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Liu YX, Wang J. Impact of comorbid subthreshold depressive symptoms on cancer-related fatigue and complications in adults with leukemia. World J Psychiatry 2024; 14:1009-1016. [PMID: 39050202 PMCID: PMC11262921 DOI: 10.5498/wjp.v14.i7.1009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 05/13/2024] [Accepted: 06/18/2024] [Indexed: 07/12/2024] Open
Abstract
BACKGROUND Patients not only experience symptoms caused by cancer but also suffer from the accompanying psychological pain. Therefore, these patients do not have high quality of life. According to the World Health Organization, the incidence of leukemia in China in 2020 was 5.1/100000, the mortality rate was 3.3/100000, and the prevalence rate was 16.7/100000. Therefore, it is important to examine the influence of comorbid subthreshold depressive symptoms on leukemia patients. AIM To determine the impact of comorbid subthreshold depressive symptoms on cancer-related fatigue and complications in leukemia patients, thereby providing a basis for early diagnosis and treatment in clinical practice. METHODS A questionnaire survey was conducted among leukemia patients admitted to a tertiary hospital in Xi'an, Shaanxi Province, China, from August 2022 to December 2023. Patients with a score > 16 on the Chinese Classification of Mental Disorders (CCMD-3) and a Hamilton Depression Rating Scale score of 8-17 were classified as the subthreshold depressive group (n = 95), while 100 leukemia patients admitted during the same period were classified as the control group. Data were collected using Epidata 3.1 software, and comparisons were made between the two groups regarding general clinical data, the Piper Fatigue Scale (PFS), the Pittsburgh Sleep Quality Index (PSQI), the Numeric Rating Scale for pain assessment, laboratory indicators, and the occurrence of complications. RESULTS In this survey, 120 leukemia patients with depression were preliminarily screened, 95 patients with subthreshold depression were ultimately selected as the subthreshold depression group, and 100 leukemia patients admitted during the same period were enrolled as the normal group. Comparison of basic clinical data between the two groups revealed no significant differences in age, sex, body mass index, cognitive function, or comorbidity with other chronic diseases. However, there were statistically significant differences in the use of radiotherapy and regular exercise between the two groups (P < 0.05). Comparisons of scales and laboratory indicators revealed no significant differences in albumin or PSQI scores between the two groups, but there were statistically significant differences in pain scores, PSQI scores, PFS scores, hemoglobin levels, and C-reactive protein levels (P < 0.05). Spearman's correlation analysis indicated that cancer-related fatigue was correlated with age, hemoglobin levels, C-reactive protein levels, pain, and regular exercise among leukemia patients with subthreshold depression. Multivariate regression analysis revealed that advanced age, combined radiotherapy, pain, and low hemoglobin levels were risk factors for cancer-related fatigue in leukemia patients with comorbid subthreshold depression, while regular exercise was a protective factor against cancer-related fatigue. Follow-up comparisons revealed a significantly lower overall incidence of complications in the control group (4%) than in the depressive group (24.21%; P < 0.001). CONCLUSION Leukemia patients with comorbid subthreshold depressive symptoms experience more severe cancer-related fatigue and a higher incidence of complications. These findings may be related to advanced age, combined radiotherapy, pain, and low hemoglobin levels, while regular exercise may effectively alleviate symptoms.
