Evidence mapPaperPMID 34725923Full record

SynthesisJournal of diabetes2022

Relationships between type 2 diabetes, cell dysfunction, and redox signaling: A meta-analysis of single-cell gene expression of human pancreatic α- and β-cells.

Emily Sara Marques, Emily Formato, Wenle Liang, Emily Leonard, Alicia R Timme-Laragy

Open access · hybridAbstract readMeta-Analysis
In one paragraph

Synthesis in Journal of diabetes, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 2 pooled it
1.5field-weighted citation impact, top 18% of its field
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

12 citing papers in PubMed, 2 syntheses or guidelines pooled it, 13 citations in OpenAlex.

  1. Host insulin resistance caused byFrontiers in cellular and infection microbiology · 2023
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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

5 authors at 1 institution in 1 country.

Emily Sara MarquesDepartment of Environmental Health Sciences, University of Massachusetts Amherst, Amherst, Massachusetts, USA.ORCID https://orcid.org/0000-0001-6819-8154
Emily FormatoMolecular and Cellular Biology Graduate Program, University of Massachusetts Amherst, Amherst, Massachusetts, USA.
Wenle LiangDepartment of Environmental Health Sciences, University of Massachusetts Amherst, Amherst, Massachusetts, USA.
Emily LeonardDepartment of Environmental Health Sciences, University of Massachusetts Amherst, Amherst, Massachusetts, USA.
Alicia R Timme-LaragyDepartment of Environmental Health Sciences, University of Massachusetts Amherst, Amherst, Massachusetts, USA.ORCID https://orcid.org/0000-0002-8835-5038
University of Massachusetts Amherst · US

Funding

Sources, Transport, Exposure & Effects of PFAS (STEEP) Center - RENEWALP42ES027706 · UNIVERSITY OF RHODE ISLAND · 2025 to 2025
$1.5M
Activation of Nrf2 during embryonic development - mechanisms and consequencesR01ES025748 · NIEHS · UNIVERSITY OF MASSACHUSETTS AMHERST · 2024 to 2025
$864k
NIEHS NIH HHS P42 ES027706NIEHS NIH HHS R01 ES025748US National Institute of Health 5R01ES025748-05US National Institute of Health P42ES027706
6 · The paper itself

Abstract

backgroundType 2 diabetes mellitus (T2DM) is a chronic disease characterized by insulin resistance and failure of β-cells to meet the metabolic demand for insulin. Recent advances in single-cell RNA sequencing (sc-RNA-Seq) have allowed for in-depth studies to further understand the underlying cellular mechanisms of T2DM. In β-cells, redox signaling is critical for insulin production. A meta-analysis of human pancreas islet sc-RNA-Seq data was conducted to evaluate how T2DM may modify the transcriptomes of α- and β-cells.

methodsAnnotated sc-RNA-Seq data from six studies of human pancreatic islets from metabolically healthy and donors with T2DM were collected. α- and β-cells, subpopulations of proliferating α-cells, immature, and senescent β-cells were identified based on expression levels of key marker genes. Each dataset was analyzed individually before combining, using weighted comparisons. Pathways of significant genes and individual redox-related gene expression were then evaluated to further understand the role that redox signaling may play in T2DM-induced β-cell dysfunction.

resultsα- and β-cells from T2DM donors modified genes involved in energy metabolism, immune response, autophagy, and cellular stress. α- and β-cells also had an increased nuclear factor erythroid 2-related factor 2 (NFE2L2)-mediated antioxidant response in T2DM donors. The proportion of immature and senescent β-cells increased in T2DM donors, and in immature and senescent β-cells, genes regulated by NFE2L2 were further upregulated.

conclusionsThese findings suggest that NFE2L2 plays a role in β-cell maturation and dysfunction. Redox singling maybe a key pathway for β-cell restoration and T2DM therapeutics.

Indexed as

Diabetes Mellitus, Type 2Insulin-Secreting CellsHumansOxidation-ReductionPancreasTranscriptome2型, meta分析meta-analysisoxidative stressRNA-Seqtranscriptometype 2 diabetes mellitus氧化应激糖尿病转录组

Identifiers

PMID34725923
PMCPMC8746116
OpenAlexW3209766589

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.