Evidence map›Paper›PMID 40202138›Full record

ArticleCNS neuroscience & therapeutics2025

Single-Cell Profiling and Proteomics-Based Insights Into mTORC1-Mediated Angio+TAMs Polarization in Recurrent IDH-Mutant Gliomas.

Xu Wang, Jingyan Gu, Hongyu Tang, Lianping Gu, Yunke Bi, Yue Kong, Qiao Shan, Jian Yin, Meiqing Lou, Shouwei Li and 1 more

Abstract read
In one paragraph

Article in CNS neuroscience & therapeutics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. mTOR Signaling in Macrophages: All Depends on the Context.International journal of molecular sciences · 2025
    Review
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

11 authors.

Xu WangDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.
Jingyan GuDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.
Hongyu TangDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.
Lianping GuDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.
Yunke BiDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.ORCID 0000-0003-4481-4885
Yue KongSun Yat-Sen University Guanghua School of Stomatology, Guangzhou, China.
Qiao ShanDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.
Jian YinDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.
Meiqing LouDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.ORCID 0000-0001-6427-5503
Shouwei LiDepartment of Neurosurgery, Capital Medical University Sanbo Brain Hospital, Beijing, China.
Yaohua LiuDepartment of Neurosurgery, Shanghai General Hospital, Shanghai, China.ORCID 0000-0003-3501-2717

Funding

National Natural Science Foundation of China 81372701Songjiang District Science and Technology Research Project 18sjkjgg19Songjiang District Science and Technology Research Project 18sjkjgg20Songjiang District Science and Technology Research Project 18sjkjgg34
6 · The paper itself

Abstract

backgroundIDH mutant gliomas often exhibit recurrence and progression, with the mTORC1 pathway and tumor-associated macrophages potentially contributing to these processes. However, the precise mechanisms are not fully understood. This study seeks to investigate these relationships using proteomic, phosphoproteomic, and multi-dimensional transcriptomic approaches.

methodsThis study established a matched transcriptomic, proteomic, and phosphoproteomic cohort of IDH-mutant gliomas with recurrence and progression, incorporating multiple glioma-related datasets. We first identified the genomic landscape of recurrent IDH-mutant gliomas through multi-dimensional differential enrichment, GSVA, and deconvolution analyses. Next, we explored tumor-associated macrophage subpopulations using single-cell sequencing in mouse models of IDH-mutant and wild-type gliomas, analyzing transcriptional changes via AddmodelScore and pseudotime analysis. We then identified these subpopulations in matched primary and recurrent IDH-mutant datasets, investigating their interactions with the tumor microenvironment and performing deconvolution to explore their contribution to glioma progression. Finally, spatial transcriptomics was used to map these subpopulations to glioma tissue sections, revealing spatial co-localization with mTORC1 and angiogenesis-related pathways.

resultsMulti-dimensional differential enrichment, GSVA, and deconvolution analyses indicated that the mTORC1 pathway and the proportion of M2 macrophages are upregulated during the recurrence and progression of IDH-mutant gliomas. CGGA database analysis showed that mTORC1 activity is significantly higher in recurrent IDH-mutant gliomas compared to IDH-wildtype, with a correlation to M2 macrophage infiltration. KSEA revealed that AURKA is enriched during progression, and its inhibition reduces mTORC1 pathway activity. Single-cell sequencing in mouse models identified a distinct glioma subpopulation with upregulated mTORC1, exhibiting both M2 macrophage and angiogenesis transcriptional features, which increased after implantation of IDH-mutant tumor cells. Similarly, human glioma single-cell data revealed the same subpopulation, with cell-cell communication analysis showing active VEGF signaling. Finally, spatial transcriptomics deconvolution confirmed the co-localization of this subpopulation with mTORC1 and VEGFA in high-grade IDH-mutant gliomas.

conclusionsOur findings suggest mTORC1 activation and Angio-TAMs play key roles in the recurrence and progression of IDH-mutant gliomas.

Indexed as

Brain NeoplasmsGliomaIsocitrate DehydrogenaseMechanistic Target of Rapamycin Complex 1Tumor-Associated MacrophagesAnimalsFemaleHumansMaleMiceMutationNeoplasm Recurrence, LocalProteomicsSingle-Cell AnalysisTumor MicroenvironmentIsocitrate DehydrogenaseMechanistic Target of Rapamycin Complex 1IDH‐mutant gliomasmTORC1 pathwayphosphoproteomicsproteomicssingle‐cell sequencingspatial transcriptomicstumor‐associated macrophages

Identifiers

PMID40202138
PMCPMC11979715

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Registered trials

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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.