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Affiliation(s)
- Yue-Xian Liu
- Department of Hematology, Central Hospital Affiliated to Shandong First Medical University, Jinan 250013, Shandong Province, China
| | - Juan Wang
- Department of Hematology, Central Hospital Affiliated to Shandong First Medical University, Jinan 250013, Shandong Province, China
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Peng Z, Wang C, Sun Y, Ma Y, Wang J, Xu F, Xu X, Chen Y. Depression and anxiety in cancer patient enrolled in clinical trials with serious adverse events. Cancer Med 2023; 12:20015-20026. [PMID: 37723836 PMCID: PMC10587935 DOI: 10.1002/cam4.6556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 09/07/2023] [Accepted: 09/08/2023] [Indexed: 09/20/2023] Open
Abstract
OBJECTIVE Drug-induced side effects, particularly serious adverse events (SAEs), often affect cancer patients enrolled in clinical trials. However, little is known about anxiety and depression in cancer patients who experienced SAEs. This study evaluated the prevalence of anxiety and depression in cancer patients enrolled in clinical trials who experienced SAEs and explored the risk factors. METHODS A multi-center, cross-sectional survey was conducted in hospitals affiliated with the University of Science and Technology of China from December 2021 to November 2022. A total of 112 cancer patients who experienced SAEs while enrolled in clinical trials, and who completed the informed consent process and study questionnaires, were included in the final analysis. RESULTS The rate of moderate-severe depression in cancer patients was 38.4% and that of moderate-severe anxiety was 13.4%. Among the patients who had moderate-severe anxiety, 93.3% had concurrent moderate-severe depression. Lower cognitive function and lower global quality of life were risk factors for depression in cancer patients who experienced SAEs. Pain, low emotional function, low global quality of life, and a high Impact of Events Scale score were risk factors for anxiety. CONCLUSIONS Cancer patients enrolled in a clinical trial who experienced SAEs tended to be anxious and depressed, particularly the latter. These results indicate the need to evaluate anxiety and depression, and mental health treatment among cancer patients with SAEs in clinical trials.
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Affiliation(s)
- Zhen Peng
- Division of Life Sciences and Medicine, Drug Clinical Trial Institution, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaAnhuiHefeiChina
| | - Chongwei Wang
- Division of Life Sciences and Medicine, Drug Clinical Trial Institution, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaAnhuiHefeiChina
| | - Yubei Sun
- Division of Life Sciences and Medicine, Department of Oncology, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaHefeiAnhuiChina
| | - Yan Ma
- Division of Life Sciences and Medicine, Department of Rheumatology and Immunology, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaHefeiAnhuiChina
| | - Jumei Wang
- Division of Life Sciences and Medicine, Department of Endocrinology, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaHefeiAnhuiChina
| | - Fei Xu
- Division of Life Sciences and Medicine, Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaHefeiAnhuiChina
| | - Xiaoling Xu
- Division of Life Sciences and Medicine, Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaHefeiAnhuiChina
| | - Yin Chen
- Division of Life Sciences and Medicine, Department of Scientific Research, The First Affiliated Hospital of USTCUniversity of Science and Technology of ChinaHefeiAnhuiChina
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Peng Z, Zhu X, Wang C, Zhou M, Xu X, Chen Y. Depression and anxiety among hemophilia patients enrolled in clinical trials: a multi-center cohort study. Ann Hematol 2023:10.1007/s00277-023-05277-4. [PMID: 37212910 DOI: 10.1007/s00277-023-05277-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 05/14/2023] [Indexed: 05/23/2023]
Abstract
Hemophilia patients enrolled in clinical trials often exhibit various physical and psychological symptoms. However, little is known about anxiety and depression among them. This study assessed the effects of depression and anxiety on hemophilia patients enrolled in clinical trials and identified risk factors for these disorders. A multi-center, cohort study was conducted from January to December 2022. Sixty-nine hemophilia patients who enrolled in clinical trials participated at baseline (T1, prior to treatment initiation) and completed the informed consent. Risk factors were measured at baseline to predict depression and anxiety at 3 months (T2). Sixty-four hemophilia patients were included in the final analysis. More hemophilia patients had moderate-severe depression (28 [43.75%]) and anxiety (16 [25.00%]) at T2 than at T1 (12 [18.75]), (5 [7.81%]). Depression was aggravated in 23 (35.94%) patients and anxiety was aggravated in 12 (18.75%) patients. Frequently acquired medical information (OR 11.378, CI 1.319-98.114, P = 0.027), baseline GAD-7 (OR 1.341, CI 1.015-1.772, P = 0. 039) and PHQ-9 (OR 1.465, CI 1.039-2.065, P = 0.029) are important factors predicting depression and anxiety in hemophilia patients. Hemophilia patients enrolled in a clinical trial have significant anxiety and depression. The frequency of acquiring medical information and the baseline PHQ-9 and GAD-7 scores were risk factors for anxiety and depression. Thus, hemophilia patients should receive education regarding clinical trials and undergo evaluations of their anxiety and depression; these changes will enable prompt detection of their psychological burden and identify potential psychological intervention strategies.
