Evidence map›Paper›PMID 41915667›Full record

ArticlePloS one2026

Integrated transcriptome and single-cell sequencing analysis identify blood-pancreas shared lncRNA biomarkers in new-onset T2DM.

Yan Wang, Yangming Qu, Mingxin Dong, Yulong Zhang, Na Zhao, Suli Song, Mingyang Huo, Nan Lu, Baichuan Chen, Chengbiao Sun and 5 more

Abstract read
In one paragraph

Article in PloS one, 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

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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

15 authors.

Yan WangDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, China.ORCID https://orcid.org/0009-0001-7997-3897
Yangming QuDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, China.
Mingxin DongState Key Laboratory of Pathogen and Biosecurity, Changchun Veterinary Research Institute, Chinese Academy of Agricultural Science, Changchun, China.
Yulong ZhangDepartment of Clinical Laboratory, Xing'an League People's Hospital, Ulanhot, China.
Na ZhaoJilin Medical University, Jilin, China.
Suli SongJilin Medical University, Jilin, China.
Mingyang HuoJilin Medical University, Jilin, China.
Nan LuState Key Laboratory of Pathogen and Biosecurity, Changchun Veterinary Research Institute, Chinese Academy of Agricultural Science, Changchun, China.
Baichuan ChenState Key Laboratory of Pathogen and Biosecurity, Changchun Veterinary Research Institute, Chinese Academy of Agricultural Science, Changchun, China.
Chengbiao SunState Key Laboratory of Pathogen and Biosecurity, Changchun Veterinary Research Institute, Chinese Academy of Agricultural Science, Changchun, China.
Kaikai YuState Key Laboratory of Pathogen and Biosecurity, Changchun Veterinary Research Institute, Chinese Academy of Agricultural Science, Changchun, China.
Juan RenWeifang People's Hospital, Weifang, China.
Na XuJilin Medical University, Jilin, China.
Wensen LiuState Key Laboratory of Pathogen and Biosecurity, Changchun Veterinary Research Institute, Chinese Academy of Agricultural Science, Changchun, China.
Yan YaoDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Type 2 diabetes mellitus (T2DM) is characterized by β-cell dysfunction and insulin resistance, yet the early molecular drivers remain elusive. This study set out with the aim of identifying blood-pancreas shared long non-coding RNAs (lncRNAs) as potential systemic biomarkers in treatment-naïve patients with new-onset T2DM. We integrated transcriptome sequencing of peripheral blood from 8 T2DM patients and 8 controls with single-cell RNA sequencing (scRNA-seq) of pancreatic islets from an independent cohort. Differential expression analysis revealed 1,709 dysregulated lncRNAs in peripheral blood, of which 257 were identified as high-priority candidate through weighted gene co-expression network analysis (WGCNA). Further intersection with scRNA-seq data from 17 T2DM donors identified 157 β-cell-specific mRNAs co-expressed with 135 blood-derived lncRNAs. Functional enrichment analysis implicated these genes in chromatin remodeling, focal adhesion, and neurodegenerative pathways. Validation in an expanded cohort (85 T2DM vs. 85 controls) confirmed significant downregulation of ENST00000473095, MSTRG.90147.1 and ENST00000531992 in T2DM. The combined ROC-AUC value of these three lncRNAs was 0.73, which exceeds the AUCs of each individual lncRNA (0.61-0.64). Our findings tentatively suggest that blood-derived lncRNAs as early biomarkers reflecting β-cell stress and systemic dysregulation. These lncRNAs may potentially bridge peripheral blood biomarkers with tissue-specific pathophysiology in T2DM.

Indexed as

Diabetes Mellitus, Type 2PancreasRNA, Long NoncodingTranscriptomeBiomarkersFemaleGene Expression ProfilingHumansInsulin-Secreting CellsMaleMiddle AgedSequence Analysis, RNASingle-Cell AnalysisSingle-Cell Gene Expression AnalysisBiomarkersRNA, Long Noncoding

Identifiers

PMID41915667
PMCPMC13037964

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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.