Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significance

BackgroundPersonalized precision medicine (PPPM) in cancer immunology and oncology is a rapidly advancing field with significant potential. Gliomas, known for their poor prognosis, rank among the most lethal brain tumors. Despite advancements, there remains a critical need for precise, individualize...

Full description

Saved in:
Bibliographic Details
Main Authors: Meng-Yu Zhao, Zhao-Lei Shen, Hongzhen Dai, Wan-Yan Xu, Li-Na Wang, Yu- Gu, Jie-Hui Zhao, Tian-Hang Yu, Cun-Zhi Wang, Jia-feng Xu, Guan-Jun Chen, Dong-Hui Chen, Wen-Ming Hong, Fang Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Immunology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fimmu.2025.1512867/full
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832539872475217920
author Meng-Yu Zhao
Zhao-Lei Shen
Hongzhen Dai
Wan-Yan Xu
Li-Na Wang
Yu- Gu
Jie-Hui Zhao
Tian-Hang Yu
Cun-Zhi Wang
Jia-feng Xu
Guan-Jun Chen
Dong-Hui Chen
Wen-Ming Hong
Wen-Ming Hong
Fang Zhang
author_facet Meng-Yu Zhao
Zhao-Lei Shen
Hongzhen Dai
Wan-Yan Xu
Li-Na Wang
Yu- Gu
Jie-Hui Zhao
Tian-Hang Yu
Cun-Zhi Wang
Jia-feng Xu
Guan-Jun Chen
Dong-Hui Chen
Wen-Ming Hong
Wen-Ming Hong
Fang Zhang
author_sort Meng-Yu Zhao
collection DOAJ
description BackgroundPersonalized precision medicine (PPPM) in cancer immunology and oncology is a rapidly advancing field with significant potential. Gliomas, known for their poor prognosis, rank among the most lethal brain tumors. Despite advancements, there remains a critical need for precise, individualized treatment strategies.MethodsWe conducted a comprehensive analysis of RNA-seq and microarray data from the TCGA and GEO databases, supplemented by single-cell RNA sequencing (scRNA-seq) data from glioma patients. By integrating single-cell sequencing analysis with foundational experiments, we investigated the molecular variations and cellular interactions within neural glioma cell subpopulations during tumor progression.ResultsOur single-cell sequencing analysis revealed distinct gene expression patterns across glioma cell subpopulations. Notably, differentiation trajectory analysis identified NUSAP1 as a key marker for the terminal subpopulation. We found that elevated NUSAP1 expression correlated with poor prognosis, prompting further investigation of its functional role through both cellular and animal studies.ConclusionsNUSAP1-based risk models hold potential as predictive and therapeutic tools for personalized glioma treatment. In-depth exploration of NUSAP1’s mechanisms in glioblastoma could enhance our understanding of its response to immunotherapy, suggesting that targeting NUSAP1 may offer therapeutic benefits for glioma patients.
format Article
id doaj-art-12eff0e5ade34db98705a3b7719d8ad3
institution Kabale University
issn 1664-3224
language English
publishDate 2025-02-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Immunology
spelling doaj-art-12eff0e5ade34db98705a3b7719d8ad32025-02-05T07:32:31ZengFrontiers Media S.A.Frontiers in Immunology1664-32242025-02-011610.3389/fimmu.2025.15128671512867Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significanceMeng-Yu Zhao0Zhao-Lei Shen1Hongzhen Dai2Wan-Yan Xu3Li-Na Wang4Yu- Gu5Jie-Hui Zhao6Tian-Hang Yu7Cun-Zhi Wang8Jia-feng Xu9Guan-Jun Chen10Dong-Hui Chen11Wen-Ming Hong12Wen-Ming Hong13Fang Zhang14Department of Neurosurgery, First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Neurosurgery, First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Neurosurgery, First Affiliated Hospital of Anhui Medical University, Hefei, ChinaSchool of Nursing, Anhui Medical University, Hefei, ChinaSchool of Nursing, Anhui Medical University, Hefei, ChinaSchool of Nursing, Anhui Medical University, Hefei, ChinaSchool of Nursing, Anhui Medical University, Hefei, ChinaDepartment of Neurosurgery, First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Neurosurgery, First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Neurosurgery, First Affiliated Hospital of Anhui Medical University, Hefei, ChinaResearch and Experiment Center of Anhui Medical University, Anhui Medical University, Hefei, ChinaDepartment of Neurosurgery, Lu’an People’s Hospital, Luan, ChinaDepartment of Neurosurgery, First Affiliated Hospital of Anhui Medical University, Hefei, ChinaOpen Project of Key Laboratory of Dermatology, Ministry of Education, Anhui Medical University, Hefei, ChinaSchool of Nursing, Anhui Medical University, Hefei, ChinaBackgroundPersonalized precision medicine (PPPM) in cancer immunology and oncology is a rapidly advancing field with significant potential. Gliomas, known for their poor prognosis, rank among the most lethal brain tumors. Despite advancements, there remains a critical need for precise, individualized treatment strategies.MethodsWe conducted a comprehensive analysis of RNA-seq and microarray data from the TCGA and GEO databases, supplemented by single-cell RNA sequencing (scRNA-seq) data from glioma patients. By integrating single-cell sequencing analysis with foundational experiments, we investigated the molecular variations and cellular interactions within neural glioma cell subpopulations during tumor progression.ResultsOur single-cell sequencing analysis revealed distinct gene expression patterns across glioma cell subpopulations. Notably, differentiation trajectory analysis identified NUSAP1 as a key marker for the terminal subpopulation. We found that elevated NUSAP1 expression correlated with poor prognosis, prompting further investigation of its functional role through both cellular and animal studies.ConclusionsNUSAP1-based risk models hold potential as predictive and therapeutic tools for personalized glioma treatment. In-depth exploration of NUSAP1’s mechanisms in glioblastoma could enhance our understanding of its response to immunotherapy, suggesting that targeting NUSAP1 may offer therapeutic benefits for glioma patients.https://www.frontiersin.org/articles/10.3389/fimmu.2025.1512867/fullgliomaNUSAP1cancer immunologysingle-cell sequencingmolecular mechanisms
spellingShingle Meng-Yu Zhao
Zhao-Lei Shen
Hongzhen Dai
Wan-Yan Xu
Li-Na Wang
Yu- Gu
Jie-Hui Zhao
Tian-Hang Yu
Cun-Zhi Wang
Jia-feng Xu
Guan-Jun Chen
Dong-Hui Chen
Wen-Ming Hong
Wen-Ming Hong
Fang Zhang
Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significance
Frontiers in Immunology
glioma
NUSAP1
cancer immunology
single-cell sequencing
molecular mechanisms
title Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significance
title_full Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significance
title_fullStr Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significance
title_full_unstemmed Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significance
title_short Single-cell sequencing elucidates the mechanism of NUSAP1 in glioma and its diagnostic and prognostic significance
title_sort single cell sequencing elucidates the mechanism of nusap1 in glioma and its diagnostic and prognostic significance
topic glioma
NUSAP1
cancer immunology
single-cell sequencing
molecular mechanisms
url https://www.frontiersin.org/articles/10.3389/fimmu.2025.1512867/full
work_keys_str_mv AT mengyuzhao singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT zhaoleishen singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT hongzhendai singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT wanyanxu singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT linawang singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT yugu singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT jiehuizhao singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT tianhangyu singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT cunzhiwang singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT jiafengxu singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT guanjunchen singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT donghuichen singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT wenminghong singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT wenminghong singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance
AT fangzhang singlecellsequencingelucidatesthemechanismofnusap1ingliomaanditsdiagnosticandprognosticsignificance