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Affiliation(s)
- Zhen Peng
- Drug Clinical Trial Institution, the First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Xiaoyu Zhu
- Department of Hematology, the First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Chongwei Wang
- Drug Clinical Trial Institution, the First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Mingfeng Zhou
- Department of Clinical Operation, Beijing Hiphar Medical Technology Co. LTD, Hefei, Anhui, China
| | - Xiaoling Xu
- Drug Clinical Trial Institution, the First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Yin Chen
- Department of Scientific Research, the First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China.
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Russell K, Moghaddam N, Tickle A. Examining anxiety and depression in haematology cancer patients in ongoing treatment and under watchful waiting: A systematic review and meta-analysis. Eur J Cancer Care (Engl) 2022; 31:e13678. [PMID: 35977801 PMCID: PMC9787612 DOI: 10.1111/ecc.13678] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 06/21/2022] [Accepted: 08/02/2022] [Indexed: 12/30/2022]
Abstract
INTRODUCTION The present review aimed to establish prevalence rates of anxiety and depression in adults with haematology cancer, with a focus on the differences between patients under treatment and patients under watchful waiting. METHOD Five databases (Scopus, Medline, PsycINFO, EThOS, CINAHL) were searched throughout June 2021. Key search terms included haematology cancer, anxiety, depression, in treatment and watchful waiting. Study and sample characteristics, prevalence rates and mean self-reported scores of anxiety and depression data were extracted. RESULTS A total of 18 eligible papers were included in the review. Quality appraisal indicated papers were of adequate standard. Depression data from 2720 participants (14.5% under watchful waiting) and anxiety data from 2520 participants (15.9% under watchful waiting) were analysed through subgroup meta-analyses. The prevalence of anxiety was 34% amongst adults receiving treatment and 24.5% amongst those under watchful waiting. The prevalence of depression amongst adults receiving treatment was 31.3%, significantly higher than 16.1% of adults under watchful waiting. CONCLUSION Overall, adults with haematology cancer were at greater risk of experiencing anxiety and depression than the general population, with greatest risk in those under treatment. The findings indicate the need for future research to examine availability and effectiveness of targeted psychological interventions.
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Affiliation(s)
- Katie Russell
- Division of Psychiatry and Applied Psychology, School of MedicineUniversity of NottinghamNottinghamUK
| | - Nima Moghaddam
- Division of Psychiatry and Applied Psychology, School of MedicineUniversity of LincolnLincolnUK
| | - Anna Tickle
- Division of Psychiatry and Applied Psychology, School of MedicineUniversity of NottinghamNottinghamUK
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Lu YY, Lu XM, Shao CY, Wang CC, Xu TT, Zhang BL. Empathetic nursing with mindful cognitive therapy for fatigue, depression, and negative emotions in leukemia patients undergoing long-term chemotherapy. World J Clin Cases 2022; 10:1826-1833. [PMID: 35317141 PMCID: PMC8891779 DOI: 10.12998/wjcc.v10.i6.1826] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2021] [Revised: 12/23/2021] [Accepted: 01/11/2022] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Leukemia is a broad term for blood cell cancer. Leukemia is divided into acute or chronic, depending on cell differentiation. Leukemia patients are prone to adverse reactions during chemotherapy, such as anxiety, depression, and even suicide, affecting prognosis. As a nursing model developed by three well-known cognitive psychologists, empathetic nursing with mindfulness cognitive therapy (ENMCT) can effectively reduce anxiety and depression and improve the quality of life in patients with chronic disease.
AIM To explore the effect of ENMCT on cancer-induced fatigue, hope level, and negative emotions in patients with long-term leukemia chemotherapy.
METHODS A total of 103 patients with long-term leukemia chemotherapy diagnosed and treated in our hospital from July 2017 to October 2019 were enrolled and randomly assigned to observation and control groups using the random number table approach. Fifty-one patients in the control group received routine nursing, while 52 patients in the observation group received empathic nursing with mindfulness cognitive therapy. After three months of nursing care, cancer-induced fatigue was measured with the Piper Fatigue Scale (PFS), hope level with the Herth Hope Index (HHI), and negative emotion with the Hamilton Anxiety Scale (HAMA)/Hamilton Depression Scale (HAMD). Self-management (Chinese Strategies Used by People to Promote Health) was also recorded.
