1
|
Keegan THM, Abrahão R, Alvarez EM. Survival Trends Among Adolescents and Young Adults Diagnosed With Cancer in the United States: Comparisons With Children and Older Adults. J Clin Oncol 2024; 42:630-641. [PMID: 37883740 DOI: 10.1200/jco.23.01367] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 07/20/2023] [Accepted: 08/17/2023] [Indexed: 10/28/2023] Open
Abstract
PURPOSE Although data from 1975 to 1997 revealed a gap in cancer survival improvement in adolescents and young adults (AYAs; 15-39 years) compared with children and older adults, more recent studies have reported improvements in AYA cancer survival overall. The current analysis provides an update of 5-year relative survival and cancer survival trends among AYAs compared with children and older adults. METHODS We obtained data from the National Cancer Institute Surveillance, Epidemiology, and End Results Program for 17 regions to obtain recent (2010-2018) 5-year relative survival estimates by cancer type, stage, sex, and race/ethnicity by age group. In addition, we calculated 5-year relative survival trends during 2000-2014. RESULTS Across 33 common AYA cancers, AYAs and children had high 5-year relative survival (86%) and experienced similar survival improvements over time (average absolute change: AYAs, 0.33%; children 0.36%). Among AYAs, 73% of cancers had improvement in 5-year relative survival since 2000. Despite this overall progress, we identified cancers where survival was worse in AYAs than younger or older patients and cancers that have had either a lack of improvement (osteosarcoma and male breast) or decreases in survival (cervical and female bladder) over time. Furthermore, males had inferior survival to females for all cancers, except Kaposi sarcoma and bladder cancer, and non-Hispanic Black/African American AYAs experienced worse survival than other racial/ethnic groups for many cancers considered in this study. CONCLUSION Future studies should focus on identifying factors affecting survival disparities by age, sex, and race/ethnicity. Differences in biology, clinical trial enrollment, delivery of treatment according to clinical guidelines, and supportive and long-term survivorship care may account for the survival disparities we observed and warrant further investigation.
Collapse
Affiliation(s)
- Theresa H M Keegan
- Division of Hematology and Oncology, Center for Oncology Hematology Outcomes Research and Training (COHORT), University of California Davis Comprehensive Cancer Center, Sacramento, CA
| | - Renata Abrahão
- Division of Hematology and Oncology, Center for Oncology Hematology Outcomes Research and Training (COHORT), University of California Davis Comprehensive Cancer Center, Sacramento, CA
| | - Elysia M Alvarez
- Division of Pediatric Hematology and Oncology, University of California Davis School of Medicine, Sacramento, CA
| |
Collapse
|
2
|
Luo J, Diao B, Wang J, Yin K, Guo S, Hong C, Guo Y. A deep-learning-based clinical risk stratification for overall survival in adolescent and young adult women with breast cancer. J Cancer Res Clin Oncol 2023; 149:10423-10433. [PMID: 37277578 DOI: 10.1007/s00432-023-04955-0] [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: 05/05/2023] [Accepted: 05/31/2023] [Indexed: 06/07/2023]
Abstract
OBJECTIVE The objective of this study is to construct a novel clinical risk stratification for overall survival (OS) prediction in adolescent and young adult (AYA) women with breast cancer. METHOD From the Surveillance, Epidemiology, and End Results (SEER) database, AYA women with primary breast cancer diagnosed from 2010 to 2018 were included in our study. A deep learning algorithm, referred to as DeepSurv, was used to construct a prognostic predictive model based on 19 variables, including demographic and clinical information. Harrell's C-index, the receiver operating characteristic (ROC) curve, and calibration plots were adopted to comprehensively assess the predictive performance of the prognostic predictive model. Then, a novel clinical risk stratification was constructed based on the total risk score derived from the prognostic predictive model. The Kaplan-Meier method was used to plot survival curves for patients with different death risks, using the log-rank test to compared the survival disparities. Decision curve analyses (DCAs) were adopted to evaluate the clinical utility of the prognostic predictive model. RESULTS Among 14,243 AYA women with breast cancer finally included in this study, 10,213 (71.7%) were White and the median (interquartile range, IQR) age was 36 (32-38) years. The prognostic predictive model based on DeepSurv presented high C-indices in both the training cohort [0.831 (95% CI 0.819-0.843)] and the test cohort [0.791 (95% CI 0.764-0.818)]. Similar results were observed in ROC curves. The excellent agreement between the predicted and actual OS at 3 and 5 years were both achieved in the calibration plots. The obvious survival disparities were observed according to the clinical risk stratification based on the total risk score derived from the prognostic predictive model. DCAs also showed that the risk stratification possessed a significant positive net benefit in the practical ranges of threshold probabilities. Lastly, a user-friendly Web-based calculator was generated to visualize the prognostic predictive model. CONCLUSION A prognostic predictive model with sufficient prediction accuracy was construct for predicting OS of AYA women with breast cancer. Given its public accessibility and easy-to-use operation, the clinical risk stratification based on the total risk score derived from the prognostic predictive model may help clinicians to make better-individualized management.
