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Cui P, Cheng C, An H, Chen X, Chen C, Hu H. A chain mediation model reveals the association between family sense of coherence and quality of life in caregivers of advanced cancer patients. Sci Rep 2024; 14:10701. [PMID: 38730003 PMCID: PMC11087510 DOI: 10.1038/s41598-024-61344-4] [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: 02/21/2024] [Accepted: 05/05/2024] [Indexed: 05/12/2024] Open
Abstract
Caregivers of advanced cancer patients face challenges impacting their quality of life (QoL). While evidence suggests that family sense of coherence (FSOC) can enhance individual psychological well-being and reduce distress symptoms, the precise mechanism through which FSOC improves caregivers' QoL remains unclear. This study aimed to explore the relationships among FSOC, psychological resilience, psychological distress, and QoL in primary caregivers of advanced cancer patients. A cross-sectional observational study was undertaken from June 2020 to March 2021 across five tertiary hospitals in China. Instruments included a general characteristic questionnaire, the Family Sense of Coherence Scale, the Patient Health Questionnaire-4, the 10-item Connor-Davidson Resilience Scale, and the 8-item SF-8 health survey. Pearson's correlation and chain mediation analyses were performed using IBM SPSS (version 21) and PROCESS macro (version 3.4). Out of 290 valid questionnaires, results demonstrated that FSOC directly and positively influences caregivers' QoL. Psychological distress partially mediated the FSOC-QoL association, with paths "FSOC-psychological distress-QoL" and "FSOC-psychological resilience-psychological distress-QoL" contributing 43.08% and 6.72% of the total effect, respectively. Furthermore, this study distinguished physical and mental aspects of QoL, confirming both conform to the chain mediation model. FSOC impacts caregivers' QoL directly and indirectly through the mediation of psychological distress and the chain mediation effect of "psychological resilience-psychological distress". These insights enhance our understanding of the complex interplay between FSOC and QoL, underscoring the potential benefits of bolstering FSOC to strengthen caregiver resilience, alleviate distress, and ultimately elevate their QoL.
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Affiliation(s)
- Panpan Cui
- Department of Nursing, Henan Provincial Key Medicine Laboratory of Nursing, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, No. 7 Weiwu Road, Zhengzhou, China
- School of Nursing, Zhengzhou University, Zhengzhou, China
| | - Chunyan Cheng
- Hematology Department, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Huiying An
- Gastroenterology, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Xinyi Chen
- Medical Oncology, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Changying Chen
- The First Affiliated Hospital of Zhengzhou University, No. 1 Jianshe Dong Road, Zhengzhou, China.
- Institute for Hospital Management of Henan Province, Zhengzhou, China.
| | - Hengyu Hu
- Department of Nursing, Henan Provincial Key Medicine Laboratory of Nursing, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, No. 7 Weiwu Road, Zhengzhou, China.
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Cloyes KG, Mansfield KJ, Wawrzynski SE, Vega M, Kent-Marvick J, Guo JW. Cancer Survivors' and Care Partners' Audio Diaries on Stress and Social Support Resources During the COVID-19 Pandemic. Semin Oncol Nurs 2024; 40:151623. [PMID: 38538507 PMCID: PMC11045306 DOI: 10.1016/j.soncn.2024.151623] [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: 10/02/2023] [Revised: 02/25/2024] [Accepted: 02/29/2024] [Indexed: 04/28/2024]
Abstract
OBJECTIVES To describe cancer survivors' and care partners' perceived stress and social support during the COVID-19 pandemic and assess the feasibility of audio diaries for assessing role-related needs and resources. METHODS Participants (N = 51; n = 28 survivors, n = 23 care partners) recorded three monthly audio diaries reporting stress and support experiences. Diaries were transcribed and content-analyzed using a hybrid approach. Stress-related content was inductively coded, and social support content was deductively coded by type (instrumental, information, emotional, companionship, appraisal; κ = 0.75) then inductively coded. Descriptive statistics summarized sociodemographic data and compared coding frequencies by role. We developed narrative summaries of stress and support categories and selected quotes for contextual detail. RESULTS Cancer-related stressors were most prevalent (28.8%), followed by work (26.8%), family (23.1%), social isolation (13.4%), and finances (8.0%). While no significant difference in reporting frequency was observed between roles, cancer-related stress was more prevalent for survivors while work-related stress was mentioned more by care partners. Emotional support was the most prevalent support type (32.1%), followed by companionship (25.3%), appraisal (17.9%), instrumental (16.67%), and informational support (8%). Survivors reported more appraisal support than care partners (χ2 = 6.48, df = 1, P = .011) and more support for self-care, while care partners expressed more other-oriented concerns and focused more on managing responsibilities and interactions outside the household. CONCLUSIONS The pandemic complicated and intensified role-based stressors already present in the survivorship context. Our findings highlight the importance of informal social support networks, particularly when access to formal services is limited, and suggest that audio diaries can be an effective tool for assessing support needs and resources. IMPLICATIONS FOR NURSING PRACTICE Nurses and healthcare providers should tailor social support assessments to address the distinct support needs and individual resources of cancer survivors and their care partners. This is especially critical in contexts that limit access to care and formal services.
