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1.
Clin J Oncol Nurs ; 28(3): 318-322, 2024 May 17.
Article in English | MEDLINE | ID: mdl-38830250

ABSTRACT

During cancer treatment, oncology nurses emphasize patient and family education about coping strategies to manage adverse events such as gastrointestinal effects and fatigue. However, information about how to return to health.


Subject(s)
Neoplasms , Patient Education as Topic , Humans , Neoplasms/nursing , Neoplasms/psychology , Patient Education as Topic/methods , Cancer Survivors/psychology , Female , Healthy Lifestyle , Oncology Nursing/education , Adaptation, Psychological , Male , Middle Aged , Survivorship , Adult
2.
Asia Pac J Oncol Nurs ; 9(6): 100052, 2022 Jun.
Article in English | MEDLINE | ID: mdl-35651541

ABSTRACT

Objective: Determine palliative care end-of-life (EOL) educational needs among clinical trials nurses (CTNs) at an urban comprehensive cancer center. Methods: The End-Of-Life Professional Caregiver Survey (EPCS) was used to determine the EOL educational needs of CTNs and collect demographics on years of experience, education, past EOL-specific training, and possession of their own advanced directive. The "Surprise Question" was also asked to explore the percent of patients on clinical trials who may be nearing EOL. Results: Twenty-nine CTNs completed the survey. Mean years of experience as an RN and CTN was 10.45 and 2.5, respectively. 79% and 17% held a bachelors or master's degree, respectively. Twenty-seven percent reported previous End-of-Life Nursing Education Consortium (ELNEC) or similar training and 20% stated they had their own advanced directive. Mean total score for the EPCS was 94.83, with subscale means of 42.41 for the Patient and Family Centered Communication (PFCC), 26.9 for Cultural and Ethical Values (CEV), and 25.52 for the Effective Care Delivery (ECD). Highest scoring items included confidence in communicating with colleagues about EOL care, being present with dying patients, and recognizing patients who are appropriate for hospice referral. Lowest scoring items included participating in code status discussions, resolving ethical issues and family conflicts at EOL, and addressing requests for assisted suicide. Responses to the Surprise Question indicated that 27.5% of the CTNs would not be surprised if half or more of their patients died within the next 12 months. Conclusions: Many patients with cancer on clinical trials may be nearing EOL. CTNs perceive the need for education to increase confidence in handling difficult communication.

3.
Semin Oncol Nurs ; 38(2): 151272, 2022 04.
Article in English | MEDLINE | ID: mdl-35461738
4.
Semin Oncol Nurs ; 38(2): 151273, 2022 04.
Article in English | MEDLINE | ID: mdl-35477651

ABSTRACT

OBJECTIVES: The treatment of breast cancer requires the use of multiple modalities to achieve local control of disease and to prevent distant recurrence. Among patients whose tumors are hormone-receptor positive, endocrine therapy for up to 10 years in the adjuvant setting can be an important component of such therapy, but it is not without adverse events. Ovarian suppression or estrogen restriction can have a rapid and clinically significant detrimental effect on bone mineral density, leading to potential osteoporotic fracture. This article reviews the major causes of breast cancer treatment-induced bone loss and pharmacologic and nonpharmacologic management strategies to maintain bone health in this population. DATA SOURCES: PubMed and international clinical practice guidelines were used. CONCLUSION: A holistic, long-term approach is needed to identify and offer early intervention to patients at high-risk of significant bone density loss. A combination of routine screening, use of oral or intravenous bone-modifying agents, oral supplementation of calcium and vitamin D, and physical activity, including weight-bearing exercise, are required to maintain adequate bone health during treatment for breast cancer. IMPLICATIONS FOR NURSING PRACTICE: Oncology nurses are well-situated in the primary and survivorship care teams for patients with breast cancer to provide proactive education on the need to assess and actively manage bone health. Nonpharmacologic interventions such as dietary supplementation and physical activity are essential to health promotion and are within the nursing scope of practice to emphasize with this patient population.


