Background: Prognosis has long been recognized as one of three pillar tasks in clinical medicine along with diagnosis and treatment (1). It is essential for appropriate clinical decision-making, anticipatory guidance, resource utilization, symptom management, and goals of care for many progressive illnesses, including cancer (2,3). Fast Facts #124 and 125 review two prognostic tools for clinicians: the Palliative Prognostic Score (PaP) and Palliative Performance Scale (PPS) respectively. This Fast Fact will review the Palliative Prognostic Index (PPI), which combines elements of the PaP and PPS to offer validated prognostic information to clinicians specific for patients with advanced cancer.
Components of the PPI: The PPI utilizes the PPS along with 4 additional data points based on easily observable clinical information. Scores range from 0-15 and are a simple summation of the five criteria in the table below. Three statistically relevant scoring categories have emerged to divide patients into prognostic groups: a) a PPI score of <4 correlates with a likely survival of more than 6 weeks; b) 3-5: likely survival shorter than 6 weeks; c) ≥ 6: likely survival less than 3 weeks (4-6).

Validation, limitations, and the published evidence: In head-to-head comparison studies involving patients with advanced cancers (both solid and hematologic), the PPI has been shown to be more accurate at predicting 30-day mortality than clinician gestalt alone in a variety of care settings (e.g., home hospice, hospice or palliative care units, acute care settings) (4-9). Most patients in these studies were not candidates for further systemic cancer treatments (9). In one comparison study, the PPI performed comparably and yet was more feasible for clinicians to complete than the PaP and the delirium-specific-PaP, since it did not require serum or radiologic diagnostic information (10). It appears to be most accurate at predicting a short-term prognosis of either <3 weeks (score ≥6) or <6 weeks (score ≥4) (4-6). It likely is not better than clinician gestalt alone in determining chances of 100-day survival (6). It has not been studied in patients with non-cancer illness and it does not specifically account for the impact of comorbidities on prognosis. Calculating the PPI score over multiple days likely leads to more accurate prognostic information than a single calculation performed on the day of initial evaluation (11).
Interpreting PPI Scores: In the original study, PPI scores greater than 6.0 correlated with a survival of 3 weeks or less with a sensitivity of 80% and a specificity of 85% in terminally ill cancer patients admitted to a palliative care unit (4). Scores greater than 4.0 correlated with a survival of 6 weeks or less with a sensitivity of 80% and a specificity of 77% (4). Median survival was 155 days for scores ≤ 2; 89 days for scores >2 but ≤ 4; 18-21 days for scores > 4 but ≤ 6; and 5 days for scores > 6 (4,7). Online PPI calculating tools are available (https://www.mdapp.co/palliative-prognostic-index-ppi-calculator-402/). See Fast Fact #125 on how to determine the PPS since it is necessary to complete the PPI.
Summary regarding clinical utility of the PPI: PPI is an accurate prognostic tool for patients with advanced cancer who likely have a prognosis of few weeks. The strengths of the PPI include its ease of use and its inclusivity of the presence of delirium and edema. Current research limits its applicability to terminally ill patients with cancer.
References
- Hutchinson R. Prognosis. Lancet. 1934; 697.
- Christakis NA. Death Foretold: Prophecy and Prognosis in Medical Care. Chicago University Press, Chicago, IL 1999.
- Steinhauser K, Christakis NA, et al. Factors considered important at the end of life by patients, family, physcians, and other care providers. JAMA. 2000; 284(19):2476-82.
- Morita T, Tsunoda J, et al. The palliative prognostic index: a scoring system for survival prediction of terminally ill cancer patients. Support Care Cancer. 1999; 7:128-133.
- Sonoda H, Yamaguchi T, et al. Validation of the palliative prognostic index and palliative prognostic score in a palliative care consultation team setting for patient with advanced cancers in an acute care hospital in Japan. AJHPM. 2014; 31(7):730-734.
- Liu Y, Su L, et al. The application of the palliative prognostic index in predicting the life expectancy of patients in palliative care: a systematic review and meta-analysis. Aging Clin Experimental Res. 2018; 30:1417-1428.
- Farinholt P, Minjeong P, et al. A comparison of the accuracy of clinician prediction of survival versus the palliative prognostic index. J Pain Symptom Manage. 2018; 55(3):792-797.
- Stone CA. Tiernan E, Dooley BA. Prospective validation of the palliative prognostic index in patients with cancer. J Pain Symptom Manage. 2008; 35(6); 617-622.
- Chou WC, Kao CY, et al. The application of the palliative prognostic index, Charlson Comorbidity Index, and Glasgow Prognostic Score in predicting the life expectancy of patients with hematologic malignances under palliative care. BMC Palliat Care. 2015; 14:18
- Baba M, Maeda, I, et al. Survival prediction for advanced cancer patients in the real world: A comparison of the palliative prognostic score, delirium-palliative prognostic score, palliative prognostic index and modified prognosis in palliative care study predictor model. Eu J Cancer. 2015; 51:1618-1629.
- Kao CY, Hung YS, et al. Combination of initial Palliative Prognostic Index and score change provides a better prognostic value for terminally ill cancer patients: a six-year observational cohort study. J Pain Symptom Manage. 2014; 48(5):804-814.
Authors’ Affiliation: Medical College of Wisconsin, Milwaukee, WI.
Conflicts of Interest: The authors have disclosed no relevant conflicts of interest.
Version History: first electronically published in June 2022; originally edited by Drew A Rosielle MD
Fast Facts and Concepts are edited by Sean Marks MD (Medical College of Wisconsin) and associate editor Drew A Rosielle MD (University of Minnesota Medical School), with the generous support of a volunteer peer-review editorial board, and are made available online by the Palliative Care Network of Wisconsin (PCNOW); the authors of each individual Fast Fact are solely responsible for that Fast Fact’s content. The full set of Fast Facts are available at Palliative Care Network of Wisconsin with contact information, and how to reference Fast Facts.
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