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Affiliation(s)
- Kristin G Cloyes
- School of Nursing, Oregon Health & Science University, Portland, OR.
| | - Kelly J Mansfield
- College of Nursing, University of Utah College of Nursing, Salt Lake City, UT
| | - Sarah E Wawrzynski
- Center for Healthcare Delivery Science, Nemours Children's Health, Wilmington, DE
| | - Marilisa Vega
- College of Nursing, University of Utah College of Nursing, Salt Lake City, UT
| | | | - Jia-Wen Guo
- College of Nursing, University of Utah College of Nursing, Salt Lake City, UT
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Gosse RA, Msengi EA, Chona EZ, Ambikile JS. Experiences of caring for women with cervical cancer: A qualitative study among male partners in Dar es Salaam, Tanzania. Health Expect 2024; 27:e14038. [PMID: 38561909 PMCID: PMC10985225 DOI: 10.1111/hex.14038] [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: 09/30/2023] [Revised: 03/15/2024] [Accepted: 03/18/2024] [Indexed: 04/04/2024] Open
Abstract
BACKGROUND More than three-fourths of cervical cancer cases occur in low- and middle-income countries, with sub-Saharan Africa (SSA) accounting for approximately 25% of global mortality. The significant rise in the prevalence of cervical cancer in SSA amplifies the burden on caregivers, contributing to elevated rates of mental illness, particularly among spouses who provide care. Men who assume the role of caregivers for their partners with cervical cancer encounter unique challenges and substantial adjustments across multiple facets of life, impacting both their own quality of life and that of their partners. Despite this, there is a notable lack of extensive research on the experiences of male partners in caregiving roles, particularly within SSA countries like Tanzania. Therefore, this study aimed to explore the experiences of male partners providing care for women with cervical cancer in Dar es Salaam, Tanzania. METHODS An exploratory qualitative study was undertaken to explore the experiences of 13 male partners, selected purposively and guided by the principle of saturation. Data gathering employed in-depth interviews utilizing a semistructured interview guide, with subsequent analysis conducted via a thematic analysis approach. RESULTS Five themes and 13 subthemes were generated, encompassing psychosocial distress, attitudes towards cervical cancer, unity in the provision of care, economic burden, and altered sexual relationships. Participants reported experiencing emotional distress, shifts in social responsibilities, financial challenges, and unfulfilled sexual needs. Moreover, they expressed the need for social, psychological, financial, and sexual and reproductive support. CONCLUSION This study underscores the numerous challenges encountered by male partners caring for women with cervical cancer, encompassing emotional distress, financial strain, and shifts in social and sexual dynamics. The identified themes and subthemes highlight the intricate interplay of these difficulties and stress the necessity for holistic support systems addressing the social, psychological, financial, and sexual aspects of male partners' experiences. The findings emphasize the importance of designing and implementing comprehensive support programmes tailored to the diverse needs of male partners, ultimately enhancing their quality of life and overall well-being. PATIENT OR PUBLIC CONTRIBUTION Before the study, the nursing manager assisted in selecting three male partners randomly. These partners were involved in the design of the participants' information sheet, the evaluation of the interview schedule and rooms, and the dissemination of information about the study's purpose to the target population. Their valuable input contributed to improving the participant information sheet, refining data collection procedures and addressing ethical considerations. However, these individuals were not considered study participants. Throughout the study, in-charge nurses in the hospital were informed about the study's goals and helped organize appointments with participants and manage the interview schedule.
