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Coussy F, Robert M, Villanueva C, Dalenc F, Rowinski E, Wassermann J. [Adherence to endocrine therapy: A major issue in breast cancer management]. Bull Cancer 2024; 111:893-903. [PMID: 38897911 DOI: 10.1016/j.bulcan.2024.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 04/22/2024] [Accepted: 05/02/2024] [Indexed: 06/21/2024]
Abstract
Endocrine therapy plays a crucial role in the treatment of women with hormone receptor-positive breast cancer. However, non-adherence remains a frequent issue known to negatively impact survival. Based on a comprehensive literature review, this article explores the terminologies employed to describe adherence and methods used for its assessment, the adherence data reported with adjuvant endocrine therapy with targeted therapies, the determinants of adherence or non-adherence, and finally, tested solutions to address it. The results show that a better understanding of the causes of non-adherence would help to better identify patients at risk, and to develop personalized intervention programs capable of improving adherence to adjuvant endocrine therapy. In light of the literature, interventions are likely to require a multimodal approach and integration into our future healthcare pathways.
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Affiliation(s)
- Florence Coussy
- Département d'oncologie médicale, institut Curie, Paris et Saint-Cloud, 26, rue d'Ulm, 75005 Paris, France.
| | - Marie Robert
- Département d'oncologie médicale, institut de cancérologie de l'Ouest - René Gauducheau, boulevard Jacques-Monod, 44805 Saint-Herblain, France
| | | | - Florence Dalenc
- Département d'oncologie médicale, IUCT, Oncopole Claudius-Regard, 1, avenue Irène-Joliot-Curie, Toulouse, France
| | - Elise Rowinski
- Département d'oncologie médicale, centre Léon-Bérard, 28, promenade Léa-et-Napoléon-Bullukian, Lyon, France
| | - Johanna Wassermann
- Service d'oncologie médicale, hôpital Pitié-Salpêtrière, IUC, 47-83, boulevard de l'Hôpital, 75013 Paris, France
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Aurell C, Haidar A, Giglio D. Follow-up Routines Matter for Adherence to Endocrine Therapy in the Adjuvant Setting of Breast Cancer. Breast Cancer (Auckl) 2024; 18:11782234241240171. [PMID: 38628960 PMCID: PMC11020713 DOI: 10.1177/11782234241240171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2023] [Accepted: 02/29/2024] [Indexed: 04/19/2024] Open
Abstract
Background Endocrine therapy (ET) adherence leads to increased survival in breast cancer (BC). How follow-up should be done to maximize adherence is not known. Objectives To assess adherence to ET, factors favouring adherence to ET and effects on survival in a population-based cohort of BC patients in western Sweden. Design This is a retrospective study. Methods We included 358 patients operated for oestrogen receptor-positive BC and recommended 5 years of ET, in Region Halland, Sweden, year 2015 to 2016. Demographical, clinical and pathological data and use of ET were retrieved from the electronic medical records. Patients were considered adherent if taking ET for 5 years or during the full extent of the follow-up, until termination of ET due to BC relapse or death and where renewals of prescriptions of ET covered ⩾80% of the ordinated dose. Two follow-up routines were employed, ie, routine A where patients were contacted annually by nurses and a more passive follow-up routine B where patients were only contacted by nurses at 2 years and 5 years following start of ET. Results Medication persistence for 4 years and more was good and similar between patients initiating aromatase inhibitor (AI) and tamoxifen (75.7% and 72.0%, respectively, P = .43). More patients initiating AIs changed ET due to side effects compared with patients initiating tamoxifen (24.3% vs 9.9%, respectively, P < .0001). Endocrine therapy adherence was better for follow-up routine B than for follow-up routine A (hazard ratio [HR] = 2.71 [1.44-5.09], P = .0027). Conclusions Adherence to ET in BC is high in Western Sweden. Less regular nurse-initiated contacts between BC patients and nursesled surprisingly to a better adherence than a more regular nurse-initiated contact.
