Evidence map›Paper›PMID 42548466›Full record

Observational studyFrontiers in endocrinology2026

Metagenomic and metabolomic profiling in primary aldosteronism with coexisting obstructive sleep apnea.

Li Yang, Yi Tao, Yan He, Shijie Liu, Lulu Gan, Anni Dai, Qing Ni, Yun Wang, Fengping Li, Qian Liu and 3 more

Abstract readObservational Study
In one paragraph

Observational study in Frontiers in endocrinology, 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

13 authors.

Li Yang *Yan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Yi Tao *Department of Respiratory and Critical Care Medicine, Pu'er People's Hospital, Pu'er, Yunnan, China.
Yan HeYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Shijie LiuYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Lulu GanYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Anni DaiYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Qing NiYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Yun WangGeriatrics, Liangshan Yi Autonomous Prefecture Hospital of Integrated Traditional Chinese and Western Medicine, Liangshan, Sichuan, China.
Fengping LiElectrophysiology Room in Cardiovascular Medicine Department, People's Hospital of Yuxi City, Yuxi, Yunnan, China.
Qian LiuYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Yang HuYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Yanqi WangYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.
Wugan LuYan'an Hospital Affiliated to Kunming Medical University, Kunming Technical Diagnosis and Treatment Center for Refractory Hypertension, Kunming, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Primary aldosteronism (PA) frequently coexists with obstructive sleep apnea (OSA), and this comorbidity is associated with increased cardiometabolic risk. Although both PA and OSA have been individually linked to gut microbiome alterations, it remains unclear which layer of gut microbiome-associated variation best reflects clinical heterogeneity in PA with coexisting OSA. Methods: In this prospective observational study, we performed shotgun metagenomic sequencing and untargeted fecal metabolomic profiling in 29 adults with clinically confirmed PA, who were stratified according to OSA severity (G1-G4) based on overnight polysomnography. Microbial gene richness, taxonomic composition, functional potential based on KEGG annotation, and antibiotic resistance gene profiles were analyzed using standardized bioinformatic workflows. Metabolomic variation was assessed using multivariate analysis, pathway enrichment, and additional exploratory analyses incorporating apnea-hypopnea index (AHI) as a continuous variable. Multiple-testing correction was applied to metabolite-level comparisons. Results: Global gut microbial gene richness, alpha diversity, beta diversity, and broad functional profiles did not show strong group-level separation across OSA severity strata. Additional analyses using AHI as a continuous variable similarly showed no significant association between AHI and overall gene richness or alpha diversity indices. Nevertheless, selective genera showed exploratory associations with AHI, suggesting that localized taxonomic signals may occur despite relative stability of global community structure. Antibiotic resistance gene profiles showed marked inter-individual variability without clear group-level separation, although ARO richness showed an exploratory inverse association with AHI. In contrast, fecal metabolomic profiling revealed nominal phenotype-associated differences, including trehalose-related metabolites and FAHFA species that showed inverse exploratory associations with AHI. However, no individual metabolite remained significant after global Benjamini-Hochberg false discovery rate correction. Conclusions: In PA with coexisting OSA, gut microbiome-associated heterogeneity appears to be more readily reflected by selected taxonomic and metabolic signals than by global microbial diversity or broad functional potential. However, given the small sample size, limited control of clinical and lifestyle confounders, and lack of metabolite-level significance after global FDR correction, these findings should be interpreted as exploratory and hypothesis-generating. Larger controlled cohorts incorporating PA subtype, medication exposure, dietary assessment, and longitudinal validation are needed.

Indexed as

Gastrointestinal MicrobiomeHyperaldosteronismMetabolomeMetabolomicsMetagenomicsSleep Apnea, ObstructiveAdultFecesFemaleHumansMaleMiddle AgedPolysomnographyProspective Studiesfecal metabolomicsgut microbiomeobstructive sleep apneaprimary aldosteronismshotgun metagenomics

Identifiers

PMID42548466
PMCPMC13429393

What OpenQuestion holds

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Registered trials

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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.