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Affiliation(s)
- Rashid A. Gosse
- School of NursingMuhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Emanueli Amosi Msengi
- School of NursingMuhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Emmanuel Z. Chona
- School of NursingMuhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Joel S. Ambikile
- Department of Clinical NursingMuhimbili University of Health and Allied SciencesDar es SalaamTanzania
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Salazar MM, Khera N, Chino F, Johnston E. Financial hardship for patients with cancer and caregivers at end of life in the USA: narrative review. BMJ Support Palliat Care 2024; 14:25-35. [PMID: 38123962 DOI: 10.1136/spcare-2023-004556] [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: 08/14/2023] [Accepted: 11/16/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND Patients and their families face financial hardship during cancer treatment, which may intensify at end of life (EOL) due to increased symptoms and care needs. We undertook a narrative literature review to describe the current understanding of the causes, impacts and factors associated with financial hardship at EOL. We identify gaps in research, policy and clinical practice and propose steps to mitigate financial hardship for patients and caregivers at EOL. METHODS We conducted a Medline search to identify US studies since 2000 that examined EOL financial hardship for patients with cancer and their caregivers. RESULTS Twenty-seven adult and four paediatric studies met review criteria. Adults with cancer and their caregivers face significant financial hardship at EOL and in bereavement, especially due to employment changes and informal caregiving time costs. Financial hardship may be higher for younger caregivers and for patients who are uninsured, low income, rural, with high symptom burdens or with certain cancer types. The few paediatric studies showed high financial hardship and employment impact lasting well beyond a child's death. CONCLUSIONS There is limited literature examining financial hardship at EOL in the USA, especially in paediatrics. Priorities for future research include longitudinal studies in diverse populations of patients with cancer and informal caregivers using standardised financial hardship measures. Policies to address financial hardship at EOL, especially with hospice care, should include insurance coverage for family caregiving and medical leave policies. There is need for increased financial hardship screening at EOL and in bereavement and a need for financial navigation interventions.
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Affiliation(s)
- Marisa Martinez Salazar
- School of Medicine, Mayo Clinic School of Medicine-Scottsdale Campus, Scottsdale, Arizona, USA
| | - Nandita Khera
- Mayo Clinic School of Medicine, Phoenix, Arizona, USA
| | - Fumiko Chino
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Emily Johnston
- Pediatrics, University of Alabama at Birmingham Heersink School of Medicine, Birmingham, Alabama, USA
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Wang J, Liu W, Yu S, Li X, Ma Y, Zhao Q, Lü Y, Xiao M. Social Networks Effects on Spouse and Adult-Child Dementia Caregivers' Experiences: A Cross-Sectional Study. J Am Med Dir Assoc 2023; 24:1374-1380.e1. [PMID: 37236264 DOI: 10.1016/j.jamda.2023.04.006] [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: 03/09/2023] [Revised: 04/05/2023] [Accepted: 04/05/2023] [Indexed: 05/28/2023]
Abstract
OBJECTIVES A large body of literature addresses experiences of spouse and adult-children caregiver of individuals with dementia (IWDs) but has not examined the role and strength of social networks in associations between spouses and adult-children caregivers' experience. Based on the stress process model, we aimed to explore the strength levels of social networks and their association with spouses/adult-children caregivers for IWDs. DESIGN A cross-sectional study. SETTING AND PARTICIPANTS A questionnaire-based survey was conducted with a total of 146 family caregivers of IWDs (78 adult-child, and 68 spouses) in China. METHODS Data collection comprised 4 sections: (1) care-related stressors (dementia stage, neuropsychiatric symptoms); (2) caregiver context; (3) social network, using the Lubben Social Network Scale; and (4) caregiving experience, using the short-form Zarit Burden Interview and 9-item Positive Aspects of Caregiving Scale. Linear regression, mediation model analysis, and interactive analysis were performed to explore the mechanisms of associations between variables. RESULTS Spouses had weaker social network strength (β = -0.294, P = .001) and reported greater positive aspects of caregiving (β = 0.234, P = .003) than adult-children caregivers; no significant difference was found between them for caregiver burden. Mediation analysis suggests that associations between caregiver type and caregiver burden are indirect-only mediation effects of social networks (β = 0.140, 95% CI = 0.066-0.228). The social network strength suppressed the association between caregiver type and positive aspects of caregiving. The caregiver type/social network interaction statistically significantly (P = .025) affected the "positive aspects": a stronger social network was associated with more positive aspects of caregiving among the spouse subgroup (β = 0.341, P = .003). CONCLUSIONS AND IMPLICATIONS Social networks mediate responses to caregiving experiences among different care provider types and are vital intervention targets, especially for spousal caregivers. Our results can serve as references for identifying caregivers for clinical intervention.
