Cited by 11Chronic Disease Management StrategiesHealth disparities and outcomesHIV-related health complications and treatments

Investigating pathogen burden in relation to a cumulative deficits index in a representative sample of US adults

Open access
Noppert, G. A., Aiello, A. E., O'Rand, A. M., Cohen, H. J.·2018·Epidemiology and Infection

Abstract

Pathogen burden is a construct developed to assess the cumulative effects of multiple, persistent pathogens on morbidity and mortality. Despite the likely biological wear and tear on multiple body systems caused by persistent infections, few studies have examined the impact of total pathogen burden on such outcomes and specifically on preclinical markers of dysfunction. Using data from two waves of the National Health and Nutrition Examination Survey, we compared three alternative methods for measuring pathogen burden, composed of mainly persistent viral infections, using a cumulative deficits index (CDI) as an outcome: single pathogen associations, a pathogen burden summary score and latent class analyses. We found significant heterogeneity in the distribution of the CDI by age, sex, race/ethnicity and education. There was an association between pathogen burden and the CDI by all three metrics. The latent class classification of pathogen burden showed particularly strong associations with the CDI; these associations remained after controlling for age, sex, body mass index, smoking, race/ethnicity and education. Our results suggest that pathogen burden may influence early clinical indicators of poor health as measured by the CDI. Our results are salient since we were able to detect these associations in a relatively young population. These findings suggest that reducing pathogen burden and the specific pathogens that drive the CDI may provide a target for preventing the early development of age-related physiological changes.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1017/s095026881800153x

Cites

38 of 38 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • The cumulative effect of exposure to multiple infectious pathogens, both bacterial and viral, over several years is associated with changes in cognition, as well as multi-system biological dysfunction before clinical disease is apparent.

    “Evidence suggests that the cumulative effect of exposure to multiple infectious pathogens, both bacterial and viral, over several years is associated with changes in cognition, as well as multi-system biological dysfunction before clinical disease is apparent (459, 460).”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 3

  1. [34]Simanek AM Dowd JB Aiello AE Persistent pathogens linking socioeconomic position and cardiovascular disease in the US International Journal of Epidemiology 2009 38 775 87 19109247 PMC2689394
  2. [35]Zajacova A Dowd J Aiello A Socioeconomic and race/ethnic patterns in persistent infection burden among US adults The Journals of Gerontology Series A: Biomedical Sciences and Medical Sciences 2009 64 272 279 PMC2655034 19196638
  3. [39]Aiello AE Persistent infection, inflammation, and functional impairment in older Latinos The Journals of Gerontology Series A: Biomedical Sciences and Medical Sciences 2008 63A 610 8 PMC3178457 18559636

Cited by

Sorted by citations

Authors
Noppert, G. A., Aiello, A. E., O'Rand, A. M., & Cohen, H. J.
Affiliations
  • University of North Carolina at Chapel Hill (US)
  • Duke University (US)
Corresponding author
Noppert, G. A.
Venue
Epidemiology and Infection
Published
2018-06-14
Volume
146
Issue
15
Pages
1968-1976
ISSN
  • 0950-2688 (ISSN-L)
  • 1469-4409
OpenAlex
W2808484613
Cited by
11
References
38
Citations by year
2026: 4 · 2023: 1 · 2022: 2 · 2021: 1 · 2020: 2 · 2019: 1
FWCI
0.78
Type
journal article
Language
en
Open access
Locations
  • Epidemiology and Infection (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion)
  • UNC Libraries
Funders
  • National Institutes of Health (#HD050924, DK087864, AG040115, AG028716)
  • National Institute on Aging (AG000029, R01AG040115, AG000029-41, AG028716, R00AG062749, T32AG000029, P30AG028716)
  • National Institute of Diabetes and Digestive and Kidney Diseases (R01DK087864)
  • National Institute of Child Health and Human Development (T32-AG000029)
  • Eunice Kennedy Shriver National Institute of Child Health and Human Development (P2CHD050924, T32HD091058)
Topics
  • Health Sciences › Medicine › Epidemiology › Chronic Disease Management Strategies
  • Social Sciences › Health › Health disparities and outcomes
  • Health Sciences › Medicine › Emergency Medicine › HIV-related health complications and treatments
Keywords
pathogen burden, viral persistence, latent class analysis, age-related physiological decline, chronic infection, health disparities, NHANES
MeSH terms
Adult, Bacteria, Bacterial Infections, Chronic Disease, Female, Humans, Male, Middle Aged, United States, Virus Diseases, Viruses, Prevalence, Young Adult

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review