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Mohammadnejad A, Ryg J, Ewertz M, Jylhävä J, Hjelmborg JVB, Galvin A. Association of cancer with functional decline at old age: a longitudinal study in Danish twins. Scand J Public Health 2025; 53:284-293. [PMID: 38570302 DOI: 10.1177/14034948241240823] [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] [Indexed: 04/05/2024]
Abstract
INTRODUCTION There is evidence that older adults with cancer have a higher risk of functional decline than cancer-free older adults. However, few studies are longitudinal, and none are twin studies. Thus, we aimed to investigate the relationship between cancer and functional decline in older adult (aged 70+ years) twins. MATERIALS AND METHODS Cancer cases in the Longitudinal Study of Aging Danish Twins were identified through the Danish Cancer Registry. Functional status was assessed using hand grip strength (6 years follow-up), and self-reported questions on mobility (10 years follow-up), and cut-offs were defined to assess functional decline. Cox regression models were performed for all the individual twins. In addition, we extended the analysis to discordant twin pairs (twin pairs with one having cancer and the other being cancer-free), to control to a certain extent for (unmeasured) shared confounders (genetic and environmental factors). RESULTS The analysis based on individual twins showed that individual twins with cancer are at increased hazard of worsening hand grip strength (hazard ratio (HR) 1.37, 95% confidence interval (CI) 1.04, 1.80) than cancer-free twins. Among the discordant twin pairs, twins with cancer had a higher hazard of worsening hand grip strength (HR 3.50, 95% CI 1.15, 10.63) than cancer-free cotwins. In contrast, there was no evidence of a difference between the hazard of experiencing mobility decline for twins with cancer compared with cancer-free twins, in both individual twins and discordant twin pairs analyses. DISCUSSION Cancer was associated with hand grip strength functional decline in old individual twins and discordant pairs. Our results strengthen the importance of comprehensive geriatric assessment in older adults with cancer, as well as the importance of routine assessment of functional status. Promoting physical activity through exercise training programmes could enable the prevention of functional decline in older adults with cancer.
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Affiliation(s)
- Afsaneh Mohammadnejad
- Epidemiology, Biostatistics and Biodemography, Department of Public Health, University of Southern Denmark, Denmark
| | - Jesper Ryg
- Academy of Geriatric Cancer Research (AgeCare), Odense University Hospital, Denmark
- Department of Geriatric Medicine, Odense University Hospital, Denmark
- Department of Clinical Research, University of Southern Denmark, Denmark
| | - Marianne Ewertz
- Academy of Geriatric Cancer Research (AgeCare), Odense University Hospital, Denmark
- Department of Clinical Research, University of Southern Denmark, Denmark
| | - Juulia Jylhävä
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden
- Faculty of Social Sciences, Unit of Health Sciences and Gerontology Research Center, University of Tampere, Finland
| | - Jacob vB Hjelmborg
- Epidemiology, Biostatistics and Biodemography, Department of Public Health, University of Southern Denmark, Denmark
- The Danish Twin Registry, University of Southern Denmark, Denmark
| | - Angéline Galvin
- Epidemiology, Biostatistics and Biodemography, Department of Public Health, University of Southern Denmark, Denmark
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, Epicene Team, France
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de Azevedo Daruge ME, Zhu J, Park J, Hines RB, Lee E. Comparison of health-related quality of life trajectories in older breast cancer survivors and noncancerous controls over 10 years: A SEER-MHOS analysis. J Cancer Surviv 2025:10.1007/s11764-025-01745-0. [PMID: 40072835 DOI: 10.1007/s11764-025-01745-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2024] [Accepted: 01/13/2025] [Indexed: 03/14/2025]
Abstract
PURPOSE This study analyzed the long-term effects of cancer on the health-related quality of life (HRQOL) of older breast cancer survivors for 10 years, including a control group to distinguish between the impacts of cancer treatment and aging. METHODS The SEER-MHOS data resource was used in the analysis. Cases were 674 older women diagnosed with breast cancer in 1998-2015 at age 65 and older and participated in Medicare Health Outcomes Survey within 24 months before their cancer diagnosis and at least once within 10 years of post-diagnosis. Propensity score-matched controls (n = 674) were randomly selected from noncancer cohorts. Participants reported their HRQOL using SF-36/VR-12. Repeated measures two-way analysis of variance was used to assess the effects of time, group, and the interaction between time and group on long-term HRQOL trajectory up to 10 years of follow-up. RESULTS At baseline, cases fared worse than controls in all HRQOL domains. Over time, physical component summary, physical functioning, general health, role limitation due to physical health, bodily pain, social functioning, and vitality worsened (Ptime < 0.05) with significant differences between the groups at some points (Pgroup < 0.05), while mental component summary, mental health, and role limitation due to emotional problems remained relatively constant (Ptime ≥ 0.05). Cases had consistently lower general health than controls with a greater gap at the end of observation. CONCLUSIONS Both cases and controls experienced physical HRQOL deterioration, but relatively stable mental HRQOL over 10 years. IMPLICATIONS FOR CANCER SURVIVORS Early interventions focusing on physical health are warranted to maintain HRQOL among older women diagnosed with breast cancer.
