Evidence map›Paper›PMID 41977201›Full record

ArticleInternational journal of molecular sciences2026

Ensemble of Time-Evolving SASP Gene Sets Identifies IGFBP7 and CDKN1A as a Potential Marker Pair for Senescent Fibroblast Subpopulations Across Tissues.

Hyunsoo Kim, Erich Kummerfeld, Laura J Niedernhofer, Constantin Aliferis, Paul D Robbins, Jinhua Wang

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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

6 authors.

Hyunsoo KimInstitute for Health Informatics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA.ORCID 0000-0002-2194-6626
Erich KummerfeldInstitute for Health Informatics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA.ORCID 0000-0001-5342-7743
Laura J NiedernhoferMasonic Institute on the Biology of Aging and Metabolism, Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA.ORCID 0000-0002-1074-1385
Constantin AliferisInstitute for Health Informatics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA.ORCID 0009-0008-9018-5497
Paul D RobbinsMasonic Institute on the Biology of Aging and Metabolism, Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA.
Jinhua WangInstitute for Health Informatics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA.ORCID 0000-0003-4607-3742

Funding

National Institute of Health 5P30CA077598NIA NIH HHS 5U54AG079754-04
6 · The paper itself

Abstract

The senescence-associated secretory phenotype (SASP) is a hallmark of senescent cells and plays a critical role in the development and progression of various age-related diseases, including cancer, cardiovascular disorders, and neurodegenerative diseases. In this study, we characterize SASP heterogeneity using single-cell RNA sequencing (scRNA-seq) data, focusing on the transcriptional signatures associated with elevated expression of individual SASP genes in mature senescent cells, as well as time-dependent variation in SASP expression across the early and mature senescent states in the WI-38 human lung fibroblast cell line. We generated multiple gene sets, each representing the transcriptional landscape linked to high expression of a specific SASP gene, and integrated them into an ensemble that reflects the temporal dynamics of SASP gene expression. Applying SASP scores derived from this ensemble of gene sets (SASP scores/EGS) to publicly available scRNA-seq datasets from human lung, skin, and eye tissues enabled the identification of senescent fibroblasts and revealed

Indexed as

Cellular SenescenceCyclin-Dependent Kinase Inhibitor p21FibroblastsInsulin-Like Growth Factor Binding ProteinsSenescence-Associated Secretory PhenotypeBiomarkersCell LineGene Expression ProfilingHumansLungOrgan SpecificitySingle-Cell AnalysisSingle-Cell Gene Expression AnalysisBiomarkersCDKN1A protein, humanCyclin-Dependent Kinase Inhibitor p21insulin-like growth factor binding protein-related protein 1Insulin-Like Growth Factor Binding ProteinsCDKN1A (p21)cellular senescencefibroblast subpopulationsgene-set scoringIGFBP7SASP score/EGSsingle-cell RNA sequencingtemporal dynamics of SASP

Identifiers

PMID41977201
PMCPMC13073673

What Socratic holds

Textmetadata
LicenceCC BY
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.