Reading Wishes from the Lips: Cancer Patients' Need for Psycho-Oncological Support during Inpatient and Outpatient Treatment

被引:2
作者
Ben Schulze, Jan [1 ]
Doerner, Marc [1 ]
Usas, Hermanas [1 ]
Guenther, Moritz Philipp [1 ]
von Kaenel, Roland [1 ]
Euler, Sebastian [1 ]
机构
[1] Univ Zurich, Univ Hosp Zurich, Dept Consultat Liaison Psychiat & Psychosomat Med, CH-8091 Zurich, Switzerland
关键词
artificial neural network (ANN); back propagation neural network (BPNN); wish for psycho-oncological support; distress; psycho-oncology; cancer; QUALITY-OF-LIFE; BREAST-CANCER; DISTRESS THERMOMETER; EMOTIONAL DISTRESS; NEURAL-NETWORK; PSYCHOLOGICAL DISTRESS; RISK-FACTORS; CARE NEEDS; INTERVENTIONS; PREVALENCE;
D O I
10.3390/diagnostics12102440
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Psycho-oncological support (PO) is an effective measure to reduce distress and improve the quality of life in patients with cancer. Currently, there are only a few studies investigating the (expressed) wish for PO. The aim of this study was to evaluate the number of patients who request PO and to identify predictors for the wish for PO. Methods: Data from 3063 cancer patients who had been diagnosed and treated at a Comprehensive Cancer Center between 2011 and 2019 were analyzed retrospectively. Potential predictors for the wish for PO were identified using logistic regression. As a novelty, a Back Propagation Neural Network (BPNN) was applied to establish a prediction model for the wish for PO. Results: In total, 1752 patients (57.19%) had a distress score above the cut-off and 14.59% expressed the wish for PO. Patients' requests for pastoral care (OR = 13.1) and social services support (OR = 5.4) were the strongest predictors of the wish for PO. Patients of the female sex or who had a current psychiatric diagnosis, opioid treatment and malignant neoplasms of the skin and the hematopoietic system also predicted the wish for PO, while malignant neoplasms of digestive organs and older age negatively predicted the wish for PO. These nine significant predictors were used as input variables for the BPNN model. BPNN computations indicated that a three-layer network with eight neurons in the hidden layer is the most precise prediction model. Discussion: Our results suggest that the identification of predictors for the wish for PO might foster PO referrals and help cancer patients reduce barriers to expressing their wish for PO. Furthermore, the final BPNN prediction model demonstrates a high level of discrimination and might be easily implemented in the hospital information system.
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页数:17
相关论文
共 75 条
[1]  
Aaronson Neil K, 2014, EJC Suppl, V12, P54, DOI 10.1016/j.ejcsup.2014.03.005
[2]   Predictors of psychological distress among cancer patients receiving care at a safety-net institution: the role of younger age and psychosocial problems [J].
Acquati, Chiara ;
Kayser, Karen .
SUPPORTIVE CARE IN CANCER, 2017, 25 (07) :2305-2312
[3]   An investigation of neuro-fuzzy systems in psychosomatic disorders [J].
Aruna, P ;
Puviarasan, N ;
Palaniappan, B .
EXPERT SYSTEMS WITH APPLICATIONS, 2005, 28 (04) :673-679
[4]   Cost-utility analysis of individual psychosocial support interventions for breast cancer patients in a randomized controlled study [J].
Arving, Cecilia ;
Brandberg, Yvonne ;
Feldman, Inna ;
Johansson, Birgitta ;
Glimelius, Bengt .
PSYCHO-ONCOLOGY, 2014, 23 (03) :251-258
[5]   Distinct psycho-oncological support inclinations and needs in patients with cancer: A large sample latent class analysis approach [J].
Ben Schulze, Jan ;
Gunther, Moritz Philipp ;
Riemenschnitter, Cosima ;
Wicki, Andreas ;
von Kanel, Roland ;
Euler, Sebastian .
GENERAL HOSPITAL PSYCHIATRY, 2022, 75 :17-22
[6]   Eighth Edition of the UICC Classification of Malignant Tumours: an overview of the changes in the pathological TNM classification criteria-What has changed and why? [J].
Bertero, Luca ;
Massa, Federica ;
Metovic, Jasna ;
Zanetti, Roberto ;
Castellano, Isabella ;
Ricardi, Umberto ;
Papotti, Mauro ;
Cassoni, Paola .
VIRCHOWS ARCHIV, 2018, 472 (04) :519-531
[7]   Dominant Cultural and Personal Stigma Beliefs and the Utilization of Mental Health Services: A Cross-National Comparison [J].
Bracke, Piet ;
Delaruelle, Katrijn ;
Verhaeghe, Mieke .
FRONTIERS IN SOCIOLOGY, 2019, 4
[8]   Risk for unemployment of cancer survivors: A Danish cohort study [J].
Carlsen, Kathrine ;
Dalton, Susanne Oksbjerg ;
Diderichsen, Finn ;
Johansen, Christoffer .
EUROPEAN JOURNAL OF CANCER, 2008, 44 (13) :1866-1874
[9]   High levels of untreated distress and fatigue in cancer patients [J].
Carlson, LE ;
Angen, M ;
Cullum, J ;
Goodey, E ;
Koopmans, J ;
Lamont, L ;
MacRae, JH ;
Martin, M ;
Pelletier, G ;
Robinson, J ;
Simpson, JSA ;
Speca, M ;
Tillotson, L ;
Bultz, B .
BRITISH JOURNAL OF CANCER, 2004, 90 (12) :2297-2304
[10]   Screening for Distress and Unmet Needs in Patients With Cancer: Review and Recommendations [J].
Carlson, Linda E. ;
Waller, Amy ;
Mitchell, Alex J. .
JOURNAL OF CLINICAL ONCOLOGY, 2012, 30 (11) :1160-1177