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pmid:39220187

Exploring Unique Extracellular Vesicles Associated Signatures: Prognostic Insights, Immune Microenvironment Dynamics, and Therapeutic Responses in Pancreatic Adenocarcinoma.

Kai Nan · Ming Zhang · Zilong Geng · Yuankai Zhang · Lin Liu · Zhi Yang · Peng Xu

Mediators of inflammation · 2024 doi:10.1155/2024/2825971

Paper

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Data

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title
Exploring Unique Extracellular Vesicles Associated Signatures: Prognostic Insights, Immune Microenvironment Dynamics, and Therapeutic Responses in Pancreatic Adenocarcinoma.
doi
10.1155/2024/2825971
pmid
39220187
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[0]
Kai Nan
[1]
Ming Zhang
[2]
Zilong Geng
[3]
Yuankai Zhang
[4]
Lin Liu
[5]
Zhi Yang
[6]
Peng Xu
journal
Mediators of inflammation
year
2024
abstract
Extracellular vesicles play an important role in the progression of pancreatic adenocarcinoma (PAAD) through the transfer of proteins, mRNAs, and long noncoding RNAs (lncRNAs). However, the intricate interplay between extracellular vesicles-related lncRNAs and the tumor microenvironment (TME) remains poorly elucidated. Consequently, our investigation aimed to delineate the association between extracellular vesicles-related lncRNAs and the PAAD microenvironment. Initially, we identified differentially expressed lncRNAs (DELs) from The Cancer Genome Atlas (TCGA) and Genotype-Tissue Expression (GTEx) project datasets. Subsequently, we validated the expression of these DELs within extracellular vesicles and assessed their prognostic implications in PAAD using the GSE133684 and TCGA datasets. Multiomics data were analyzed comprehensively, including genomic landscape, functional annotation, immune profiles, and therapeutic responses. Differential expression of selected lncRNAs in both cellular and exosomal fractions of PAAD was further confirmed through quantitative polymerase chain reaction (qPCR). Eight DELs were identified from TCGA and GTEx datasets, and two exosomal lncRNAs exhibited a significant correlation with overall survival, warranting further investigation. Specifically, elevated expression of LINC00996 correlated positively with immune infiltration and enhanced response to immunotherapy. Conversely, heightened expression of TRHED-AS1 was associated with compromised immune cell infiltration and diminished responsiveness to immunotherapy. Our study establishes a compelling link between two extracellular vesicles-related gene signatures, prognosis, and immune infiltration in PAAD. Notably, these signatures serve as robust prognostic indicators for PAAD patients, offering valuable insights for the strategic selection of immunotherapeutic interventions.
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To investigate the expression disparity between PAAD and normal tissues, the Wilcoxon test was used using the “limma” package in R (criteria: log2 fold change > 1, false discovery rate > 0.05). Subsequently, a heatmap was then used to visualize eight DELs. Following this, the expression data of these DELs were integrated with survival data from 176 patients and subjected to univariate Cox analysis, with a significance threshold set at P < 0.01.
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sections[4] "2.2. Identification of Prognosis-Associated DELs" paragraph 2
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To investigate the expression disparity between PAAD and normal tissues, the Wilcoxon test was used using the “limma” package in R (criteria: log2 fold change > 1, false discovery rate > 0.05). Subsequently, a heatmap was then used to visualize eight DELs. Following this, the expression data of these DELs were integrated with survival data from 176 patients and subjected to univariate Cox analysis, with a significance threshold set at P < 0.01.
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The PAAD RNA-seq dataset and Genotype-Tissue Expression (GTEx) project data utilized in this study are accessible through the UCSC Xena platform (http://xena.ucsc.edu/) and GEO datasets (https://www.ncbi.nlm.nih.gov/geo/). For additional inquiries, please contact the corresponding author.
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The PAAD RNA-seq dataset and Genotype-Tissue Expression (GTEx) project data utilized in this study are accessible through the UCSC Xena platform (http://xena.ucsc.edu/) and GEO datasets (https://www.ncbi.nlm.nih.gov/geo/). For additional inquiries, please contact the corresponding author.
