Introduction

Although 5–10 years of adjuvant endocrine therapy reduces recurrence and death after early hormone receptor-positive (HR + ) breast cancer, approximately 50% of patients are non-adherent (do not take endocrine therapy as prescribed) or non-persistent (discontinue endocrine therapy early)1,2,3,4,5,6,7,8,9,10,11,12,13,14. While some patients discontinue shortly after initiation, others do so later, with persistence overall declining with time15,16. Risks of recurrence and death are higher among those who are non-adherent or who discontinue endocrine therapy early8,17,18,19.

Common symptoms during endocrine therapy include musculoskeletal discomfort, sleep disturbance, fatigue, anxiety, depression, and endocrine symptoms, such as vaginal dryness and hot flashes10,12,20,21,22,23,24,25,26,27,28,29,30. Side effects are frequently cited as a reason for early endocrine therapy discontinuation and multiple studies have demonstrated associations between symptoms and non-adherence or discontinuation9,10,12,16,23,24,26,27,29,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45. However, prospective identification of patients at risk for early discontinuation due to intolerance remains a clinical challenge.

Symptoms experienced by patients during endocrine therapy are often under-appreciated by clinicians46. Patient-reported outcomes (PRO) are assessments from patients about their health status without interpretation by a clinician47. The minimal important difference (MID) is the smallest change in a score on a PRO measure that patients perceive as beneficial or harmful and that would affect management48. Prior studies evaluating the association of symptoms with endocrine therapy discontinuation have not used changes in PRO scores meeting or exceeding the MID to identify clinically important symptoms.

We report findings from a clinic-based cohort of women receiving endocrine therapy for early HR + breast cancer who completed PRO measures over 5 years. We aimed to evaluate the association of treatment-emergent symptoms, defined as worsening scores compared to baseline in increments equal to the MID for each PRO measure, with discontinuation of endocrine therapy prior to completing 5 years of treatment. We hypothesized that patient-reported new or worsening symptoms could identify individuals at risk for early discontinuation.

Results

Participant characteristics

Of 321 participants, 140 (43.6%) initiated tamoxifen and 181 (56.4%) an aromatase inhibitor (AI). Seventeen (5.3%) participants received ovarian function suppression (OFS) and 6 (1.9%) enrolled upon switching endocrine therapy agents. The median age at enrollment was 63 years and 65.4% were post-menopausal. The majority of participants were White (83.5%) and lived in zip codes with low neighborhood poverty (85.9%). Participants who initiated tamoxifen were younger than those who initiated an AI (Table 1).

Table 1 Characteristics of study population according to type of endocrine therapy initiated at study enrollment.

Scores on PRO measures

Mean scores for all PRO measures were within one SD of published population means at all time points. The proportion of participants who completed the PROs declined over time (Table 2). Mean changes in PRO scores during the first 24 months were small, and, while statistically significant for worsening endocrine symptoms (p < 0.001), the mean (SD) change in the FACT-ES score from baseline to 24 months was −2.9 (8.3), which is less than 1 MID (Fig. 1). Despite small mean changes, the worst change in the score at any time up to 60 months met or exceeded the MID for each measure in over one-third of participants. Symptom domains with the greatest proportions of participants with score worsening meeting or exceeding the MID at any time up to 60 months were sleep disturbance (54%), endocrine symptoms (53%), sexual problems (48%), and fatigue (46%) (Fig. 2). Treatment-emergent symptoms often developed soon after endocrine therapy initiation (Fig. 3). For example, worsening compared to baseline by at least the MID for sleep disturbance, endocrine symptoms, sexual problems, and fatigue was already observed at 3 months in 27.1%, 26.3%, 23.3%, and 20.3% of participants respectively (Table 3).

Table 2 Mean scores on patient-reported outcome measures at each study time point.
Fig. 1: Change in patient-reported outcome scores over time.
figure 1

Line graphs display median PRO scores at each time point. The size of each dot is proportional to the number of participants who completed the PRO measure at that time point. The numbers of participants who completed the PRO measure at baseline and at 12, 24, 36, 48, and 60 months point are noted under the X-axis at the corresponding time points. The Y-axis denotes the score range for each PRO measure. Bars represent interquartile ranges. P-values summarize overall mean change in PRO scores during the first 24 months compared to baseline with a four-degree-of-freedom test. PRO patient-reported outcomes.

