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Published in: Supportive Care in Cancer 1/2018

01-01-2018 | Original Article

Predictive model of complexity in early palliative care: a cohort of advanced cancer patients (PALCOM study)

Authors: Albert Tuca, Mónica Gómez-Martínez, Aleix Prat

Published in: Supportive Care in Cancer | Issue 1/2018

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Abstract

Proposal

Model of early palliative care (PC) integrated in oncology is based on shared care from the diagnosis to the end of life and is mainly focused on patients with greater complexity. However, there is no definition or tools to evaluate PC complexity. The objectives of the study were to identify the factors influencing level determination of complexity, propose predictive models, and build a complexity scale of PC.

Patients and method

We performed a prospective, observational, multicenter study in a cohort of advanced cancer patients with an estimated prognosis ≤ 6 months. An ad hoc structured evaluation including socio-demographic and clinical data, symptom burden, functional and cognitive status, psychosocial problems, and existential-ethic dilemmas was recorded systematically. According to this multidimensional evaluation, investigator classified patients as high, medium, or low palliative complexity, associated to need of basic or specialized PC. Logistic regression was used to identify the variables influencing determination of level of PC complexity and explore predictive models.

Results

We included 324 patients; 41% were classified as having high PC complexity and 42.9% as medium, both levels being associated with specialized PC. Variables influencing determination of PC complexity were as follows: high symptom burden (OR 3.19 95%CI: 1.72–6.17), difficult pain (OR 2.81 95%CI:1.64–4.9), functional status (OR 0.99 95%CI:0.98–0.9), and social-ethical existential risk factors (OR 3.11 95%CI:1.73–5.77). Logistic analysis of variables allowed construct a complexity model and structured scales (PALCOM 1 and 2) with high predictive value (AUC ROC 76%).

