Evidence map›Paper›PMID 40190189›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025

Single-Cell Atlas Reveals Tumorigenic Profiles and Immune Dynamics of Adrenal Incidentalomas.

Meng Wang, Guangmin Zheng, Xiaoyong Hu, Feng Tian, Tuo Li, Zheng Zhang, Kan Gong, Shiwei Chen, Lin Yuan, Yu Qi and 9 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Single-Cell Atlas Reveals Tumorigenic Profiles and Immune Dynamics of Adrenal Incidentalomas.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
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

19 authors.

Meng WangDepartment of Orthopedics and Precision Research Center for Refractory Diseases, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200080, China.ORCID https://orcid.org/0000-0003-0221-0653
Guangmin ZhengCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences/China National Center for Bioinformation, Beijing, 100101, China.
Xiaoyong HuDepartment of Urology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200000, China.
Feng TianHebei Key Laboratory of Medical Data Science, Institute of Biomedical Informatics, School of Medicine, Hebei University of Engineering, Handan, Hebei Province, 056009, China.
Tuo LiDepartment of Endocrinology, Shanghai Changzheng Hospital, Shanghai, 200003, China.
Zheng ZhangDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Department of Urology, Peking University First Hospital, Peking University Health Science Center, Beijing, 100035, China.
Kan GongDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Department of Urology, Peking University First Hospital, Peking University Health Science Center, Beijing, 100035, China.
Shiwei ChenDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Department of Urology, Peking University First Hospital, Peking University Health Science Center, Beijing, 100035, China.
Lin YuanDepartment of Pathology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 201620, China.
Yu QiDepartment of Pathology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 201620, China.
Lin LiDepartment of Urology, Eastern Hepatobiliary Surgery Hospital, Shanghai, 201805, China.
Daofu ChengDepartment of Orthopedics and Precision Research Center for Refractory Diseases, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200080, China.
Liu LiuShanghai Yuhui Pharmaceutical Technology (Group) Co., Ltd., Shanghai, 201203, China.
Fuqiang LiuDepartment of Endocrinology and Metabolism, Qilu Hospital of Shandong University, Shandong Provincial Key Laboratory of Spatiotemporal Regulation and Precision Intervention in Endocrine and Metabolic Diseases, Shandong University, Jinan, 250012, China.
Yujing SunDepartment of Endocrinology and Metabolism, Qilu Hospital of Shandong University, Shandong Provincial Key Laboratory of Spatiotemporal Regulation and Precision Intervention in Endocrine and Metabolic Diseases, Shandong University, Jinan, 250012, China.
Xiangdong FangCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences/China National Center for Bioinformation, Beijing, 100101, China.
Ruxing ZhaoDepartment of Endocrinology and Metabolism, Qilu Hospital of Shandong University, Shandong Provincial Key Laboratory of Spatiotemporal Regulation and Precision Intervention in Endocrine and Metabolic Diseases, Shandong University, Jinan, 250012, China.ORCID https://orcid.org/0000-0002-8893-1007
Bing LiuDepartment of Urology, Eastern Hepatobiliary Surgery Hospital, Shanghai, 201805, China.
Chao ZhangDepartment of Orthopedics and Precision Research Center for Refractory Diseases, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200080, China.ORCID https://orcid.org/0000-0001-6418-8370

Funding

Hebei Province Major Science and Technology Support Project 242W7712ZInnovative Research Team of High-level Local University in Shanghai SHSMU-ZDCX20210400Key Laboratory Program of the Education Commission of Shanghai Municipality ZDSYS14005National Natural Science Foundation of China 32271165National Natural Science Foundation of China 82070868National Natural Science Foundation of China 82370853National Natural Science Foundation of China 82400980Noncommunicable Chronic Diseases-National Science and Technology Major Project 2023ZD0506800Shanghai Clinical Research Center of Plastic and Reconstructive Surgery supported by Science and Technology Commission of Shanghai Municipality 22MC1940300
6 · The paper itself

Abstract

Adrenal incidentalomas (AIs) are commonly detected endocrine lesions, identified during imaging for unrelated conditions. These lesions exhibit considerable heterogeneity and diverse clinical outcomes. This study employed single-cell RNA sequencing to investigate tumorigenic characteristics of AIs, including non-functional adrenocortical adenomas, Conn's syndrome, and pheochromocytomas. Through integrating public datasets, 302 696 cells are analyzed. Three adrenocortical cell subtypes exhibit gene expression patterns linked to tumorigenesis. Clusterin emerges as a potential biomarker for adrenocortical adenomas. Adrenocortical tumor cells show dysregulated hormone secretion and transcription factor steroidogenic factor 1 (SF1) is significantly upregulated, distinguishing cortical from medullary tumors. In pheochromocytomas, a MYCN proto-oncogene (MYCN)-positive cluster correlates with poorer survival. Immune microenvironment analysis reveals specific immune subtypes and roles in tumor progression. Specifically, myeloid cells may regulate benign tumors, while lymphoid cells, such as CD8-positive (CD8+) T cells, appear to promote immune activation and infiltration in malignant tumors. Overall, this study enhances the understanding of adrenal adenoma heterogeneity, revealing crucial transcriptional profiles, immune interactions, and clinically relevant candidate biomarkers.

Indexed as

Adrenal Gland NeoplasmsCarcinogenesisBiomarkers, TumorGene Expression Regulation, NeoplasticHumansPheochromocytomaProto-Oncogene MasSingle-Cell AnalysisTumor MicroenvironmentBiomarkers, TumorMAS1 protein, humanProto-Oncogene Masadrenal incidentalomaclusterinimagingimmune microenvironmentscRNA‐seqSF1

Identifiers

PMID40190189
PMCPMC12165089

What OpenQuestion holds

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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 OpenQuestion graph.