Fig. 2: Proportion of participants who experienced worsening of patient-reported outcome scores exceeding the minimal important difference at any time point through 60 months.
figure 2

Bar plots display worst change in PRO scores at any time point in follow-up through 60 months. Worst changes are categorized as at least the MID but less than twice the MID, at least twice the MID but less than three times the MID and at least three times the MID for each measure. Only participants with baseline values and at least one follow-up measure are included. The proportions of participants whose worst changes in each PRO scores were less than the MID (i.e. who experienced improvement, no change or worsening less than the MID) are not displayed. The MID was considered to be 4 points for the physical function, depression, anxiety, sleep disturbance, fatigue, and pain interference measures; 8 points for the sexual problems measure; and 5 points for the endocrine symptoms measure. MID minimal important difference, 1 MID at least the MID but less than twice the MID, 2 MID twice the MID but less than three times the MID, 3 MID at least three times the MID, PRO patient-reported outcomes.

Fig. 3: Proportion of participants who experienced worsening of patient-reported outcome scores meeting or exceeding the minimal important difference at 3, 6, and 12 months.
figure 3

Line graphs display percentage of participants with worsening of PRO scores compared to baseline at 3, 6, and 12 months after enrollment. Worsening of PRO scores is categorized as at least the MID but less than twice the MID, at least twice the MID but less than three times the MID and at least three times the MID for each measure. Only participants with baseline values and at least one follow-up measure are included. The percentage of participants whose PRO scores worsened by less than the MID (i.e. who experienced improvement, no change or worsening less than the MID) are not displayed. The MID was considered to be 4 points for the physical function, depression, anxiety, sleep disturbance, fatigue, and pain interference measures; 8 points for the sexual problems measure; and 5 points for the endocrine symptoms measure. MID minimal important difference, 1 MID at least the MID but less than twice the MID, 2 MID twice the MID but less than three times the MID, 3+ MID at least three times the MID, PRO patient-reported outcomes.

Table 3 Change in symptoms compared to baseline at each time point through 12 months.

Due to the decline in PRO completion rates over time, we performed a sensitivity analysis comparing participants who completed all measures during the first 24 months to those with at least one missing measure during that timeframe. With the exception of differences in the number of concomitant medications and mean baseline fatigue and physical function scores, those with and without missing measures had similar key baseline characteristics. The differences in mean baseline fatigue and physical function between these groups were less than the MID (Table 4).

Table 4 Characteristics of participants with and without missing patient-reported outcome measures during the first 24 months of study participation.

Cumulative probability of discontinuation

Median follow-up was 56.1 months and 204 (63.6%) participants remained on endocrine therapy at the time of data cut-off. Twenty-six (8.1%) participants had discontinued after completing the planned course and 13 (4.0%) due to recurrence. Five (1.6%) switched from the endocrine therapy initiated at enrollment to another agent with less than 6 weeks interruption. Sixty-three (19.6%) participants had stopped endocrine therapy due to side effects/intolerance and 10 (3.1%) due to other reasons besides recurrence, new primary breast cancer, completion of at least 5 years of endocrine therapy or switching agents. Among the 73 participants who discontinued due to side effects/intolerance or other reasons besides recurrence, new primary breast cancer, completion of at least 5 years of endocrine therapy or switching agents, the times at which they discontinued were distributed across the follow-up period. Ten discontinued in the first 3 months (13.7%), 10 in months 3–6 (13.7%), 6 in months 6–9 (8.2%), 9 in months 9–12 (12.3%), 9 in months 12–18 (12.3%), 8 in months 18–24 (11%), and 21 after 24 months (28.8%). Among participants with and without missing PRO measures in the first 24 months, 25.4% and 11.4% respectively discontinued due to side effects/intolerance (Table 4). The cumulative probabilities of discontinuation at 3, 6, 12, 24, 36, and 48 months were 3% [95% confidence interval (CI): 1–5%], 6% (95% CI: 4–9%), 11% (95% CI: 7–14%), 17% (95% CI: 12–21%), 19% (95% CI: 14–23%), and 23% (95% CI: 18–27%), respectively. Figure 4 depicts the time to discontinuation of endocrine therapy for the entire cohort and according to the type of endocrine therapy.

Fig. 4: Cumulative probability of endocrine therapy discontinuation.
figure 4

Curves depict time to discontinuation of endocrine therapy for the entire cohort and according to type of endocrine therapy. AI aromatase inhibitor, Tam tamoxifen.

