Evidence map›Paper›PMID 41499636›Full record

ArticlePLOS global public health2026

Association between subway iron particulate matter exposure and respiratory disease in New York City.

Sára Melicharová, Stephenson Strobel, Yongkang Zhang, José A Pagán, Anqing Hu, Mark Weiner, Masoud Ghandehari

Abstract read
In one paragraph

Article in PLOS global public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Sára MelicharováDepartment of Biology, Graduate School of Arts and Science, New York University, New York, New York, United States of America.ORCID https://orcid.org/0009-0001-1164-2338
Stephenson StrobelDivision of Health Policy and Economics, Department of Population Health Sciences, Weill Cornell Medical College, New York, New York, United States of America.ORCID https://orcid.org/0000-0001-9408-7992
Yongkang ZhangDivision of Health Policy and Economics, Department of Population Health Sciences, Weill Cornell Medical College, New York, New York, United States of America.
José A PagánSchool of Global Public Health, New York University, New York, New York, United States of America.ORCID https://orcid.org/0000-0002-8915-9602
Anqing HuTandon School of Engineering, New York University, New York, New York, United States of America.
Mark WeinerDivision of Health Informatics, Department of Population Health Sciences, Weill Cornell Medical College, New York, New York, United States of America.
Masoud GhandehariTandon School of Engineering, New York University, New York, New York, United States of America.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Particulate matter exposure is linked to increased morbidity and mortality. Iron-rich particulate matter (PM2.5), common in rapid transit systems, is a potential but understudied contributor to respiratory illness. Using electronic health records (EHR) from 452,272 patients in the INSIGHT Clinical Research Network in New York City (2020-2023), we examined whether local iron exposure is associated with asthma, chronic obstructive pulmonary disease (COPD), breathing difficulties, or respiratory inhaler use. Iron exposure was estimated using particulate matter measurements from New York City (NYC) subway stations, linked to each patients residential census block group. To account for potential non-linear relationships, we applied linear probability models and an adjacent block group estimator with paired fixed effects to assess respiratory outcomes across deciles of iron exposure. We found that the relative risk of developing asthma, COPD, or breathing difficulties increased by 6-15% between the lowest two exposure deciles. Beyond this range, there was no significant association between iron exposure and respiratory disease. This suggests that iron exposure from rapid transit is associated with respiratory disease primarily at lower exposure levels, with limited health benefits from marginal reductions in iron exposure at already high exposure levels.

Identifiers

PMID41499636
PMCPMC12779137

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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.