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Satheeshkumar PS, Pili R, Epstein JB, Thazhe SBK, Sukumar R, Mohan MP. Characteristics and predictors associated with cancer-related fatigue among solid and liquid tumors. J Cancer Res Clin Oncol 2023; 149:13875-13888. [PMID: 37540252 DOI: 10.1007/s00432-023-05197-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Accepted: 07/18/2023] [Indexed: 08/05/2023]
Abstract
PURPOSE Cancer-related fatigue (CRF) is a devastating complication with limited recognized clinical risk factors. We examined characteristics among solid and liquid cancers utilizing Machine learning (ML) approaches for predicting CRF. METHODS We utilized 2017 National Inpatient Sample database and employed generalized linear models to assess the association between CRF and the outcome of burden of illness among hospitalized solid and non-solid tumors patients. And further applied lasso, ridge and Random Forest (RF) for building our linear and non-linear ML models. RESULTS The 2017 database included 196,330 prostate (PCa), 66,385 leukemia (Leuk), 107,245 multiple myeloma (MM), and 41,185 cancers of lip, oral cavity and pharynx (CLOP) patients, and among them, there were 225, 140, 125 and 115 CRF patients, respectively. CRF was associated with a higher burden of illness among Leuk and MM, and higher mortality among PCa. For the PCa patients, both the test and the training data had best areas under the ROC curve [AUC = 0.91 (test) vs. 0.90 (train)] for both lasso and ridge ML. For the CLOP, this was 0.86 and 0.79 for ridge; 0.87 and 0.84 for lasso; 0.82 for both test and train for RF and for the Leuk cohort, 0.81 (test) and 0.76 (train) for both ridge and lasso. CONCLUSION This study provided an effective platform to assess potential risks and outcomes of CRF in patients hospitalized for the management of solid and non-solid tumors. Our study showed ML methods performed well in predicting the CRF among solid and liquid tumors.
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Affiliation(s)
- Poolakkad S Satheeshkumar
- Division of Hematology and Oncology, Department of Medicine, University at Buffalo, Buffalo, NY, 14203, USA.
| | - Roberto Pili
- Division of Hematology and Oncology, Department of Medicine, University at Buffalo, Buffalo, NY, 14203, USA
| | - Joel B Epstein
- City of Hope Comprehensive Cancer Center, Duarte CA and Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical System, Los Angeles, CA, USA
| | | | - Rhine Sukumar
- Naseem Al Rabeeh Medical Center, C Ring Road, Doha, Qatar
| | - Minu Ponnamma Mohan
- Boston Medical Center, Boston University School of Medicine, Boston, MA, USA
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Li H, Ng MSN, Jin X, Wong CL. 'Life became slow down': A descriptive qualitative study of the experiences of cancer-related fatigue amongst people with advanced lung cancer. Palliat Med 2023; 37:1168-1182. [PMID: 37395316 DOI: 10.1177/02692163231184926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
BACKGROUND Cancer-related fatigue is a complex multidimensional concept. However, little is known about the experience of cancer-related fatigue in people with advanced lung cancer. How they emotionally react to and cope with the experience of cancer-related fatigue according to cultural influences has not been extensively explored. AIM To explore the experience of cancer-related fatigue, its impacts and emotional reactions to and coping strategies for cancer-related fatigue amongst people with advanced lung cancer in China. DESIGN This was a cross-sectional, descriptive qualitative study with face-to-face semi-structured interviews. Data were analysed using content analysis. SETTING/PARTICIPANTS Twenty-one people with advanced lung cancer who experienced cancer-related fatigue were recruited in a hospital setting. RESULTS Four themes were identified: multifaceted experiences of cancer-related fatigue, impacts of cancer-related fatigue, negative perceptions of cancer-related fatigue and avoiding cancer-related fatigue. The multifaceted experience of cancer-related fatigue had physical, psychological and social impacts along the cancer trajectory. Informants regarded it as a sign of a 'bad ending', searched for root causes and had negative attitudes towards role changes. Avoiding coping strategies included not discussing cancer-related fatigue, refusing encouragement and support, hiding feelings, withdrawing from social life and attempting to control cancer-related fatigue. CONCLUSION The findings provide insights into the lack of flexibility of people with advanced lung cancer to adapt to the multidimensional experience of cancer-related fatigue. The reactions and coping towards cancer-related fatigue are profoundly influenced by Chinese culture. Developing psychological interventions based on the cultural background are highly recommended to cultivate the ability to cope flexibly with stressful events and live a meaningful cancer life.