Association of patient-reported outcomes and clinico-demographic factors with endocrine therapy discontinuation

Of the 73 study participants who discontinued endocrine therapy due to side effects/intolerance or due to other reasons besides recurrence, completion of at least 5 years of endocrine therapy or switching agents, 63 completed the PRO measures at the time point immediately before their discontinuation. And, among the 248 participants who did not discontinue endocrine therapy, 190 completed the PRO measures at the time point immediately before they completed follow-up. Therefore, we had complete data for evaluation of the association of PROs with time to discontinuation on 253 (79%) of patients.

In univariate analyses, worsening of multiple symptoms (endocrine symptoms, fatigue, sleep disturbance, and pain interference) plus receipt of AI were associated with endocrine therapy discontinuation. In the final multivariate model, treatment-emergent endocrine symptoms (adjusted HR 1.13, 95% CI 1.02 – 1.25, p = 0.02) and sleep disturbance (adjusted HR 1.14, 95% CI 1.01–1.29, p = 0.03) remained significantly associated with endocrine therapy discontinuation. Additionally, patients receiving AI were twice as likely to discontinue compared to those on tamoxifen (adjusted HR 1.98, 95% CI 1.17–3.33, p = 0.01). Higher stage was associated with lower likelihood of discontinuation (adjusted HR 0.61, 95% CI: 0.43 – 0.87, p = 0.006) (Table 5).

Table 5 Univariate and multivariate associations of new or worsening symptoms and clinico-demographic variables with time to discontinuation of adjuvant endocrine therapy.

Discussion

In this real-world prospective clinic-based cohort of women with early HR + breast cancer receiving endocrine therapy who completed PRO measures over 5 years, we demonstrated that treatment-emergent symptoms, defined as worsening scores at any time during follow-up compared to baseline, was associated with risk for discontinuing endocrine therapy prior to completing 5 years of treatment. Specifically, new or worsening endocrine symptoms and sleep disturbance were associated with endocrine therapy discontinuation. As the severity of the treatment-emergent symptoms worsened, the risk of discontinuation increased. For every 5-point worsening on the Endocrine Subscale of the FACT-ES measure, the risk of discontinuation was 13% higher, and for every 4-point worsening on the PROMIS sleep disturbance measure, the risk of discontinuation was 14% higher. Worsening of scores meeting or exceeding the MID of on these measures was common, each occurring in approximately half the study population, with approximately half of these participants experiencing worsening by more than twice the MID.

Although multiple factors may contribute to an individual patient’s decision to discontinue endocrine therapy, side effects are a key driver of this decision49. To date, interventions to support adherence and persistence have largely focused on educational or behavioral strategies and have had limited success7,50. We argue that early intervention to mitigate side effects has the potential to enhance endocrine therapy adherence and persistence. The cornerstone to this strategy, however, is comprehensive detection of treatment-emergent symptoms that may drive patients to discontinue therapy. Unfortunately, in routine clinical care, clinicians often underappreciate side effects patients experience during endocrine therapy, and the symptom burden reported by patients often exceeds that detected by clinicians22,46. Our data demonstrate that clinically relevant treatment-emergent symptoms are common during endocrine therapy and that use of PRO measures as an adjunct to routine clinical care can identify symptoms associated with early discontinuation.

When utilizing PRO measures in clinical care, the optimal score thresholds beyond which clinical action should be taken are uncertain and may vary depending on the clinical scenario, symptoms, specific measures, and clinical outcomes to which score thresholds are anchored51,52. It is possible that MIDs may vary by factors such as age, race, ethnicity, socioeconomic status, stage, treatment duration or intervention and, moreover, that MIDs may change over time. Although severity thresholds can identify particularly bothersome symptoms and absolute scores on PROs during the course of endocrine therapy have been associated with discontinuation, worsening of scores over time can indicate changes in supportive care needs and thus present a clinical opportunity to provide symptom management9,53,54,55,56. Our findings demonstrate that treatment-emergent symptoms, defined by score worsening compared to baseline meeting or exceeding the MID for the selected measure, can identify clinically significant symptoms associated with endocrine therapy discontinuation. Patients in whom these symptoms are identified should be targeted for enhanced symptom management with the dual goals of improving symptoms and supporting persistence.

Our findings build on previous work demonstrating that treatment-emergent symptoms often present soon after endocrine therapy initiation, indicating that symptom monitoring with PROs has the potential to identify patients at risk for discontinuation early during the course of therapy to whom interventions could be targeted12,26,31. However, as has also previously been reported, endocrine therapy discontinuation in our cohort increased over time and worsening of symptoms meeting or exceeding the MID at any time during 5 years of follow-up was associated with discontinuation15,16,33,45. Most prior studies have focused on associations between baseline symptoms or those that emerge early during endocrine therapy with discontinuation9,10,12,24,26,27,31,32,37,42. Our study is unique in that it demonstrates that treatment-emergent symptoms at any time over 5 years are associated with endocrine therapy discontinuation, supporting ongoing PRO monitoring throughout the course of therapy.

