Evidence map›Paper›PMID 33471812›Full record

ArticlePloS one2021

Multimorbidity patterns and their relationship to mortality in the US older adult population.

D Diane Zheng, David A Loewenstein, Sharon L Christ, Daniel J Feaster, Byron L Lam, Kathryn E McCollister, Rosie E Curiel-Cid, David J Lee

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 65 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
65citing papers in PubMed, 3 pooled it
14.6field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

65 citing papers in PubMed, 3 syntheses or guidelines pooled it, 112 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Trial
  5. Article
  6. Article
  7. Article
  8. Article
  9. Multimorbidity Patterns and Obesity Among Americans Turning Forty.American journal of health promotion : AJHP · 2026
    Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article

5 more citing papers are in PubMed but not listed here.

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

8 authors at 2 institutions in 1 country.

D Diane ZhengDepartment of Psychiatry and Behavioral Science, Center for Cognitive Neurosciences & Aging, University of Miami Miller School of Medicine, Miami, Florida, United States of America.ORCID 0000-0003-2913-2878
David A LoewensteinDepartment of Psychiatry and Behavioral Science, Center for Cognitive Neurosciences & Aging, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
Sharon L ChristDepartment of Human Development and Family Studies and Statistics, Purdue University, West Lafayette, Indiana, United States of America.
Daniel J FeasterDepartment of Public Health Sciences, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
Byron L LamBascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
Kathryn E McCollisterDepartment of Public Health Sciences, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
Rosie E Curiel-CidDepartment of Psychiatry and Behavioral Science, Center for Cognitive Neurosciences & Aging, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
David J LeeDepartment of Public Health Sciences, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
University of Miami · USPurdue University West Lafayette · US

Funding

A Novel Computerized Cognitive Stress Test Designed for Clinical Trials in Early Alzheimer's: Relationship with Multimodal Imaging Biomarkers in Diverse Cultural GroupsR01AG061106 · NIA · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI LOEWENSTEIN, DAVID · 2019 to 2023
$3.6M
Precision-based Assessment for the Detection of Mild Cognitive Impairment in Older AdultsR01AG055638 · NIA · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI CURIEL CID, ROSIE E · 2018 to 2022
$2.9M
Health Disparities in Visually Impaired Adults with MultimorbidityF31EY025936 · NEI · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI ZHENG, DANDAN DIANE · 2016 to 2018
$132k
NEI NIH HHS F31 EY025936NIA NIH HHS R01 AG055638NIA NIH HHS R01 AG061106
6 · The paper itself

Abstract

backgroundUnderstanding patterns of multimorbidity in the US older adult population and their relationship with mortality is important for reducing healthcare utilization and improving health. Previous investigations measured multimorbidity as counts of conditions rather than specific combination of conditions.

methodsThis cross-sectional study with longitudinal mortality follow-up employed latent class analysis (LCA) to develop clinically meaningful subgroups of participants aged 50 and older with different combinations of 13 chronic conditions from the National Health Interview Survey 2002-2014. Mortality linkage with National Death Index was performed through December 2015 for 166,126 participants. Survival analyses were conducted to assess the relationships between LCA classes and all-cause mortality and cause specific mortalities.

resultsLCA identified five multimorbidity groups with primary characteristics: "healthy" (51.5%), "age-associated chronic conditions" (33.6%), "respiratory conditions" (7.3%), "cognitively impaired" (4.3%) and "complex cardiometabolic" (3.2%). Covariate-adjusted survival analysis indicated "complex cardiometabolic" class had the highest mortality with a Hazard Ratio (HR) of 5.30, 99.5% CI [4.52, 6.22]; followed by "cognitively impaired" class (3.34 [2.93, 3.81]); "respiratory condition" class (2.14 [1.87, 2.46]); and "age-associated chronic conditions" class (1.81 [1.66, 1.98]). Patterns of multimorbidity classes were strongly associated with the primary underlying cause of death. The "cognitively impaired" class reported similar number of conditions compared to the "respiratory condition" class but had significantly higher mortality (3.8 vs 3.7 conditions, HR = 1.56 [1.32, 1.85]).

conclusionWe demonstrated that LCA method is effective in classifying clinically meaningful multimorbidity subgroup. Specific combinations of conditions including cognitive impairment and depressive symptoms have a substantial detrimental impact on the mortality of older adults. The numbers of chronic conditions experienced by older adults is not always proportional to mortality risk. Our findings provide valuable information for identifying high risk older adults with multimorbidity to facilitate early intervention to treat chronic conditions and reduce mortality.

Indexed as

AgedAged, 80 and overCardiovascular DiseasesChronic DiseaseCognitive DysfunctionCross-Sectional StudiesDepressive DisorderDiabetes MellitusFemaleFollow-Up StudiesHumansMaleMiddle AgedMultimorbiditySurvival RateUnited States

Identifiers

PMID33471812
PMCPMC7816983
OpenAlexW3122847645

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.