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Affiliation(s)
- Carolina Aurell
- Department of Surgery, Halland Hospital Varberg, Region Halland, Varberg, Sweden
| | - Alaa Haidar
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Oncology, Halland Hospital Halmstad, Region Halland, Halmstad, Sweden
| | - Daniel Giglio
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
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Kuhn EP, Pirruccello J, Boothe JT, Li Z, Tosteson TD, Stahl JE, Schwartz GN, Chamberlin MD. Preventing metastatic recurrence in low-risk ER/PR + breast cancer patients-a retrospective clinical study exploring the evolving challenge of persistence with adjuvant endocrine therapy. Breast Cancer Res Treat 2023; 198:31-41. [PMID: 36592233 PMCID: PMC9883310 DOI: 10.1007/s10549-022-06849-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 11/30/2022] [Indexed: 01/03/2023]
Abstract
PURPOSE In the genomic era, more women with low-risk breast cancer will forego chemotherapy and rely on adjuvant endocrine therapy (AET) to prevent metastatic recurrence. However, some of these patients will unfortunately relapse. We sought to understand this outcome. Preliminary work suggested that early discontinuation of AET, also known as non-persistence, may play an important role. A retrospective analysis exploring factors related to our breast cancer patients' non-persistence with AET was performed. METHODS Women who underwent Oncotype-DX® testing between 2011 and 2014 with minimum 5 years follow-up were included. 'Low risk' was defined as Oncotype score < 26. Outcomes of recurrence and persistence were determined by chart review. Patient, tumor and treatment factors were collected, and persistent versus non-persistent groups compared using multivariable ANOVA and Fisher Chi square exact test. RESULTS We identified six cases of distant recurrence among low-risk patients with a median follow-up of 7.7 years. Among them, five of six patients (83%) were non-persistent with AET. The non-persistence rate in our cohort regardless of recurrence was 57/228 (25%). Non-persistent patients reported more severe side effects compared with persistent patients (p = 0.002) and were more likely to be offered a switch in endocrine therapy, rather than symptom-relief (p = 0.006). In contrast, persistent patients were 10.3 times more likely to have been offered symptom-alleviating medications compared with non-persistent patients (p < 0.001). A subset analysis revealed that patients who persisted with therapy had a higher Oncotype-DX® score than patients who discontinued early (p = 0.028). CONCLUSION Metastatic recurrence in low-risk breast cancer patients may be primarily due to non-persistence with endocrine therapy. Further work is needed to optimize care for patients who struggle with side effects. To our knowledge, these are the first published data suggesting that Oncotype-DX® score may influence persistence with AET.
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Affiliation(s)
- Elaine P Kuhn
- Department of Internal Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA.
- Norris Cotton Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA.
| | - Jonathan Pirruccello
- Department of Internal Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - James T Boothe
- Department of Internal Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - Zhongze Li
- Norris Cotton Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
- Department of Biomedical Data Sciences, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - Tor D Tosteson
- Norris Cotton Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
- Department of Biomedical Data Sciences, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - James E Stahl
- Department of Internal Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - Gary N Schwartz
- Department of Internal Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
- Norris Cotton Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - Mary D Chamberlin
- Department of Internal Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
- Norris Cotton Cancer Center, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
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En‐nasery ‐ de Heer S, Tromp VNMF, Westerman MJ, Konings I, Beckeringh JJ, Boons CLM, Timmers L, Hugtenburg JG. Patient experiences and views on pharmaceutical care during adjuvant endocrine therapy for breast cancer: A qualitative study. Eur J Cancer Care (Engl) 2022; 31:e13749. [PMID: 36300863 PMCID: PMC9786726 DOI: 10.1111/ecc.13749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 09/24/2022] [Accepted: 10/09/2022] [Indexed: 12/30/2022]
Abstract
OBJECTIVE The use of adjuvant endocrine therapy (AET) after primary treatment of hormone receptor-positive breast cancer reduces the risk of recurrence and mortality. However, non-adherence is still common. Limited consideration has been given to how users deal with AET and the role of pharmaceutical care. Therefore, this study aims to obtain insight into the needs and wishes of women using AET regarding pharmaceutical care and eHealth. METHODS This is a qualitative explorative study comprising semi-structured interviews (n = 16) and a focus group (n = 5) among women who use or used AET after primary early-stage breast cancer (EBC) treatment using a thematic analysis approach. RESULTS Three themes emerged from the interviews and focus group: (1) experiences with AET use, (2) experiences with provided information and (3) needs and wishes regarding pharmaceutical care. Most women were highly motivated to use AET and indicated to have received useful information on AET. However, many expressed a strong need for more elaborate tailored and timely provided information on AET. They acknowledged the accessibility of pharmacists but reported that currently, pharmacists are hardly involved in AET care. Several women considered eHealth useful to obtain counselling and reliable information. CONCLUSION Women need more comprehensive information and follow-up in primary setting after initial cancer treatments. A more elaborate role for the pharmacy and eHealth/mHealth, especially with regard to counselling on side effects and side effect management, could potentially improve pharmaceutical care.