In our study, the cumulative probabilities of endocrine therapy discontinuation at 6, 12, 24, 36, and 48 months, respectively were 6, 11, 17, 19, and 23%. These observed discontinuation rates are lower than reported in many prior studies8,11. It is possible that completing PRO measures motivated patients to continue endocrine therapy. Alternatively, although we did not mandate that clinicians review scores nor implement symptom management interventions, it is possible that greater patient and clinician awareness of symptoms due to the PROs led to better symptom management and, in turn, to enhanced persistence.

Our findings are consistent with prior studies linking symptoms prior to or during receipt of tamoxifen or an AI such as endocrine symptoms and sleep disturbance with non-adherence and early treatment discontinuation10,23,26,27,31,40,42,57. Endocrine symptoms include vasomotor symptoms, weight changes, vaginal or sexual symptoms, mood changes and joint pain30. In patients with breast cancer, endocrine symptoms, such as hot flashes and night sweats, can disrupt sleep58,59. Evidence-based strategies can mitigate the treatment-emergent symptoms that were associated with early discontinuation of endocrine therapy in our cohort. For example, improved sleep hygiene, exercise, and cognitive behavioral therapy can support patients with sleep disturbance60,61,62,63,64,65,66,67. For patients with hot flashes or sweats, medications such as anti-depressants or gabapentin may improve both daytime symptoms and sleep68,69.

As has been previously reported, endocrine therapy discontinuation was more frequent among participants in our study taking an AI than tamoxifen, a finding potentially attributable to frequent musculoskeletal discomfort during AI therapy32,70,71. We also confirmed previous findings demonstrating that individuals with higher stage disease are less likely to discontinue endocrine therapy, a finding potentially explained by greater motivation to take therapy in light of higher recurrence risk33,35,44. In addition to PRO scores, these factors may guide identification of patients at risk for endocrine therapy discontinuation for interventions to support persistence.

Strengths of our study are that we comprehensively assessed common symptoms during endocrine therapy prospectively over 5 years with validated PRO measures in a real-world population. Many previous studies evaluating symptoms during endocrine therapy used cross-sectional or retrospective designs and, of those that were prospective, many did not use validated measures, assessed fewer symptoms or limited symptom assessment to early during the course of therapy10,12,16,23,26,27,31,32,33,37,40,41,42,57,72.

A key limitation of our study is that the proportion of participants who completed the PROs declined over time. In our sensitivity analysis, baseline characteristics of participants with and without missing measures were similar with the exception of the number of baseline concomitant medications. Some literature demonstrates an association between polypharmacy and endocrine therapy discontinuation, however, this association has not been consistently demonstrated and no prior literature indicates that a difference in one drug (the difference we observed in the median number of concomitant medications for those with and without missing PROs in the first 24 months) is meaningful73,74,75. Thus, we believe our sensitivity analysis indicates patients with and without missing PRO measures are similar and that our findings are robust despite missing data. Of note, however, the proportion of participants who discontinued endocrine therapy due to side effects/intolerance was higher among participants with missing measures suggesting that patients with greater symptom burden may have been less likely to complete the PROs. If participants with greater symptoms did not complete the PROs, it is possible that the association between treatment-emergent symptoms and endocrine therapy discontinuation is even stronger than we estimated. But, the fact that PRO data was complete for assessing the time to discontinuation for 79% of study participants supports our findings regarding the association between treatment-emergent symptoms and endocrine therapy discontinuation. The extent of missing PRO data in our study speaks to the need for strategies to further engage patients in incorporating PROs into their care. Considerations may include reducing the length or frequency of assessments to limit respondent burden and assessing PROs in conjunction with clinic visits.

