Related Experiment Video
Updated: Feb 1, 2026

Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
The Competing Risk of Death in Longitudinal Geriatric Outcomes
Terrence E Murphy1, Thomas M Gill1, Linda S Leo-Summers1
1Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Objectives:
To address the competing risk of death in longitudinal studies of older persons, we demonstrate sensitivity analyses that evaluate robustness of associations between exposures and three outcome types: dichotomous, count, and time to event.
Design:
A secondary analysis of data from a prospective cohort study.
Setting:
Community-based data from the Precipitating Events Project in New Haven, CT.
Participants:
Persons 70 years and older who were initially community dwelling and without disability in the four basic activities of daily living (N = 754).
Measurements:
Missing outcome values from decedents were multiply imputed under different scenarios. Three outcomes were examined: dichotomous fall-related hospitalization (FRH); a count (0-13) of total disability in each of the 6 months after discharge; and days to functional recovery among those whose disability worsened in the hospital. Each outcome had a different exposure: for dichotomous, indicators of being overweight or obese; for count, frailty from the Fried phenotype (0-5, where not frail = 0, prefrail = 1-2, and frail = 3-5); for days to recovery, vision impairment.
Results:
For FRH, being overweight or obese lost significance when decedents were kept in the risk pool without outcome events for over 10 years. For disability count and time to recovery, with follow-up of 6 months, exposures only lost significance under highly implausible clinical scenarios.
Conclusion:
This method facilitates evaluation of potential bias from the competing risk of death in longitudinal studies for nondeath outcomes that are not necessarily time to event. Results suggest that death introduces substantive bias when long-term follow-up results in cumulatively high levels of mortality. J Am Geriatr Soc 67:357-362, 2019.
Related Concept Videos
Longitudinal Research
Longitudinal Studies
Drug Dosing: Geriatric Patients
Predicting Reaction Outcomes
Relative Risk
Outcomes of Glycolysis
Cellular respiration can occur aerobically (with oxygen) or anaerobically (without oxygen). In the presence of oxygen, cellular respiration starts with glycolysis and continues with pyruvate...