Collapse
Affiliation(s)
- Jin Luo
- Department of Breast and Thyroid Surgery, Ningbo First Hospital, No 59 Liuting Road, Ningbo, 315010, China
| | - Biyu Diao
- Department of Breast and Thyroid Surgery, Ningbo First Hospital, No 59 Liuting Road, Ningbo, 315010, China
| | - Jinqiu Wang
- Department of Breast and Thyroid Surgery, Ningbo First Hospital, No 59 Liuting Road, Ningbo, 315010, China
| | - Ke Yin
- Department of Breast and Thyroid Surgery, Ningbo First Hospital, No 59 Liuting Road, Ningbo, 315010, China
| | - Shenchao Guo
- Department of Breast and Thyroid Surgery, Ningbo First Hospital, No 59 Liuting Road, Ningbo, 315010, China
| | - Chenyan Hong
- Department of Breast and Thyroid Surgery, Ningbo First Hospital, No 59 Liuting Road, Ningbo, 315010, China
| | - Yu Guo
- Department of Breast and Thyroid Surgery, Ningbo First Hospital, No 59 Liuting Road, Ningbo, 315010, China.
| |
Collapse
|
3
|
Nichols HB, Wernli KJ, Chawla N, O’Meara ES, Gray MF, Green LE, Baggett CD, Casperson M, Chao C, Jones SMW, Kirchhoff AC, Kuo TM, Lee C, Malogolowkin M, Quesenberry CP, Ruddy KJ, Wun T, Zebrack B, Chubak J, Hahn EE, Keegan TH, Kushi LH. Challenges and Opportunities of Epidemiological Studies to Reduce the Burden of Cancers in Young Adults. CURR EPIDEMIOL REP 2023; 10:115-124. [PMID: 37700859 PMCID: PMC10495081 DOI: 10.1007/s40471-022-00286-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/27/2021] [Indexed: 11/03/2022]
Abstract
There are >1.9 million survivors of adolescent and young adult cancers (AYA, diagnosed at ages 15-39) living in the U.S. today. Epidemiologic studies to address the cancer burden in this group have been a relatively recent focus of the research community. In this article, we discuss approaches and data resources for cancer epidemiology and health services research in the AYA population. We consider research that uses data from cancer registries, vital records, healthcare utilization, and surveys, and the accompanying challenges and opportunities of each. To illustrate the strengths of each data source, we present example research questions or areas that are aligned with these data sources and salient to AYAs. Integrating the respective strengths of cancer registry, vital records, healthcare data, and survey-based studies sets the foundation for innovative and impactful research on AYA cancer treatment and survivorship to inform a comprehensive understanding of diverse AYA needs and experiences.
Collapse
Affiliation(s)
- Hazel B. Nichols
- Department of Epidemiology, University of North Carolina Gillings School of Global Public Health, Chapel Hill, NC
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC
| | - Karen J. Wernli
- Kaiser Permanente Washington Health Research Institute, Seattle, WA
| | - Neetu Chawla
- Veterans Health Administration, Greater Los Angeles, CA
| | - Ellen S. O’Meara
- Kaiser Permanente Washington Health Research Institute, Seattle, WA
| | | | - Laura E. Green
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC
| | - Christopher D. Baggett
- Department of Epidemiology, University of North Carolina Gillings School of Global Public Health, Chapel Hill, NC
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC
| | | | - Chun Chao
- Department of Research & Evaluation, Kaiser Permanente Southern California, Pasadena, CA
| | | | - Anne C. Kirchhoff
- Huntsman Cancer Institute and Department of Pediatrics, University of Utah, Salt Lake City, UT
| | - Tzy-Mey Kuo
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC
| | - Catherine Lee
- Division of Research, Kaiser Permanente Northern California, Oakland, CA
| | - Marcio Malogolowkin
- Division of Pediatric Hematology-Oncology, University of California Comprehensive Cancer Center, Sacramento, CA
| | | | | | - Ted Wun
- Center for Oncology Hematology Outcomes Research and Training (COHORT), University of California Comprehensive Cancer Center, Sacramento, CA
| | - Brad Zebrack
- University of Michigan School of Social Work, Ann Arbor, MI
| | - Jessica Chubak
- Kaiser Permanente Washington Health Research Institute, Seattle, WA
| | - Erin E. Hahn
- Department of Research & Evaluation, Kaiser Permanente Southern California, Pasadena, CA
| | - Theresa H.M. Keegan
- Center for Oncology Hematology Outcomes Research and Training (COHORT), University of California Comprehensive Cancer Center, Sacramento, CA
| | - Lawrence H. Kushi
- Division of Research, Kaiser Permanente Northern California, Oakland, CA
| |
Collapse
|
4
|
Al-Kaylani HM, Loeffler BT, Mott SL, Curry M, Phadke S, van der Plas E. Characterizing Early Changes in Quality of Life in Young Women With Breast Cancer. Front Psychol 2022; 13:871194. [PMID: 35645920 PMCID: PMC9132041 DOI: 10.3389/fpsyg.2022.871194] [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: 02/07/2022] [Accepted: 03/22/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction Younger age at diagnosis is a risk factor for poor health-related quality of life (HRQOL) in long-term breast cancer survivors. However, few studies have specifically addressed HRQOL in young adults with breast cancer (i.e., diagnosed prior to age 40), nor have early changes in HRQOL been fully characterized. Methods Eligible female patients with breast cancer were identified through our local cancer center. To establish HRQOL, patients completed the Functional Assessment of Cancer Therapy-Breast (FACT-B) around diagnosis and 12 months later. Sociodemographic factors, genetic susceptibility to cancer, tumor- and treatment-related factors, and comorbidities (e.g., depression/anxiety) were abstracted from medical records and the local oncology registry. Mixed-effects models were used to identify changes in FACT-B scores during the first year of treatment and to determine whether any demographic/treatment-related factors modulated changes in scores. Results Health-related quality of life in young patients with breast cancer was within normal limits at baseline, with a FACT-B overall well-being score of 108.5 (95% confidence limits [CI] = 103.7, 113.3). Participants reported slight improvements over a 12-month period: FACT-B overall well-being scores increased 6.6 points (95% CI = 2.1, 11.1, p < 0.01), functional well-being improved 3.0 points (95% CI = 2.0, 4.1, p < 0.01), emotional well-being improved 1.9 points (95% CI = 0.9, 2.8, p < 0.01), and physical well-being improved 1.5 points (95% CI = 0.2, 2.8, p = 0.03), on average. Participants with anxiety/depression at baseline reported greater improvements in FACT-B overall well-being (change: 12.9, 95% CI = 6.4, 9.5) and functional well-being (change: 5.2, 95% CI = 3.5, 6.9) than participants who did not have anxiety/depression at baseline (change in FACT-B overall well-being: 4.9, 95% CI = 0.2, 9.7; change in functional well-being: 2.3, 95% CI = 1.1, 3.4). Marital status, reconstructive surgery, and baseline clinical staging were also significantly associated with changes in aspects of HRQOL, although their impact on change was relatively minimal. Conclusion Young women with breast cancer do not report HRQOL concerns during the first year of treatment. Improvements in HRQOL during the first year of treatment may be attributable to a sense of relief that the cancer is being treated, which, in the short run, may outweigh the negative late effects of treatment.