Subject(s)
Bone Neoplasms , Breast Neoplasms , Bone Density , Breast Neoplasms/diagnosis , Breast Neoplasms/therapy , Female , Humans , Vitamin D/pharmacology , Vitamin D/therapeutic use
5.
J Geriatr Oncol ; 13(4): 416-419, 2022 05.
Article in English | MEDLINE | ID: mdl-34955444

ABSTRACT

BACKGROUND: Advanced age and multiple comorbidities have been established as a risk factor for more severe disease and increased mortality among patients with COVID-19, yet the impact of frailty in patients with cancer 75 years and older who are admitted, remains unclear. METHODS: To better understand the clinical presentation and course of illness for this population, we conducted a chart review of patients with cancer age 75 and older who were admitted to a comprehensive cancer center within 72 h of a confirmed COVID-19 diagnosis over a three-month period (March 1, 2020-May 31, 2020). Frequency and proportion of characteristics were reported. We additionally assessed the association between frailty and 30-day mortality using univariable logistic regression. RESULTS: Our cohort consisted of 70 patients. We found evidence that increased frailty based on MSK-FI was associated with increased risk of 30-day mortality (OR 1.37, 95% CI 1.00, 1.87; p-value = 0.051), though this did not meet conventional levels of significance. CONCLUSION: Our analysis showed evidence of some association between degree of frailty and 30-day survival among older patients with cancer aged ≥75 who were admitted with COVID-19 infection. This finding illustrates the importance of frailty screening in the care management of older patients with cancer and COVID-19.


Subject(s)
COVID-19 , Frailty , Neoplasms , Aged , COVID-19 Testing , Frail Elderly , Frailty/diagnosis , Hospitalization , Humans , Neoplasms/complications
6.
Asia Pac J Oncol Nurs ; 8(1): 18-24, 2021.
Article in English | MEDLINE | ID: mdl-33426185

ABSTRACT

OBJECTIVE: Older adults with cancer (OAC) may be at elevated risk for immune-related adverse events (irAEs) during immune checkpoint inhibitor (ICI) therapy due to the normal organ function changes of aging, as well as related to a higher prevalence of comorbid conditions compared to younger patients. The importance of high-quality nursing care cannot be overstated for this population, including proactive symptom assessment, management, and coordination of care. The purpose of this paper is to describe the unique challenges faced by OAC receiving ICI drugs. METHODS: We present both a case study and the results of a single-institution retrospective study from a large, urban US National Cancer Institute- designated comprehensive cancer center. The retrospective study examined the frequency and intensity of irAEs experienced by patients aged 75 years or older who received ICI therapy between January 2016 and December 2018 for melanoma. RESULTS: We reviewed the records of 38 OAC (age range 75-92 years) with locally advanced or metastatic melanoma who received pembrolizumab, nivolumab and/or ipilimumab. Median length of therapy was 7.4 months, and median time to onset of irAEs was 81 days. Approximately half (47%) of the patients experienced Grade 1-3 irAEs, and discontinued therapy related to inability to tolerate the ICI more frequently than was reported in clinical trials (24%). CONCLUSIONS: OAC who receive ICI therapy frequently experience irAEs that may result in treatment interruption, discontinuation or long-lasting toxicity. Nurses are well positioned to provide support to this vulnerable population.

7.
Oncol Nurs Forum ; 48(1): 59-64, 2021 01 04.
Article in English | MEDLINE | ID: mdl-33337434

ABSTRACT

OBJECTIVES: To describe cancer survivors' self-reported frequency and intensity of physical activity and depression. SAMPLE & SETTING: 1,412 breast (n = 375), gynecologic (n = 369), and thoracic (n = 668) cancer survivors at an urban comprehensive cancer center between July 2017 and December 2018. METHODS & VARIABLES: Attainment of recommended physical activity was assessed using the Godin-Shepard Leisure-Time Physical Activity Questionnaire, and depression was assessed using the Patient Health Questionnaire (PHQ)-2 or PHQ-9. Abstracted characteristics, including age, sex, race, years since diagnosis, pain, body mass index, smoking, and marital and employment status, were also assessed. RESULTS: 872 patients were insufficiently active, and 105 patients reported some level of depression. Breast cancer survivors were significantly more likely to attain recommended activity levels than gynecologic or thoracic survivors. There was no intergroup difference in the incidence or severity of depression. IMPLICATIONS FOR NURSING: Nurses working with survivors should assess physical activity and support patients to meet weekly exercise duration and intensity recommendations.