RESULTS The observation group’s total scores in behavior, cognition, emotion, feeling, and PFS were lower than the control group after the intervention (P < 0.05). Keeping close contact with others, the attitude of taking positive actions, the attitude toward reality and future, and the total HHI score were higher in the observation group than the control group (P < 0.05). The observation group’s HAMA and HAMD scores were lower than the control group (P < 0.05). The observation group’s positive attitude, self-decision, and self-relief scores were greater than the control group (P < 0.05).
CONCLUSION Empathetic nursing with cognitive mindfulness therapy is beneficial in improving cancer-related fatigue, negative emotions, expectation level, and self-management ability in patients with long-term leukemia chemotherapy.
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Affiliation(s)
- Ying-Ying Lu
- Department of Medical Oncology, Affiliated Haian Hospital of Nantong University, Haian 226600, Jiangsu Province, China
| | - Xiao-Min Lu
- Department of Medical Oncology, Affiliated Haian Hospital of Nantong University, Haian 226600, Jiangsu Province, China
| | - Chun-Yan Shao
- Department of Medical Oncology, Affiliated Haian Hospital of Nantong University, Haian 226600, Jiangsu Province, China
| | - Chen-Chen Wang
- Department of Medical Oncology, Affiliated Haian Hospital of Nantong University, Haian 226600, Jiangsu Province, China
| | - Ting-Ting Xu
- Department of Medical Oncology, Affiliated Haian Hospital of Nantong University, Haian 226600, Jiangsu Province, China
| | - Bei-Lei Zhang
- Department of Medical Oncology, Affiliated Haian Hospital of Nantong University, Haian 226600, Jiangsu Province, China
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Factors associated with and risk factors for depression in cancer patients - A systematic literature review. Transl Oncol 2022; 16:101328. [PMID: 34990907 PMCID: PMC8741617 DOI: 10.1016/j.tranon.2021.101328] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Accepted: 12/21/2021] [Indexed: 12/12/2022] Open
Abstract
Objective The prevalence of depression in oncological patients is 3, 4-fold compared to the general population. However, the specific risk factors for these prevalence rates are not fully understood. Methods A systematic literature review was conducted in nine electronic databases between 2005 and 2020. The quality of the eligible studies was appraised by two persons using the adapted 11-items Downs and Black checklist. Results Among 2010 potentially relevant articles, 40 studies were eligible, with 27 studies of high quality and 13 studies of moderate quality. A total of 156 factors associated with depression were identified which were clustered into somatic, psychological, social and sociodemographic factors. Pre-existing depression and personality factors were the most consistent associated factors with depression in cancer patients, while for most somatic and treatment-related factors only modest associations were found. Conclusions Grouped as bio-psycho-social associated factors, somatic factors showed a modest influence, whereas social relationship (support) and previous depression are unequivocally significantly associated with depression.
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Huan Y, Mujun X, Xin L, Ping Z, Limei F, Aming L, Xinquan L. Short Sleep Duration as a Risk Factor for Depression, Anxiety and Fatigue in Patients with Leukemia. Neuropsychiatr Dis Treat 2022; 18:1573-1582. [PMID: 35937713 PMCID: PMC9346604 DOI: 10.2147/ndt.s362229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2022] [Accepted: 06/18/2022] [Indexed: 12/24/2022] Open
Abstract
OBJECTIVE Our study aimed to investigate the level of depression, anxiety, and fatigue in patients with leukemias, and analyze the influence of sleep duration on the mental symptoms of patients with leukemias. METHODS A total of 127 patients were enrolled in our study and completed the questionnaire survey. Self-Assessment Depression Scale (SDS), Self-Assessment Anxiety Scale (SAS), and the Fatigue Scale-14 (FS-14) were adopted. The patient's lifestyle information, including exercise, alcohol abuse, and smoking, was obtained from the patient's self-report. RESULTS Depression score of patients with sleep duration >8 hours (long duration group) was 56.21±11.63, which was significantly lower than that of patients sleep duration between 6 and 8 hours (medium duration group) with 59.61±8.77 and patients sleep <6 hours (short duration group) with 64.82±6.42 (P = 0.007). Similarly, the anxiety score of long duration group, medium duration group and short duration group was 45.36±11.41, 48.26±6.96 and 53.53±5.87, respectively (P = 0.005). The fatigue score of short duration group is 8.47±2.45, which is higher than others (P = 0.046). To further identify the relationship, we evaluated physical fatigue and mental fatigue levels in patients with or without symptoms of depression. We found that patients with symptoms of depression have a higher score both in physical fatigue and mental fatigue (all p < 0.001). Similar trend was observed in patients with or without symptoms of anxiety (all p < 0.001). However, alzhough patients with leukemia in long duration group have the highest score of physical fatigue (p = 0.016), no significant difference in mental fatigue was found in different sleeping duration group (p = 0.587). Furthermore, multivariate analyses were conducted and revealed that sleep duration was the independent factor associated with depression (OR = 0.270, P = 0.003) and anxiety (OR = 0.473, P = 0.010). CONCLUSION For leukemia patients with short sleep duration, a prompt evaluation of their level of depression, anxiety, and fatigue and the initiation of timely interventions is essential.