Collapse
Affiliation(s)
- Hend M Al-Kaylani
- Department of Psychiatry, University of Iowa Hospital and Clinics, Iowa City, IA, United States
| | - Bradley T Loeffler
- Holden Comprehensive Cancer Center, University of Iowa Hospital and Clinics, Iowa City, IA, United States
| | - Sarah L Mott
- Holden Comprehensive Cancer Center, University of Iowa Hospital and Clinics, Iowa City, IA, United States
| | - Melissa Curry
- Holden Comprehensive Cancer Center, University of Iowa Hospital and Clinics, Iowa City, IA, United States
| | - Sneha Phadke
- Division of Hematology, Oncology, and Blood and Marrow Transplantation, Department of Internal Medicine, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Ellen van der Plas
- Department of Psychiatry, University of Iowa Hospital and Clinics, Iowa City, IA, United States
| |
Collapse
|
5
|
Sorice KA, Fang CY, Wiese D, Ortiz A, Chen Y, Henry KA, Lynch SM. Systematic review of neighborhood socioeconomic indices studied across the cancer control continuum. Cancer Med 2022; 11:2125-2144. [PMID: 35166051 PMCID: PMC9119356 DOI: 10.1002/cam4.4601] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 12/03/2021] [Accepted: 12/28/2021] [Indexed: 11/08/2022] Open
Abstract
BACKGROUND There is extensive interest in understanding how neighborhood socioeconomic status (nSES) may affect cancer incidence or survival. However, variability regarding items included and approaches used to form a composite nSES index presents challenges in summarizing overall associations with cancer. Given recent calls for standardized measures of neighborhood sociodemographic effects in cancer disparity research, the objective of this systematic review was to identify and compare existing nSES indices studied across the cancer continuum (incidence, screening, diagnosis, treatment, survival/mortality) and summarize associations by race/ethnicity and cancer site to inform future cancer disparity studies. METHODS Using PRISMA guidelines, peer-reviewed articles published between 2010 and 2019 containing keywords related to nSES and cancer were identified in PubMed. RESULTS Twenty-four nSES indices were identified from 75 studies. In general, findings indicated a significant association between nSES and cancer outcomes (n = 64/75 studies; 85.33%), with 42/64 (65.63%) adjusting for highly-correlated individual SES factors (e.g., education). However, the direction of association differed by cancer site, race/ethnicity, and nSES index. CONCLUSIONS This review highlights several methodologic and conceptual issues surrounding nSES measurement and potential associations with cancer disparities. Recommendations pertaining to the selection of nSES measures are provided, which may help inform disparity-related disease processes and improve the identification of vulnerable populations in need of intervention.
