Dynamics of Long-Term Patient-Reported Quality of Life and Health Behaviors After Adjuvant Breast Cancer Chemotherapy

PURPOSE We aimed to characterize long-term quality of life (QOL) trajectories among patients with breast cancer treated with adjuvant chemotherapy and to identify related patterns of health behaviors. METHODS Female stage I-III breast cancer patients receiving chemotherapy in CANTO (CANcer TOxicity; ClinicalTrials.gov identifier: NCT01993498) were included. Trajectories of QOL (European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire–C30 Summary Score) and associations with trajectory group membership were identified by iterative estimations of group-based trajectory models and multivariable multinomial logistic regression, respectively. RESULTS Four trajectory groups were identified (N = 4,131): excellent (51.7%), very good (31.7%), deteriorating (10.0%), and poor (6.6%) QOL. The deteriorating trajectory group reported fairly good baseline QOL (mean [95% CI], 78.3/100 [76.2 to 80.5]), which significantly worsened at year-1 (58.1/100 [56.4 to 59.9]) and never recovered to pretreatment values through year-4 (61.1/100 [59.0 to 63.3]) postdiagnosis. Healthy behaviors were associated with better performing trajectory groups. Obesity (adjusted odds ratio [aOR] v lean, 1.51 [95% CI, 1.28 to 1.79]; P < .0001) and current smoking (aOR v never, 1.52 [95% CI, 1.27 to 1.82]; P < .0001) at diagnosis were associated with membership to the deteriorating group, which was also characterized by a higher prevalence of patients with excess body weight and insufficient physical activity through year-4 and by frequent exposure to tobacco smoking during chemotherapy. Additional factors associated with membership to the deteriorating group included younger age (aOR, 1-year decrement 1.01 [95% CI, 1.01 to 1.02]; P = .043), comorbidities (aOR v no, 1.22 [95% CI, 1.06 to 1.40]; P = .005), lower income (aOR v wealthier households, 1.21 [95% CI, 1.07 to 1.37]; P = .002), and endocrine therapy (aOR v no, 1.14 [95% CI, 1.01 to 1.30]; P = .047). CONCLUSION This latent-class analysis identified some patients with upfront poor QOL and a high-risk cluster with severe, persistent postchemotherapy QOL deterioration. Screening relevant patient-level characteristics may inform tailored interventions to mitigate the detrimental impact of chemotherapy and preserve QOL, including early addressal of behavioral concerns and provision of healthy lifestyle support programs.

[1]  S. Michiels,et al.  A phase III randomized trial of weight loss to reduce cancer-related fatigue among overweight and obese breast cancer patients: MEDEA Study design , 2022, Trials.

[2]  N. Lin,et al.  Development and Validation of a Predictive Model of Severe Fatigue After Breast Cancer Diagnosis: Toward a Personalized Framework in Survivorship Care , 2022, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[3]  N. Lin,et al.  Serum Detection of Nonadherence to Adjuvant Tamoxifen and Breast Cancer Recurrence Risk , 2020, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[4]  S. Michiels,et al.  Changes in weight, physical and psychosocial patient-reported outcomes among obese women receiving treatment for early-stage breast cancer: A nationwide clinical study , 2020, Breast.

[5]  N. Aaronson,et al.  The EORTC QLQ‐C30 Summary Score as Prognostic Factor for Survival of Patients with Cancer in the “Real‐World”: Results from the Population‐Based PROFILES Registry , 2019, The oncologist.

[6]  N. Aaronson,et al.  Thresholds for clinical importance were established to improve interpretation of the EORTC QLQ-C30 in clinical practice and research. , 2020, Journal of clinical epidemiology.

[7]  F. André,et al.  Impact of Breast Cancer Treatment on Employment: Results of a Multicenter Prospective Cohort Study (CANTO) , 2019, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[8]  S. Michiels,et al.  Differential impact of endocrine therapy and chemotherapy on quality of life of breast cancer survivors: a prospective patient-reported outcomes analysis. , 2019, Annals of oncology : official journal of the European Society for Medical Oncology.

[9]  A. Wolff,et al.  Breast cancer survivorship care beyond local and systemic therapy. , 2019, Breast.

[10]  F. André,et al.  UNICANCER: French prospective cohort study of treatment-related chronic toxicity in women with localised breast cancer (CANTO) , 2019, ESMO Open.