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Affiliation(s)
- Huiyuan Li
- The Nethersole School of Nursing, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Marques Shek Nam Ng
- The Nethersole School of Nursing, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Xiaohuan Jin
- The School of Nursing, Nanjing University of Chinese Medicine, Nanjing, China
| | - Cho Lee Wong
- The Nethersole School of Nursing, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
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Abstract
A diagnosis of cancer is a major life stressor that can affect the physiological, psychological and physical state of the person concerned. Fatigue is a particularly common and troubling symptom that has a negative impact on quality of life throughout all phases of treatment and stages of the illness. The aim of this review is to provide background information on cancer-related fatigue. This review discusses cancer-related fatigue (CRF) in terms of the definition, prevalence, risk factors, aetiology, and the measurement scales used. The differences between definitions of symptoms and relevant theories will be explored and discussed to help explain the variety of instruments used in its measurement. The prevalence of fatigue will be assessed by looking critically at the evidence of fatigue and the factors that affect it. Potential treatment and management strategies for CRF will also be discussed. Finally, there will be an overview of the instruments used to measure fatigue. This review also provides important evidence for measuring and managing CRF that can help nurses to understand fatigue among patients with cancer. Assessing CRF should be routinely undertaken in clinical settings to help identify the proper interventions, treatments and management to reduce fatigue among cancer patients.
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Affiliation(s)
- Mohammed Al Maqbali
- Research Assistant, School of Applied Social and Policy Sciences, Ulster University, Magee Campus, Derry-Londonderry
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Nihayati HE, Nurhanifah L, Krisnana I. The Effect of Psychoeducation on Self-Efficacy and Motivation for Taking Treatment in Breast Cancer Patients (Ca Mammae). JURNAL NERS 2021. [DOI: 10.20473/jn.v16i1.22560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Introduction: Besides being a physiological problem, breast cancer is also a psychological problem. Breast cancer patients are prone to anxiety, depression, stress, fear, and other psychological problems. Prolonged psychological problems that are not resolved lead to impaired self-confidence and motivation to undergo treatment, which has a negative impact on health. Psychoeducation as a psychological therapy as well as providing education is used as a therapy that aims to overcome the psychological problems of breast cancer patients.Methods: This study used a quasi-experimental research design. The population in this study was breast cancer patients (ca mammae) at Prof. Dr. Margono Soekardjo Purwokerto. The sample of this study was 50 respondents obtained with purposive sampling technique. The independent variable of this study is psychoeducation and the dependent variables are self-efficacy and motivation. Data were collected using a general self-efficacy questionnaire and intrinsic motivation inventory as well as an observation sheet. Data were analyzed using the Paired T-Test and Independent Test statistical tests with a level of significance 𝛼≤0.05.Results: There was an effect of psychoeducation to self-efficacy and motivation (p= 0.000; p=0.000.Conclusion: This study shows that psychoeducation affects self-efficacy and motivation to undergo treatment in breast cancer patients (ca mammae). Psychoeducation provides information related to breast cancer and stress management methods so that it can increase self-efficacy and motivation to undergo treatment for breast cancer patients.
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Abstract
In the United States, racial and ethnic minorities and people with lower socioeconomic status (SES) face structural, health system, and interpersonal barriers to optimal health care, including palliative care. Much of the available data on palliative care in racial and ethnic minorities and people with lower SES have identified disparities according to race, ethnicity, and SES. Limitations to understanding disparities in palliative care include the fact that much of the available data are cross-sectional, drawn from administrative or claims data, or based on qualitative work in limited geographic areas. To advance our knowledge and achieve health equity with respect to palliative care in patient groups that have been understudied or that are known to receive disparate care, gaining a deeper understanding of the barriers to palliative care is necessary from patients, families, referring providers, and communities. In addition, cultural competency training for all members of the palliative care team and referring providers needs to be changed from being obligatory to being intentional and assessed continuously. Finally, concerted changes in coordination of care, payment structures, and policy are needed.