Another limitation of our study is that few pre-menopausal participants received OFS and an AI, potentially limiting generalizability of our findings to the many young patients who may receive this therapy in light of recently published survival data. Additionally, few participants enrolled upon switching endocrine therapies. Although some patients who switch due to side effects tolerate the second agent, our findings cannot fully address tolerance after switching10. Additionally, we grouped patients taking tamoxifen and an AI, however, the treatment-emergent symptoms that identify those at risk for discontinuation may differ by drug. It is also possible that we misclassified discontinuation status and reasons for discontinuation based on chart review. We did not confirm endocrine therapy administration dates with pharmacy records or pill diaries, nor did we confirm reasons for discontinuation by patient report. Additionally, our analysis evaluated the association between each individual treatment-emergent symptom with discontinuation, but we did not evaluate whether the overall symptom burden affected the risk of discontinuation. Another limitation of our study is that we assessed pain with the PROMIS pain interference measure, a tool not specific to joint pain that may not have been sensitive enough to detect AI-associated musculoskeletal symptoms. It is possible that had we used a more sensitive and specific measure, we would have identified an association between treatment-emergent musculoskeletal pain and endocrine therapy discontinuation as has been reported previously. Additionally, we did not collect any data regarding comorbidities and, for concomitant medications, we only collected the number of medications (including both over the counter and prescribed medications) at baseline in our study, thus we cannot address any potential associations between specific medication classes and their side effects, nor the associations of any changes in concomitant medications during study participation or of any comorbidities, with time-to-discontinuation of endocrine therapy. Furthermore, our study population was predominantly white and high socioeconomic status which may limit generalizability of our findings to other populations.

Finally, it must be noted that while a change in a score of at least the MID is considered clinically significant, it is not certain that a change of this degree is truly the minimal change that is significant48. If anchored to endocrine therapy discontinuation, it is possible that smaller changes in scores would be clinically significant and had we looked at smaller changes, we may have identified associations between discontinuation and worsening of other symptoms as have previously been reported such as musculoskeletal discomfort, depression, and anxiety10,12,23,24,26,32,37,40,41,42. Further study is needed to determine the optimal PRO measures for symptom assessment during endocrine therapy and the score thresholds to best identify treatment-emergent symptoms associated with discontinuation in diverse populations.

The use of PROs to assess symptoms improves clinical outcomes including hospitalization rates, emergency room utilization, chemotherapy delivery and quality of life, effects likely mediated by enhanced symptom detection and subsequent symptom management54,76. To date, whether use of PROs impacts oral cancer therapy persistence has not been prospectively determined. In this real-world cohort of patients taking adjuvant endocrine therapy for early HR + breast cancer, we found that treatment-emergent endocrine symptoms and sleep disturbance detected via PRO measures were associated with early endocrine therapy discontinuation. This finding is proof of the principle that collecting serial PROs during routine clinical care can identify patients at risk for endocrine therapy discontinuation due to side effects who may benefit from symptom management interventions. To this end, we are prospectively evaluating the feasibility of using recommended symptom management pathways for patients receiving endocrine therapy who have symptoms identified on PROs. Future studies will also be needed to clarify the optimal timing, the optimal PRO domains and MIDs to use when implementing PRO collection to identify patients receiving endocrine therapy at risk for treatment discontinuation. Better symptom detection and management has the potential not only to help patients feel better, but also to enhance endocrine therapy persistence, an effect that could ultimately reduce breast cancer recurrence and mortality.

Methods

Study population

We enrolled women with HR + stage 0-III breast cancer-initiating adjuvant endocrine therapy with tamoxifen or an AI to a clinic-based prospective cohort between March 2012 and December 2016 at Johns Hopkins (ClinicalTrials.gov Identifier: NCT01937052, registered September 3, 2013). The study cohort was a convenience sample with candidate participants identified by screening medical oncology provider clinic schedules and by provider referral. Pre-menopausal women could receive concurrent OFS. Participants could enroll when first initiating endocrine therapy or upon switching from one agent to another. All participants signed written informed consent. The study was approved by the Johns Hopkins IRB.

Discontinuation

Endocrine therapy discontinuation was defined as stopping the endocrine therapy initiated at enrollment prior to completing 5 years of treatment for at least 6 weeks due to side effects/intolerance or other reasons besides recurrence, new primary breast cancer, completion of at least 5 years of endocrine therapy or switching to another type of endocrine therapy after less than 6 weeks off therapy. Participants were allowed to continue endocrine therapy beyond 5 years. Endocrine therapy discontinuation and reason for discontinuation were determined by chart review. Reasons for discontinuation were classified as: completed treatment, discontinued due to distant metastases, discontinued due to loco-regional recurrence, discontinued due to side effects/intolerance, discontinued tamoxifen to transition to AI and discontinued due to other reasons. No patient discontinued due to a new primary breast cancer.

