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pmid:31213913

Comprehensive analysis of genes based on chr1p/19q co-deletion reveals a robust 4-gene prognostic signature for lower grade glioma.

Chuang Zhang · Ruoxi Yu · Zhi Li · Huicong Song · Dan Zang · Mingming Deng · Yibo Fan · Yunpeng Liu · Ye Zhang · Xiujuan Qu

Cancer management and research · 2019 doi:10.2147/CMAR.S199396

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Experiment

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Data

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Comprehensive analysis of genes based on chr1p/19q co-deletion reveals a robust 4-gene prognostic signature for lower grade glioma.
doi
10.2147/CMAR.S199396
pmid
31213913
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[0]
Chuang Zhang
[1]
Ruoxi Yu
[2]
Zhi Li
[3]
Huicong Song
[4]
Dan Zang
[5]
Mingming Deng
[6]
Yibo Fan
[7]
Yunpeng Liu
[8]
Ye Zhang
[9]
Xiujuan Qu
journal
Cancer management and research
year
2019
abstract
Purpose: The chr1p/19q co-deletion is a favorable prognostic factor in patients with lower grade glioma. The aim of this study was to reveal key genes for prognosis and establish prognostic gene signatures based on genes encoded by chr1p/19q. Materials and methods: The data was downloaded from The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA) and Gene Expression Omnibus (GEO). Differentially expressed genes (DEGs) between lower grade glioma tissue and normal brain were identified. The univariate COX regression, robust likelihood-base survival analysis (rbsurv) and multivariate COX regression analysis were used to establish the 4-gene-signature based on the DEGs. The receiver operating characteristic (ROC) curve and the Kaplan-Mere curve were used to verify the prediction accuracy of the signature. Gene Set Enrichment Analysis (GSEA) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis were also performed to explore the reasons for good prognosis in patients with chr1p/19q deletion. Results: A total of 1346 DEGs were identified between lower grade glioma samples and normal brain samples in GSE16011, including 56 up-regulated mRNAs located on chr1p and 20 up-regulated mRNAs located on chr19q. We established a 4-gene-signature that was significantly associated with survival based on the 76 gene. The AUC of the 4-gene-signature for 5-year OS in TCGA and CGGA was 0.837 and 0.876, respectively, which was superior compared to other parameters such as chr1p/19q co-deletion, IDH mutant, WHO grade and histology type, especially in chr1p/19q non-co-deletion patients. GSEA and KEGG analysis suggested that the prolongation of chr1p/19q in patients could be associated with cell cycle and DNA mismatch repairing. Conclusions: We established a robust 4-gene-signature based on the chr1p/19q and we explored the potential function of these newly identified survival-associated genes by bioinformatics analysis. The 4-gene from the signature are promising molecular targets to be used in the future.
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Intrinsic Gene Expression Profiles of Gliomas are a Better Predictor of Survival than Histology
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Three lower grade glioma datasets used in this study
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label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
COX regression
[1] object · 10 fields
id
method-2
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.8
band
high
quote
limma
[2] object · 10 fields
id
method-3
family
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
Hierarchical clustering
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE16011
resolved_accessions array · 1 item
[0]
GSE16011
statements array · 1 item
[0]
RNASeqV2 level3 data from 510 lower grade glioma patients with complete clinical data in The Cancer Genome Atlas (TCGA) cohort were downloaded from TCGA data portal (http://cancergenome.nih.gov/).
basis
The paper names GSE16011 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
cox_ph
assets array · 4 items
[0]
source:pmid:31213913
[1]
data:geo:GSE16011
[2]
asset:table:pmid:31213913:1
[3]
asset:table:pmid:31213913:2
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE16011
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:45:55Z
independence
single_reader
evidence_check object · 2 fields
method
absent
availability
null
calls
3
usage object · 3 fields
prompt_tokens
30575
completion_tokens
1783
cached_tokens
784
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
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MiniMax-M3.1-Flash
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minimax
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[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
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absent
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not_run
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null
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[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:31213913
type
paper
label
pmid:31213913
[1] object · 3 fields
id
source:pmid:31213913
type
manuscript
label
PMID 31213913 full text
[2] object · 3 fields
id
data:geo:GSE16011
type
dataset
label
GEO GSE16011
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:31213913
type
paper
label
pmid:31213913
[1] object · 3 fields
id
source:pmid:31213913
type
manuscript
label
PMID 31213913 full text
[2] object · 3 fields
id