[11]  L. Jones,et al.  Development of Exercise as Interception Therapy for Cancer: A Review. , 2019, JAMA oncology.

[12]  P. Ganz,et al.  Health burden in cancer survivors: below the tip of the iceberg , 2019, Nature Reviews Clinical Oncology.

[13]  G. Colditz,et al.  Changes in Body Mass Index and Physical Activity Predict Changes in Vitality During a Weight Loss Trial in Breast Cancer Survivors. , 2018, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[14]  M. Irwin,et al.  Fatigue After Breast Cancer Treatment: Biobehavioral Predictors of Fatigue Trajectories , 2018, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[15]  Valéria Lima Passos,et al.  Group-based multi-trajectory modeling , 2018, Statistical methods in medical research.

[16]  G. Serral,et al.  Social inequalities in quality of life in a cohort of women diagnosed with breast cancer in Barcelona (DAMA Cohort). , 2018, Cancer epidemiology.

[17]  J. Gershenwald,et al.  Lifestyle Modifications and Policy Implications for Primary and Secondary Cancer Prevention: Diet, Exercise, Sun Safety, and Alcohol Reduction. , 2018, American Society of Clinical Oncology educational book. American Society of Clinical Oncology. Annual Meeting.

[18]  T. Julian,et al.  Long-term Peripheral Neuropathy in Breast Cancer Patients Treated With Adjuvant Chemotherapy: NRG Oncology/NSABP B-30 , 2018, Journal of the National Cancer Institute.

[19]  Greta M. Massetti,et al.  Weight management and physical activity throughout the cancer care continuum , 2017, CA: a cancer journal for clinicians.

[20]  T. Wadden,et al.  Randomized phase III trial evaluating the role of weight loss in adjuvant treatment of overweight and obese women with early breast cancer (Alliance A011401): study design , 2017, npj Breast Cancer.

[21]  A. Neugut,et al.  Postdiagnosis Changes in Cigarette Smoking and Survival Following Breast Cancer , 2017, JNCI cancer spectrum.

[22]  L. Jones,et al.  Bench-to-Bedside Approaches for Personalized Exercise Therapy in Cancer. , 2017, American Society of Clinical Oncology educational book. American Society of Clinical Oncology. Annual Meeting.

[23]  R. Chlebowski,et al.  Weight Loss Randomized Intervention Trials in Female Cancer Survivors. , 2016, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[24]  P. Neven,et al.  Adjuvant Tamoxifen Plus Ovarian Function Suppression Versus Tamoxifen Alone in Premenopausal Women With Early Breast Cancer: Patient-Reported Outcomes in the Suppression of Ovarian Function Trial. , 2016, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[25]  W. Willett,et al.  Cigarette Smoking Before and After Breast Cancer Diagnosis: Mortality From Breast Cancer and Smoking-Related Diseases. , 2016, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[26]  A. Giobbie-Hurder,et al.  Treatment Adherence and Its Impact on Disease-Free Survival in the Breast International Group 1-98 Trial of Tamoxifen and Letrozole, Alone and in Sequence. , 2016, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[27]  P. Ganz,et al.  Impact of Adjuvant Endocrine Therapy on Quality of Life and Symptoms: Observational Data Over 12 Months From the Mind-Body Study. , 2016, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[28]  G. Colditz,et al.  Impact of a behavioral weight loss intervention on comorbidities in overweight and obese breast cancer survivors , 2016, Supportive Care in Cancer.

[29]  M. Fiore,et al.  Research Priorities, Measures, and Recommendations for Assessment of Tobacco Use in Clinical Cancer Research , 2016, Clinical Cancer Research.

[30]  P. Fayers,et al.  Replication and validation of higher order models demonstrated that a summary score for the EORTC QLQ-C30 is robust. , 2016, Journal of clinical epidemiology.

[31]  Lena Osterhagen,et al.  Multiple Imputation For Nonresponse In Surveys , 2016 .

[32]  A. Trentham-Dietz,et al.  Partnership Status and Socioeconomic Factors in Relation to Health Behavior Changes after a Diagnosis of Ductal Carcinoma In Situ , 2015, Cancer Epidemiology, Biomarkers & Prevention.

[33]  G. Colditz,et al.  Quality of life outcomes from the Exercise and Nutrition Enhance Recovery and Good Health for You (ENERGY)-randomized weight loss trial among breast cancer survivors , 2015, Breast Cancer Research and Treatment.