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Affiliation(s)
- Selma En‐nasery ‐ de Heer
- Department of Clinical Pharmacology and PharmacyAmsterdam UMC, Location VUmcAmsterdamThe Netherlands,Amsterdam Public Health Research InstituteAmsterdam UMC, Location VUmcAmsterdamThe Netherlands
| | - Vashti N. M. F. Tromp
- Department of Clinical Pharmacology and PharmacyAmsterdam UMC, Location VUmcAmsterdamThe Netherlands,Amsterdam Public Health Research InstituteAmsterdam UMC, Location VUmcAmsterdamThe Netherlands
| | - Marjan J. Westerman
- Department of Epidemiology and Data ScienceAmsterdam UMC, Location VUmcAmsterdamThe Netherlands
| | - Inge Konings
- Department of Medical Oncology, Cancer Center AmsterdamAmsterdam UMC, Location VUmcAmsterdamThe Netherlands
| | | | - Christel L. M. Boons
- Department of Clinical Pharmacology and PharmacyAmsterdam UMC, Location VUmcAmsterdamThe Netherlands,Amsterdam Public Health Research InstituteAmsterdam UMC, Location VUmcAmsterdamThe Netherlands
| | - Lonneke Timmers
- Department of Clinical Pharmacology and PharmacyAmsterdam UMC, Location VUmcAmsterdamThe Netherlands
| | - Jacqueline G. Hugtenburg
- Department of Clinical Pharmacology and PharmacyAmsterdam UMC, Location VUmcAmsterdamThe Netherlands,Amsterdam Public Health Research InstituteAmsterdam UMC, Location VUmcAmsterdamThe Netherlands
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Douglas MP, Kumar A. Analyzing Precision Medicine Utilization with Real-World Data: A Scoping Review. J Pers Med 2022; 12:557. [PMID: 35455673 PMCID: PMC9025578 DOI: 10.3390/jpm12040557] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Revised: 03/25/2022] [Accepted: 03/29/2022] [Indexed: 11/16/2022] Open
Abstract
Precision medicine (PM), specifically genetic-based testing, is currently used in over 140,000 individual tests to inform the clinical management of disease. Though several databases (e.g., the NIH Genetic Testing Registry) demonstrate the availability of these sequencing-based tests, we do not currently understand the extent to which these tests are used. There exists a need to synthesize the body of real-world data (RWD) describing the use of sequencing-based tests to inform their appropriate use. To accomplish this, we performed a scoping review to examine what RWD sources have been used in studies of PM utilization between January 2015 and August 2021 to characterize the use of genome sequencing (GS), exome sequencing (ES), tumor sequencing (TS), next-generation sequencing-based panels (NGS), gene expression profiling (GEP), and pharmacogenomics (PGx) panels. We abstracted variables describing the use of these types of tests and performed a descriptive statistical analysis. We identified 440 articles in our search and included 72 articles in our study. Publications based on registry databases were the most common, followed by studies based on private insurer administrative claims. Slightly more than one-third (38%) used integrated datasets. Two thirds (67%) of the studies focused on the use of tests for oncological clinical applications. We summarize the RWD sources used in peer-reviewed literature on the use of PM. Our findings will help improve future study design by encouraging the use of centralized databases and registries to track the implementation and use of PM.
