{"doi":"10.3389/fonc.2023.1192806","title":"Prognostic factors for multi-organ dysfunction in pediatric oncology patients admitted to the pediatric intensive care unit","abstract":"<jats:sec><jats:title>Background</jats:title><jats:p>Pediatric oncology patients who require admission to the pediatric intensive care unit (PICU) have worse outcomes compared to their non-cancer peers. Although multi-organ dysfunction (MOD) plays a pivotal role in PICU mortality and morbidity, risk factors for MOD have not yet been identified. We aimed to identify risk factors at PICU admission for new or progressive MOD (NPMOD) during the first week of PICU stay.</jats:p></jats:sec><jats:sec><jats:title>Methods</jats:title><jats:p>This retrospective cohort study included all pediatric oncology patients aged 0 to 18 years admitted to the PICU between June 2018 and June 2021. We used the recently published PODIUM criteria for defining multi-organ dysfunction and estimated the association between covariates at PICU baseline and the outcome NPMOD using a multivariable logistic regression model, with PICU admission as unit of study. To study the predictive performance, the model was internally validated by using bootstrap.</jats:p></jats:sec><jats:sec><jats:title>Results</jats:title><jats:p>A total of 761 PICU admissions of 571 patients were included. NPMOD was present in 154 PICU admissions (20%). Patients with NPMOD had a high mortality compared to patients without NPMOD, 14% and 1.0% respectively. Hemato-oncological diagnosis, number of failing organs and unplanned admission were independent risk factors for NPMOD. The prognostic model had an overall good discrimination and calibration.</jats:p></jats:sec><jats:sec><jats:title>Conclusion</jats:title><jats:p>The risk factors at PICU admission for NPMOD may help to identify patients who may benefit from closer monitoring and early interventions. When applying the PODIUM criteria, we found some opportunities for fine-tuning these criteria for pediatric oncology patients, that need to be validated in future studies.</jats:p></jats:sec>","journal":"Frontiers in Oncology","year":2023,"id":688133,"datarank":0.3453877639491069,"base_score":2.302585092994046,"endowment":2.302585092994046,"self_citation_contribution":0.3453877639491069,"citation_network_contribution":0.0,"self_endowment_contribution":0.3453877639491069,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":9,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":null,"is_data_producer":false,"deposit_databanks":null,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":null,"fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1797684,"name":"Marta F. 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Wösten-van Asperen","orcid":null,"position":9,"is_corresponding":false},{"id":1797683,"name":"Marijn Soeteman","orcid":null,"position":0,"is_corresponding":false}],"reference_count":0,"raw_metadata":{"has_enrichment":true,"resolved":true,"title":"Prognostic factors for multi-organ dysfunction in pediatric oncology patients admitted to the pediatric intensive care unit","abstract":"<jats:sec><jats:title>Background</jats:title><jats:p>Pediatric oncology patients who require admission to the pediatric intensive care unit (PICU) have worse outcomes compared to their non-cancer peers. Although multi-organ dysfunction (MOD) plays a pivotal role in PICU mortality and morbidity, risk factors for MOD have not yet been identified. We aimed to identify risk factors at PICU admission for new or progressive MOD (NPMOD) during the first week of PICU stay.</jats:p></jats:sec><jats:sec><jats:title>Methods</jats:title><jats:p>This retrospective cohort study included all pediatric oncology patients aged 0 to 18 years admitted to the PICU between June 2018 and June 2021. We used the recently published PODIUM criteria for defining multi-organ dysfunction and estimated the association between covariates at PICU baseline and the outcome NPMOD using a multivariable logistic regression model, with PICU admission as unit of study. To study the predictive performance, the model was internally validated by using bootstrap.</jats:p></jats:sec><jats:sec><jats:title>Results</jats:title><jats:p>A total of 761 PICU admissions of 571 patients were included. NPMOD was present in 154 PICU admissions (20%). Patients with NPMOD had a high mortality compared to patients without NPMOD, 14% and 1.0% respectively. Hemato-oncological diagnosis, number of failing organs and unplanned admission were independent risk factors for NPMOD. The prognostic model had an overall good discrimination and calibration.</jats:p></jats:sec><jats:sec><jats:title>Conclusion</jats:title><jats:p>The risk factors at PICU admission for NPMOD may help to identify patients who may benefit from closer monitoring and early interventions. When applying the PODIUM criteria, we found some opportunities for fine-tuning these criteria for pediatric oncology patients, that need to be validated in future studies.</jats:p></jats:sec>","is_dataset_classified":null,"base_score":2.302585092994046,"endowment":2.302585092994046,"datacite_reuse_total":0,"file_count":0,"downloads":0,"views":0,"has_version_chain":false,"is_dataset":false,"is_oa":false,"pmid":"37503310","pmcid":"PMC10369184","openalex_id":"https://openalex.org/W4384008889","authors":[],"funders":[],"total_grants":0,"fwci":1.5085,"citation_percentile":0.83236152,"influential_citations":0,"citation_trend":[{"year":2024,"count":1},{"year":2025,"count":6},{"year":2026,"count":2}],"oa_status":"gold","license":"cc-by","oa_locations":[{"url":"https://doi.org/10.3389/fonc.2023.1192806","host_type":"journal"},{"url":"https://doi.org/10.3389/fonc.2023.1192806","host_type":"publisher"},{"url":"https://www.frontiersin.org/articles/10.3389/fonc.2023.1192806/full","host_type":"publisher"},{"url":"https://pubmed.ncbi.nlm.nih.gov/37503310","host_type":"repository"},{"url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10369184","host_type":"repository"},{"url":"https://doaj.org/article/4f9b94ffaea945c980a602c45ca07029","host_type":"repository"},{"url":"https://dspace.library.uu.nl/handle/1874/449679","host_type":"repository"},{"url":"https://hdl.handle.net/11370/79118b75-e6f4-4cab-971f-acae4a088b61","host_type":"repository"},{"url":"https://research.rug.nl/en/publications/79118b75-e6f4-4cab-971f-acae4a088b61","host_type":"repository"},{"url":"https://research.rug.nl/files/862908216/fonc-13-1192806.pdf","host_type":"repository"},{"url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10369184/pdf/fonc-13-1192806.pdf","host_type":"repository"},{"url":"https://europepmc.org/articles/PMC10369184","host_type":"Europe_PMC"},{"url":"https://europepmc.org/articles/PMC10369184?pdf=render","host_type":"Europe_PMC"}],"fields_of_study":["Sepsis Diagnosis and Treatment","Immune Response and Inflammation","Respiratory Support and Mechanisms"],"mesh_terms":[],"keywords":["Medicine","Pediatric oncology","Pediatric intensive care unit","Logistic regression","Psychological intervention","Retrospective cohort study","Pediatric cancer","Emergency medicine","Organ dysfunction","Intensive care unit","Intensive care medicine","Pediatrics","Cancer","Internal medicine","Sepsis","Prognosis","Critical Care","Multi-organ Dysfunction"],"sdg_mappings":[{"sdg_number":0,"sdg_label":"Peace, Justice and strong institutions"}],"linked_datasets":[],"clinical_trials":[],"software_tools":[],"database_accessions":[{"name":"doi"}],"source":"live","citation_network_status":"fetched"},"created_at":"2026-08-19T13:19:09.467048Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}