Samples & cell type composition in sc/snRNA-seq.

<div><p>Melanoma brain metastasis (MBM) remains lethal with limited treatment efficacy. Meanwhile, the cellular origins and drivers of brain metastasis from melanoma have yet to be defined. Through integrated single-cell/single-nucleus RNA sequencing of 26 melanoma samples, we identified...

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Autor principal: Jingxin Zeng (18773484) (author)
Altres autors: Ling Lin (57361) (author), Yangyang Ma (6329852) (author), Wenzhe Huang (446343) (author), Quan Luo (1423180) (author), Ju Wen (14784239) (author)
Publicat: 2025
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author Jingxin Zeng (18773484)
author2 Ling Lin (57361)
Yangyang Ma (6329852)
Wenzhe Huang (446343)
Quan Luo (1423180)
Ju Wen (14784239)
author2_role author
author
author
author
author
author_facet Jingxin Zeng (18773484)
Ling Lin (57361)
Yangyang Ma (6329852)
Wenzhe Huang (446343)
Quan Luo (1423180)
Ju Wen (14784239)
author_role author
dc.creator.none.fl_str_mv Jingxin Zeng (18773484)
Ling Lin (57361)
Yangyang Ma (6329852)
Wenzhe Huang (446343)
Quan Luo (1423180)
Ju Wen (14784239)
dc.date.none.fl_str_mv 2025-11-24T18:27:47Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0336502.s008
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/Samples_cell_type_composition_in_sc_snRNA-seq_/30696990
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Cell Biology
Genetics
Neuroscience
Biotechnology
Immunology
Developmental Biology
Cancer
Hematology
Virology
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
limited treatment efficacy
associated tumor cells
adhesion genes (<
nucleus rna sequencing
metastatic tumor subpopulation
26 melanoma samples
study identifies mbmatcs
mbm ecosystems showed
div >< p
melanoma brain metastasis
metastatic pathways
bulk rna
brain metastasis
melanoma patients
validation cohorts
upregulated neural
treg enrichment
remains lethal
potential activity
nrg3 </
ncam1 </
mela3 ).
lag3 </
high risk
havcr2 </
early stratification
clinical relevance
cellular origins
cellular origin
brain tropism
>), suggesting
1 </
dc.title.none.fl_str_mv Samples & cell type composition in sc/snRNA-seq.
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <div><p>Melanoma brain metastasis (MBM) remains lethal with limited treatment efficacy. Meanwhile, the cellular origins and drivers of brain metastasis from melanoma have yet to be defined. Through integrated single-cell/single-nucleus RNA sequencing of 26 melanoma samples, we identified a pre-brain-metastatic tumor subpopulation (MBMATCs, MBM-associated tumor cells) within a conserved malignant cell trajectory (Mela3). MBMATCs exhibited activated pro-metastatic pathways and upregulated neural/adhesion genes (<i>NRG3</i>, <i>NCAM1</i>), suggesting a cellular origin for brain tropism. MBM ecosystems showed T cell exhaustion (elevated <i>PD-1</i>, <i>HAVCR2</i>, <i>LAG3</i>) and Treg enrichment. An MBM-Index derived from bulk RNA-seq accurately quantifies MBMATCs abundance, independently predicting poor overall survival in both TCGA-SKCM and validation cohorts. Furthermore, we assessed the clinical relevance of the MBM-Index and uncovered five candidate drugs with potential activity against MBMATCs. This study identifies MBMATCs as brain metastasis associated tumor cells and positions the MBM-Index as a biomarker for early stratification of melanoma patients at high risk of brain metastasis.</p></div>
eu_rights_str_mv openAccess
id Manara_ba5493a199dea0448bb998ef30dbafcb
identifier_str_mv 10.1371/journal.pone.0336502.s008
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/30696990