[34]  Madeleine M A Tilanus-Linthorst,et al.  Influence of tumour stage at breast cancer detection on survival in modern times: population based study in 173 797 patients , 2015, BMJ : British Medical Journal.

[35]  Jacques Ferlay,et al.  International Variation in Female Breast Cancer Incidence and Mortality Rates , 2015, Cancer Epidemiology, Biomarkers & Prevention.

[36]  K. Soo,et al.  Summary scores captured changes in subjects' QoL as measured by the multiple scales of the EORTC QLQ-C30. , 2015, Journal of clinical epidemiology.

[37]  Helena Carreira,et al.  Global surveillance of cancer survival 1995–2009: analysis of individual data for 25 676 887 patients from 279 population-based registries in 67 countries (CONCORD-2) , 2015, The Lancet.

[38]  P. Goodwin,et al.  Modifiable Lifestyle Factors and Breast Cancer Outcomes: Current Controversies and Research Recommendations. , 2015, Advances in experimental medicine and biology.

[39]  G. Warren,et al.  The biological and clinical effects of smoking by patients with cancer and strategies to implement evidence-based tobacco cessation support. , 2014, The Lancet. Oncology.

[40]  Siobhan M. Phillips,et al.  Accelerating Translation of Physical Activity and Cancer Survivorship Research into Practice: Recommendations for a More Integrated and Collaborative Approach , 2014, Cancer Epidemiology, Biomarkers & Prevention.

[41]  H. Earl,et al.  aTTom: Long-term effects of continuing adjuvant tamoxifen to 10 years versus stopping at 5 years in 6,953 women with early breast cancer. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[42]  M. Dewhirst,et al.  Effects and potential mechanisms of exercise training on cancer progression: A translational perspective , 2013, Brain, Behavior, and Immunity.

[43]  Ming-Feng Hou,et al.  Long-term effects of continuing adjuvant tamoxifen to 10 years versus stopping at 5 years after diagnosis of oestrogen receptor-positive breast cancer: ATLAS, a randomised trial , 2013, The Lancet.

[44]  S. Rogers,et al.  Exercise interventions on health‐related quality of life for cancer survivors , 2012, Clinical otolaryngology : official journal of ENT-UK ; official journal of Netherlands Society for Oto-Rhino-Laryngology & Cervico-Facial Surgery.

[45]  C. Snyder,et al.  Exercise interventions on health-related quality of life for people with cancer during active treatment. , 2012, The Cochrane database of systematic reviews.

[46]  P. Ganz Host factors, behaviors, and clinical trials: opportunities and challenges. , 2012, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[47]  K. Cummings,et al.  Tobacco assessment in actively accruing National Cancer Institute Cooperative Group Program Clinical Trials. , 2012, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[48]  B. Given,et al.  Group-Based Trajectory Modeling of Caregiver Psychological Distress Over Time , 2012, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[49]  P. Ganz,et al.  Quality of life, fertility concerns, and behavioral health outcomes in younger breast cancer survivors: a systematic review. , 2012, Journal of the National Cancer Institute.

[50]  Stef van Buuren,et al.  MICE: Multivariate Imputation by Chained Equations in R , 2011 .

[51]  D. Ossip,et al.  The effect of cigarette smoking on cancer treatment-related side effects. , 2011, The oncologist.

[52]  K. Tipples,et al.  Optimal Management of Cancer Treatment-Induced Bone Loss , 2011, Drugs & aging.

[53]  W. Klein,et al.  Cigarette Smoking, Obesity, Physical Activity, and Alcohol Use As Predictors of Chemoprevention Adherence in the National Surgical Adjuvant Breast and Bowel Project P-1 Breast Cancer Prevention Trial , 2011, Cancer Prevention Research.

[54]  K. Robien,et al.  Smoking and quality of life among female survivors of breast, colorectal and endometrial cancers in a prospective cohort study , 2011, Journal of cancer survivorship : research and practice.

[55]  Amelia M. Haviland,et al.  Group-based Trajectory Modeling Extended to Account for Nonrandom Participant Attrition , 2011 .

[56]  P. Fayers,et al.  Evidence-based guidelines for determination of sample size and interpretation of the European Organisation for the Research and Treatment of Cancer Quality of Life Questionnaire Core 30. , 2011, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[57]  P. Jacobsen,et al.  Prevalence, predictors, and characteristics of off‐treatment fatigue in breast cancer survivors , 2010, Cancer.