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Affiliation(s)
- Maria Eduarda de Azevedo Daruge
- Department of Health Sciences, University of Central Florida College of Health Professions and Sciences, 4364 Scorpius Street, Orlando, FL, USA
| | - Jianbin Zhu
- Center for Academic Research Excellence, Research Institute, Advent Health, Orlando, FL, USA
| | - Jaeyoung Park
- School of Global Health Management and Informatics, University of Central Florida College of Community Innovation and Education, Orlando, FL, USA
| | - Robert B Hines
- Department of Population Health Sciences, University of Central Florida College of Medicine, Orlando, FL, USA
| | - Eunkyung Lee
- Department of Health Sciences, University of Central Florida College of Health Professions and Sciences, 4364 Scorpius Street, Orlando, FL, USA.
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Bodelon C, Masters M, Bloodworth DE, Briggs PJ, Rees-Punia E, McCullough LE, Patel AV, Teras LR. Physical Health Decline After Chemotherapy or Endocrine Therapy in Breast Cancer Survivors. JAMA Netw Open 2025; 8:e2462365. [PMID: 40019757 PMCID: PMC11871543 DOI: 10.1001/jamanetworkopen.2024.62365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 12/24/2024] [Indexed: 03/01/2025] Open
Abstract
Importance Women with a history of breast cancer (BC) experience greater physical health decline compared with age-matched women without cancer. However, whether this decline differs in patients who received chemotherapy and endocrine therapy is not well understood. Objective To investigate physical health decline in BC survivors who received chemotherapy or endocrine therapy compared with age-matched women without cancer. Design, Setting, and Participants This prospective cohort study was conducted as part of the Cancer Prevention Study-3, a prospective US cohort study that enrolled participants in 35 states, the District of Columbia, and Puerto Rico between 2006 and 2013. Follow-up for this analysis was through April 1, 2020. Statistical analyses were conducted between May 2023 and December 2024. Female participants diagnosed with nonmetastatic BC who returned a survey at least 90 days after their diagnosis were matched on age and year of survey return with up to 5 women without cancer. Exposure Cancer status and treatment information. Main Outcomes and Measures Outcomes of interest were measures of physical health, assessed using the Patient-Reported Outcomes Measurement Information System Global Health Scale instrument. Linear regression was used to estimate associations (β) and 95% CIs of treatment with physical health. Results This analysis included 2566 individuals diagnosed with BC and 12 826 age-matched women without cancer. Median (IQR) age at diagnosis was 56.3 (49.9-61.9) years. Of women with BC, 1223 (47.7%) received endocrine therapy, 276 (10.8%) received chemotherapy, and 634 (24.7%) received both. Compared with women without cancer, there was a greater physical health decline within 2 years of diagnosis for BC survivors receiving endocrine therapy (β = -1.12; 95% CI, -1.64 to -0.60), chemotherapy (β = -3.13; 95% CI, -4.19 to -2.07), or both (β = -3.26; 95% CI, -3.97 to -2.55). The decline among endocrine therapy users was restricted to women receiving aromatase inhibitors. More than 2 years after diagnosis, the decline was only observed in women who received chemotherapy. Conclusions and Relevance In this cohort study of 15 392 BC survivors and age-matched women without cancer, BC survivors who received chemotherapy had a long-lasting physical health decline, unlike survivors who received endocrine therapy without chemotherapy. Further studies are needed to confirm these results and to better understand the health consequences of these treatments.