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Eight DELs were identified from TCGA and GTEx datasets, and two exosomal lncRNAs exhibited a significant correlation with overall survival, warranting further investigation.
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Eight DELs were identified from TCGA and GTEx datasets, and two exosomal lncRNAs exhibited a significant correlation with overall survival, warranting further investigation.
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ough quantitative polymerase chain reaction (qPCR). Eight DELs were identified from TCGA and G
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To investigate the expression disparity between PAAD and normal tissues, the Wilcoxon test was used using the “limma” package in R (criteria: log2 fold change > 1, false discovery rate > 0.05). Subsequently, a heatmap was then used to visualize eight DELs. Following this, the expression data of these DELs were integrated with survival data from 176 patients and subjected to univariate Cox analysis, with a significance threshold set at P < 0.01.
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{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39220187", "kind": "science-record", "revision": 3, "content_hash": "sha256:e813f9e74a5571e17d1fccfadd4d1cc796c73953352bc767f00b67c7029a5463", "created_at": "2026-11-01T20:29:20Z", "updated_at": "2026-11-01T22:12:35Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Exploring Unique Extracellular Vesicles Associated Signatures: Prognostic Insights, Immune Microenvironment Dynamics, and Therapeutic Responses in Pancreatic Adenocarcinoma.", "doi": "10.1155/2024/2825971", "pmid": "39220187", "authors": ["Kai Nan", "Ming Zhang", "Zilong Geng", "Yuankai Zhang", "Lin Liu", "Zhi Yang", "Peng Xu"], "journal": "Mediators of inflammation", "year": 2024, "abstract": "Extracellular vesicles play an important role in the progression of pancreatic adenocarcinoma (PAAD) through the transfer of proteins, mRNAs, and long noncoding RNAs (lncRNAs). However, the intricate interplay between extracellular vesicles-related lncRNAs and the tumor microenvironment (TME) remains poorly elucidated. Consequently, our investigation aimed to delineate the association between extracellular vesicles-related lncRNAs and the PAAD microenvironment. Initially, we identified differentially expressed lncRNAs (DELs) from The Cancer Genome Atlas (TCGA) and Genotype-Tissue Expression (GTEx) project datasets. Subsequently, we validated the expression of these DELs within extracellular vesicles and assessed their prognostic implications in PAAD using the GSE133684 and TCGA datasets. Multiomics data were analyzed comprehensively, including genomic landscape, functional annotation, immune profiles, and therapeutic responses. Differential expression of selected lncRNAs in both cellular and exosomal fractions of PAAD was further confirmed through quantitative polymerase chain reaction (qPCR). Eight DELs were identified from TCGA and GTEx datasets, and two exosomal lncRNAs exhibited a significant correlation with overall survival, warranting further investigation. Specifically, elevated expression of LINC00996 correlated positively with immune infiltration and enhanced response to immunotherapy. Conversely, heightened expression of TRHED-AS1 was associated with compromised immune cell infiltration and diminished responsiveness to immunotherapy. Our study establishes a compelling link between two extracellular vesicles-related gene signatures, prognosis, and immune infiltration in PAAD. Notably, these signatures serve as robust prognostic indicators for PAAD patients, offering valuable insights for the strategic selection of immunotherapeutic interventions.", "claims": [{"id": "claim-method", "statement": "To investigate the expression disparity between PAAD and normal tissues, the Wilcoxon test was used using the “limma” package in R (criteria: log2 fold change > 1, false discovery rate > 0.05). Subsequently, a heatmap was then used to visualize eight DELs. Following this, the expression data of these DELs were integrated with survival data from 176 patients and subjected to univariate Cox analysis, with a significance threshold set at P < 0.01.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39220187", "locator": "sections[4] \"2.2. 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