Collapse
Affiliation(s)
- Kristen A. Sorice
- Cancer Prevention and ControlFox Chase Cancer CenterPhiladelphiaPAUSA
| | - Carolyn Y. Fang
- Cancer Prevention and ControlFox Chase Cancer CenterPhiladelphiaPAUSA
| | - Daniel Wiese
- Geography and Urban StudiesTemple UniversityPhiladelphiaPAUSA
| | - Angel Ortiz
- Cancer Prevention and ControlFox Chase Cancer CenterPhiladelphiaPAUSA
| | - Yuku Chen
- Cancer Prevention and ControlFox Chase Cancer CenterPhiladelphiaPAUSA
| | - Kevin A. Henry
- Geography and Urban StudiesTemple UniversityPhiladelphiaPAUSA
| | - Shannon M. Lynch
- Cancer Prevention and ControlFox Chase Cancer CenterPhiladelphiaPAUSA
| |
Collapse
|
6
|
Hastert TA, Ruterbusch JJ, Abrams J, Nair M, Wenzlaff AS, Beebe-Dimmer JL, Pandolfi SS, Schwartz AG. Financial Hardship by Age at Diagnosis Including in Young Adulthood among African American Cancer Survivors. Cancer Epidemiol Biomarkers Prev 2022; 31:876-884. [PMID: 35064060 PMCID: PMC9377160 DOI: 10.1158/1055-9965.epi-21-0739] [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: 06/13/2021] [Revised: 09/08/2021] [Accepted: 01/07/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Financial hardship is most common among cancer survivors with the fewest financial resources at diagnosis; however, little is known about the financial outcomes of young adult (YA) survivors (ages 20-39 at diagnosis), despite their having fewer financial reserves than older adults. METHODS We utilized data from 3,888 participants in the population-based Detroit Research on Cancer Survivors cohort. Participants self-reported several forms of material and behavioral financial hardship (MFH and BFH, respectively). Psychological financial hardship (PFH) was measured using the Comprehensive Score for financial Toxicity (COST) score. Modified Poisson models estimated prevalence ratios (PR) and 95% confidence intervals (CI) for financial hardship by age at diagnosis controlling for demographic, socioeconomic, and cancer-related factors. RESULTS MFH prevalence was inversely associated with age such that 72% of YA survivors reported MFH, 62% ages 40 to 54, 49% ages 55 to 64, and 33% ages 65 to 79 (PRadjusted YA vs. 65+: 1.75; 95% CI, 1.49-2.04; Ptrend < 0.001). BFH was also more common among YA survivors (26%) than those ages 65 to 79 (20%; PRadjusted: 1.50; 95% CI, 1.08-2.08; Ptrend = 0.019). Age was positively associated with financial wellbeing. COST scores ranged from 20.7 (95% CI, 19.0-22.4) among YA survivors to 27.2 (95% CI, 26.1-28.2) among adults 65 to 79 years old (Ptrend < 0.001). CONCLUSIONS In this population of African American cancer survivors, MFH and BFH were more common, and PFH was more severe, in YA survivors compared with those diagnosed as older adults. IMPACT Young adulthood at diagnosis should be considered a risk factor for cancer-related financial hardship and addressed in work designed to reduce the adverse financial impacts of cancer.
Collapse
Affiliation(s)
- Theresa A. Hastert
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| | - Julie J. Ruterbusch
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| | - Judith Abrams
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| | - Mrudula Nair
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| | - Angie S. Wenzlaff
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| | - Jennifer L. Beebe-Dimmer
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| | - Stephanie S. Pandolfi
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| | - Ann G. Schwartz
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI
- Population Studies and Disparities Research Program, Karmanos Cancer Institute, Detroit, MI
| |
Collapse
|
7
|
Abstract
Neighborhood has significant implications for breast cancer screening, stage, treatment, and mortality. Patients residing in neighborhoods with high deprivation or rurality face barriers and challenges to accessing and receiving care. Consequently, they experience higher mortality rates than their financially affluent or urban counterparts. There are multiple gaps in the literature on the relationship between place of residence and the use of systemic therapies or emerging surgical strategies for disease management. As the management of breast cancer continues to evolve, additional studies are needed to understand the implications of place on the implementation and dissemination of new and emerging treatment modalities.
Collapse
Affiliation(s)
- Samilia Obeng-Gyasi
- Division of Surgical Oncology, Department of Surgery, The Ohio State University, N924 Doan Hall, 410 West 10th, Columbus, OH 43210, USA.
| | - Barnabas Obeng-Gyasi
- Department of Radiology, Duke University Medical Center, 10 Duke Medicine Circle, Durham, NC 27710, USA
| | - Willi Tarver
- Division of Cancer Prevention & Control, Department of Internal Medicine, College of Medicine, The Ohio State University, 460 Medical Center Drive, Room 526, Columbus, OH 43210, USA
| |
Collapse
|
8
|
Liver Cancer Incidence and Area-Level Geographic Disparities in Pennsylvania-A Geo-Additive Approach. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17207526. [PMID: 33081168 PMCID: PMC7588924 DOI: 10.3390/ijerph17207526] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 10/04/2020] [Accepted: 10/12/2020] [Indexed: 02/07/2023]
Abstract
Many neighborhood socioeconomic index measures (nSES) that capture neighborhood deprivation exist but the impact of measure selection on liver cancer (LC) geographic disparities remains unclear. We introduce a Bayesian geoadditive modeling approach to identify clusters in Pennsylvania (PA) with higher than expected LC incidence rates, adjusted for individual-level factors (age, sex, race, diagnosis year) and compared them to models with 7 different nSES index measures to elucidate the impact of nSES and measure selection on LC geospatial variation. LC cases diagnosed from 2007–2014 were obtained from the PA Cancer Registry and linked to nSES measures from U.S. census at the Census Tract (CT) level. Relative Risks (RR) were estimated for each CT, adjusted for individual-level factors (baseline model). Each nSES measure was added to the baseline model and changes in model fit, geographic disparity and state-wide RR ranges were compared. All 7 nSES measures were strongly associated with high risk clusters. Tract-level RR ranges and geographic disparity from the baseline model were attenuated after adjustment for nSES measures. Depending on the nSES measure selected, up to 60% of the LC burden could be explained, suggesting methodologic evaluations of multiple nSES measures may be warranted in future studies to inform LC prevention efforts.
