Identification of subgroups with differential treatment effects for longitudinal and multiresponse variables

We describe and evaluate a regression tree algorithm for finding subgroups with differential treatments effects in randomized trials with multivariate outcomes. The data may contain missing values in the outcomes and covariates, and the treatment variable is not limited to two levels. Simulation results show that the regression tree models have unbiased variable selection and the estimates of subgroup treatment effects are approximately unbiased. A bootstrap calibration technique is proposed for constructing confidence intervals for the treatment effects. The method is illustrated with data from a longitudinal study comparing two diabetes drugs and a mammography screening trial comparing two treatments and a control

Coping Among Breast Cancer Survivors: A Confirmatory Factor Analysis of the Brief COPE

BACKGROUND AND PURPOSE: Cancer survivors continue to cope with significant stressors after completing treatment. The Brief COPE (Carver, 1997) is frequently used to measure coping; however, its factor structure remains unclear. The purpose of this study was to determine the best factor conceptualization of the Brief COPE for use among breast cancer survivors. METHODS: Breast cancer survivors (N = 1,127) completed the Brief COPE. We conducted confirmatory factor analyses comparing several a priori models based on research in cancer-relevant populations. RESULTS: Of the eight models examined, the 14-factor model of the Brief COPE showed the best fit. CONCLUSIONS: Despite efforts to simplify the structure of the Brief COPE, our results suggest coping among breast cancer survivors is best assessed using Carver's (1997) original 14-factor conceptualization

Coping with physical and psychological symptoms: a qualitative study of advanced lung cancer patients and their family caregivers

PURPOSE: Advanced lung cancer patients have high rates of multiple physical and psychological symptoms, and many of their family caregivers experience significant distress. However, little is known about strategies that these patients and their family caregivers employ to cope with physical and psychological symptoms. This study aimed to identify strategies for coping with various physical and psychological symptoms among advanced, symptomatic lung cancer patients and their primary family caregivers. METHODS: Patients identified their primary family caregiver. Individual semi-structured qualitative interviews were conducted with 21 advanced, symptomatic lung cancer patients and primary family caregivers. Thematic analysis of interview data was framed by stress and coping theory. RESULTS: Patients and caregivers reported maintaining a normal routine and turning to family and friends for support with symptom management, which often varied in its effectiveness. Whereas support from health-care professionals and complementary and alternative medicine were viewed favorably, reactions to Internet and in-person support groups were mixed due to the tragic nature of participants' stories. Several cognitive coping strategies were frequently reported (i.e., changing expectations, maintaining positivity, and avoiding illness-related thoughts) as well as religious coping strategies. CONCLUSIONS: Results suggest that advanced lung cancer patients and caregivers may be more receptive to cognitive and religious approaches to symptom management and less receptive to peer support. Interventions should address the perceived effectiveness of support from family and friends

Development of a Symptom Management Intervention: Qualitative Feedback from Advanced Lung Cancer Patients and their Family Caregivers

Background: Little is known about cancer patient and family caregiver preferences for the content and format of nonpharmacologic interventions. Revising interventions based on patient and caregiver feedback before implementation may improve intervention feasibility and acceptability, especially in the context of advanced-stage cancer. Objectives: The aim of the study was to obtain feedback from patients with advanced-stage, symptomatic lung cancer and their family caregivers on the content and format of a nonpharmacologic symptom management intervention under development. The intervention blended evidence-based cognitive-behavioral and emotion-focused strategies to reduce physical and psychological symptoms. Methods: Semistructured qualitative interviews were conducted with 21 patients with advanced-stage, symptomatic lung cancer and caregivers. Participants reviewed handouts regarding intervention components and provided feedback. Results: Patients and caregivers desired intervention components that addressed the patient's high symptom burden such as education regarding treatment adverse effects and the provision of various coping tools. Offering interventions with a brief or flexible length and delivering them via telephone were other suggestions for enhancing intervention acceptability. Participants also preferred an equal focus on patient and caregiver concerns and a more positive intervention framework. Conclusions: Intervention preferences of patients with advanced-stage lung cancer and caregivers underscore the severity of the disease and treatment process and the need to adapt interventions to patients with high symptom burden. These preferences may be incorporated into future intervention trials to improve participant recruitment and retention. Implications for Practice: Nurses can modify interventions to meet the needs of patients with advanced-stage, symptomatic lung cancer and caregivers. For example, flexibility regarding intervention content and length may accommodate those with significant symptoms