Subject(s)
Breast Neoplasms , Cancer Survivors , Cross-Sectional Studies , Depression/epidemiology , Depression/etiology , Exercise , Female , Humans , Retrospective Studies , Self Report , Surveys and Questionnaires , Survivors
8.
Asia Pac J Oncol Nurs ; 7(4): 312-318, 2020.
Article in English | MEDLINE | ID: mdl-33062825

ABSTRACT

OBJECTIVE: This article describes how one comprehensive cancer center in the Northeast United States reorganized their nursing research fellowship (NRF) with the goals of engaging nurses in research processes, developing a culture of inquiry, building nursing research capacity, and sustaining infrastructures for facilitating high-quality, nurse-led oncology research studies. METHODS: The basis for the curriculum, course work, and research practicum is derived from academic courses taught at the undergraduate, graduate, and doctoral levels. Evidence from the current literature, expertise of nurse-scientists, and feedback from former fellows provided the background for a fellowship model that included: (1) amending curriculum timeframes; (2) incorporating protected time; (3) improving access to resources; (4) enhancing the protection, data sharing, and accessibility of data; and (5) involving nurse-scientists as mentors and facilitators of research processes. These factors were incorporated over 3 years. Metrics included individual class and overall course evaluations and ongoing assessments. RESULTS: In three cohorts from 2016 to 2019, a total of 21 nurses were accepted, and 18 (86%) nurses completed the NRF. In cohort 1 through cohort 3, 17 fellows presented their research findings internally, and a total of nine projects were presented at external forums. There were seven fellows whose manuscript submissions resulted in 21 journal publications. Of the 18 fellows, 15 (83%) conducted institutional review board-approved studies and three (17%) fellows developed studies involving one concept analysis and two systematic reviews. CONCLUSIONS: Utilizing technology, the fellowship improved access beyond the classroom setting. Improved application processes, the inclusion of protected time for nurses, and mentoring from nurse-scientists demonstrate a commitment to fostering a culture supporting new knowledge and innovation for improving patient care.

9.
Clin J Oncol Nurs ; 23(5): 3-4, 2019 10 01.
Article in English | MEDLINE | ID: mdl-31538987

ABSTRACT

Increasing attention in the oncology community has turned to the problem of financial toxicity, a term coined to reflect the significant negative impact that high medical costs combined with income interruption during treatment may cause. Numerous studies have described how widespread the problem is, affecting as many as 73% of patients with cancer, and its association with negative outcomes, such as decreased health-related quality of life, unplanned and unwanted lifestyle changes because of lack of funds, and intentional nonadherence to planned therapy in an attempt to decrease out-of-pocket costs. Several articles describe brief screening tools, such as the Distress Thermometer, and psychometrically tested assessment instruments, like the Comprehensive Score for Financial Toxicity, that are potentially suitable to incorporate into routine clinical practice. However, there are very few tested interventions for financial toxicity, despite the recognized need for evidence-based practice in this area.


Subject(s)
Cost of Illness , Financing, Personal , Neoplasms/therapy , Humans , Life Style , Neoplasms/physiopathology , Patient Compliance
10.
Clin J Oncol Nurs ; 23(5): 14-18, 2019 10 01.
Article in English | MEDLINE | ID: mdl-31538990

ABSTRACT

BACKGROUND: Financial toxicity causes significant psychological and practical distress for patients and can affect their ability and willingness to undertake optimal treatment. Although different models of financial support are typically available to patients undergoing cancer treatments, not all models can offer equal amounts of support and effective solutions, particularly to those patients at the highest levels of risk for this toxicity. OBJECTIVES: This article discusses the two most prevalent models available to healthcare institutions to provide financial support (financial counseling and financial advocacy) and makes recommendations for implementation of a more comprehensive, proactive financial navigation model. METHODS: This article reviews current and emerging financial support models. FINDINGS: Financial toxicity is on the rise, and the financial navigation model shows promise in decreasing the number of patients experiencing financial hardship.