Conclusion

This study provides a new model and tools to assess complexity in palliative care, which may be very useful to manage referral to specialized PC services, and agree intensity of their intervention in a model of early-shared care integrated in oncology.
Literature
1.
go back to reference Hui D, Bruera E (2016) Integrating palliative care into the trajectory of cancer care. Nat Rev Clin Oncol 13(3):159–171PubMedCrossRef Hui D, Bruera E (2016) Integrating palliative care into the trajectory of cancer care. Nat Rev Clin Oncol 13(3):159–171PubMedCrossRef
2.
go back to reference Hui D, Bansal S, Strasser F, Morita T et al (2015) Indicators of integration of oncology and palliative care programs: an international consensus. Ann Oncol 26(9):1953–1959PubMedPubMedCentralCrossRef Hui D, Bansal S, Strasser F, Morita T et al (2015) Indicators of integration of oncology and palliative care programs: an international consensus. Ann Oncol 26(9):1953–1959PubMedPubMedCentralCrossRef
3.
go back to reference Hui D, Bruera E (2015) Models of integration of oncology and palliative care. Ann Palliat Med 4(3):89–98PubMed Hui D, Bruera E (2015) Models of integration of oncology and palliative care. Ann Palliat Med 4(3):89–98PubMed
5.
go back to reference Parikh RB1, Kirch RA, Smith TJ, Temel JS (2013) Early specialty palliative care-translating data in oncology into practice. N Engl J Med, 12;369(24):2347–2351PubMedCrossRef Parikh RB1, Kirch RA, Smith TJ, Temel JS (2013) Early specialty palliative care-translating data in oncology into practice. N Engl J Med, 12;369(24):2347–2351PubMedCrossRef
6.
go back to reference Temel JS, Greer JA, Muzikansky A et al (2010) Early palliative care for patients with metastatic non-small-cell lung cancer. N Engl J Med 363:733–742CrossRef Temel JS, Greer JA, Muzikansky A et al (2010) Early palliative care for patients with metastatic non-small-cell lung cancer. N Engl J Med 363:733–742CrossRef
7.
go back to reference Zimmermann C, Swami N, Krzyzanowska M, Hannon B et al (2014) Early palliative care for patients with advanced cancer: a cluster-randomised controlled trial. Lancet 383:1721–1730PubMedCrossRef Zimmermann C, Swami N, Krzyzanowska M, Hannon B et al (2014) Early palliative care for patients with advanced cancer: a cluster-randomised controlled trial. Lancet 383:1721–1730PubMedCrossRef
8.
go back to reference Bakitas M, Lyons KD, Hegel MT et al (2009) Effects of a palliative care intervention on clinical outcomes in patients with advanced cancer: the project ENABLE II randomized controlled trial. JAMA 302:741–749PubMedPubMedCentralCrossRef Bakitas M, Lyons KD, Hegel MT et al (2009) Effects of a palliative care intervention on clinical outcomes in patients with advanced cancer: the project ENABLE II randomized controlled trial. JAMA 302:741–749PubMedPubMedCentralCrossRef
9.
go back to reference Bakitas MA, Tosteson TD, Li Z, Lyons KD et al (2015) Early versus delayed initiation of concurrent palliative oncology care: patient outcomes in the ENABLE III randomized controlled trial. J Clin Oncol 33:1438–1445PubMedPubMedCentralCrossRef Bakitas MA, Tosteson TD, Li Z, Lyons KD et al (2015) Early versus delayed initiation of concurrent palliative oncology care: patient outcomes in the ENABLE III randomized controlled trial. J Clin Oncol 33:1438–1445PubMedPubMedCentralCrossRef
10.
go back to reference Gade G, Venohr I, Conner D et al (2008) Impact of an inpatient palliative care team: a randomized control trial. J Palliat Med 11:180–190PubMedCrossRef Gade G, Venohr I, Conner D et al (2008) Impact of an inpatient palliative care team: a randomized control trial. J Palliat Med 11:180–190PubMedCrossRef
11.
go back to reference Yennurajalingam S, Urbauer DL, Casper KL, Reyes-Gibby CC et al (2011) Impact of a palliative care consultation team on cancer-related symptoms in advanced cancer patients referred to an outpatient supportive care clinic. J Pain Symptom Manag 41(1):49–56CrossRef Yennurajalingam S, Urbauer DL, Casper KL, Reyes-Gibby CC et al (2011) Impact of a palliative care consultation team on cancer-related symptoms in advanced cancer patients referred to an outpatient supportive care clinic. J Pain Symptom Manag 41(1):49–56CrossRef
12.
go back to reference Brumley R, Enguidanos S, Jamison P et al (2007) Increased satisfaction with care and lower costs: results of a randomized trial of in-home palliative care. J Am Geriatr Soc 55:993–1000PubMedCrossRef Brumley R, Enguidanos S, Jamison P et al (2007) Increased satisfaction with care and lower costs: results of a randomized trial of in-home palliative care. J Am Geriatr Soc 55:993–1000PubMedCrossRef
13.
go back to reference Maciasz RM1, Arnold RM, Chu E, Park SY, et al. (2013) Does it matter what you call it? A randomized trial of language used to describe palliative care services. Support Care Cancer, 21(12):3411–3419PubMedCrossRef Maciasz RM1, Arnold RM, Chu E, Park SY, et al. (2013) Does it matter what you call it? A randomized trial of language used to describe palliative care services. Support Care Cancer, 21(12):3411–3419PubMedCrossRef
14.