Estimating Development Cost of an Interactive Website Based Cancer Screening Promotion Program

Author's manuscript made available in accordance with the publisher's policy.Objectives The aim of this study was to estimate the initial development costs for an innovative talk show format tailored intervention delivered via the interactive web, for increasing cancer screening in women 50–75 who were non-adherent to screening guidelines for colorectal cancer and/or breast cancer. Methods The cost of the intervention development was estimated from a societal perspective. Micro costing methods plus vendor contract costs were used to estimate cost. Staff logs were used to track personnel time. Non-personnel costs include all additional resources used to produce the intervention. Results Development cost of the interactive web based intervention was $.39 million, of which 77% was direct cost. About 98% of the cost was incurred in personnel time cost, contract cost and overhead cost. Conclusions The new web-based disease prevention medium required substantial investment in health promotion and media specialist time. The development cost was primarily driven by the high level of human capital required. The cost of intervention development is important information for assessing and planning future public and private investments in web-based health promotion interventions

Impact of Tailored Interventions on Receipt of a Preference-Concordant Colorectal Cancer Screening Test

Background. Individuals at average risk for colorectal cancer (CRC) have multiple test options. Preference for a specific test modality may affect decision making about CRC screening. The current study examined 1) the sociodemographic and health belief characteristics of average-risk participants with a test preference for stool blood test (SBT) versus those with a preference of colonoscopy, and following receipt of a tailored CRC screening intervention, 2) the percentage of participants who completed a preference-concordant CRC screening test, and 3) the sociodemographic, health care experience, and health belief characteristics and intervention group(s) associated with completion of a preference-concordant screening test. Methods. Participants (N = 603) were female, aged 50 to 75 years, at average CRC risk, not currently up-to-date with CRC screening recommendations, had Internet access, and were randomized to receive 1 of 3 tailored CRC screening promotion interventions. Multivariable logistic regression analyses were conducted. Results. Most women (64%) preferred SBT, whereas 36% preferred colonoscopy. There were significant differences in test preference by age, stage of change for the specific tests, perceived benefits of CRC screening, perceived barriers to both tests, and self-efficacy for colonoscopy. Two hundred thirty participants completed CRC screening at 6 months post-intervention. Of those, most (84%) completed a test concordant with their preference. Multivariable analyses revealed that compared with participants completing a preference-discordant test, those completing a preference-concordant test were older (P = 0.01), had health insurance (P < 0.05), and were in the phone counseling-only group (P < 0.01). Conclusions. High levels of completion of preference-concordant CRC screening can be achieved by educating average-risk patients about the multiple screening test options, soliciting their preferences, and offering testing that is concordant with their preference

Adult BMI change and risk of Breast Cancer: National Health and Nutrition Examination Survey (NHANES) 2005-2010

OBJECTIVE: Breast cancer is the second leading cause of cancer mortality among women in the developed world. This study assessed the association between occurrence of breast cancer and body mass index (BMI) change from age 25 to age closest to breast cancer diagnosis while exploring the modifying effects of demographic variables. METHODS: The National Health and Nutrition Examination Survey data were used. Women included were ≥50 years, not pregnant and without a diagnosis of any cancer but breast. The total sample included 2895 women (172 with breast cancer and 2723 controls with no breast cancer diagnosis). Multivariate logistic regression was used to estimate the OR and 95 % CIs and interaction evaluated by including an interaction term in the model. RESULTS: Women whose BMI increased from normal or overweight to obese compared to those who remained at a normal BMI were found to have a 2 times higher odds (OR = 2.1; 95 % CI 1.11-3.79) of developing breast cancer. No significant association was observed for women who increased to overweight. However, a more pronounced association was observed in non-Hispanic black women (OR = 6.6; 95 % CI 1.68-25.86) and a significant association observed when they increased from normal to overweight (OR = 4.2; 95 % CI 1.02-17.75). CONCLUSIONS: Becoming obese after age 25 is associated with increased risk of breast cancer in women over 50 years old, with non-Hispanic black women being at greatest risk

Predicting fear of breast cancer recurrence and self-efficacy in survivors by age at diagnosis