Collapse
|
9
|
Cuglievan B, Berkman A, Dibaj S, Wang J, Andersen CR, Livingston JA, Gill J, Bleyer A, Roth M. Impact of Lagtime, Health Insurance Type, and Income Status at Diagnosis on the Long-Term Survival of Adolescent and Young Adult Cancer Patients. J Adolesc Young Adult Oncol 2020; 10:164-174. [PMID: 32678703 DOI: 10.1089/jayao.2020.0041] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Purpose: Delays in diagnosis can affect the short-term survival outcomes of adolescent and young adult (AYA) cancer patients. We sought to determine the extent to which delayed diagnosis, health insurance type, and income status are associated with the long-term survival of AYA cancer patients. Methods: We reviewed an institutional cohort of 268 patients age 15-29 years who were diagnosed with the most common neoplasms of the AYA population between 2001 and 2003. We grouped patients by the time of onset of cancer symptomatology to verified diagnosis (lagtime to diagnosis; short or long), health insurance type at diagnosis (public or private), zip-code-based median household income (≤U.S. $50,000 or >U.S. $50,000), and demographic variables. Overall survival (OS) and late OS (LOS; the time from the 5-year anniversary of cancer diagnosis to death from any cause) were the outcomes of interest. Results: OS and LOS did not differ between those with short or long lagtimes to diagnosis for all cancer and for specific cancer types. Among patients with long lagtimes, those with private insurance had significantly better LOS than those with public insurance (p = 0.03). Compared with those who had public insurance, patients who had private insurance at diagnosis had significantly better LOS (p = 0.008). Patients with household incomes >U.S. $50,000 had better LOS than those with household incomes ≤U.S. $50,000 (p = 0.02). Patients with public insurance and household incomes ≤U.S. $50,000 had the poorest LOS. Conclusions: AYA cancer patients with either public health insurance or a low household income at diagnosis are at risk of an inferior LOS.
Collapse
Affiliation(s)
- Branko Cuglievan
- Division of Pediatrics and Patient Care, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Amy Berkman
- Department of Pediatrics, Duke University Medical Center, Durham, North Carolina, USA
| | - Seyedeh Dibaj
- Divisions of Biostatistics and The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Jian Wang
- Divisions of Biostatistics and The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Clark R Andersen
- Divisions of Biostatistics and The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - John A Livingston
- Divisions of Sarcoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Jonathan Gill
- Division of Pediatrics and Patient Care, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Archie Bleyer
- Department of Radiation Medicine, Oregon Health and Science University, Portland, Oregon, USA
| | - Michael Roth
- Division of Pediatrics and Patient Care, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| |
Collapse
|
10
|
Kim JY, Kang D, Nam SJ, Kim SW, Lee JE, Yu JH, Lee SK, Im YH, Ahn JS, Guallar E, Cho J, Park YH. Clinical Features and Outcomes of Invasive Breast Cancer: Age-Specific Analysis of a Modern Hospital-Based Registry. J Glob Oncol 2019; 5:1-9. [PMID: 31260394 PMCID: PMC6613670 DOI: 10.1200/jgo.19.00034] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/23/2019] [Indexed: 12/18/2022] Open
Abstract
PURPOSE We evaluated the clinical features and outcomes of invasive breast cancer (BC) among different age groups by analyzing a modern BC registry including subtypes and treatment information. METHODS This was a retrospective cohort study of 6,405 women aged 18 years or older with pathologically confirmed stage I, II, or III BC who underwent curative surgery followed by adjuvant therapy at a university-based hospital in Seoul, South Korea, between January 2003 and December 2011. The study end point was all-cause mortality. We used Cox proportional hazards models and hazard ratios (HRs) with 95% CIs calculated after adjusting for age, body mass index, stage, subtype, and treatment, including type of surgery and use of chemotherapy, radiation therapy, hormone therapy, and targeted therapy. RESULTS During 36,360 person-years of follow-up (median follow-up: 5.45 years; interquartile range, 4.3-7.1), 256 deaths were reported (mortality rate, 7.0/1,000 person-years). The adjusted HR for all-cause mortality was higher in patients older than 40 years (HR, 2.03; 95% CI, 1.44 to 2.87) and older than 60 years (HR, 2.35; 95% CI, 1.63 to 3.39) than in patients aged 40 to 49 years. Across age groups, advanced stage at diagnosis, luminal type as well as triple-negative BC, and not receiving adjuvant treatment were associated with increased risk of mortality. CONCLUSION A strong J-shaped relationship was observed between age and mortality, indicating worse clinical outcomes in young and old patients. This study suggested a possible benefit of personalized BC screening examination and precise and active treatment strategies to reduce BC-related mortality.
