Multiple myeloma (MM) is a hematologic malignancy characterized by significant bone disease; lytic lesions are present in >60% of patients at diagnosis, as are pathologic fractures, osteoporosis, and hypercalcemia.1 Due to the frequency and morbidity of bone disease in these patients, guidelines from NCCN, ASCO, International Myeloma Working Group, and European Myeloma Network all recommend use of the bisphosphonates zoledronic acid and pamidronate in patients receiving primary MM therapy.2,3 In 2018, NCCN and ASCO updated their recommendations to include the osteoclast inhibitor denosumab as an alternative antiresorptive agent, based on evidence showing that it is noninferior to zoledronic acid in delaying time to first skeletal-related event (SRE).4,5
Considerable evidence from randomized controlled trials supports the use of bisphosphonates. Pamidronate and zoledronic acid have been shown to significantly reduce SREs (defined as pathologic fracture, radiation to bone, surgery on bone, and spinal cord compression) and bone pain, with some studies showing a relative risk reduction of 16% to 17%6,7 and another showing an absolute risk reduction of 0.9 SREs per year.8 Whether bisphosphonates improve survival is controversial and may vary based on the specific agent used.9 Pamidronate was associated with a survival benefit in one study of patients with relapsed or refractory MM (median, 21 months survival in users vs 14 in those receiving placebo; P=.04).8 The MRC Myeloma IX trial of 1,960 patients with newly diagnosed MM found that zoledronic acid improved survival compared with clodronate, but only in those with bone disease or an SRE at baseline (hazard ratio [HR], 0.82; 95% CI, 0.70–0.95).10,11
Compelling evidence for the benefit of bisphosphonates resulted in an update of the NCCN Clinical Practice Guidelines in Oncology (NCCN Guidelines) in 2011 to recommend bisphosphonate treatment for all patients with newly diagnosed MM receiving primary MM therapy, without contraindication.12 We performed a population-based analysis to investigate whether patients aged ≥65 years received bisphosphonates in accordance with the guidelines. We examined predictors for bisphosphonate use and whether use is associated with a change in survival on a population level.
Methods
Data Source
This retrospective cohort study used data from the SEER-Medicare database.13 SEER is a population-based tumor registry developed by the NCI that captures time of diagnosis, tumor details, and sociodemographic characteristics for individuals with cancer in 18 geographic areas of the United States, representing approximately 28% of the population.14 Medicare captures billed claims submitted through inpatient (Part A), outpatient (Part B), and prescription drug (Part D) coverages. The SEER and Medicare files are linked to provide data about individual patients from time of cancer diagnosis onward.15
Cohort Selection
Individuals aged ≥65 years diagnosed with MM (SEER site recode 34000) from 2012 through 2013 were included in this analysis. Patients were required to have received antineoplastic therapy appropriate for MM (supplemental eAppendix 1, available with this article at JNCCN.org) within 6 months after diagnosis and to have complete Medicare Parts A and B coverage from 12 months before diagnosis onward. We excluded patients who received bisphosphonates before MM diagnosis, had <6 months of follow-up after diagnosis, or were diagnosed by autopsy.
Patient Characteristics
Age at diagnosis was stratified into 65 to 74, 75 to 84, and ≥85 years; race was recorded as white, black, and other; marital status was recorded as married and unmarried; and socioeconomic status was calculated from education, poverty level, and income data from the 2000 census using reported methods.16
Patients were considered to have an SRE at diagnosis if they had a claim for one within 90 days before MM diagnosis and 60 days after. An SRE was defined as pathologic fracture, spinal cord compression, radiation to bone, or surgery on bone.7,8,17 Codes used to identify SREs are listed in supplemental eAppendix 2.17–20
Presence of several comorbid conditions at any time before diagnosis of MM was recorded, including acute kidney injury, chronic kidney disease, use of hemodialysis, osteoporosis, osteopenia, and hypercalcemia. Comorbidity score was assessed using the Klabunde adaptation of the Charlson comorbidity index.21 The initial antineoplastic regimen used after diagnosis, defined as all antineoplastic drugs received within the first 90 days of treatment, was recorded and categorized as proteasome inhibitor–based (proteasome inhibitor ± steroids), immunomodulatory imide drug (IMiD)–based, proteasome inhibitor + IMiD, proteasome inhibitor + other cytotoxic agent, and other. Specific drugs in each class and their identifying codes are listed in supplemental eAppendix 1. Of note, steroids come in many formulations and accompanying drug codes. We examined their use, but do not believe our methodology fully captured use, given that only 58% of the patients received steroids as part of their antineoplastic regimen, which was significantly lower than expected because steroids are nearly always given.
Measures
The primary outcome of this analysis was use of bisphosphonates, defined as whether a patient received a bisphosphonate within 6 months after start of MM therapy. All bisphosphonates evaluated for use in MM were included, with a full list provided in supplemental eAppendix 3. Duration of bisphosphonate use was determined and defined as the interval between the first and last doses. We calculated the percentage of time patients received bisphosphonates while on antineoplastic therapy, with the understanding that a patient treated according to guidelines would receive bisphosphonates 100% of the time on antineoplastic therapy.