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Affiliation(s)
- Yu Huan
- Department of Hematology, Chenzhou First People's Hospital, Chenzhou City, Hunan Province, People's Republic of China
| | - Xiong Mujun
- Department of Hematology, Chenzhou First People's Hospital, Chenzhou City, Hunan Province, People's Republic of China
| | - Liao Xin
- Department of Hematology, Chenzhou First People's Hospital, Chenzhou City, Hunan Province, People's Republic of China
| | - Zhu Ping
- Department of Hematology, Chenzhou First People's Hospital, Chenzhou City, Hunan Province, People's Republic of China
| | - Fu Limei
- Department of Hematology, Chenzhou First People's Hospital, Chenzhou City, Hunan Province, People's Republic of China
| | - Lei Aming
- Department of Hematology, Chenzhou First People's Hospital, Chenzhou City, Hunan Province, People's Republic of China
| | - Liang Xinquan
- Department of Hematology, Chenzhou First People's Hospital, Chenzhou City, Hunan Province, People's Republic of China
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Pre-cancer and cancer-associated depression and anxiety among older adults with blood cancers in the United States. Blood Adv 2021; 6:1126-1136. [PMID: 34872105 PMCID: PMC8864638 DOI: 10.1182/bloodadvances.2021005862] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 11/11/2021] [Indexed: 11/20/2022] Open
Abstract
For patients with blood cancers, comorbid mental health disorders at diagnosis likely affect the entire disease trajectory, as they can interfere with disease information processing, lead to poor coping, and even cause delays in care. We aimed to characterize the prevalence of depression and anxiety in patients with blood cancers. Using the Surveillance, Epidemiology, and End Results-Medicare database, we identified patients 67 years and older diagnosed with lymphoma, myeloma, leukemia, or myelodysplastic syndromes between 2000 and 2015. We determined the prevalence of pre-cancer and cancer-associated (CA) depression and anxiety using claims data. We identified factors associated with CA-depression and CA-anxiety in multivariate analyses. Among 75,691 patients, 18.6% had at least one diagnosis of depression or anxiety. Of the total cohort, 13.7% had pre-cancer depression and/or pre-cancer anxiety, while 4.9% had CA-depression or CA-anxiety. Compared to patients without pre-cancer anxiety, those with pre-cancer anxiety were more likely to have subsequent claims for CA-depression (OR 2.98; 95% CI 2.61-3.41). Other factors associated with higher risk of CA-depression included female sex, non-married status, higher comorbidity, and myeloma diagnosis. Patients with pre-cancer depression were significantly more likely to have subsequent claims for CA-anxiety compared to patients without pre-cancer depression (OR 3.01; 95% CI 2.63-3.44). Female sex and myeloma diagnosis were also associated with CA-anxiety. In this large cohort of older patients with newly diagnosed blood cancers, almost one in five suffered from depression or anxiety, highlighting a critical need for systematic mental health screening and management for this population.