Collapse
Affiliation(s)
- Ji-Yeon Kim
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Danbee Kang
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Seok Jin Nam
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Seok Won Kim
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Jeong Eon Lee
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Jong Han Yu
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Se Kyung Lee
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Young-Hyuck Im
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Jin Seok Ahn
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Eliseo Guallar
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
- Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Juhee Cho
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
- Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Yeon Hee Park
- Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| |
Collapse
|
11
|
Moke DJ, Tsai K, Hamilton AS, Hwang A, Liu L, Freyer DR, Deapen D. Emerging Cancer Survival Trends, Disparities, and Priorities in Adolescents and Young Adults: A California Cancer Registry-Based Study. JNCI Cancer Spectr 2019; 3:pkz031. [PMID: 31276099 PMCID: PMC6597054 DOI: 10.1093/jncics/pkz031] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Revised: 03/07/2019] [Accepted: 04/24/2019] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Although landmark studies in the 1990s demonstrated that adolescents and young adults (AYAs, ages 15-39 years) with cancer had lower survival improvement compared to other ages, therapeutic advances warrant reappraisal of those observations. We utilized more recent data to study site-specific AYA survival trends and disparities and gain a more contemporary understanding of this problem. METHODS Using California Cancer Registry data from 1988 to 2014, we calculated 1) 5-year overall survival improvement for AYAs compared to other age groups; 2) hazard ratios (HRs) of death for AYAs comparing 2001-2014 with 1988-2000 stratified by site, stage, sex, age group, race and ethnicity, and socioeconomic status (SES); and 3) site-specific adjusted HRs (aHRs) for AYA risk groups and interaction analyses by time period. RESULTS For all cancers combined, AYAs demonstrated survival improvement that exceeded all other age groups, largely due to reduced mortality in human immunodeficiency virus and acquired immunodeficiency syndrome-related cancers. The strongest predictor of death was cancer stage (aHR = 6.32 for distant vs localized, 95% confidence interval [CI] = 6.20 to 6.45). The aHR of death was statistically significantly higher for blacks (1.46, 95% CI = 1.42 to 1.50), Asian and Pacific Islanders (1.12, 95% CI = 1.09 to 1.15), and Latino whites (1.06, 95% CI = 1.04 to 1.08) compared to non-Latino whites, and was statistically significantly higher for low SES compared to high (1.31, 95% CI = 1.29 to 1.34). Survival disparities by stage, race and ethnicity, and SES worsened over time. CONCLUSIONS For AYAs in aggregate, the historical cancer survival improvement gap has been closed. However, the growing survival disparities in AYA subsets reported here, including advanced stage disease, racial and ethnic minorities, and low SES, highlight new priorities in need of increased attention, including inequities in cancer care and delivery within this vulnerable population.
Collapse
Affiliation(s)
- Diana J Moke
- Children’s Center for Cancer and Blood Diseases, Children’s Hospital Los Angeles, Los Angeles, CA
| | - Kaiya Tsai
- Los Angeles Cancer Surveillance Program, Department of Preventive Medicine, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
| | - Ann S Hamilton
- Los Angeles Cancer Surveillance Program, Department of Preventive Medicine, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
| | - Amie Hwang
- Los Angeles Cancer Surveillance Program, Department of Preventive Medicine, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
- USC Norris Comprehensive Cancer Center, Los Angeles, CA (AH, DRF, DD)
| | - Lihua Liu
- Los Angeles Cancer Surveillance Program, Department of Preventive Medicine, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
| | - David R Freyer
- Children’s Center for Cancer and Blood Diseases, Children’s Hospital Los Angeles, Los Angeles, CA
- USC Norris Comprehensive Cancer Center, Los Angeles, CA (AH, DRF, DD)
| | - Dennis Deapen
- Los Angeles Cancer Surveillance Program, Department of Preventive Medicine, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
- USC Norris Comprehensive Cancer Center, Los Angeles, CA (AH, DRF, DD)
| |
Collapse
|
12
|
Prieto D, Soto-Ferrari M, Tija R, Peña L, Burke L, Miller L, Berndt K, Hill B, Haghsenas J, Maltz E, White E, Atwood M, Norman E. Literature review of data-based models for identification of factors associated with racial disparities in breast cancer mortality. Health Syst (Basingstoke) 2018; 8:75-98. [PMID: 31275571 PMCID: PMC6598506 DOI: 10.1080/20476965.2018.1440925] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Revised: 01/29/2018] [Accepted: 02/08/2018] [Indexed: 01/03/2023] Open
Abstract
In the United States, early detection methods have contributed to the reduction of overall breast cancer mortality but this pattern has not been observed uniformly across all racial groups. A vast body of research literature shows a set of health care, socio-economic, biological, physical, and behavioural factors influencing the mortality disparity. In this paper, we review the modelling frameworks, statistical tests, and databases used in understanding influential factors, and we discuss the factors documented in the modelling literature. Our findings suggest that disparities research relies on conventional modelling and statistical tools for quantitative analysis, and there exist opportunities to implement data-based modelling frameworks for (1) exploring mechanisms triggering disparities, (2) increasing the collection of behavioural data, and (3) monitoring factors associated with the mortality disparity across time.