We assessed overall survival from diagnosis as a function of bisphosphonate use. Patients were followed from MM diagnosis until death, end of enrollment in SEER-Medicare, or December 31, 2014, whichever was earliest.
Statistical Analyses
We conducted univariate and multivariable logistic regression analyses to evaluate which variables were associated with use of bisphosphonates. Proportions were compared using the chi-square test. Kaplan-Meier analysis was used to evaluate survival, with hypothesis testing conducted using the log-rank test. Cox proportional hazards models were used to adjust for the effects of covariates on both outcomes, with the proportional hazards assumption evaluated using the Wald test.22 For all models, we used α<0.05 and 2-sided tests of statistical significance. All analyses were conducted using SAS 9.3 (SAS Institute Inc.).
This study used deidentified data and was deemed exempt by the Columbia University Medical Center Institutional Review Board.
Results
We identified 1,309 patients between January 1, 2012, and December 31, 2013, with a diagnosis of MM, who received chemotherapy within 6 months of diagnosis, and who had ≥6 months of follow-up after diagnosis (Figure 1).

Cohort selection of patients aged ≥65 years with newly diagnosed multiple myeloma who received antineoplastic therapy in the SEER-Medicare database, 2012–2013. Patients were evaluated for bisphosphonate use.
Citation: Journal of the National Comprehensive Cancer Network J Natl Compr Canc Netw 17, 1; 10.6004/jnccn.2018.7079

Cohort selection of patients aged ≥65 years with newly diagnosed multiple myeloma who received antineoplastic therapy in the SEER-Medicare database, 2012–2013. Patients were evaluated for bisphosphonate use.
Citation: Journal of the National Comprehensive Cancer Network J Natl Compr Canc Netw 17, 1; 10.6004/jnccn.2018.7079
Cohort selection of patients aged ≥65 years with newly diagnosed multiple myeloma who received antineoplastic therapy in the SEER-Medicare database, 2012–2013. Patients were evaluated for bisphosphonate use.
Citation: Journal of the National Comprehensive Cancer Network J Natl Compr Canc Netw 17, 1; 10.6004/jnccn.2018.7079
Zoledronic acid was the most common bisphosphonate, used in 640 of the 720 patients (89%). Pamidronate was used in 139 patients (19%). A total of 84 patients (12%) received >1 bisphosphonate agent over the course of their treatment, with the most common combination being zoledronic acid and pamidronate in 66 patients. Median time to initiation of bisphosphonates from MM diagnosis was 52 days (interquartile range [IQR], 26–152 days).
Among users, the median number of doses given was 8 (maximum 33; IQR, 4–13) and median duration of bisphosphonate use was 294 days (IQR, 89–569 days). On average, patients received bisphosphonates 66% (IQR, 43%–93%) of the time they received chemotherapy. Comparatively, patients receiving bisphosphonates every month on chemotherapy would have a coverage of 100%.
Descriptive statistics for bisphosphonate users and factors associated with use are summarized in Table 1. In multivariable analysis, factors associated with decreased use of bisphosphonates were chronic kidney disease (adjusted odds ratio [OR], 0.48; 95% CI, 0.35–0.66), hemodialysis (AOR, 0.42; 95% CI, 0.24–0.75), and residence in a Southern region (AOR, 0.66; 95% CI, 0.45–0.99). Factors associated with increased use of bisphosphonates were having an SRE at diagnosis (AOR, 2.60; 95% CI, 1.98–3.40), hypercalcemia (AOR, 1.74; 95% CI, 1.26–2.41), and use of proteasome inhibitor + IMiD regimens (AOR, 1.70; 95% CI, 1.21–2.39 vs proteasome inhibitor regimens without immunomodulator).
We examined the effects of bisphosphonate use on survival using multivariable proportional hazards analysis (Table 2). Users of bisphosphonates had a lower HR for death (0.70; 95% CI, 0.56–0.88) compared with nonusers after adjusting for covariates, including comorbidities and antineoplastic therapy use. Other factors associated with decreased risk of death included female sex (HR, 0.76; 95% CI, 0.59–0.97) and proteasome inhibitor + IMiD use (HR, 0.67; 95% CI, 0.48–0.92 when compared with proteasome inhibitor use). Factors associated with increased risk were age ≥85 years (HR, 1.98; 95% CI, 1.37–2.87 when compared with ages 65–74 years), hemodialysis (HR, 1.50; 95% CI, 1.01–2.22), hypercalcemia (HR, 1.37; 95% CI, 1.06–1.78), and higher comorbidity score (HR, 1.32 for score of ≥2 vs 0; 95% CI, 1.01–1.72).