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Affiliation(s)
- Jun Wang
- Department of Nursing, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Weichu Liu
- Department of Gynecology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Shiqi Yu
- Department of Nursing, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xuelian Li
- Department of Nursing, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yingzhuo Ma
- Department of Nursing, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Qinghua Zhao
- Department of Nursing, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yang Lü
- Department of Geriatrics, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
| | - Mingzhao Xiao
- Department of Urology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
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Filipponi C, Chichua M, Masiero M, Mazzoni D, Pravettoni G. Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study. JMIR Cancer 2023; 9:e41594. [PMID: 37399067 PMCID: PMC10365594 DOI: 10.2196/41594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 05/12/2023] [Accepted: 06/05/2023] [Indexed: 07/04/2023] Open
Abstract
BACKGROUND Cancer pain represents a challenge for cancer patients and their family members. Despite progression in pain management, pain is still underreported and undertreated, and there is limited information on the related needs that patients and caregivers may have. Online platforms represent a fundamental tool for research to reveal the unmet needs of these users and their emotions outside the medical setting. OBJECTIVE This study aimed to (1) reveal the unmet needs of both patients and caregivers and (2) detect the emotional activation associated with cancer pain by analyzing the textual patterns of both users. METHODS A descriptive and quantitative analysis of qualitative data was performed in RStudio v.2022.02.3 (RStudio Team). We analyzed 679 posts (161 from caregivers and 518 from patients) published over 10 years on the "cancer" subreddit of Reddit to identify unmet needs and emotions related to cancer pain. Hierarchical clustering, and emotion and sentiment analysis were conducted. RESULTS The language used for describing experiences related to cancer pain and expressed needs differed between patients and caregivers. For patients (agglomerative coefficient=0.72), the large cluster labeled unmet needs included the following clusters: (1A) reported experiences, with the subclusters (a) relationship with doctors/spouse and (b) reflections on physical features; and (1B) changes observed over time, with the subclusters (a) regret and (b) progress. For caregivers (agglomerative coefficient=0.80), the main clusters were as follows: (1A) social support and (1B) reported experiences, with the subclusters (a) psychosocial challenges and (b) grief. Moreover, comparison between the 2 groups (entanglement coefficient=0.28) showed that they shared a common cluster labeled uncertainty. Regarding emotion and sentiment analysis, patients expressed a significantly higher negative sentiment than caregivers (z=-2.14; P<.001). On the contrary, caregivers expressed a higher positive sentiment compared with patients (z=-2.26; P<.001), with trust (z=-4.12; P<.001) and joy (z=-2.03; P<.001) being the most prevalent positive emotions. CONCLUSIONS Our study emphasized different perceptions of cancer pain in patients and caregivers. We revealed different needs and emotional activations in the 2 groups. Moreover, our study findings highlight the importance of considering caregivers in medical care. Overall, this study increases knowledge about the unmet needs and emotions of patients and caregivers, which may have important clinical implications in pain management.
