Evidence map›Paper›PMID 40695267›Full record

ArticleThe American journal of tropical medicine and hygiene2025

Weather, Air Pollution, and Seasonality: Predictors of Pathogen-Associated Conjunctivitis Outbreaks in Kathmandu Valley, Nepal.

Meenu Chaudhary, Daisy Yan, Sanjeeta Sitaula, Lina Zhong, Cindi Chen, Kevin Ouimette, Yuheng Liu, Thomas Abraham, Danny Yu, Aaron Chang and 9 more

Abstract read
In one paragraph

Article in The American journal of tropical medicine and hygiene, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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

19 authors.

Meenu ChaudharyB.P. Koirala Lions Center for Ophthalmic Studies, Institute of Medicine, Maharajgunj Medical Campus, Tribhuvan University, Kathmandu, Nepal.
Daisy YanFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Sanjeeta SitaulaB.P. Koirala Lions Center for Ophthalmic Studies, Institute of Medicine, Maharajgunj Medical Campus, Tribhuvan University, Kathmandu, Nepal.
Lina ZhongFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Cindi ChenFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Kevin OuimetteFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Yuheng LiuFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Thomas AbrahamFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Danny YuFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Aaron ChangFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Armin HintewirthFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Benjamin F ArnoldFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Stephen D McLeodFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Travis C PorcoFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Michael S DeinerDepartment of Ophthalmology, University of California San Francisco, San Francisco, California.
Jessica ShanthaFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Thomas M LietmanFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Gerami D SeitzmanFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.
Thuy DoanFrancis I Proctor Foundation, University of California San Francisco, San Francisco, California.

Funding

Seasonal Conjunctivitis Outbreak Reporting for Prevention and Improved Outcomes (SCORPIO)R01EY032041 · NEI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI DOAN, THUY A · 2021 to 2025
$2.0M
NEI NIH HHS R01 EY032041
6 · The paper itself

Abstract

Conjunctivitis outbreaks can herald pandemics. However, their relationships with weather and air pollution factors are not well understood. Kathmandu in Nepal has defined wet-dry seasons and lies in a bowl-shaped valley that traps air pollutants with levels many-folds higher than recommended by World Health Organization (WHO). From 2021 to 2023, we collected conjunctival samples from patients with presumed infectious conjunctivitis in Kathmandu, Nepal, for pathogen identification. With publicly available weather and air quality databases, we assessed the relationship between environmental factors and the prevalence of different pathogen types by performing binary logistic regression model building and cosinor regression analysis. High precipitation was associated with an increased odds of RNA virus infection (odds ratio [OR] = 1.82; 95% CI = 1.24-2.72; P = 0.003), whereas higher ozone levels were associated with decreased odds of RNA virus infections (OR = 0.46; 95% CI = 0.29-0.69; P <0.001). The odds of bacterial infection increased 4.2-fold for every 1 SD µg/m3 increase in ozone (SD = 11 µg/m3; 95% CI = 1.75-11.67; P <0.001), and the odds of fungal infection increased 1.62-fold for every 1 SD µg/m3 increase in nitric oxide (SD = 0.97 µg/m3; 95% CI = 1.02-2.49; P = 0.041). Cases associated with different taxa peaked at different times: pre-monsoon season for bacteria, during monsoon season for RNA viruses, and post-monsoon season for fungi. Our results suggest the importance and varying influence of local climate and air quality conditions on the etiology of conjunctivitis.

Indexed as

Air PollutionConjunctivitisDisease OutbreaksSeasonsWeatherAdolescentAdultChildChild, PreschoolFemaleHumansMaleMiddle AgedNepal

Identifiers

PMID40695267
PMCPMC12493256

What OpenQuestion holds

Textmetadata
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.