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Affiliation(s)
- Clara Bodelon
- Department of Population Science, American Cancer Society, Atlanta, Georgia
| | - Matthew Masters
- Department of Population Science, American Cancer Society, Atlanta, Georgia
| | - Den E Bloodworth
- Department of Population Science, American Cancer Society, Atlanta, Georgia
| | - Peter J. Briggs
- Department of Population Science, American Cancer Society, Atlanta, Georgia
| | - Erika Rees-Punia
- Department of Population Science, American Cancer Society, Atlanta, Georgia
| | - Lauren E. McCullough
- Department of Population Science, American Cancer Society, Atlanta, Georgia
- Emory University Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Alpa V. Patel
- Department of Population Science, American Cancer Society, Atlanta, Georgia
| | - Lauren R. Teras
- Department of Population Science, American Cancer Society, Atlanta, Georgia
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Álvarez-Salvago F, Gutiérrez-García P, Molina-García C, Atienzar-Aroca S, Jiménez-García JD, Aibar-Almazán A, Martínez-Amat A, Pujol-Fuentes C. Is it really over when it is over? physical, mental and emotional health status of long-term breast cancer survivors compared to healthy matched controls. Support Care Cancer 2024; 32:641. [PMID: 39242365 DOI: 10.1007/s00520-024-08830-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 08/22/2024] [Indexed: 09/09/2024]
Abstract
PURPOSE This study aimed to assess pain, fitness condition, physical activity (PA) level, comorbidities, cancer-related fatigue (CRF), mood state and health-related quality of life (HRQoL) in long-term breast cancer survivors (LTBCS) compared to women without cancer history, matched by age, weight, height, and educational level. METHODS A cross-sectional study conducted in Granada between April 2018 and July 2023 involved 80 LTBCS and 80 matched controls. Pain, fitness condition, PA level, comorbidities, CRF, mood state, and HRQoL were evaluated ≥ 5 years post-diagnosis using validated instruments. RESULTS LTBCS, compared to the controls, reported significantly higher levels of "pain intensity and interference", CRF (in all domains and > 40% exhibited moderate-to-severe fatigue levels), "sadness-depression", "anxiety", "anger/hostility", and "symptom scales" (All: P = .000 to .027). Moreover, 66.25% of LTBCS not only did not reach recommended PA levels (P = .035), but also presented significantly lower levels of "general physical fitness", "muscular strength", "happiness", "functioning scales" (except "emotional functioning"), and "global health status" (All: P = .000 to .048). CONCLUSION LTBCS still suffer from physical (pain, fitness condition, and CRF), both mental and emotional (sadness-depression, anxiety and anger/hostility) long-term side effects as well as multiple HRQoL issues (including lower levels of physical functioning and higher levels of symptoms). These findings highlight the chronic nature of this disease and the importance of continuing long- term follow-up care for survivors many years after the diagnosis of breast cancer.
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Affiliation(s)
- Francisco Álvarez-Salvago
- Department of Physiotherapy, Faculty of Health Sciences, European University of Valencia, Valencia, Spain
- Department of Health Sciences, Faculty of Health Sciences, University of Jaén, Jaén, Spain
| | - Palmira Gutiérrez-García
- Department of Physiotherapy, Faculty of Health Sciences, European University of Valencia, Valencia, Spain
| | | | - Sandra Atienzar-Aroca
- Department of Dentistry, Faculty of Health Sciences, European University of Valencia, Paseo de La Alameda 7, 46010, Valencia, Spain.
| | | | - Agustín Aibar-Almazán
- Department of Health Sciences, Faculty of Health Sciences, University of Jaén, Jaén, Spain
| | - Antonio Martínez-Amat
- Department of Health Sciences, Faculty of Health Sciences, University of Jaén, Jaén, Spain
| | - Clara Pujol-Fuentes
- Department of Physiotherapy, Faculty of Health Sciences, European University of Valencia, Valencia, Spain
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Krok-Schoen JL, Chaplow ZL, Chase C, Spees C, Rosko A, Naughton MJ, Smith J, Soufi S, Beck M, Focht BC. E-PROOF: E-intervention for protein intake and resistance training to optimize function: A study protocol. PLoS One 2024; 19:e0302727. [PMID: 38718069 PMCID: PMC11078354 DOI: 10.1371/journal.pone.0302727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 04/02/2024] [Indexed: 05/12/2024] Open
Abstract
BACKGROUND Accounting for more than 60% of cancer survivors, older (≥65 years) cancer survivors have a 2- to 5-fold risk of physical function impairment, compared to cancer-free peers. One strategy to improve physical function is dietary and resistance training interventions, which improve muscle strength and mass by stimulating muscle protein synthesis. The E-PROOF (E-intervention for Protein Intake and Resistance Training to Optimize Function) study will examine the feasibility, acceptability, and preliminary efficacy of a 12-week randomized controlled trial of an online, tailored nutritional and resistance training education and counseling intervention to improve physical function and associated health outcomes (muscle strength, health-related quality of life (HRQoL), self-efficacy, and weight management). METHODS In this study, 70 older cancer survivors will be randomized to one of two groups: experimental (receiving remote behavioral counseling and evidence-based education and resources), and control (general survivorship education). We will examine the intervention effects on physical function, muscle strength, HRQoL, self-efficacy, weight, and waist circumference during a 12-week period between the experimental and control groups. Three months following the end of the intervention, we will conduct a follow-up assessment to measure physical function, muscle strength, and HRQoL. SIGNIFICANCE AND IMPACT This study is the first synchronous, online protein-focused diet and resistance training intervention among older cancer survivors. This novel study advances science by promoting independent health behaviors among older cancer survivors to improve health outcomes, and provide foundational knowledge to further address this growing problem on a wider scale through online platforms.
