Evidence map›Paper›PMID 39529819›Full record

ArticleThe Lancet regional health. Europe2024

Development of a prognostic model to predict 90-day mortality in hospitalised cancer patients (PROMISE tool): a prospective observational study.

Oriol Mirallas, Berta Martin-Cullell, Víctor Navarro, Kreina Sharela Vega, Jordi Recuero-Borau, Diego Gómez-Puerto, Daniel López-Valbuena, Clara Salva de Torres, Laura Andurell, Anna Pedrola and 32 more

Registry-linked trialAbstract read
In one paragraph

Article in The Lancet regional health. Europe, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07490106 (Benefits of Early Collaboration Between Oncologists and Palliative Care Physicians in Cases of Unplanned Hospitalization for Patients With Metastatic Cancer), which is not on this map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07490106 nanot yet recruitingnot on this mapstarted 2026, after this paper: background citation

Benefits of Early Collaboration Between Oncologists and Palliative Care Physicians in Cases of Unplanned Hospitalization for Patients With Metastatic Cancer

TypeinterventionalSponsorCentre Oscar LambretRan2026 to 2031Enrolled493ConditionsCancer, Sarcoma Metastatic, Gynaecologic Cancer, Digestive CancersArmsEarly integrated palliative care, Usual oncological care
3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

42 authors.

Oriol MirallasMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Berta Martin-CullellMedical Oncology Department, Hospital de la Santa Creu I Sant Pau, 08041, Barcelona, Spain.
Víctor NavarroOncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Kreina Sharela VegaMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Jordi Recuero-BorauMedical Oncology Department, Hospital del Mar, 08003, Barcelona, Spain.
Diego Gómez-PuertoMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Daniel López-ValbuenaMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Clara Salva de TorresMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Laura AndurellNutritional Support Unit, Vall d'Hebron Hospital Campus, 08035, Barcelona, Spain.
Anna PedrolaOncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Roger BerchéOncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Fiorella PalmasNutritional Support Unit, Vall d'Hebron Hospital Campus, 08035, Barcelona, Spain.
José María UchaMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Guillermo VillacampaOncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Alejandra RezqallahMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Judit Sanz-BeltranMedical Oncology Department, Hospital de la Santa Creu I Sant Pau, 08041, Barcelona, Spain.
Rafael BachMedical Oncology Department, Hospital del Mar, 08003, Barcelona, Spain.
Sergio BuenoMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Cristina ViaplanaOncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Gaspar MolinaMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Alberto Hernando-CalvoMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Juan Aguilar-CompanyMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
María RocaMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Eva Muñoz-CouseloMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Alex Martínez-MartíMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Ada AlonsoNursing Department, Vall d'Hebron Hospital Campus, 08035, Barcelona, Spain.
Simeon EremievMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Teresa MacarullaMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Ana OakninMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Cristina SauraMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Elena ÉlezMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Enriqueta FelipMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Ángeles PeñuelasNursing Department, Vall d'Hebron Hospital Campus, 08035, Barcelona, Spain.
Rosa BurgosNutritional Support Unit, Vall d'Hebron Hospital Campus, 08035, Barcelona, Spain.
Patricia Gómez PardoMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Elena GarraldaMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Josep TaberneroMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Sònia SerradellMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Sònia ServitjaMedical Oncology Department, Hospital del Mar, 08003, Barcelona, Spain.
David PaezMedical Oncology Department, Hospital de la Santa Creu I Sant Pau, 08041, Barcelona, Spain.
Rodrigo DienstmannOncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.
Joan CarlesMedical Oncology Department, Vall d'Hebron Hospital Campus and Vall d'Hebron Institute of Oncology (VHIO), 08035, Barcelona, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Prognostic factors for ambulatory oncology patients have been described, including Eastern Cooperative Oncology Group (ECOG), tumor stage and malnutrition. However, there is no firm evidence on which variables best predict mortality in hospitalized patients receiving active systemic treatment. Our main goal was to develop a predictive model for 90-day mortality upon admission. Methods: Between 2020 and 2022, we prospectively collected data from three sites for cancer patients with hospitalizations. Those with metastatic disease receiving systemic therapy in the 6 months before unplanned admission were eligible to this study. The least absolute shrinkage and selection operator (LASSO) method was used to select the most relevant factors to predict 90-day mortality at admission. A multivariable logistic regression was fitted to create the PROgnostic Score for Hospitalized Cancer Patients (PROMISE) score. The score was developed in a single-center training cohort and externally validated. Findings: Of 1658 hospitalized patients, 1009 met eligibility criteria. Baseline demographics, patient and disease characteristics were similar across cohorts. Lung cancer was the most common tumor type in both cohorts. Factors associated with higher 90-day mortality included worse ECOG, stable/progressive disease, low levels of albumin, increased absolute neutrophil count, and high lactate dehydrogenase. The c-index after bootstrap correction was 0.79 (95% CI, 0.75-0.82) and 0.74 (95% CI, 0.68-0.80) in the training and validation cohorts, respectively. A web tool (https://promise.vhio.net/) was developed to facilitate the clinical deployment of the model. Interpretation: The PROMISE tool demonstrated high performance for identifying metastatic cancer patients who are alive 90 days after an unplanned hospitalization. This will facilitate healthcare providers with rational clinical decisions and care planning after discharge. Funding: Merck S.L.U., Spain.

Indexed as

90-day mortalityHospital oncology serviceLASSO methodPrognostic factorsPROMISE tool

Identifiers

PMID39529819
PMCPMC11551497

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