Subject(s)
Cost of Illness , Financing, Personal , Neoplasms/economics , Patient Navigation , Financial Support , Humans , Neoplasms/nursing , Surveys and Questionnaires
11.
Biol Res Nurs ; 21(3): 318-334, 2019 05.
Article in English | MEDLINE | ID: mdl-30857393

ABSTRACT

Salivary cortisol is a commonly used biomarker in cancer survivorship research; however, variations in sampling protocols and parameter reporting limit comparisons across studies. Standardized practices to provide rigor and reproducibility of diurnal salivary cortisol sampling and reporting are not well established. Previous systematic reviews examining relationships between diurnal salivary cortisol and clinical outcomes have resulted in mixed findings. It remains unclear which sampling protocols and reporting parameters offer the greatest utility for clinical research. This review examines diurnal salivary cortisol sampling protocols and reporting parameters to evaluate whether a standardized approach is recommended. A comprehensive search of intervention studies among adult cancer survivors including diurnal salivary cortisol resulted in 30 articles for review. Sampling protocols ranged from 1 to 4 days with the majority of studies sampling cortisol for 2 days. Sampling instances ranged from 2 to 7 times per day, with the majority collecting at 4 time points per day. Diurnal cortisol slope and cortisol awakening response (CAR) were the most commonly reported parameters associated with clinical outcomes. Flattened cortisol slopes, blunted CARs, and elevated evening cortisol concentrations were associated with poorer psychosocial and physiological outcomes. Based on our review, we propose that a rigorous, standardized diurnal salivary cortisol sampling protocol should include sampling at key diurnal times across ≥3 consecutive days to report diurnal cortisol parameters (i.e., CAR and slope) and objective measures of participant protocol adherence. Diminishing budgetary resources and efforts to minimize participant burden dictate the importance of standardized cortisol sampling protocols and reporting parameters.


Subject(s)
Biomarkers/analysis , Cancer Survivors , Guidelines as Topic , Hydrocortisone/analysis , Saliva/chemistry , Specimen Handling/standards , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Reproducibility of Results
13.
JAMA Oncol ; 4(8): e180798, 2018 08 01.
Article in English | MEDLINE | ID: mdl-29800974

ABSTRACT

Importance: The US Food and Drug Administration (FDA) is increasing its pace of approvals for novel cancer therapeutics, including for immune checkpoint inhibitors of programmed cell death 1 protein (anti-PD-1 agents). However, little is known about how quickly anti-PD-1 agents agents reach eligible patients in practice or whether such patients differ from those studied in clinical trials that lead to FDA approval (pivotal clinical trials). Objectives: To assess the speed with which anti-PD-1 agents agents reached eligible patients in practice and to compare the ages of patients treated in clinical practice with the ages of those treated in pivotal clinical trials. Design, Setting, and Participants: This retrospective cohort study, performed from January 1, 2011, through August 31, 2016, included patients from the Flatiron Health Network who were eligible for anti-PD-1 agents treatment of selected cancer types, which included melanoma, non-small cell lung cancer (NSCLC), and renal cell carcinoma (RCC). Main Outcomes and Measures: Cumulative proportions of eligible patients receiving anti-PD-1 agents treatment and their age distributions. Results: The study identified 3089 patients who were eligible for anti-PD-1 agents treatment (median age, 66 [interquartile range, 56-75] years for patients with melanoma, 66 [interquartile range, 58-72] years for patients with RCC, and 67 [interquartile range, 59-74] years for patients with NSCLC; 1742 male [56.4%] and 1347 [43.6%] female; 2066 [66.9%] white). Of these patients, 2123 (68.7%) received anti-PD-1 agents treatment, including 439 eligible patients with melanoma (79.1%), 1417 eligible patients with NSCLC (65.6%), and 267 eligible patients with RCC (71.2%). Within 4 months after FDA approval, greater than 60% of eligible patients in each cohort had received anti-PD-1 agents treatment. Overall, similar proportions of older and younger patients received anti-PD-1 agents treatment during the first 9 months after FDA approval. However, there were significant differences in age between clinical trial participants and patients receiving anti-PD-1 agents treatment in clinical practice, with more patients being older than 65 years in clinical practice (range, 327 of 1365 [60.6%] to 46 of 72 [63.9%]) than in pivotal clinical trials (range, 38 of 120 [31.7%] to 223 of 544 [41.0%]; all P < .001). Conclusions and Relevance: Anti-PD-1 agents rapidly reached patients in clinical practice, and patients treated in clinical practice differed significantly from patients treated in pivotal clinical trials. Future actions are needed to ensure that rapid adoption occurs on the basis of representative trial evidence.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Renal Cell/drug therapy , Clinical Trials as Topic , Nivolumab/therapeutic use , Practice Patterns, Physicians'/statistics & numerical data , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Aged , Carcinoma, Non-Small-Cell Lung/pathology , Carcinoma, Renal Cell/pathology , Female , Follow-Up Studies , Humans , Kidney Neoplasms/drug therapy , Kidney Neoplasms/pathology , Lung Neoplasms/drug therapy , Lung Neoplasms/pathology , Male , Middle Aged , Prognosis , Programmed Cell Death 1 Receptor/immunology , Retrospective Studies
14.
Semin Oncol Nurs ; 34(2): 168-176, 2018 05.
Article in English | MEDLINE | ID: mdl-29606536