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Affiliation(s)
- Michael P. Douglas
- Center for Translational and Policy Research on Precision Medicine (TRANSPERS), Department of Clinical Pharmacy, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Anika Kumar
- School of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA;
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Endocrine therapy initiation among women with stage I-III invasive, hormone receptor-positive breast cancer from 2001-2016. Breast Cancer Res Treat 2022; 193:203-216. [PMID: 35275285 PMCID: PMC10135399 DOI: 10.1007/s10549-022-06561-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Accepted: 02/26/2022] [Indexed: 11/02/2022]
Abstract
PURPOSE This retrospective cohort study examined patterns of endocrine therapy initiation over time and by demographic, tumor, and treatment characteristics. METHODS We included 7777 women from three U.S. integrated healthcare systems diagnosed with incident stage I-III hormone receptor-positive breast cancer between 2001 and 2016. We extracted endocrine therapy from pharmacy dispensings, defining initiation as dispensings within 12 months of diagnosis. Demographic, tumor, and treatment characteristics were collected from electronic health records. Using generalized linear models with a log link and Poisson distribution, we estimated initiation of any endocrine therapy, tamoxifen, and aromatase inhibitors (AI) over time with relative risks (RR) and 95% confidence intervals (CI) adjusted for age, tumor characteristics, diagnosis year, other treatment, and study site. RESULTS Among women aged 20+ (mean 62 years), 6329 (81.4%) initiated any endocrine therapy, and 1448 (18.6%) did not initiate endocrine therapy. Tamoxifen initiation declined from 67 to 15% between 2001 and 2016. AI initiation increased from 6 to 69% between 2001 and 2016 in women aged ≥ 55 years. The proportion of women who did not initiate endocrine therapy decreased from 19 to 12% between 2002 and 2014 then increased to 17% by 2016. After adjustment, women least likely to initiate endocrine therapy were older (RR = 0.81, 95% CI 0.77-0.85 for age 75+ vs. 55-64), Black (RR = 0.93, 95% CI 0.87-1.00 vs. white), and had stage I disease (RR = 0.88, 95% CI 0.85-0.91 vs. stage III). CONCLUSIONS Despite an increase in AI use over time, at least one in six eligible women did not initiate endocrine therapy, highlighting opportunities for improving endocrine therapy uptake in breast cancer survivors.
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Yanez B, Gray RJ, Sparano JA, Carlos RC, Sadigh G, Garcia SF, Gareen IF, Whelan TJ, Sledge GW, Cella D, Wagner LI. Association of Modifiable Risk Factors With Early Discontinuation of Adjuvant Endocrine Therapy: A Post Hoc Analysis of a Randomized Clinical Trial. JAMA Oncol 2021; 7:2780917. [PMID: 34137783 PMCID: PMC8377561 DOI: 10.1001/jamaoncol.2021.1693] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 04/14/2021] [Indexed: 12/22/2022]
Abstract
IMPORTANCE Early discontinuation of adjuvant endocrine therapy (ET) is problematic among breast cancer survivors, with previous studies suggesting that up to 50% of women do not adhere to the recommended full 5 years of ET treatment. OBJECTIVE To identify the association between early discontinuation of ET in the Trial Assigning Individualized Options for Treatment (TAILORx) and modifiable risk factors, polypharmacy, and types of additional medications such as antidepressants and opioids. DESIGN, SETTING, AND PARTICIPANTS This post hoc analysis includes a subgroup of 954 patients with breast cancer in TAILORx, a randomized clinical trial conducted from April 7, 2006, to October 6, 2010. All participants received a diagnosis of hormone receptor-positive, ERBB2-negative, axillary node-negative breast cancer and started ET within a year of study entry. Analyses were conducted in the intent-to-treat population. Statistical analysis took place from January 15, 2020, to April 6, 2021. MAIN OUTCOMES AND MEASURES Participants completed measures on cancer-related health-related quality of life including physical well-being and social well-being prior to initiating ET. Early discontinuation of ET was defined as discontinuation less than 4 years from initiation for reasons other than death or recurrence. Kaplan-Meier estimates were used to calculate discontinuation, and Cox proportional hazards regression joint prediction models were used to analyze the association between rates of adherence to ET with patient-level factors. RESULTS A total of 954 women (mean [SD] age, 56.6 [8.9] years) were included in this analysis. In a joint model, receipt of chemoendocrine therapy (vs receipt of ET only; hazard ratio [HR], 0.57; 95% CI, 0.35-0.92; P = .02) and age older than 40 years (vs ≤40 years; HR for 41-50 years, 0.39; 95% CI, 0.18-0.85; P = .02; HR for 51-60 years, 0.28; 95% CI, 0.13-0.60; P = .001; HR for 61-70 years, 0.40; 95% CI, 0.18-0.86; P = .02; and HR for >70 years, 0.23; 95% CI, 0.07-0.77; P = .02) were associated with a lower probability of early discontinuation of ET. Adjusted for these factors, a history of depression compared with no history of depression (HR, 1.82; 95% CI, 1.19-2.77; P = .005), worse physical well-being compared with better physical well-being (HR, 2.12; 95% CI, 1.30-3.45; P = .002), and worse social well-being compared with better social well-being (HR, 1.94; 95% CI, 1.20-3.13; P = .006) were individually and significantly associated with a higher probability of early discontinuation of ET. Only antidepressant use at study baseline was associated with early discontinuation (HR, 1.87; 95% CI, 1.23-2.84; P = .003). CONCLUSIONS AND RELEVANCE In this post hoc analysis of a randomized clinical trial, baseline patient-reported health-related quality of life components, such as poor social well-being, poor physical well-being, and comorbid depression, were significant risk factors for early discontinuation of endocrine therapies. These results support systematic screening for patient-reported outcomes and depressive symptoms to identify women at risk for discontinuation of ET. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT00310180.