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Affiliation(s)
- Jessica L. Krok-Schoen
- School of Health and Rehabilitation Sciences, College of Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Zachary L. Chaplow
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, OH, United States of America
| | - Cara Chase
- School of Health and Rehabilitation Sciences, College of Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Colleen Spees
- School of Health and Rehabilitation Sciences, College of Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Ashley Rosko
- Department of Internal Medicine, College of Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Michelle J. Naughton
- Department of Internal Medicine, College of Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Jade Smith
- School of Health and Rehabilitation Sciences, College of Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Sam Soufi
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, OH, United States of America
| | - Mike Beck
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, OH, United States of America
| | - Brian C. Focht
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, OH, United States of America
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Gell NM, Bae M, Patel KV, Schmitz K, Dittus K, Toth M. Physical function in older adults with and without a cancer history: Findings from the National Health and Aging Trends Study. J Am Geriatr Soc 2023; 71:3498-3507. [PMID: 37431861 PMCID: PMC10782821 DOI: 10.1111/jgs.18508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Revised: 05/26/2023] [Accepted: 06/18/2023] [Indexed: 07/12/2023]
Abstract
BACKGROUND Previous studies identified physical function limitations in older cancer survivors, but few have included objective measures and most focused on breast and prostate cancer survivors. The current study compared patient-reported and objective physical function measures between older adults with and without a cancer history. METHODS Our cross-sectional study used a nationally representative sample of community-dwelling, Medicare beneficiaries from the 2015 National Health and Aging Trends Study (n = 7495). Data collected included patient-reported physical function, including a composite physical capacity score and limitations in strength, mobility, and balance, and objectively measured physical performance metrics, including gait speed, five time sit-to-stand, tandem stand, and grip strength. All analyses were weighted to account for the complex sampling design. RESULTS Thirteen percent of participants (n = 829) reported a history of cancer, of which more than half (51%) reported a diagnosis other than breast or prostate cancer. In models adjusted for demographics and health history, older cancer survivors had lower Short Physical Performance Battery scores (unstandardized beta [B] = -0.36; 95% CI: -0.64, -0.08), slower gait speed (B = -0.03; 95% CI: -0.05, -0.01), reduced grip strength (B = -0.86; 95% CI: -1.44, -0.27), worse patient-reported composite physical capacity (B = -0.43; 95% CI: -0.67, -0.18) and patient-reported upper extremity strength (B = 1.27; 95% CI: 1.07, 1.50) compared to older adults without cancer. Additionally, the burden of physical function limitations was greater in women than in men, which may be explained by cancer type. CONCLUSIONS Our results extend studies in breast and prostate cancer to show worse objective and patient-reported physical function outcomes in older adults with a range of cancer types compared to those without a cancer history. Moreover, these burdens seem to disproportionately affect older adult women, underscoring the need for interventions to address functional limitations and prevent further health consequences of cancer and its treatment.
