Evidence map›Paper›PMID 34156449›Full record

ArticleClinical infectious diseases : an official publication of the Infectious Diseases Society of America2022

Bacterial and Viral Respiratory Tract Microbiota and Host Characteristics in Adults With Lower Respiratory Tract Infections: A Case-Control Study.

Bastiaan W Haak, Xanthe Brands, Mark Davids, Hessel Peters-Sengers, Robert F J Kullberg, Robin van Houdt, Floor Hugenholtz, Daniël R Faber, Hans L Zaaijer, Brendon P Scicluna and 2 more

Open access · bronzeAbstract readMulticenter Study
In one paragraph

Article in Clinical infectious diseases : an official publication of the Infectious Diseases Society of America, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed
5.3field-weighted citation impact, top 4% 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

21 citing papers in PubMed, 34 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. iScience · 2025
    Article
  5. Article
  6. Seasonal Dynamics of Microbial Communities in PMAnimals : an open access journal from MDPI · 2025
    Article
  7. Article
  8. Article
  9. Review
  10. Article
  11. Article
  12. Impact of influenza virus infection on lung microbiome in adults with severe pneumonia.Annals of clinical microbiology and antimicrobials · 2023
    Article
  13. Article
  14. Article
  15. Review
  16. Article
  17. Article
  18. Observational
  19. Article
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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

12 authors at 2 institutions in 1 country.

Bastiaan W HaakCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Xanthe BrandsCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Mark DavidsMicrobiota Center Amsterdam, Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Hessel Peters-SengersCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Robert F J KullbergCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.ORCID 0000-0001-8269-9887
Robin van HoudtDepartment of Virology, Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Floor HugenholtzCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Daniël R FaberDepartment of Internal Medicine, BovenIJ hospital, Amsterdam, The Netherlands.
Hans L ZaaijerDepartment of Virology, Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Brendon P SciclunaCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Tom van der PollCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
W Joost WiersingaCenter for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands.
Amsterdam University Medical Centers · NLRijnstate Hospital · NL

Funding

Netherlands Organization for Health Research and Development 50-53000-98-139Netherlands Organization for Scientific Research 91716475
6 · The paper itself

Abstract

backgroundViruses and bacteria from the nasopharynx are capable of causing community-acquired pneumonia (CAP), which can be difficult to diagnose. We aimed to investigate whether shifts in the composition of these nasopharyngeal microbial communities can be used as diagnostic biomarkers for CAP in adults.

methodsWe collected nasopharyngeal swabs from adult CAP patients and controls without infection in a prospective multicenter case-control study design. We generated bacterial and viral profiles using 16S ribosomal RNA gene sequencing and multiplex polymerase chain reaction (PCR), respectively. Bacterial, viral, and clinical data were subsequently used as inputs for extremely randomized trees classification models aiming to distinguish subjects with CAP from healthy controls.

resultsWe enrolled 117 cases and 48 control subjects. Cases displayed significant beta diversity differences in nasopharyngeal microbiota (P = .016, R2 = .01) compared to healthy controls. Our extremely randomized trees classification models accurately discriminated CAP caused by bacteria (area under the curve [AUC] .83), viruses (AUC .95) or mixed origin (AUC .81) from healthy control subjects. We validated this approach using a dataset of nasopharyngeal samples from 140 influenza patients and 38 controls, which yielded highly accurate (AUC .93) separation between cases and controls.

conclusionsRelative proportions of different bacteria and viruses in the nasopharynx can be leveraged to diagnose CAP and identify etiologic agent(s) in adult patients. Such data can inform the development of a microbiota-based diagnostic panel used to identify CAP patients and causative agents from nasopharyngeal samples, potentially improving diagnostic specificity, efficiency, and antimicrobial stewardship practices.

Indexed as

Community-Acquired InfectionsMicrobiotaRespiratory Tract InfectionsAdultBacteriaCase-Control StudiesHumansNasopharynxProspective StudiesRespiratory System16S rRNA sequencingcommunity-acquired pneumoniainfluenzamicrobiomenasopharynx

Identifiers

PMID34156449
PMCPMC8906706
OpenAlexW3173262441

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.