go back to reference Khatcheressian J, Cassel JB, Lyckholm L, Coyne P et al (2005) Improving palliative and supportive care in cancer patients. Oncology (Williston Park) 19(10):1365–1376 Khatcheressian J, Cassel JB, Lyckholm L, Coyne P et al (2005) Improving palliative and supportive care in cancer patients. Oncology (Williston Park) 19(10):1365–1376
15.
go back to reference Gaertner J, Wolf J, Ostgathe C, Toepelt K et al (2010) Specifying WHO recommendation: moving toward disease-specific guidelines. J Palliat Med 13(10):1273–1276PubMedCrossRef Gaertner J, Wolf J, Ostgathe C, Toepelt K et al (2010) Specifying WHO recommendation: moving toward disease-specific guidelines. J Palliat Med 13(10):1273–1276PubMedCrossRef
16.
go back to reference Weissman DE, Meier DE (2011) Identifying patients in need of a palliative care assessment in the hospital setting: a consensus report from the center to advance palliative care. J Palliat Med 14(1):17–23PubMedCrossRef Weissman DE, Meier DE (2011) Identifying patients in need of a palliative care assessment in the hospital setting: a consensus report from the center to advance palliative care. J Palliat Med 14(1):17–23PubMedCrossRef
17.
go back to reference Glare PA, Chow K (2014) Validation of a simple screening tool for identifying unmet palliative care needs in patients with cancer. J Oncol Pract 12:e81–e86 Glare PA, Chow K (2014) Validation of a simple screening tool for identifying unmet palliative care needs in patients with cancer. J Oncol Pract 12:e81–e86
18.
19.
go back to reference Hui D, Mori M, Watanabe SM, Caraceni A et al (2016) Referral criteria for outpatient specialty palliative cancer care: an international consensus. Lancet Oncol 17(12):e552–e559PubMedCrossRef Hui D, Mori M, Watanabe SM, Caraceni A et al (2016) Referral criteria for outpatient specialty palliative cancer care: an international consensus. Lancet Oncol 17(12):e552–e559PubMedCrossRef
20.
go back to reference Tuca-Rodriguez A, Gómez-Batiste X, Espinosa-Rojas J, Martínez-Muñoz M et al (2012) Structure, organisation and clinical outcomes in cancer patients of hospital support teams in Spain. BMJ Support Palliat Care 2(4):356–362PubMedCrossRef Tuca-Rodriguez A, Gómez-Batiste X, Espinosa-Rojas J, Martínez-Muñoz M et al (2012) Structure, organisation and clinical outcomes in cancer patients of hospital support teams in Spain. BMJ Support Palliat Care 2(4):356–362PubMedCrossRef
21.
go back to reference Esteban-Péreza M, Graub IC, Castells G, Bullich I, Busquet X et al (2015) Complexity of end-of-life care: criteria and levels of intervention in community health care. Medicina Paliativa 22:69–80CrossRef Esteban-Péreza M, Graub IC, Castells G, Bullich I, Busquet X et al (2015) Complexity of end-of-life care: criteria and levels of intervention in community health care. Medicina Paliativa 22:69–80CrossRef
22.
go back to reference Descripción y consenso sobre los criterios de complejidad asistencial y niveles de intervención en la atención al final de la vida. Generalitat de Catalunya. Departament de Salut. Direcció General de Planificació i Avaluació. Barcelona, noviembre 2010. ISBN 978–84–393-8684-1. Available in Internet: http://canalsalut.gencat.cat/web/.content/contingut_ responsiu/salutAZ/C/cures_paliatives/documents_prof/treballcomplexi2010.pdf (last consult 23 December 2016) Descripción y consenso sobre los criterios de complejidad asistencial y niveles de intervención en la atención al final de la vida. Generalitat de Catalunya. Departament de Salut. Direcció General de Planificació i Avaluació. Barcelona, noviembre 2010. ISBN 978–84–393-8684-1. Available in Internet: http://​canalsalut.​gencat.​cat/​web/​.​content/​contingut_​ responsiu/salutAZ/C/cures_paliatives/documents_prof/treballcomplexi2010.pdf (last consult 23 December 2016)
23.
go back to reference Oechsle K1, Goerth K, Bokemeyer C, Mehnert A (2013) Symptom burden in palliative care patients: perspectives of patients, their family caregivers, and their attending physicians. Support Care Cancer. 21(7):1955–1962PubMedCrossRef Oechsle K1, Goerth K, Bokemeyer C, Mehnert A (2013) Symptom burden in palliative care patients: perspectives of patients, their family caregivers, and their attending physicians. Support Care Cancer. 21(7):1955–1962PubMedCrossRef
24.
go back to reference Ryan T1, Ingleton C, Gardiner C, Parker C, et al. (2013) Symptom burden, palliative care need and predictors of physical and psychological discomfort in two UK hospitals. BMC Palliat Care, 26;12:1 Ryan T1, Ingleton C, Gardiner C, Parker C, et al. (2013) Symptom burden, palliative care need and predictors of physical and psychological discomfort in two UK hospitals. BMC Palliat Care, 26;12:1
25.
go back to reference Gupta M, Sahi MS, Bhargava AK, Talwar V (2016) A prospective evaluation of symptom prevalence and overall symptom burden among cohort of critically ill cancer patients. Indian J Palliat Care 22(2):118–124PubMedPubMedCentralCrossRef Gupta M, Sahi MS, Bhargava AK, Talwar V (2016) A prospective evaluation of symptom prevalence and overall symptom burden among cohort of critically ill cancer patients. Indian J Palliat Care 22(2):118–124PubMedPubMedCentralCrossRef
26.