[58]  M. Beckmann,et al.  The German SUCCESS C Study – The First European Lifestyle Study on Breast Cancer , 2010, Breast Care.

[59]  Daniel S. Nagin,et al.  Group-Based Trajectory Modeling (Nearly) Two Decades Later , 2010, Journal of quantitative criminology.

[60]  Andrew J Saykin,et al.  Longitudinal assessment of cognitive changes associated with adjuvant treatment for breast cancer: impact of age and cognitive reserve. , 2010, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[61]  Daniel S Nagin,et al.  Group-based trajectory modeling in clinical research. , 2010, Annual review of clinical psychology.

[62]  R. Speck,et al.  An update of controlled physical activity trials in cancer survivors: a systematic review and meta-analysis , 2010, Journal of cancer survivorship : research and practice.

[63]  M. Sprangers Disregarding clinical trial-based patient-reported outcomes is unwarranted: Five advances to substantiate the scientific stringency of quality-of-life measurement , 2010, Acta oncologica.

[64]  J. Mackey,et al.  Exercise intolerance in cancer and the role of exercise therapy to reverse dysfunction. , 2009, The Lancet. Oncology.

[65]  S. Blair,et al.  Physical activity, weight control, and breast cancer risk and survival: clinical trial rationale and design considerations. , 2009, Journal of the National Cancer Institute.

[66]  R. Baumgartner,et al.  Influence of pre- and postdiagnosis physical activity on mortality in breast cancer survivors: the health, eating, activity, and lifestyle study. , 2008, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[67]  B. Xie,et al.  Economic stress among low‐income women with cancer , 2008, Cancer.

[68]  M. Hudson,et al.  Emerging issues in smoking among adolescent and adult cancer survivors , 2007, Cancer.

[69]  Wendy Demark-Wahnefried,et al.  Lifestyle interventions in cancer survivors: designing programs that meet the needs of this vulnerable and growing population. , 2007, The Journal of nutrition.

[70]  M. Zhan,et al.  Profiles of tamoxifen-related side effects by race and smoking status in women with breast cancer. , 2007, Cancer detection and prevention.

[71]  A James O'Malley,et al.  Frequency and cost of chemotherapy-related serious adverse effects in a population sample of women with breast cancer. , 2006, Journal of the National Cancer Institute.

[72]  P. Ganz,et al.  Fatigue in long‐term breast carcinoma survivors , 2006, Cancer.

[73]  D. Vidrine,et al.  Successes and failures of the teachable moment , 2006, Cancer.

[74]  D. Berry,et al.  Effect of screening and adjuvant therapy on mortality from breast cancer. , 2006, The New England journal of medicine.

[75]  Duc T. Bui,et al.  Complications in Smokers After Postmastectomy Tissue Expander/Implant Breast Reconstruction , 2005, Annals of Plastic Surgery.

[76]  B. Rosner,et al.  Weight, weight gain, and survival after breast cancer diagnosis. , 2005, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[77]  Gwyn McClelland Survivors , 1891, The Hospital.

[78]  D. Nagin Group-based modeling of development , 2005 .

[79]  Ross Camidge,et al.  The European Organisation for Research and Treatment of Cancer , 2002 .

[80]  P. Ganz,et al.  Fatigue in breast cancer survivors: occurrence, correlates, and impact on quality of life. , 2000, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[81]  M. Sprangers,et al.  Integrating response shift into health-related quality of life research: a theoretical model. , 1999, Social science & medicine.

[82]  D. Osoba,et al.  Interpreting the significance of changes in health-related quality-of-life scores. , 1998, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[83]  N. Aaronson,et al.  The European Organization for Research and Treatment of Cancer breast cancer-specific quality-of-life questionnaire module: first results from a three-country field study. , 1996, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[84]  D. Osoba,et al.  The European Organization for Research and Treatment of Cancer QLQ-C30: a quality-of-life instrument for use in international clinical trials in oncology. , 1993, Journal of the National Cancer Institute.

[85]  G. Browman,et al.  Influence of cigarette smoking on the efficacy of radiation therapy in head and neck cancer. , 1993, The New England journal of medicine.

[86]  G. Martinelli,et al.  The prognostic significance of natural killer cytotoxicity in patients with colorectal cancer. , 1987, Archives of surgery.

[87]  P. Hersey,et al.  Low natural killer‐cell activity and immunoglobulin levels associated with smoking in human subjects , 1979, International journal of cancer.