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Bastian TD, Burhansstipanov L. Sharing Wisdom, Sharing Hope: Strategies Used by Native American Cancer Survivors to Restore Quality of Life. JCO Glob Oncol 2020; 6:161-166. [PMID: 32031445 PMCID: PMC6998019 DOI: 10.1200/jgo.19.00215] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/05/2019] [Indexed: 12/17/2022] Open
Abstract
PURPOSE The purpose of this study was to gain insight into the experiences of Native American cancer survivors in navigating life after cancer and what resources and strategies survivors found useful for coping and achieving optimal quality of life (QoL) after diagnosis (the terms "Native Americans" and "Natives" are used interchangeably in this article to describe American Indians and Alaska Natives). The research questions were What advice and words of wisdom do Native cancer survivors prioritize in messages to other Native cancer survivors? and What do those messages reveal about how Native cancer survivors interpret, experience, and restore QoL after diagnosis? METHODS This study used a qualitative phenomenologic descriptive study design. Researchers used thematic analysis to identify themes related to peer advice and QoL from transcripts of semi-structured interviews with 52 geographically and clinically diverse Native cancer survivors in the United States. RESULTS Survivors' lived experiences directly informed their advice to other survivors, which was characterized by four themes: listen to your body, advocate for yourself, embrace your culture and spirituality, and share your story. A deeper look into the origins of those messages revealed challenges survivors face balancing their responsibility to care for themselves while simultaneously embracing cultural values of selflessness. CONCLUSION Providers and researchers should work with Native cancer survivors to identify and leverage existing community strengths in ways that support all aspects of a survivors' QoL rather than limiting support to a single QoL domain (eg, physical, spiritual, mental/emotional, or social issues). Interventions should ensure that supports and services align with survivors' cultural values and attend to competing responsibilities to optimize QoL.
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Bootsma TI, Schellekens MP, van Woezik RA, van der Lee ML, Slatman J. Experiencing and responding to chronic cancer-related fatigue: A meta-ethnography of qualitative research. Psychooncology 2020; 29:241-250. [PMID: 31442340 PMCID: PMC7027742 DOI: 10.1002/pon.5213] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Revised: 08/19/2019] [Accepted: 08/21/2019] [Indexed: 11/24/2022]
Abstract
OBJECTIVE One of the most prevalent and disrupting symptoms experienced by cancer patients is chronic cancer-related fatigue (CCRF). A better understanding of the chronic nature of CCRF can provide valuable insights for theory and practice. The purpose of this meta-ethnography was to derive an overarching interpretative narrative on patients' experiences and responses to CCRF. METHODS We conducted a comprehensive systematic literature search in five databases (05-03-2018). In addition, papers from reference lists were retrieved. Two researchers independently screened the papers for eligibility and appraised quality (CASP-criteria). We followed the seven phases of meta-ethnography to extract, translate, and synthesise first-order constructs (ie, patients' views) and second-order constructs (ie, authors' views) from the selected studies into third-order constructs (ie, new interpretations). RESULTS Of the 1178 collected articles, 16 articles were included. Through synthesis, a new figure of six interrelated third-order constructs was developed: (1) embodied experience entails the dominating presence of the body; (2) (mis)recognition includes lack of recognition of CCRF by patients, relatives, and health providers; (3) small horizon describes a resultant narrowed world; (4) role change encompasses adopting other life roles; (5) loss of self refers to the impact on one's identity; and (6) regaining one's footing describes the struggle against CCRF, adaptation to CCRF and finally acceptance of a "new normal with CCRF." CONCLUSION A new embodiment figure of CCRF with social (eg, (mis)recognition), spatial (eg, small horizon) and temporal dimensions (eg, regaining one's footing) was developed. This figure can help professionals to recognise CCRF, inform patients, and personalise treatment.