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Affiliation(s)
- Chiara Filipponi
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Mariam Chichua
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Marianna Masiero
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Davide Mazzoni
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Gabriella Pravettoni
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
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Reblin M, Tay DL, Iacob E, Cloyes KG, Hebdon MCT, Ellington L. Hospice Caregivers' Perception of Family and Non-Family Social Support and Stress over Time: Associations with Reports of General Support. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:5009. [PMID: 36981917 PMCID: PMC10049686 DOI: 10.3390/ijerph20065009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 03/09/2023] [Accepted: 03/10/2023] [Indexed: 06/18/2023]
Abstract
Social support has been identified as a key factor to protect wellbeing for home hospice cancer caregivers. However, few studies have assessed social support over time in this context, and measures of support are often limited to general assessments of perceived support. Our goal was to (1) describe change in cancer home hospice caregivers' social support over time during care and into bereavement and (2) explore the impact of perceived stress and support from family and non-family members on caregivers' perceived general social support. We conducted a secondary analysis of longitudinal prospective questionnaire data. Forty caregivers completed measures of general perceived support, family and non-family support and stress during hospice enrollment and 2 and 6 months post the patient's death. Linear mixed models were used to determine change in support over time and the contribution of specific support/stress ratings to general support assessments. Caregivers overall had moderate and stable levels of social support over time, though there was significant variation between and within individuals. Family and non-family support and stress from family predicted general perceptions of social support, while no effects were found for non-family stress. This work suggests a need for more specific measures of support and stress, and the need for research to focus on improving baseline levels of caregiver perceived support.
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Affiliation(s)
- Maija Reblin
- Department of Family Medicine, Larner College of Medicine, University of Vermont, Burlington, VT 05405, USA
| | - Djin L. Tay
- College of Nursing, University of Utah, Salt Lake City, UT 84112, USA
| | - Eli Iacob
- College of Nursing, University of Utah, Salt Lake City, UT 84112, USA
| | - Kristin G. Cloyes
- School of Nursing, Oregon Health & Sciences University, Portland, OR 97239, USA
| | | | - Lee Ellington
- College of Nursing, University of Utah, Salt Lake City, UT 84112, USA
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Otto AK, Vadaparampil ST, Heyman RE, Ellington L, Reblin M. Spouse caregivers' identification of the patient as their primary support person is associated with better patient psychological well-being. J Psychosoc Oncol 2023; 41:137-149. [PMID: 35486591 DOI: 10.1080/07347332.2022.2067804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Examine the impact of the primary-support person (PSP) role on advanced cancer patient and spouse caregiver psychological well-being, above and beyond the effects of relationship satisfaction. Secondary analysis of cross-sectional questionnaire data. 88 advanced cancer patient/spouse-caregiver dyads. Patients and caregivers independently completed measures assessing depression, anxiety, perceived stress, and relationship satisfaction, and identified their PSP. Patient and caregiver psychological well-being outcomes were regressed on patient and caregiver PSP variables in an actor-partner interdependence model. Half of patients identified their caregiver as PSP; 9% of caregivers identified their patient as PSP. When caregivers identified their patient as PSP, the patient reported better outcomes. No associations were seen for patient identification of caregiver as PSP or caregiver well-being. Clinicians can encourage patients to find ways to continue to focus on their relationship with the caregiver and help caregivers connect with other sources of support.
