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Gaiger A, Lubowitzki S, Krammer K, Zeilinger EL, Acel A, Cenic O, Schrott A, Unseld M, Rassoulian AP, Skrabs C, Valent P, Gisslinger H, Marosi C, Preusser M, Prager G, Kornek G, Pirker R, Steger GG, Bartsch R, Raderer M, Simonitsch-Klupp I, Thalhammer R, Zielinski C, Jäger U. The cancer survival index-A prognostic score integrating psychosocial and biological factors in patients diagnosed with cancer or haematologic malignancies. Cancer Med 2022; 11:3387-3396. [PMID: 35315594 PMCID: PMC9487871 DOI: 10.1002/cam4.4697] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 03/03/2022] [Accepted: 03/11/2022] [Indexed: 12/20/2022] Open
Abstract
Objective We aimed to investigate whether (1) psychological and social indicators influence survival in patients diagnosed with cancer or haematologic malignancies when important biological aspects are controlled for, (2) psychological, social and biological indicators can be utilised to design one collated index for survival, usable in clinical practice to identify patients at risk of shorter survival and to improve personalised healthcare provision. Methods In this cross‐sectional study, 2263 patients with cancer or haematologic malignancies participated. We analysed 15 biological, psychological and social indicators as risk factors for survival with a Cox proportional hazards model. Indicators significantly associated with survival were combined to compute models for the identification of patient groups with different risks of death. The training sample contained 1122 patients. Validation samples included the remaining 1141 patients, the total sample, as well as groups with different cancer entities. Results Five indicators were found to significantly impact survival: Cancer site (HR: 3.56), metastatic disease (HR: 1.88), symptoms of depression (HR: 1.34), female sex (HR: 0.73) and anaemia (HR: 0.48). Combining these indicators to a model, we developed the Cancer Survival Index, identifying three distinct groups of patients with estimated survival times of 47.2 months, 141 months and 198.2 months (p < 0.001). Post hoc analysis of the influence of depression on survival showed a mediating effect of the following four factors, related to both depression and survival: previous psychiatric conditions, employment status, metastatic disease and haemoglobin levels. Conclusions Psychosocial and biological factors impact survival in various malignancies and can be utilised jointly to compute an index for estimating the survival of each patient individually—the Cancer Survival Index.
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Affiliation(s)
- Alexander Gaiger
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | - Simone Lubowitzki
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | - Katharina Krammer
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | - Elisabeth L Zeilinger
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | - Andras Acel
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Olivera Cenic
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | | | - Matthias Unseld
- Department of Medicine I, Division of Palliative Medicine, Medical University of Vienna, Vienna, Austria
| | - Anahita Paula Rassoulian
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | - Cathrin Skrabs
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | - Peter Valent
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria.,Ludwig Boltzmann Institute for Haematology and Oncology, Medical University of Vienna, Vienna, Austria
| | - Heinz Gisslinger
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
| | - Christine Marosi
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Matthias Preusser
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Gerald Prager
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Gabriela Kornek
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Robert Pirker
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Günther G Steger
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Rupert Bartsch
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Markus Raderer
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | | | - Renate Thalhammer
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | - Christoph Zielinski
- Department of Medicine I, Division of Oncology, Medical University of Vienna, Comprehensive Cancer Centre, Medical University Vienna - General Hospital, Vienna, Austria
| | - Ulrich Jäger
- Department of Medicine I, Division of Haematology and Haemostaseology, Medical University of Vienna, Vienna, Austria
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