ArticleJournal of pain and symptom management2022
Predictors of Unrelieved Symptoms in All of Us Research Program Participants With Chronic Conditions.
Article in Journal of pain and symptom management, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled 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.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it, 12 citations in OpenAlex.
- A Systematic Review of Outcomes Related to Nurse Practitioner-Delivered Primary Care for Multiple Chronic Conditions.Medical care research and review : MCRR · 2023Pooled it
- Symptom Severity Profiles and their Associated Factors in Minoritized Men with Chronic Conditions.Journal of racial and ethnic health disparities · 2026Article
- Prevalence of Multiple Chronic Conditions Among Adults in theJMIR formative research · 2025Article
- Estimated prevalence of multiple chronic conditions throughout adulthood using data from themedRxiv : the preprint server for health sciences · 2024Article
- Friends of the National Library of Medicine Workshop on Precision Health: What Does It Mean for Nursing Practice? Accelerating the Integration of Precision Health Into Nursing Practice.Computers, informatics, nursing : CIN · 2024Article
- Big Data in Oncology Nursing Research: State of the Science.Seminars in oncology nursing · 2023Review
- Visualizing Multimorbidity in Chronically Ill Populations Using UpSet Plots.Journal of pain and symptom management · 2023Article
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
Abstract
contextOver half of American adults are diagnosed with a chronic condition, with an increasing prevalence being diagnosed with multiple chronic conditions. These adults are at higher risk for having unrelieved, co-occurring symptoms, known as symptom clusters.
objectivesTo identify symptom phenotypes of patients diagnosed with four common chronic conditions, specifically, cancer, chronic obstructive pulmonary disease, heart failure, and/or type 2 diabetes mellitus, and to understand factors that predict membership in symptomatic phenotypes.
methodsWe conducted a retrospective, cross-sectional analysis using participant responses (N=14,127) to All of Us Research Program, a National Institutes of Health biomedical database, survey questions. We performed hierarchical clustering to generate symptom phenotypes of fatigue, emotional distress, and pain and used multinomial regression to determine if demographic, healthcare access and utilization, and health-related variables predict symptom phenotype.
resultsFour phenotypes, one asymptomatic or mildly symptomatic and three highly symptomatic (characterized by severe symptoms, severe pain, and severe emotional distress), were identified. The percentage of participants belonging to the severe symptoms phenotype increased with the number of chronic conditions. Most notably, foregoing or delaying medical care and rating mental health as poor or fair increased the odds of belonging to a highly symptomatic phenotype.
conclusionWe found meaningful relationships between demographic, healthcare access and utilization, and health-related factors and symptom phenotypes. With the increasing trends of American adults with one or more chronic conditions and a demand to individualize care in the precision health era, it is critical to understand the factors that lead to unrelieved symptoms.
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Registered trials
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