Patient-reported outcomes

PROs were collected at baseline and 3, 6, 12, 24, 36, 48, and 60 months using the online PatientViewpoint website77,78,79. Measures included the Patient-Reported Outcome Measurement Information System (PROMIS) Version 1.0 pain interference, fatigue, depression, anxiety, physical function, and sleep disturbance short forms; the Endocrine Subscale of the Functional Assessment of Cancer Therapy - Endocrine Symptom (FACT-ES) measure; and the Medical Outcomes Study Sexual Problems (MOS-SP) scale30,80,81,82,83,84,85,86,87. Treatment-emergent symptoms were defined as worsening of scores at any time compared to baseline in increments meeting or exceeding the MID for each measure. PROMIS measures are scored with a T-score metric for which 50 represents the mean in the United States (US) population and 10 is the standard deviation (SD). Higher scores on PROMIS measures indicate more of the outcome measured. PROMIS measures have been validated in early-stage cancer patients with a MID of 3–5 points80,81,82,83,88. We considered the midpoint of this range (4 points) to be the MID. Endocrine Subscale FACT-ES scores range from 0–76 with lower scores indicating more endocrine symptoms. The mean and SD on the Endocrine Subscale of the FACT-ES in women with early breast cancer are 59 and 9.7 respectively30. In accordance with the distribution-based, Effect Size method of identifying a MID for a PRO measure, we used 0.5 SD to define a medium effect size as a conservative estimate of the MID on the Endocrine Subscale of the FACT-ES and rounded this estimate to 5 points48. MOS-SP scores range from 0–100 with higher scores indicating more sexual problems. The reported mean MOS-SP score for women with early breast cancer ranges from approximately 20–36 with SD approximately 27–3128,85,87. As has previously been done, due to some uncertainty about the mean and SD on the MOS-SP in the literature, we used the distribution-based, Empirical Rule Effect Size method to guide the identification of the MID for the MOS-SP. Based on this method, the SD was assumed to be one-sixth of 100 and the estimated MID was calculated by dividing this number by half, yielding an estimated MID of 8 points28,89. A summary of PRO scores was available to clinicians at the time of follow-up clinic visits.

Statistical analysis

Clinico-demographic characteristics of the participants and PRO scores over time are presented descriptively using mean (SD), median (range or interquartile range), and proportions. We used Fisher’s exact test to compare categorical measures, t-test to compare means and Wilcoxon rank-sum test to compare medians between subgroups of the study population as appropriate. Mean changes in PRO scores in the first 24 months compared to baseline were estimated using a linear mixed-effects modeling approach with the PRO as the outcome, fixed effects for each time point, and a random intercept for each participant. A corresponding four-degree-of-freedom test was used to summarize the overall change in the first 24 months.

The time to discontinuation of endocrine therapy was calculated as the time from study enrollment to endocrine therapy discontinuation. Participants who stopped the endocrine therapy initiated at enrollment due to recurrence, new primary breast cancer, completion of at least 5 years of endocrine therapy or who switched to another type of endocrine therapy after less than 6 weeks interruption were censored. All other participants were censored at the date of the last clinic visit before the database was locked May 15, 2020. Time to discontinuation was estimated for the entire cohort and according to type of endocrine therapy (AI versus Tamoxifen) using the Kaplan-Meier method.

To assess how variables measured at baseline and during follow-up were associated with time to discontinuation, we fit Cox proportional hazards models using a time-dependent covariate structure. Non-time dependent demographic variables considered in the models included age at enrollment, neighborhood poverty rate, and race. Neighborhood poverty rate, the percentage of persons living in a zip code with a family income below the federal poverty line based on US census data, was used as a surrogate for socioeconomic status (SES) with >15% considered indicative of low SES90. Clinical characteristics in the models included stage, HER2 status, type of surgery, receipt of chemotherapy, receipt of radiation, number of self-reported concomitant medications at enrollment and type of endocrine therapy. Time-dependent covariates included change in PRO scores compared to baseline based on MIDs, specified as worsening of scores at any time up to 60 months on the PROMIS measures in 4-point increments, on the Endocrine Subscale of the FACT-ES in 5-point increments, and on the MOS-SP in 8-point increments. First, associations between variables with time to endocrine therapy discontinuation were estimated with univariate models. We then used a forward and backward stepwise selection approach based on Akaike’s Information Criterion (AIC) to identify a final multivariate Cox proportional hazards model for the association of treatment-emergent symptoms, assessed by minimal important changes in PRO scores up to 5 years, and clinico-demographic variables with time to endocrine therapy discontinuation91,92. Analyses were completed with R version 4.0.093.

Reporting summary

Further information on research design is available in the Nature Research Reporting Summary linked to this article.