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Damen MDC, Westerweel PE, Levin MD, Pelle AJ. Unmet supportive care needs, anxiety and depression in haematology patients during watch-and-wait. Psychooncology 2021; 31:176-184. [PMID: 34459065 DOI: 10.1002/pon.5800] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Revised: 07/20/2021] [Accepted: 07/27/2021] [Indexed: 11/12/2022]
Abstract
OBJECTIVE There is growing evidence and awareness of the psychological impact of watch-and-wait in patients with indolent haematological malignancy. However, the need for supportive care is unknown. The aims of this study were to investigate prevalence of unmet needs, their psychological associates, and prevalence of anxiety and depressive symptomatology. METHODS Adult patients with indolent haematological malignancy, during watch-and-wait (n = 122) were included in this cross-sectional single-centre study. Participants filled out questionnaires on anxiety (Generalised Anxiety Disorder), depression (Patient Health Questionnaire), coping (Acceptance and Action Questionnaire II), distress (distress thermometer), disease-specific quality of life (The European Organisation for Research and Treatment of Cancer quality of life questionnaire) and supportive care needs (Supportive care needs survey - Dutch short version). Multiple linear regression analyses were performed to identify patient-factors associated with unmet needs. RESULTS The prevalence of anxiety and depressive symptomatology were both 7.3%. Unmet needs were reported by 35% (n = 43) of patients. After controlling for covariates, higher levels of distress (β = 0.23, p = 0.05), depression (β = 0.41, p = 0.001), poorer coping (β = 0.35, p = 0.002) and younger age (β = -0.16, p = 0.05) were independently associated with more supportive care needs. The highest unmet needs were reported in domain health system, information & patient support (mean = 23.6 ± 23.0) and psychological domain (mean = 18.7 ± 21.8). CONCLUSIONS One third of indolent haematology patients during watch-and-wait report unmet supportive care needs. Screening for unmet needs and design of interventions is required. A joint approach focused on psychological care, especially on improving psychological flexibility, should be combined with promoting accessibility to health-services and optimising disease education.
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Affiliation(s)
- Marieke D C Damen
- Department of Medical Psychology, Albert Schweitzer Hospital, Dordrecht, The Netherlands
| | - Peter E Westerweel
- Department of Haematology, Albert Schweitzer Hospital, Dordrecht, The Netherlands
| | - Mark David Levin
- Department of Haematology, Albert Schweitzer Hospital, Dordrecht, The Netherlands
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Haun MW, Simon L, Sklenarova H, Zimmermann‐Schlegel V, Friederich H, Hartmann M. Predicting anxiety in cancer survivors presenting to primary care - A machine learning approach accounting for physical comorbidity. Cancer Med 2021; 10:5001-5016. [PMID: 34076372 PMCID: PMC8290227 DOI: 10.1002/cam4.4048] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 05/10/2021] [Accepted: 05/11/2021] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND The purpose of this study was to explore predictors for anxiety as the most common form of psychological distress in cancer survivors while accounting for physical comorbidity. METHODS We conducted a secondary data analysis of a large study within the German National Cancer Plan which enrolled primary care cancer survivors diagnosed with colon, prostatic, or breast cancer. We selected candidate predictors based on a systematic MEDLINE search. Using supervised machine learning, we developed a prediction model for anxiety by splitting the data into a 70% training set and a 30% test set and further split the training set into 10-folds for cross-validating the hyperparameter tuning step during model selection. We fit six different regression models, selected the model that maximized the root mean square error (RMSE) and fit the selected model to the entire training set. Finally, we evaluated the model performance on the holdout test set. RESULTS In total, data from 496 cancer survivors were analyzed. The LASSO model (α = 1.0) with weakly penalized model complexity (λ = 0.015) slightly outperformed all other models (RMSE = 0.370). Physical symptoms, namely, fatigue/weakness (β = 0.18), insomnia (β = 0.12), and pain (β = 0.04), were the most important predictors, while the degree of physical comorbidity was negligible. CONCLUSIONS Prediction of clinically significant anxiety in cancer survivors using readily available predictors is feasible. The findings highlight the need for considering cancer survivors' physical functioning regardless of the degree of comorbidity when assessing their psychological well-being. The generalizability of the model to other populations should be investigated in future external validations.
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Affiliation(s)
- Markus W. Haun
- Department of General Internal Medicine and PsychosomaticsHeidelberg UniversityHeidelbergGermany
| | - Laura Simon
- Clinical Psychology and PsychotherapyUlm UniversityUlmBaden‐WürttembergGermany
| | | | | | | | - Mechthild Hartmann
- Department of General Internal Medicine and PsychosomaticsHeidelberg UniversityHeidelbergGermany
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