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Affiliation(s)
- Nancy M. Gell
- Department of Rehabilitation and Movement Science, University of Vermont, Burlington, VT
- University of Vermont Cancer Center, Burlington, VT
| | - Myeongjin Bae
- Department of Rehabilitation and Movement Science, University of Vermont, Burlington, VT
| | - Kushang V. Patel
- Department of Anesthesiology and Pain Medicine, University of Washington
- Division of Gerontology and Geriatric Medicine, Department of Medicine, University of Washington
| | - Kathryn Schmitz
- Division of Hematology and Oncology, University of Pittsburgh, Pittsburgh, PA
| | - Kim Dittus
- University of Vermont Cancer Center, Burlington, VT
- Department of Medicine, University of Vermont College of Medicine, Burlington, VT
| | - Michael Toth
- Department of Medicine, University of Vermont College of Medicine, Burlington, VT
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Cespedes Feliciano EM, Vasan S, Luo J, Binder AM, Chlebowski RT, Quesenberry C, Banack HR, Caan BJ, Paskett ED, Williams GR, Barac A, LaCroix AZ, Peters U, Reding KW, Pan K, Shadyab AH, Qi L, Anderson GL. Long-term Trajectories of Physical Function Decline in Women With and Without Cancer. JAMA Oncol 2023; 9:395-403. [PMID: 36656572 PMCID: PMC9857739 DOI: 10.1001/jamaoncol.2022.6881] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 10/05/2022] [Indexed: 01/20/2023]
Abstract
Importance Patients with cancer experience acute declines in physical function, hypothesized to reflect accelerated aging driven by cancer-related symptoms and effects of cancer therapies. No study has examined long-term trajectories of physical function by cancer site, stage, or treatment compared with cancer-free controls. Objective Examine trajectories of physical function a decade before and after cancer diagnosis among older survivors and cancer-free controls. Design, Setting, and Participants This prospective cohort study enrolled patients from 1993 to 1998 and followed up until December 2020. The Women's Health Initiative, a diverse cohort of postmenopausal women, included 9203 incident cancers (5989 breast, 1352 colorectal, 960 endometrial, and 902 lung) matched to up to 5 controls (n = 45 358) on age/year of enrollment and study arm. Exposures Cancer diagnosis (site, stage, and treatment) via Medicare and medical records. Main Outcomes and Measures Trajectories of self-reported physical function (RAND Short Form 36 [RAND-36] scale; range: 0-100, higher scores indicate superior physical function) estimated from linear mixed effects models with slope changes at diagnosis and 1-year after diagnosis. Results This study included 9203 women with cancer and 45 358 matched controls. For the women with cancer, the mean (SD) age at diagnosis was 73.0 (7.6) years. Prediagnosis, physical function declines of survivors with local cancers were similar to controls; after diagnosis, survivors experienced accelerated declines relative to controls, whose scores declined 1 to 2 points per year. Short-term declines in the year following diagnosis were most severe in women with regional disease (eg, -5.3 [95% CI, -6.4 to -4.3] points per year in regional vs -2.8 [95% CI, -3.4 to -2.3] for local breast cancer) or who received systemic therapy (eg, for local endometrial cancer, -7.9 [95% CI, -12.2 to -3.6] points per year with any chemotherapy; -3.1 [95% CI, -6.0 to -0.3] with radiation therapy alone; and -2.6 [95% CI, -4.2 to -1.0] with neither, respectively). While rates of physical function decline slowed in the later postdiagnosis period (eg, women with regional colorectal cancer declined -4.3 [95% CI, -5.9 to -2.6] points per year in the year following diagnosis vs -1.4 [95% CI, -1.7 to -1.0] points per year in the decade thereafter), survivors had estimated physical function significantly below that of age-matched controls 5 years after diagnosis. Conclusions and Relevance In this prospective cohort study, survivors of cancer experienced accelerated declines in physical function after diagnosis, and physical function remained below that of age-matched controls even years later. Patients with cancer may benefit from supportive interventions to preserve physical functioning.
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Affiliation(s)
| | - Sowmya Vasan
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Juhua Luo
- Department of Epidemiology and Biostatistics, School of Public Health, University of Indiana at Bloomington, Bloomington
| | - Alexandra M. Binder
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu
- Department of Epidemiology, University of California, Los Angeles
| | | | | | - Hailey R. Banack
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, New York
- Epidemiology Division, University of Toronto Dalla Lana School of Public Health, Toronto, Ontario, Canada
| | - Bette J. Caan
- Kaiser Permanente Northern California Division of Research, Oakland
| | - Electra D. Paskett
- Division of Cancer Prevention and Control, College of Medicine, The Ohio State University, Columbus
| | - Grant R. Williams
- Institute for Cancer Outcomes and Survivorship, School of Medicine, The University of Alabama at Birmingham, Birmingham
| | - Ana Barac
- Cardio-Oncology Program, MedStar Heart and Vascular Institute, Georgetown University School of Medicine, Washington, DC
| | - Andrea Z. LaCroix
- Family Medicine and Public Health, School of Medicine, University of California, San Diego, La Jolla
| | - Ulrike Peters
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Kerryn W. Reding
- Biobehavioral Nursing and Health Informatics, School of Nursing, University of Washington, Seattle
| | - Kathy Pan
- Medical Oncology, The Lundquist Institute, Torrance, California
| | - Aladdin H. Shadyab
- Family Medicine and Public Health, School of Medicine, University of California, San Diego, La Jolla
| | - Lihong Qi
- Public Health Sciences, School of Medicine, University of California at Davis, Davis
| | - Garnet L. Anderson
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, Washington
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