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Affiliation(s)
- Tom I. Bootsma
- Helen Dowling InstituteCentre for Psycho‐OncologyScientific Research DepartmentBilthovenThe Netherlands
- Tilburg UniversitySchool of Humanities and Digital SciencesCulture Studies DepartmentTilburgThe Netherlands
| | - Melanie P.J. Schellekens
- Helen Dowling InstituteCentre for Psycho‐OncologyScientific Research DepartmentBilthovenThe Netherlands
| | - Rosalie A.M. van Woezik
- Helen Dowling InstituteCentre for Psycho‐OncologyScientific Research DepartmentBilthovenThe Netherlands
| | - Marije L. van der Lee
- Helen Dowling InstituteCentre for Psycho‐OncologyScientific Research DepartmentBilthovenThe Netherlands
| | - Jenny Slatman
- Tilburg UniversitySchool of Humanities and Digital SciencesCulture Studies DepartmentTilburgThe Netherlands
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Arizona IKLT, Sukartini T, Efendi F, Estiadewi PS, Anggraeni NPDA. The Experiences of Cancer-Related Fatigue among Adult Cancer Patients: A Systematic Review. JURNAL NERS 2019. [DOI: 10.20473/jn.v14i3.16973] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Introduction: Cancer-related fatigue (CRF) is one of the symptoms commonly experienced and it is a subjective feeling felt by cancer patients. The aim of this systematic review was to summarize how fatigue has been described from the perspective of adult cancer patients, the impact of fatigue on their quality of life, what the patient reported as contributing factors and potential coping strategies to reduce fatigue.Methods: A systematic review is in line with PRISMA guidelines. Five databases were systematically searched (Scopus, PubMed, Springerlink, ProQuest and Science Direct) from January 2009 to February 2019 for qualitative studies describing the experience of adult cancer patients using a predefined search strategy and any relevant keywords.Results: In total, 13 out of 4692 studies were included. The ages of the included patient cancer ranged from 26 to 84 years. The majority of studies used in-depth interviews and semi-structured interviews to elicit the participant’s experiences of fatigue. Four themes were identified: the perception of cancer-related fatigue, the etiology of cancer fatigue, impact and coping strategies.Conclusion: Fatigue is impactful on quality of life from the perspective of cancer patients. Future research should focus on the prospective exploration of the impact of fatigue on woman's and men's health and identifying approaches to reduce fatigue.
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Psychometric Evaluation of the Patient-Reported Outcomes Measurement Information System Fatigue-Short Form Across Diverse Populations. Nurs Res 2017; 65:279-89. [PMID: 27362514 DOI: 10.1097/nnr.0000000000000162] [Citation(s) in RCA: 70] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
BACKGROUND The need for reliable, valid tools to measure patient-reported outcomes (PROs) is critical both for research and for evaluating treatment effects in practice. The Patient-Reported Outcomes Measurement Information System Fatigue-Short Form v1.0-Fatigue 7a (PROMIS F-SF) has had limited psychometric evaluation in various populations. OBJECTIVES The aim of the study is to examine psychometric properties of PROMIS F-SF item responses across various populations. METHODS Data from five studies with common data elements were used in this secondary analysis. Samples from patients with fibromyalgia, sickle cell disease, cardiometabolic risk, pregnancy, and healthy controls were used. Reliability was estimated using Cronbach's alpha. Dimensionality was evaluated with confirmatory factor analysis. Concurrent validity was evaluated by examining Pearson's correlations between scores from the PROMIS F-SF, the Multidimensional Fatigue Symptom Inventory-Short Form, and the Brief Fatigue Inventory. Discriminant validity was evaluated by examining Pearson's correlations between scores on the PROMIS F-SF and measures of stress and depressive symptoms. Known groups validity was assessed by comparing PROMIS F-SF scores in the clinical samples to healthy controls. RESULTS Reliability of PROMIS F-SF scores was adequate across samples, ranging from .72 in the pregnancy sample to .88 in healthy controls. Unidimensionality was supported in each sample. Concurrent validity was strong; across the groups, correlations with scores on the Multidimensional Fatigue Symptom Inventory-Short Form and Brief Fatigue Inventory ranged from .60 to .85. Correlations of the PROMIS F-SF with measures of stress and depressive mood were moderate to strong, ranging from .37 to .64. PROMIS F-SF scores were significantly higher in clinical samples compared to healthy controls. DISCUSSION Reliability and validity of the PROMIS F-SF were acceptable. The PROMIS F-SF is a suitable measure of fatigue across the four diverse clinical populations included in the analysis.
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