Evidence map›Paper›PMID 41332697›Full record

ArticlebioRxiv : the preprint server for biology2025

Comparative Single-Cell Transcriptomics Uncovers Shared and Distinct Molecular Signatures in Cystic Fibrosis and Primary Ciliary Dyskinesia.

Nicholas Hadas, Huihui Xu, Wang Kyaw Twan, Shambhawee Neupane, Ahmed Elgamal, Jeffrey R Koenitzer, Amjad Horani

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. 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.

Nicholas HadasDepartment of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA.
Huihui XuDepartment of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA.
Wang Kyaw TwanDepartment of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA.
Shambhawee NeupaneDepartment of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA.
Ahmed ElgamalDepartment of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA.
Jeffrey R KoenitzerDepartment of Pediatrics, Faculty of Medicine, Mansoura University, Egypt.
Amjad HoraniDepartment of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA.ORCID 0000-0002-5352-1948

Funding

NRF2 activation program in normal and immotile ciliaR01HL173490 · NHLBI · WASHINGTON UNIVERSITY · PI Amjad Horani · 2024 to 2026
$1.8M
NHLBI NIH HHS R01 HL173490
6 · The paper itself

Abstract

Rational: Cystic Fibrosis (CF) and Primary Ciliary Dyskinesia (PCD) are both inherited respiratory disorders that result in impaired mucociliary clearance, and chronic sinopulmonary disease. Although the current approach to PCD management is extrapolated from CF care, both conditions arise from distinct genetic and molecular mechanisms. Methods: Here we performed a comparative transcriptomic analysis between CF and PCD to compare the cellular heterogeneity, molecular pathways and gene networks differences using publicly available sequencing data as well as those performed by our group. To explore gene regulatory networks, a pre-trained transformer model (scGPT) was fine-tuned using an integrated dataset, and differential attention analysis was conducted to identify genes and pathways with altered attention scores between the two conditions. Results: The comparative transcriptomic analysis revealed distinct molecular signatures between PCD and CF, which differed from normal cells. In ciliated cells, differential gene expression and pathway investigation highlighted the NRF2 pathway's considerable overrepresentation in PCD compared to CF and healthy conditions. This observation was further supported by scGPT analysis, which revealed increased incoming attention to the NRF2 pathway markers. In secretory cells, PCD and CF exhibited increased immune and inflammatory signaling compared to controls. While similar inflammatory processes were active, results suggested a stronger inflammatory pattern in CF secretory cells compared to PCD and confirmed the activation of the unfolded protein response (UPR) pathway. Conclusion: These findings highlight the different molecular signatures between both conditions and the need for unique approaches to management in PCD compared to CF.

Identifiers

PMID41332697
PMCPMC12667771

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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.