Collapse
Affiliation(s)
- Diana Prieto
- College of Engineering and Applied Sciences, Western Michigan University, Kalamazoo, MI, USA
- Johns Hopkins Carey Business School, Baltimore, MD, USA
| | - Milton Soto-Ferrari
- College of Engineering and Applied Sciences, Western Michigan University, Kalamazoo, MI, USA
- Department of Marketing and Operations, Scott College of Business, Terre Haute, IN, USA
| | - Rindy Tija
- College of Engineering and Applied Sciences, Western Michigan University, Kalamazoo, MI, USA
| | - Lorena Peña
- College of Engineering and Applied Sciences, Western Michigan University, Kalamazoo, MI, USA
| | - Leandra Burke
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Lisa Miller
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Kelsey Berndt
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Brian Hill
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Jafar Haghsenas
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Ethan Maltz
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Evan White
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Maggie Atwood
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| | - Earl Norman
- Western Michigan University Homer Stryker M.D. School of Medicine, Kalamazoo, MI, USA
| |
Collapse
|
13
|
Keegan THM, Kushi LH, Li Q, Brunson A, Chawla X, Chew HK, Malogolowkin M, Wun T. Cardiovascular disease incidence in adolescent and young adult cancer survivors: a retrospective cohort study. J Cancer Surviv 2018; 12:388-397. [PMID: 29427203 DOI: 10.1007/s11764-018-0678-8] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2017] [Accepted: 01/26/2018] [Indexed: 11/30/2022]
Abstract
PURPOSE Few population-based studies have focused on cardiovascular disease (CVD) risk in adolescent and young adult (AYA; 15-39 years) cancer survivors and none have considered whether CVD risk differs by sociodemographic factors. METHODS Analyses focused on 79,176 AYA patients diagnosed with 14 first primary cancers in 1996-2012 and surviving > 2 years after diagnosis with follow-up through 2014. Data were obtained from the California Cancer Registry and State hospital discharge data. CVD included coronary artery disease, heart failure, and stroke. The cumulative incidence of developing CVD accounted for the competing risk of death. Multivariable Cox proportional hazards regression evaluated factors associated with CVD and the impact of CVD on mortality. RESULTS Overall, 2249 (2.8%) patients developed CVD. Survivors of central nervous system cancer (7.3%), acute lymphoid leukemia (6.9%), acute myeloid leukemia (6.8%), and non-Hodgkin lymphoma (4.1%) had the highest 10-year CVD incidence. In multivariable models, African-Americans (hazard ratio (HR) = 1.55, 95% confidence interval (CI) = 1.33-1.81; versus non-Hispanic Whites), those with public/no health insurance (HR = 1.78, 95% CI = 1.61-1.96; versus private) and those who resided in lower socioeconomic status neighborhoods had a higher CVD risk. These sociodemographic differences in CVD incidence were apparent across most cancer sites. The risk of death was increased by eightfold or higher among AYAs who developed CVD. CONCLUSION While cancer therapies are known to increase the risk of CVD, this study additionally shows that CVD risk varies by sociodemographic factors. IMPLICATIONS FOR CANCER SURVIVORS The identification and mitigation of CVD risk factors in these subgroups may improve long-term patient outcomes.
Collapse
Affiliation(s)
- Theresa H M Keegan
- Center for Oncology Hematology Outcomes Research and Training (COHORT) and Division of Hematology and Oncology, University of California Davis School of Medicine, Sacramento, CA, USA. .,Division of Hematology and Oncology, University of California Davis Comprehensive Cancer Center, 4501 X Street, Suite 3016, Sacramento, CA, 95817, USA.
| | - Lawrence H Kushi
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Qian Li
- Center for Oncology Hematology Outcomes Research and Training (COHORT) and Division of Hematology and Oncology, University of California Davis School of Medicine, Sacramento, CA, USA
| | - Ann Brunson
- Center for Oncology Hematology Outcomes Research and Training (COHORT) and Division of Hematology and Oncology, University of California Davis School of Medicine, Sacramento, CA, USA
| | - X Chawla
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA.,VA HSR&D Center for the Study of Healthcare Innovation, Implementation and Policy, VA Greater Los Angeles Healthcare System, Los Angeles, CA, USA
| | - Helen K Chew
- Center for Oncology Hematology Outcomes Research and Training (COHORT) and Division of Hematology and Oncology, University of California Davis School of Medicine, Sacramento, CA, USA
| | - Marcio Malogolowkin
- Department of Pediatrics, University of California Davis School of Medicine, Sacramento, CA, USA
| | - Ted Wun
- Center for Oncology Hematology Outcomes Research and Training (COHORT) and Division of Hematology and Oncology, University of California Davis School of Medicine, Sacramento, CA, USA
| |
Collapse
|
14
|
Adolescent and Young Adult Testicular Germ Cell Tumors: Special Considerations. Adv Urol 2018; 2018:2375176. [PMID: 29662516 PMCID: PMC5832033 DOI: 10.1155/2018/2375176] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Accepted: 11/27/2017] [Indexed: 01/13/2023] Open
Abstract
While testicular germ cell tumors (T-GCTs) make up only 0.5% of pediatric malignancies and less than 2% of adult malignancies, they comprise 14% of adolescent malignancies, making it the most common solid tumor in this age group. The transition in incidence at this age is also accompanied by a transition in tumor histology with adolescents having mostly pure embryonal carcinoma and mixed nonseminomatous germ cell tumors. Similar to T-GCTs of all ages, surgical excision with orchiectomy is the standard initial step in treatment. Chemotherapy, retroperitoneal lymph node dissection, and targeted treatment of distant metastases make even widely disseminated disease treatable and curable. For this reason, in many ways, the future focus has expanded beyond survival alone to emphasize quality of life issues such as fertility and hypogonadism. However, adolescents remain the age group least studied or understood as they fall in between the ages included in most study designs. Also, they require the most psychosocial support because of the challenges unique to the adolescent period. In this review, we aim to highlight the known outcome data for T-GCTs in this population and also to discuss the unique aspects of treatment and support for this age group.