ABSTRACT

OBJECTIVES: To describe big data and data science in the context of oncology nursing care. DATA SOURCES: Peer-reviewed and lay publications. CONCLUSION: The rapid expansion of real-world evidence from sources such as the electronic health record, genomic sequencing, administrative claims and other data sources has outstripped the ability of clinicians and researchers to manually review and analyze it. To promote high-quality, high-value cancer care, big data platforms must be constructed from standardized data sources to support extraction of meaningful, comparable insights. IMPLICATIONS FOR NURSING PRACTICE: Nurses must advocate for the use of standardized vocabularies and common data elements that represent terms and concepts that are meaningful to patient care.


Subject(s)
Datasets as Topic , Medical Oncology , Nursing Informatics , Oncology Nursing , Electronic Health Records , Humans , Nurse's Role , Vocabulary, Controlled
15.
Biol Res Nurs ; 20(1): 103-110, 2018 01.
Article in English | MEDLINE | ID: mdl-29168388

ABSTRACT

The epigenome is a collection of chemical compounds that attach to and overlay the DNA sequence to direct gene expression. Epigenetic marks do not alter DNA sequence but instead allow or silence gene activity and the subsequent production of proteins that guide the growth and development of an organism, direct and maintain cell identity, and allow for the production of primordial germ cells (PGCs; ova and spermatozoa). The three main epigenetic marks are (1) histone modification, (2) DNA methylation, and (3) noncoding RNA, and each works in a different way to regulate gene expression. This article reviews these concepts and discusses their role in normal functions such as X-chromosome inactivation, epigenetic reprogramming during embryonic development and PGC production, and the clinical example of the imprinting disorders Angelman and Prader-Willi syndromes.


Subject(s)
DNA Methylation/physiology , Embryonic Development/genetics , Embryonic Development/physiology , Epigenesis, Genetic/physiology , Gene Expression/physiology , Germ Cells/physiology , X Chromosome Inactivation/physiology , Animals , Female , Genomics , Humans , Male
16.
Clin J Oncol Nurs ; 21(6): 762-764, 2017 Dec 01.
Article in English | MEDLINE | ID: mdl-29149134

ABSTRACT

Along with many physical and emotional adverse effects associated with cancer therapy, attention has been directed to defining and identifying interventions to manage financial strain that can occur because of high medical payments and reduced income from employment interruption. Nurses can support patients and families by encouraging open communication during shared treatment decision making and throughout the cancer experience.
.


Subject(s)
Cost of Illness , Neoplasms/economics , Neoplasms/therapy , Humans , Neoplasms/nursing , Nurse-Patient Relations
17.
Oncol Nurs Forum ; 44(5): E203-E212, 2017 09 01.
Article in English | MEDLINE | ID: mdl-28820513