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Affiliation(s)
- Betina Yanez
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Robert J. Gray
- Eastern Cooperative Oncology Group–American College of Radiology Imaging Network Biostatistics Center, Dana Farber Cancer Institute, Boston, Massachusetts
| | - Joseph A. Sparano
- Department of Oncology, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, New York
| | - Ruth C. Carlos
- Department of Radiology, University of Michigan Comprehensive Cancer Center, Ann Arbor
| | - Gelareh Sadigh
- Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, Georgia
| | - Sofia F. Garcia
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Ilana F. Gareen
- Center for Statistical Sciences, Brown University, Providence, Rhode Island
| | - Timothy J. Whelan
- Canadian Cancer Trials Group, McMaster University, Hamilton, Ontario, Canada
| | - George W. Sledge
- Department of Medicine, Stanford Cancer Center Palo Alto, Stanford, California
| | - David Cella
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Lynne I. Wagner
- Department of Social Sciences and Health Policy, Wake Forest University Health Sciences, Winston Salem, North Carolina
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Panattoni L, Lieu TA, Jayasekera J, O'Neill S, Mandelblatt JS, Etzioni R, Phelps CE, Ramsey SD. The impact of gene expression profile testing on confidence in chemotherapy decisions and prognostic expectations. Breast Cancer Res Treat 2018; 173:417-427. [PMID: 30306429 DOI: 10.1007/s10549-018-4988-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2018] [Accepted: 09/28/2018] [Indexed: 02/04/2023]
Abstract
PURPOSE Little is known about whether gene expression profile (GEP) testing and specific recurrence scores (e.g., medium risk) improve women's confidence in their chemotherapy decision or perceived recurrence risk. We evaluate the relationship between these outcomes and GEP testing. METHODS We surveyed women eligible for GEP testing (stage I or II, Gr1-2, ER+, HER2-) identified through the Surveillance, Epidemiology, and End Results (SEER) Registry of Washington or Kaiser Permanente Northern California from 2012 to 2016, approximately 0-4 years from diagnosis (N = 904, RR = 45.4%). Confidence in chemotherapy was measured as confident (Very, completely) versus Not Confident (Somewhat, A little, Not At All); perceived risk recurrence was recorded numerically (0-100%). Women reported their GEP test receipt (Yes, No, Unknown) and risk recurrence score (High, Intermediate, Low, Unknown). In our analytic sample (N = 833), we propensity score weighted the three test receipt cohorts and used propensity weighted multivariable regressions to examine associations between the outcomes and the three test receipt cohorts, with receipt stratified by score. RESULTS 29.5% reported an unknown GEP test receipt; 86% being confident. Compared to no test receipt, an intermediate score (aOR 0.34; 95% CI 0.20-0.58), unknown score (aOR 0.09; 95% CI 0.05-0.18), and unknown test receipt (aOR 0.37; 95% CI 0.24-0.57) were less likely to report confidence. Most women greatly overestimated their recurrence risk regardless of their test receipt or score. CONCLUSIONS GEP testing was not associated with greater confidence in chemotherapy decisions. Better communication about GEP testing and the implications for recurrence risk may improve women's decisional confidence.
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Affiliation(s)
- Laura Panattoni
- Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue North, M3-B232, Seattle, WA, 98109, USA
| | - Tracy A Lieu
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Jinani Jayasekera
- Department of Oncology, Georgetown University Medical Center, Washington, DC, USA.,Lombardi Comprehensive Cancer Center, Washington, DC, USA
| | - Suzanne O'Neill
- Department of Oncology, Georgetown University Medical Center, Washington, DC, USA.,Lombardi Comprehensive Cancer Center, Washington, DC, USA
| | - Jeanne S Mandelblatt
- Department of Oncology, Georgetown University Medical Center, Washington, DC, USA.,Lombardi Comprehensive Cancer Center, Washington, DC, USA
| | - Ruth Etzioni
- Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue North, M3-B232, Seattle, WA, 98109, USA
| | | | - Scott D Ramsey
- Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue North, M3-B232, Seattle, WA, 98109, USA.
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