Discussion
This retrospective cohort study found that 55% of patients with MM diagnosed from 2012 through 2013 were started on a bisphosphonate within 6 months of initiating antineoplastic therapy. Zoledronic acid was much more frequently used than pamidronate. Although patients should be receiving bisphosphonates every month according to guidelines, on average those in our cohort received 2 doses of bisphosphonates every 3 months (66% coverage). Having an SRE at diagnosis was a strong predictor of bisphosphonate use, as were hypercalcemia and use of proteasome inhibitor + IMiD combination regimens, whereas chronic kidney disease and hemodialysis were associated with decreased use. Use of bisphosphonates was associated with improved survival even after adjusting for demographic characteristics, comorbidities, and initial MM therapy.
Although use of bisphosphonates in MM is well supported by evidence and has been recommended by professional society guidelines for 2 decades,23,24 the real-world adoption of this practice has not been examined until recently. Investigators at Amgen Inc. examined bisphosphonate use using electronic health records from Flatiron Health, which consisted of data drawn from >250 cancer clinics and covering 1.5 million patients with cancer in the United States treated mostly at community practices. They found that of 11,112 patients with MM treated between 2009 and 2016, 63% received at least one dose of pamidronate or zoledronic acid.25 Median time to bisphosphonate initiation was 29 days. Patients with chronic kidney disease were less likely to receive bisphosphonates (72% of patients with stage 1 vs 24% with stage 5; HR, 0.22; 95% CI, 0.18–0.28).
Two other population-based analyses of bisphosphonate use in MM have been published. One study used the Veterans Affairs Central Cancer Registry to compare
Factors Associated With Bisphosphonate Use




We did not examine the impact of bisphosphonates on SRE development due to a few concerns. Administrative claims for SREs may not accurately reflect the time of occurrence, duration, and nature of SREs, making it difficult to distinguish new SREs from existing ones.20 Additionally, our data set does not contain certain variables that reflect the degree of bone disease at diagnosis, such as results of skeletal imaging and presence of bone pain. These variables may have a significant effect on the development of SREs separate from bisphosphonate use, and we could not control for them.
A second population-based study used 2 large managed-care databases comprising commercially insured patients to compare those who received zoledronic acid versus those who did not receive any bisphosphonates. More than 1,655 patients with MM (newly diagnosed and relapsed/refractory) were identified between 2001 and 2006. Those receiving zoledronic acid had improved survival (incidence rate ratio, 0.58; P<.001) and lower rates of SREs (incidence rate ratio, 0.63; P<.001). These benefits were most prolonged in patients who used zoledronic acid the longest.26 In comparison to this study, we examined a more uniform population (newly diagnosed, treated patients) in which everyone should receive a bisphosphonate, and incorporated more demographic and clinical variables.
Median time to initiation of bisphosphonates in our cohort was 52 days after the start of antineoplastic therapy. One potential explanation for the delay is the time associated with obtaining a baseline dental examination, which is recommended before bisphosphonate use.5,27 Because we only had data on bisphosphonate use from 2012 through 2013, we were not able to meaningfully examine duration of use. Most guidelines recommend use for at least 2 years,2–4 although the optimal duration has not been clearly established.28 We did find that, on average, patients received 2 doses of bisphosphonates every 3 months, which is lower than the monthly dosing currently recommended by guidelines for patients with active MM on antineoplastic therapy.2–4 However, evidence now suggests that one dose of zoledronic acid every 3 months is noninferior to monthly dosing for the prevention of SREs,29 suggesting that some patients may have received adequate preventive therapy for bone disease.
Our findings that bisphosphonate use decreased in patients with chronic kidney disease and hemodialysis and increased in patients with an SRE at diagnosis and hypercalcemia
Multivariable Cox Proportional Hazards Analysis of Overall Survival


Strengths of our study include the use of a nationally representative database and examination of bisphosphonates users compared with nonusers. Our study also has important limitations. Our population only included patients aged ≥65 years and reflected <10% of those with newly diagnosed MM in the United States during the period included. We lacked data on dental health, an important mediator of bisphosphonate use. We also lacked other important covariates that could predict outcomes, such as disease stage, cytogenetics, or response to therapy, although none of these variables should affect the decision to treat patients with bisphosphonates. Use of billing codes to capture data can lead to undercapture of interventions. Our data covered only 2012 through 2013, because more recent data had not yet been released at study initiation; nonetheless, this limited our ability to examine bisphosphonate use over a longer interval.
Conclusions
We found that 55% of patients with newly diagnosed MM who received antineoplastic therapy were given a bisphosphonate in accordance with national guidelines. Given the clinical evidence supporting the effectiveness of bisphosphonates in MM, we advocate for efforts to increase bisphosphonate use in these patients.
Disclosures: Dr. Lentzsch has disclosed that she has served on the advisory board for Bristol-Myers Squibb, Bayer, Janssen, Proclara Biosciences, and Takeda. The remaining authors have disclosed that they have not received any financial considerations from any person or organization to support the preparation, analysis, results, or discussion of this article.
Funding: This work was supported by the NCI under grants R25 CA094061 (Leng), R01 CA166084 (Hershman), and R01 CA169121 (Wright).
See JNCCN.org for supplemental online content.
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