Horowitz,et al.
Choice of pretransplant treatment and timing of transplants for chronic myelogenous leukemia in chronic phase.
,
1993,
Blood.
[36]
J. Szer,et al.
Treatment of chronic myeloid leukemia with allogeneic bone marrow transplantation after preparation with BuCy2.
,
1992,
Blood.
[37]
A. Rimm,et al.
Progress report from the International Bone Marrow Transplant Registry.
,
1992,
Bone marrow transplantation.
[38]
S. Piantadosi,et al.
Bone marrow transplantation of chronic myelogenous leukemia in chronic phase: evaluation of risks and benefits.
,
1992,
Journal of clinical oncology : official journal of the American Society of Clinical Oncology.
[39]
J. Reiffers,et al.
Long-term follow-up after bone marrow transplantation for chronic myelogenous leukemia: factors associated with relapse.
,
1990,
Bone marrow transplantation.
[40]
H. Kantarjian,et al.
Proposal for a simple synthesis prognostic staging system in chronic myelogenous leukemia.
,
1990,
The American journal of medicine.
[41]
R. Gale,et al.
Bone marrow transplantation in chronic myelogenous leukemia.
,
1992,
Seminars in hematology.
[42]
K. Sullivan,et al.
HLA-identical marrow transplantation during accelerated-phase chronic myelogenous leukemia: analysis of survival and remission duration.
,
1988,
Blood.
[43]
M. Lichtman,et al.
Upper and lower time limits in the decision to recommend marrow transplantation for patients with chronic myelogenous leukaemia
,
1988,
British journal of haematology.
[44]
J. Hansen,et al.
PROBABILITY OF FINDING HLA‐MATCHED UNRELATED MARROW DONORS
,
1988,
Transplantation.
[45]
M. Lichtman,et al.
Variables influencing the timing of marrow transplantation in patients with chronic myelogenous leukemia.
,
1986,
Blood.
[46]
H. Deeg,et al.
Marrow transplantation for the treatment of chronic myelogenous leukemia.
,
1986,
Annals of internal medicine.
[47]
Mauro,et al.
Prognostic discrimination among younger patients with chronic granulocytic leukemia: relevance to bone marrow transplantation.
,
1985,
Blood.
[48]
E. Gehan,et al.
Chronic myelogenous leukemia: a multivariate analysis of the associations of patient characteristics and therapy with survival.
,
1985,
Blood.
[49]
Francisco Cervantes,et al.
Prognostic discrimination in "good-risk" chronic granulocytic leukemia
,
1984
.
[50]
C. Rozman,et al.
A multivariate analysis of prognostic factors in chronic myeloid leukemia.
,
1982,
Blood.
[51]
A. Tversky,et al.
On the elicitation of preferences for alternative therapies.
,
1982,
The New England journal of medicine.
[52]
M. Baccarani,et al.
Staging of Chronic Myeloid Leukaemia
,
1981,
British journal of haematology.
[53]
A S Spiers,et al.
METAMORPHOSIS OF CHRONIC GRANULOCYTIC LEUKAEMIA: DIAGNOSIS, CLASSIFICATION, AND MANAGEMENT
,
1979,
British journal of haematology.
[54]
R. Silver,et al.
Characteristics of the terminal phase of chronic granulocytic leukemia.
,
1968,
Blood.