go back to reference Carvajal A, Centeno C, Watson R, Bruera E (2011) A comprehensive study of psychometric properties of the Edmonton symptom assessment system (ESAS) in Spanish advanced cancer patients. Eur J Cancer 47(12):1863–1872PubMedCrossRef Carvajal A, Centeno C, Watson R, Bruera E (2011) A comprehensive study of psychometric properties of the Edmonton symptom assessment system (ESAS) in Spanish advanced cancer patients. Eur J Cancer 47(12):1863–1872PubMedCrossRef
27.
go back to reference Singer AE, Meeker D, Teno JM, Lynn J et al (2015) Symptom trends in the last year of life from 1998 to 2010: a cohort study. Ann Intern Med 162(3):175–183PubMedPubMedCentralCrossRef Singer AE, Meeker D, Teno JM, Lynn J et al (2015) Symptom trends in the last year of life from 1998 to 2010: a cohort study. Ann Intern Med 162(3):175–183PubMedPubMedCentralCrossRef
28.
go back to reference Teunissen SC, Wesker W, Kruitwagen C, de Haes HC et al (2007) Symptom prevalence in patients with incurable cancer: a systematic review. J Pain Symptom Manag 34(1):94–104CrossRef Teunissen SC, Wesker W, Kruitwagen C, de Haes HC et al (2007) Symptom prevalence in patients with incurable cancer: a systematic review. J Pain Symptom Manag 34(1):94–104CrossRef
29.
go back to reference Solano JP1, Gomes B, Higginson IJ. A comparison of symptom prevalence in far advanced cancer, AIDS, heart disease, chronic obstructive pulmonary disease and renal disease. J Pain Symptom Manage. 2006 31(1):58–69PubMedCrossRef Solano JP1, Gomes B, Higginson IJ. A comparison of symptom prevalence in far advanced cancer, AIDS, heart disease, chronic obstructive pulmonary disease and renal disease. J Pain Symptom Manage. 2006 31(1):58–69PubMedCrossRef
32.
go back to reference Nardi R, Scanelli G, Corrao S, Iori I et al (2007) Co-morbidity does not reflect complexity in internal medicine patients. Eur J Intern Med 18(5):359–368PubMedCrossRef Nardi R, Scanelli G, Corrao S, Iori I et al (2007) Co-morbidity does not reflect complexity in internal medicine patients. Eur J Intern Med 18(5):359–368PubMedCrossRef
33.
go back to reference Munday DF, Johnson SA, Griffiths FE (2003) Complexity theory and palliative care. Palliat Med 17(4):308–309PubMedCrossRef Munday DF, Johnson SA, Griffiths FE (2003) Complexity theory and palliative care. Palliat Med 17(4):308–309PubMedCrossRef
34.
go back to reference Catania G, Beccaro M, Costantini M, Ugolini D et al (2015) Effectiveness of complex interventions focused on quality-of-life assessment to improve palliative care patients’outcomes: a systematic review. Palliat Med 29(1):5–21PubMedCrossRef Catania G, Beccaro M, Costantini M, Ugolini D et al (2015) Effectiveness of complex interventions focused on quality-of-life assessment to improve palliative care patients’outcomes: a systematic review. Palliat Med 29(1):5–21PubMedCrossRef
35.
go back to reference Miles A (2009) Complexity in medicine and healthcare: people and systems, theory and practice. J Eval Clin Pract 15(3):409–410PubMedCrossRef Miles A (2009) Complexity in medicine and healthcare: people and systems, theory and practice. J Eval Clin Pract 15(3):409–410PubMedCrossRef
36.
go back to reference Nickolich MS, El-Jawahri A, Temel JS, LeBlanc TW (2016) Discussing the evidence for upstream palliative Care in Improving out comes in advanced cancer. Am Soc Clin Oncol Educ Book 35:e534–e538PubMedCrossRef Nickolich MS, El-Jawahri A, Temel JS, LeBlanc TW (2016) Discussing the evidence for upstream palliative Care in Improving out comes in advanced cancer. Am Soc Clin Oncol Educ Book 35:e534–e538PubMedCrossRef
37.
go back to reference Ferrell BR, Temel JS, Temin S, Alesi ER et al (2017) Integration of palliative care into standard oncology care: American Society of Clinical Oncology clinical practice guideline update. J Clin Oncol 35(1):96–112CrossRef Ferrell BR, Temel JS, Temin S, Alesi ER et al (2017) Integration of palliative care into standard oncology care: American Society of Clinical Oncology clinical practice guideline update. J Clin Oncol 35(1):96–112CrossRef
38.
go back to reference Smith TJ, Temin S, Alesi ER et al (2012) American Society of Clinical Oncology provisional clinical opinion: the integration of palliative care into standard oncology care. J Clin Oncol 30:880–887PubMedCrossRef Smith TJ, Temin S, Alesi ER et al (2012) American Society of Clinical Oncology provisional clinical opinion: the integration of palliative care into standard oncology care. J Clin Oncol 30:880–887PubMedCrossRef
39.
go back to reference Weissman DE, Meier DE (2011) Identifying patients in need of a palliative care assessment in the hospital setting: a consensus report from the center to advance palliative care. J Palliat Med 14:17–12PubMedCrossRef Weissman DE, Meier DE (2011) Identifying patients in need of a palliative care assessment in the hospital setting: a consensus report from the center to advance palliative care. J Palliat Med 14:17–12PubMedCrossRef
Metadata
Title
Predictive model of complexity in early palliative care: a cohort of advanced cancer patients (PALCOM study)
Authors
Albert Tuca
Mónica Gómez-Martínez
Aleix Prat
Publication date
01-01-2018
Publisher
Springer Berlin Heidelberg
Published in
Supportive Care in Cancer / Issue 1/2018
Print ISSN: 0941-4355
Electronic ISSN: 1433-7339
DOI
https://doi.org/10.1007/s00520-017-3840-3

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