Collapse
|
15
|
DeRouen MC, Parsons HM, Kent EE, Pollock BH, Keegan THM. Sociodemographic disparities in survival for adolescents and young adults with cancer differ by health insurance status. Cancer Causes Control 2017; 28:841-851. [PMID: 28660357 PMCID: PMC5572560 DOI: 10.1007/s10552-017-0914-y] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Accepted: 06/19/2017] [Indexed: 01/07/2023]
Abstract
PURPOSE To investigate associations of sociodemographic factors-race/ethnicity, neighborhood socioeconomic status (SES), and health insurance-with survival for adolescents and young adults (AYAs) with invasive cancer. METHODS Data on 80,855 AYAs with invasive cancer diagnosed in California 2001-2011 were obtained from the California Cancer Registry. We used multivariable Cox proportional hazards regression to estimate overall survival. RESULTS Associations of public or no insurance with greater risk of death were observed for 11 of 12 AYA cancers examined. Compared to Whites, Blacks experienced greater risk of death, regardless of age or insurance, while greater risk of death among Hispanics and Asians was more apparent for younger AYAs and for those with private/military insurance. More pronounced neighborhood SES disparities in survival were observed among AYAs with private/military insurance, especially among younger AYAs. CONCLUSIONS Lacking or having public insurance was consistently associated with shorter survival, while disparities according to race/ethnicity and neighborhood SES were greater among AYAs with private/military insurance. While health insurance coverage associates with survival, remaining racial/ethnic and socioeconomic disparities among AYAs with cancer suggest additional social factors also need consideration in intervention and policy development.
Collapse
Affiliation(s)
- Mindy C DeRouen
- Cancer Prevention Institute of California, 2201 Walnut Ave, Suite 300, Fremont, CA, 94538, USA.
| | - Helen M Parsons
- Department of Epidemiology and Biostatistics, The University of Texas Health Science Center at San Antonio, 7703 Floyd Curl Drive, San Antonio, TX, 78229, USA
| | - Erin E Kent
- Outcomes Research Branch, Healthcare Delivery Research Program, Division of Cancer Control and Population Sciences, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, MD, 20850, USA
| | - Brad H Pollock
- Department of Public Health Sciences, University of California, One Shields Avenue, Med Sci 1-C, Davis, CA, 95616, USA
| | - Theresa H M Keegan
- Division of Hematology and Oncology, UC Davis Comprehensive Cancer Center, 4501 X Street, Suite 3016, Sacramento, CA, 95817, USA
| |
Collapse
|
16
|
Flaherty DC, Bawa R, Burton C, Goldfarb M. Breast Cancer in Male Adolescents and Young Adults. Ann Surg Oncol 2016; 24:84-90. [DOI: 10.1245/s10434-016-5586-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Indexed: 11/18/2022]
|
17
|
DeRouen MC, Mujahid M, Srinivas S, Keegan THM. Disparities in Adolescent and Young Adult Survival After Testicular Cancer Vary by Histologic Subtype: A Population-Based Study in California 1988-2010. J Adolesc Young Adult Oncol 2015; 5:31-40. [PMID: 26812451 DOI: 10.1089/jayao.2015.0041] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
PURPOSE Testicular cancer is the most common cancer among adolescent and young adult (AYA) men 15-39 years of age. This study aims to determine whether race/ethnicity and/or neighborhood socioeconomic status (SES) contribute independently to survival of AYAs with testicular cancer. METHODS Data on 14,249 eligible AYAs with testicular cancer diagnosed in California between 1988 and 2010 were obtained from the population-based California Cancer Registry. Multivariable Cox proportional hazards regression was used to examine overall and testicular cancer-specific survival and survival for the seminoma and nonseminoma histologic subtypes according to race/ethnicity, census-tract level neighborhood SES, and other patient and clinical characteristics. RESULTS Compared with White AYAs, Hispanic AYAs had worse overall and testicular cancer-specific survival (hazard ratio [HR], 1.21; 95% confidence interval [CI], 1.07-1.37) and Black AYAs had worse overall survival (HR, 1.41; 95% CI, 1.01-1.97), independent of neighborhood SES and other demographic and clinical factors. Racial/ethnic disparities in survival were more pronounced for nonseminoma than for seminoma. AYAs residing in middle and low SES neighborhoods experienced worse survival across both histologic subtypes independent of race/ethnicity and other factors, while improvements in survival over time were more pronounced for seminoma. Longer time to treatment was also associated with worse survival, particularly for AYAs with nonseminoma. CONCLUSION Among AYAs, race/ethnicity, and neighborhood SES are independently associated with survival after testicular cancer. Variation in disparities by histologic type according to demographic factors, year of diagnosis, and time to treatment may reflect differences in prognosis and extent of treatment for the two histologies.
Collapse
Affiliation(s)
- Mindy C DeRouen
- 1 Cancer Prevention Institute of California , Fremont, California
| | - Mahasin Mujahid
- 2 School of Public Health, University of California , Berkeley, California
| | - Sandy Srinivas
- 3 Department of Medicine/Oncology, Stanford University Medical Center , Stanford, California
| | - Theresa H M Keegan
- 1 Cancer Prevention Institute of California , Fremont, California.,4 Division of Epidemiology, Department of Health Research and Policy, Stanford University School of Medicine , Stanford, California
| |
Collapse
|
18
|
Sadler C, Goldfarb M. Comparison of primary and secondary breast cancers in adolescents and young adults. Cancer 2014; 121:1295-302. [DOI: 10.1002/cncr.29200] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2014] [Revised: 11/16/2014] [Accepted: 11/17/2014] [Indexed: 11/10/2022]
Affiliation(s)
- Claire Sadler
- University of Southern California Keck School of Medicine; Los Angeles California
| | - Melanie Goldfarb
- John Wayne Cancer Institute at Providence St. John's Health Center; Santa Monica California
| |
Collapse
|