Evidence map›Paper›PMID 41566374›Full record

ArticleBMC research notes2026

Exploring the impact of oral health and vaccination on pneumonia-causing bacteria: insights from predictive modeling.

Ryann N Whealy, Skylar Timm, Tara N Furstenau, Alexander Roberts, Sara Maltinsky, Sydney Wells, Kylie Drake, Kayla Ramirez, Candice Bolduc, Ann Ross and 2 more

Abstract read
In one paragraph

Article in BMC research notes, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

12 authors.

Ryann N Whealy *Pathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA.
Skylar Timm *Pathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA. Viacheslav.Fofanov@nau.edu.
Tara N FurstenauSchool of Informatics, Computing, and Cyber Systems, Northern Arizona University, Flagstaff, AZ, USA.
Alexander RobertsPathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA.
Sara MaltinskyPathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA.
Sydney WellsPathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA.
Kylie DrakePathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA.
Kayla RamirezPathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA.
Candice BolducMobile Dentistry of Arizona, Mesa, AZ, USA.
Ann RossMobile Dentistry of Arizona, Mesa, AZ, USA.
Talima PearsonPathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA.
Viacheslav Y FofanovPathogen and Microbiome Institute, Northern Arizona University, 1295 Knoles Dr., Flagstaff, AZ, 86011, USA. Viacheslav.Fofanov@nau.edu.

Funding

SSCIMA: Integrating Analysis of Socio-economic Sub-population Dynamics to Improve Spatial Models of Infectious DiseaseU54MD012388 · NIMHD · NORTHERN ARIZONA UNIVERSITY · PI Joseph Mihaljevic · 2017 to 2026
$49.7M
Are Minority Health Disparities in MRSA/MSSA Infections Related to Carriage and Social Relationships?R15AI156771 · NIAID · NORTHERN ARIZONA UNIVERSITY · PI PEARSON, TALIMA ROSS · 2021 to 2021
$456k
CDC HHS 75D30121C11191NIAID NIH HHS R15 AI156771NIMHD NIH HHS U54 MD012388
6 · The paper itself

Abstract

Nursing home acquired pneumonia (NHAP) is a leading cause of mortality in long-term care facilities (LTCFs), primarily resulting from the macro-aspiration of opportunistic pathogens colonizing the upper respiratory tract. While multiple bacterial species can cause NHAP, Streptococcus pneumoniae is the most common, and pneumococcal vaccination remains the primary preventative measure. Oral hygiene interventions are also increasingly explored as a complementary strategy to reduce pathogen colonization, although their reported effectiveness has been mixed, likely due to differences in how individual pathogens respond. To better understand these discrepancies, we examined whether pathogen-specific colonization patterns vary in response to oral health behaviors in elderly LTCF residents. We collected longitudinal oral and nasal colonization data for four key NHAP-associated pathogens, along with oral health survey responses, and pneumococcal vaccination status. Better oral health behaviors predicted reduced colonization with S. pneumoniae and Haemophilus influenzae, both of which were more commonly found in oral samples in this population. There was no relationship with Staphylococcus aureus and Pseudomonas aeruginosa, which were more commonly found in the nasal cavity. Our findings suggest that oral hygiene interventions will only impact NHAP risk for pathogens primarily colonizing the oral cavity, potentially explaining the mixed outcomes in prior studies.

Indexed as

Oral HealthOral HygienePneumococcal VaccinesVaccinationAgedAged, 80 and overFemaleHaemophilus influenzaeHumansMaleMouthNursing Home ResidentsNursing HomesPseudomonas aeruginosaStaphylococcus aureusStreptococcus pneumoniaePneumococcal VaccinesOral health, Pneumococcal vaccination, Upper respiratory tract opportunistic pathogens, pneumonia-associated bacteria, long-term care facilities.

Identifiers

PMID41566374
PMCPMC12905846

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.