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Samples & cell type composition in sc/snRNA-seq.Jingxin Zeng (18773484)Ling Lin (57361)Yangyang Ma (6329852)Wenzhe Huang (446343)Quan Luo (1423180)Ju Wen (14784239)Cell BiologyGeneticsNeuroscienceBiotechnologyImmunologyDevelopmental BiologyCancerHematologyVirologyBiological Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedlimited treatment efficacyassociated tumor cellsadhesion genes (<nucleus rna sequencingmetastatic tumor subpopulation26 melanoma samplesstudy identifies mbmatcsmbm ecosystems showeddiv >< pmelanoma brain metastasismetastatic pathwaysbulk rnabrain metastasismelanoma patientsvalidation cohortsupregulated neuraltreg enrichmentremains lethalpotential activitynrg3 </ncam1 </mela3 ).lag3 </high riskhavcr2 </early stratificationclinical relevancecellular originscellular originbrain tropism>), suggesting1 </<div><p>Melanoma brain metastasis (MBM) remains lethal with limited treatment efficacy. Meanwhile, the cellular origins and drivers of brain metastasis from melanoma have yet to be defined. Through integrated single-cell/single-nucleus RNA sequencing of 26 melanoma samples, we identified a pre-brain-metastatic tumor subpopulation (MBMATCs, MBM-associated tumor cells) within a conserved malignant cell trajectory (Mela3). MBMATCs exhibited activated pro-metastatic pathways and upregulated neural/adhesion genes (<i>NRG3</i>, <i>NCAM1</i>), suggesting a cellular origin for brain tropism. MBM ecosystems showed T cell exhaustion (elevated <i>PD-1</i>, <i>HAVCR2</i>, <i>LAG3</i>) and Treg enrichment. An MBM-Index derived from bulk RNA-seq accurately quantifies MBMATCs abundance, independently predicting poor overall survival in both TCGA-SKCM and validation cohorts. Furthermore, we assessed the clinical relevance of the MBM-Index and uncovered five candidate drugs with potential activity against MBMATCs. This study identifies MBMATCs as brain metastasis associated tumor cells and positions the MBM-Index as a biomarker for early stratification of melanoma patients at high risk of brain metastasis.</p></div>2025-11-24T18:27:47ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.1371/journal.pone.0336502.s008https://figshare.com/articles/dataset/Samples_cell_type_composition_in_sc_snRNA-seq_/30696990CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/306969902025-11-24T18:27:47Z
spellingShingle Samples & cell type composition in sc/snRNA-seq.
Jingxin Zeng (18773484)
Cell Biology
Genetics
Neuroscience
Biotechnology
Immunology
Developmental Biology
Cancer
Hematology
Virology
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
limited treatment efficacy
associated tumor cells
adhesion genes (<
nucleus rna sequencing
metastatic tumor subpopulation
26 melanoma samples
study identifies mbmatcs
mbm ecosystems showed
div >< p
melanoma brain metastasis
metastatic pathways
bulk rna
brain metastasis
melanoma patients
validation cohorts
upregulated neural
treg enrichment
remains lethal
potential activity
nrg3 </
ncam1 </
mela3 ).
lag3 </
high risk
havcr2 </
early stratification
clinical relevance
cellular origins
cellular origin
brain tropism
>), suggesting
1 </
status_str publishedVersion
title Samples & cell type composition in sc/snRNA-seq.
title_full Samples & cell type composition in sc/snRNA-seq.
title_fullStr Samples & cell type composition in sc/snRNA-seq.
title_full_unstemmed Samples & cell type composition in sc/snRNA-seq.
title_short Samples & cell type composition in sc/snRNA-seq.
title_sort Samples & cell type composition in sc/snRNA-seq.
topic Cell Biology
Genetics
Neuroscience
Biotechnology
Immunology
Developmental Biology
Cancer
Hematology
Virology
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
limited treatment efficacy
associated tumor cells
adhesion genes (<
nucleus rna sequencing
metastatic tumor subpopulation
26 melanoma samples
study identifies mbmatcs
mbm ecosystems showed
div >< p
melanoma brain metastasis
metastatic pathways
bulk rna
brain metastasis
melanoma patients
validation cohorts
upregulated neural
treg enrichment
remains lethal
potential activity
nrg3 </
ncam1 </
mela3 ).
lag3 </
high risk
havcr2 </
early stratification
clinical relevance
cellular origins
cellular origin
brain tropism
>), suggesting
1 </