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Affiliation(s)
- Amy K Otto
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, Florida, USA.,University of Miami Sylvester Comprehensive Cancer Center, Miami, Florida, USA
| | - Susan T Vadaparampil
- Department of Health Outcomes and Behavior, Moffitt Cancer Center, Tampa, Florida, USA
| | - Richard E Heyman
- Family Translational Research Group, New York University Faculty of Health, New York, New York, USA
| | - Lee Ellington
- College of Nursing, University of Utah, Salt Lake City, Utah, USA
| | - Maija Reblin
- Department of Family Medicine, Larner College of Medicine, University of Vermont, Burlington, Vermont, USA
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Stress Estimation Model for the Sustainable Health of Cancer Patients. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:3336644. [PMID: 35924111 PMCID: PMC9343204 DOI: 10.1155/2022/3336644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 06/25/2022] [Accepted: 07/06/2022] [Indexed: 11/26/2022]
Abstract
Good health is the most important and very necessary characteristic for stress-free, skillful, and hardworking people with a cooperative environment to create a sustainable society. Validating two algorithms, namely, sequential minimal optimization for regression (SMOreg) using vector machine and linear regression (LR) and using their predicted cancer patients' cases, this study presents a patient's stress estimation model (PSEM) to forecast their families' stress for patients' sustainable health and better care with early management by under-study cancer hospitals. The year-wise predictions (1998-2010) by LR and SMOreg are verified by comparing with observed values. The statistical difference between the predictions (2021-2030) by these models is analyzed using a statistical t-test. From the data of 217067 patients, patients' stress-impacting factors are extracted to be used in the proposed PSEM. By considering the total population of under-study areas and getting the predicted population (2021-2030) of each area, the proposed PSEM forecasts overall stress for expected cancer patients (2021-2030). Root mean square error (RMSE) (1076.15.46) for LR is less than RSME for SMOreg (1223.75); hence, LR remains better than SMOreg in forecasting (2011-2020). There is no significant statistical difference between values (2021-2030) predicted by LR and SMOreg (p value = 0.767 > 0.05). The average stress for a family member of a cancer patient is 72.71%. It is concluded that under-study areas face a minimum of 2.18% stress, on average 30.98% stress, and a maximum of 94.81% overall stress because of 179561 expected cancer patients of all major types from 2021 to 2030.
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10
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Tay DL, Iacob E, Reblin M, Cloyes KG, Jones M, Hebdon MCT, Mooney K, Beck AC, Ellington L. What contextual factors account for anxiety and depressed mood in hospice family caregivers? Psychooncology 2022; 31:316-325. [PMID: 34510631 PMCID: PMC8818016 DOI: 10.1002/pon.5816] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 08/30/2021] [Accepted: 08/31/2021] [Indexed: 02/03/2023]
Abstract
OBJECTIVE End-of-life caregiving is associated with poorer mental health compared with other caregiving. The objective of this study was to examine the association between contextual characteristics and appraisal factors on family caregivers' mental health and well-being. METHODS Family hospice caregivers were recruited across four states using a non-probabilistic sampling approach. This study analyzed contextual (demographic, caregiving, economic) and appraisal factors (Medical Outcomes Study Social Support Survey, Zarit Burden Interview) on caregivers' anxiety and depression (Hospital Anxiety and Depression scale, and positive affect and well-being (Positive Affect and Well-being Scale). Hierarchical linear regression models were generated in SPSS version 24. RESULTS Data from 102 family caregivers were analyzed. On average, participants were 58.93 years of age (SD = 14.24), mostly female (72.55%), spouses/partners (51.96%), and non-Hispanic White (78.43%). Most (75.49%) described their financial situation as comfortable or more than adequate. Younger age (B = -0.11, 95% CI = -0.18 to -0.05) and increased caregiving burden (B = 0.18, 95% CI = 0.09 to 0.27) were associated with increased anxiety, while lower perceived financial adequacy (B = -1.19, 95% CI = -2.07 to -0.32), lower social support (B = -0.04, 95% CI = -0.06 to -0.01), and increased caregiving burden (B = 0.15, 95% CI = 0.08-0.22) were associated with worsened depression. Greater social support (B = 0.10, 95% CI = 0.05-0.14) and lower caregiving burden (B = -0.19, 95% CI = -0.32 to -0.07) were associated with greater positive affect and well-being. CONCLUSIONS Findings suggest significant impact of contextual factors on mental health and well-being, and support the need for holistic assessment of hospice caregivers' wellbeing and programs and policies providing social services and economic support to caregivers.
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Affiliation(s)
| | - Eli Iacob
- College of Nursing, University of Utah, USA
| | - Maija Reblin
- Department of Family Medicine, University of Vermont, USA
| | | | - Miranda Jones
- Department of Psychology, University of Michigan, USA
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