PURPOSE/OBJECTIVES: To determine the effect that age at diagnosis has on fear of breast cancer recurrence and to identify the predictors of fear of recurrence using self-efficacy as a mediator. DESIGN: Cross-sectional survey. SETTING: Two university cancer centers and one cooperative group in the midwestern United States. SAMPLE: 1,128 long-term survivors. METHODS: Survivors were eligible if they were aged 18-45 years (younger group) or 55-70 years (older group) at cancer diagnosis, had received chemotherapy, and were three to eight years postdiagnosis. Fear of recurrence was compared between younger and older groups. Multiple regression analyses were used to test variables' prediction of fear of recurrence and breast cancer survivor self-efficacy, as well as breast cancer survivor self-efficacy mediation effects. MAIN RESEARCH VARIABLES: Fear of recurrence, breast cancer survivor self-efficacy, and age at diagnosis. FINDINGS: Survivors diagnosed at a younger age had significantly higher fear of recurrence, as well as health, role, womanhood, death, and parenting worries. Perceived risk of recurrence, trait anxiety, and breast cancer reminders explained significant variance in fear of recurrence and breast cancer survivor self-efficacy. Breast cancer survivor self-efficacy partially mediated the effects of variables on fear of recurrence. CONCLUSIONS: The findings suggest that breast cancer survivor self-efficacy may have a protective effect for survivors who are younger at diagnosis and have higher perceived risk of recurrence, higher trait anxiety, and more breast cancer reminders. Oncology nurses already use the skills required to support self-efficacy. Additional research is needed to define and test breast cancer survivor self-efficacy interventions. IMPLICATIONS FOR NURSING: Oncology nurses are in a key role to assess fear of recurrence and provide self-efficacy interventions to reduce it in breast cancer survivors. Strategies to efficiently address fear of recurrence to reduce psychological distress in survivorship follow-up care are warranted

Mammography Adherence in African-American Women: Results of a Randomized Controlled Trial

BACKGROUND: Breast cancer is the second leading cause of cancer mortality among women in the developed world. Mammography screening is especially important for African-Americans because they experience a greater mortality (OR = 1.38) than Caucasians despite having a lower incidence of breast cancer. PURPOSE: The purpose of this study was to compare the effects of two interventions with usual care on mammography adherence among African-American women. METHODS: A subsample of African-American women (n = 244) aged 41-65 years who had not had a mammogram in the last 15 months and no history of breast cancer was randomly assigned to receive (1) mailed interactive DVD, (2) computer-tailored telephone counseling, or (3) usual care. RESULTS: The DVD intervention was five times more effective than usual care for promoting mammography screening at 6 months follow-up among women who earned less than $30,000 (OR = 5.3). Compared to usual care, neither the DVD nor phone produced significant effects for women with household incomes >$30,000. CONCLUSION: Use of a mailed DVD for low-income African-American women may be an effective way to increase mammography adherence

A Randomized Trial of Two Print Interventions to Increase Colon Cancer Screening Among First-Degree Relatives

First-degree relatives (FDRs) of people diagnosed with colorectal cancer (CRC) have a two- to threefold increased risk of developing the same disease. Tailored print interventions based on behavior change theories have demonstrated considerable promise in facilitating health-promoting behaviors. This study compared the impact of two mailed print interventions on CRC screening outcomes among FDRs. Methods This randomized trial compared effects of two mailed print interventions – one tailored and one nontailored – on participation in CRC screening among FDRs of CRC survivors. Data collected via phone interviews from 140 FDRs at baseline, 1 week post-intervention, and 3 months post-intervention. Results At 3 months, both the tailored and nontailored interventions yielded modest but statistically insignificant increases in adherence to any CRC screening test (14% vs. 21%, respectively; p = 0.30). While there were no main effects for tailored versus nontailored interventions, there were significant interactions that showed that the tailored print intervention had significantly greater effects on forward stage movement for CRC screening depending on stage of adoption at baseline, race, and objective CRC risk. Receipt of the tailored intervention was 2.5 times more likely to move baseline precontemplators and contemplators forward in stage of adoption for colonoscopy (95% CI: 1.10–5.68) and was three times more likely to move Caucasians forward in stage of adoption for FOBT (95% CI: 1.00–9.07). In addition, the tailored intervention was 7.7 times more likely to move people at average risk forward in stage of adoption for colonoscopy (95% CI: 1.25–47.75). Conclusion The tailored print intervention was more effective at moving Caucasians, those in precontemplation and contemplation at baseline, and those at average risk forward in their stage of adoption for CRC screening. Practice implications Both tailored and nontailored print interventions showed moderate effects for increasing CRC screening participation. Tailored print interventions may be more effective for certain subgroups