Long‐Term Mortality Predictors Using a Machine‐Learning Approach in Patients With Chronic Limb‐Threatening Ischemia After Peripheral Vascular Intervention
Callegari S, Romain G, Cleman J, Scierka L, Jacque F, Smolderen K, Mena‐Hurtado C. Long‐Term Mortality Predictors Using a Machine‐Learning Approach in Patients With Chronic Limb‐Threatening Ischemia After Peripheral Vascular Intervention. Journal Of The American Heart Association 2024, 13: e034477. PMID: 38761075, PMCID: PMC11179837, DOI: 10.1161/jaha.124.034477.Peer-Reviewed Original ResearchConceptsChronic limb-threatening ischemiaPeripheral vascular interventionsHealth careLimb-threatening ischemiaMortality predictorsLong-term mortality riskMultidimensional risk factorsBody mass indexLong-term mortality predictorsImprove individualized careVascular interventionsIndividualized careAssisted careBiopsychosocial modelMortality riskCareMass indexRisk factorsMedical comorbiditiesRisk profileInterventionMortality rateChronic kidney diseaseMortalityPredictive variablesComparison of mortality and amputation after lower extremity bypass versus peripheral vascular intervention in patients with chronic limb-threatening ischemia and comorbid chronic kidney disease
Cleman J, Sierra J, Romain G, Capuano B, Scierka L, Callegari S, Jacque F, Peri-Okonny P, Nagpal S, Smolderen K, Mena-Hurtado C. Comparison of mortality and amputation after lower extremity bypass versus peripheral vascular intervention in patients with chronic limb-threatening ischemia and comorbid chronic kidney disease. Journal Of Vascular Surgery 2024, 80: 480-489.e5. PMID: 38608966, DOI: 10.1016/j.jvs.2024.04.016.Peer-Reviewed Original ResearchChronic limb-threatening ischemiaAll-cause mortalityLower extremity bypassPeripheral vascular interventionsComorbid chronic kidney diseaseLimb-threatening ischemiaComparison of mortalityPreference-sensitive treatment decisionsCox proportional hazards modelsRisk of deathInteraction termsProportional hazards modelLower-extremity bypassChronic kidney diseaseFine-Gray modelMortality riskVascular interventionsAmputationHazards modelOutcome dataFine-GrayAssociated with worse outcomesHigh riskKidney diseasePropensity score