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

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.

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Journal
PLoS ONE
Published
2026-03-31
DOI
https://doi.org/10.1371/journal.pone.0345359
Primary Topic
Pancreatic function and diabetes
Type
article
Field-Weighted Citation Impact
0.00

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article

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

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PLoS ONE
Pancreatic function and diabetes
article

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

Chengbiao Sun, Yongfang Yao, Mingxin Dong, Yangming Qu, Bingxu Chen, Na Zhao, Nan Lu, N. L. Jing Xu, Suli Song, Mingyang Huo, Y. T. Zhang, Wensen Liu, Kaikai Yu, Juan Ren, Yan Wang
article en

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.

PLoS ONEVol. 21(3)
Jilin University (CN), Changchun Institute of Optics, Fine Mechanics and Physics (CN), Shaanxi Provincial People's Hospital (CN), Changchun Institute of Applied Chemistry (CN), Weifang People's Hospital (CN), Jilin Medical University (CN)
Strong, Jilin Scientific and Technological Development Program
Good health and well-being
Openalex Percentile: Top 40%
Pancreatic function and diabetes
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