ABSTRACT

PURPOSE/OBJECTIVES: To determine predictors of unplanned hospitalizations in patients with lung cancer to receive chemotherapy in the outpatient setting and examine the potential financial burden of these events.
. DESIGN: Retrospective, longitudinal cohort study.
. SETTING: The National Cancer Institute's Surveillance, Epidemiology, and End Results (SEER)-Medicare linked database.
. SAMPLE: Of 104,388 incident cases of lung cancer diagnosed from 2005-2009, 2,457 cases of patients with lung cancer who received outpatient chemotherapy were identified. Patients were aged 66 years or older at diagnosis, had uninterrupted Medicare Part A and B coverage with no health maintenance organization enrollment, and received IV chemotherapy at least once.
. METHODS: Generalized estimating equations was used.
. MAIN RESEARCH VARIABLES: Patient age, sex, race, marital status, degree of residential urbanization, median income, education level, stage, receipt of radiation therapy, and comorbidities.
. FINDINGS: Younger age, non-White race, lower education, higher income, receipt of radiation therapy, and lack of preexisting comorbidity were significant predictors of the likelihood of an initial unplanned hospitalization for lung cancer. Non-White race, receipt of radiation therapy, and comorbidity were factors associated with an increased number of hospitalizations. 
. CONCLUSIONS: Unplanned hospitalizations are frequent, disruptive, and costly. This article defines areas for further exploration to identify patients at high risk for unexpected complications. 
. IMPLICATIONS FOR NURSING: This article represents a foundation for development of risk models to enable nursing evaluation of patient risk for chemotherapy treatment interruption and unplanned hospitalization.


Subject(s)
Antineoplastic Agents/adverse effects , Antineoplastic Agents/therapeutic use , Hospitalization/economics , Hospitalization/statistics & numerical data , Lung Neoplasms/complications , Lung Neoplasms/drug therapy , SEER Program/statistics & numerical data , Aged , Aged, 80 and over , Cohort Studies , Female , Humans , Longitudinal Studies , Lung Neoplasms/economics , Lung Neoplasms/epidemiology , Male , Retrospective Studies , SEER Program/economics , United States/epidemiology
18.
Clin J Oncol Nurs ; 20(2): 211-2, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26991717

ABSTRACT

To enhance the value of care provided to Americans, the American Board of Internal Medicine and Consumer Reports launched the Choosing Wisely® initiative in 2012. Choosing Wisely educates providers and patients about high-frequency, low-value care practices that can be avoided to decrease cost and increase the value of health care. The Oncology Nursing Society collaborated with the American Academy of Nursing to add the first-ever nursing-focused list to those previously submitted by more than 70 specialty societies.
.


Subject(s)
Career Choice , Decision Making , Medical Oncology , Professional Practice/trends , Female , Humans , Male , Medicine/statistics & numerical data , Medicine/trends , Societies, Medical , Specialties, Nursing/statistics & numerical data , Specialties, Nursing/trends , United States , Workforce
19.
Nurs Res ; 65(1): 24-34, 2016.
Article in English | MEDLINE | ID: mdl-26657478

ABSTRACT

BACKGROUND: Chemotherapy administration and supportive management for solid tumors is intended to take place in the ambulatory setting, but little is known about why some patients experience treatment-related adverse events so severe as to require acute inpatient care. OBJECTIVE: The aim of the study was to identify predictors of initial and repeated unplanned hospitalizations and potential financial impact among Medicare patients with early-stage (Stages I-III) colorectal cancer receiving outpatient chemotherapy. METHODS: Advanced statistical modeling was used to analyze a cohort of patients (N = 1,485) from the Surveillance, Epidemiology, and End Results (SEER)-Medicare database diagnosed from 2003 to 2007 with colorectal cancer as their first primary malignancy. Patients were of ages 66 and older at diagnosis, had uninterrupted Medicare Parts A and B coverage with no health maintenance organization component, and received chemotherapy at least one time. RESULTS: Female gender, younger age, multiple comorbidities, rural geography, higher high school completion rates, and lower median income per census tract were significant predictors of the likelihood of initial unplanned hospitalizations. Non-White race, receipt of radiation therapy, rural geography, and higher weighted comorbidity scores were factors associated with the number of hospitalizations experienced. The total Medicare charges calculated for these admissions was $38,976,171, with the median charge per admission at $20,412. DISCUSSION: Demographic and clinical factors that form the foundation of work toward development of a risk factor profile for unplanned hospitalization were identified. Further work is needed to incorporate additional clinical data to create a clinically applicable model.


Subject(s)
Ambulatory Care , Colorectal Neoplasms/epidemiology , Colorectal Neoplasms/therapy , Hospitalization/statistics & numerical data , Age Factors , Aged , Antineoplastic Agents/therapeutic use , Colorectal Neoplasms/pathology , Comorbidity , Educational Status , Female , Humans , Income , Male , Medicare , Models, Statistical , Racial Groups , Radiotherapy, Adjuvant , Risk Factors , Rural Population , SEER Program , Sex Factors , United States/epidemiology
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