data:geo:GSE16011
type
dataset
label
GEO GSE16011
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31213913
type
extraction
used array · 1 item
[0]
source:pmid:31213913
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE16011
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE16011
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:31213913
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sha256:67e9d4354508604157553eb6db58330870046127eeecb27ee8db6144d6ee28fc
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE16011 licence not read
[1]
asset:data:geo:GSE16011 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
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0.99
evidence array · 2 items
[0]
nd used as an independent validation cohort. Microarray dataset GSE16011 with 284 glioma (WHO grade
[1]
eight normal brain samples measured by using Affymetrix U133 plus 2.0 array (GPL8542) were downloade
order_basis
paper_text_order:2705
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
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supported
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dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
COX regression
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assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31213913", "kind": "science-record", "revision": 8, "content_hash": "sha256:a713a8831b3c04148f971ff8f35f0680519bb90d6e354543393c7e578422441b", "created_at": "2026-11-01T15:40:46Z", "updated_at": "2026-11-01T22:00:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive analysis of genes based on chr1p/19q co-deletion reveals a robust 4-gene prognostic signature for lower grade glioma.", "doi": "10.2147/CMAR.S199396", "pmid": "31213913", "authors": ["Chuang Zhang", "Ruoxi Yu", "Zhi Li", "Huicong Song", "Dan Zang", "Mingming Deng", "Yibo Fan", "Yunpeng Liu", "Ye Zhang", "Xiujuan Qu"], "journal": "Cancer management and research", "year": 2019, "abstract": "Purpose: The chr1p/19q co-deletion is a favorable prognostic factor in patients with lower grade glioma. The aim of this study was to reveal key genes for prognosis and establish prognostic gene signatures based on genes encoded by chr1p/19q. Materials and methods: The data was downloaded from The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA) and Gene Expression Omnibus (GEO). Differentially expressed genes (DEGs) between lower grade glioma tissue and normal brain were identified. The univariate COX regression, robust likelihood-base survival analysis (rbsurv) and multivariate COX regression analysis were used to establish the 4-gene-signature based on the DEGs. The receiver operating characteristic (ROC) curve and the Kaplan-Mere curve were used to verify the prediction accuracy of the signature. Gene Set Enrichment Analysis (GSEA) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis were also performed to explore the reasons for good prognosis in patients with chr1p/19q deletion. Results: A total of 1346 DEGs were identified between lower grade glioma samples and normal brain samples in GSE16011, including 56 up-regulated mRNAs located on chr1p and 20 up-regulated mRNAs located on chr19q. We established a 4-gene-signature that was significantly associated with survival based on the 76 gene. The AUC of the 4-gene-signature for 5-year OS in TCGA and CGGA was 0.837 and 0.876, respectively, which was superior compared to other parameters such as chr1p/19q co-deletion, IDH mutant, WHO grade and histology type, especially in chr1p/19q non-co-deletion patients. GSEA and KEGG analysis suggested that the prolongation of chr1p/19q in patients could be associated with cell cycle and DNA mismatch repairing. Conclusions: We established a robust 4-gene-signature based on the chr1p/19q and we explored the potential function of these newly identified survival-associated genes by bioinformatics analysis. The 4-gene from the signature are promising molecular targets to be used in the future.", "claims": [{"id": "claim-data-access", "statement": "RNASeqV2 level3 data from 510 lower grade glioma patients with complete clinical data in The Cancer Genome Atlas (TCGA) cohort were downloaded from TCGA data portal (http://cancergenome.nih.gov/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31213913", "locator": "sections[3] \"Patients and samples information\" paragraph 2", "quote": "RNASeqV2 level3 data from 510 lower grade glioma patients with complete clinical data in The Cancer Genome Atlas (TCGA) cohort were downloaded from TCGA data portal (http://cancergenome.nih.gov/)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:31213913"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE16011"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE16011"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31213913", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/CMAR.S199396", "sha256": 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"structure": {"pmcid": "PMC6551448", "section_index": 4, "section_title": "Establishment of 4-gene-signature", "row_count": 4, "column_count": 4}, "table": {"label": "Table 1", "caption": "Three lower grade glioma datasets used in this study", "rows": [["Data sets", "Platform", "Component of samples", "Use"], ["GSE16011", "GPL8542", "284 glioma (LGG 125, GBM 159),8 normal brain sample", "Used for DEGs analysis"], ["TCGA LGG mRNA-seq", "IlluminaHiseq_RNAseq", "534 lower grade glioma", "Training set for prognositc gene signature"], ["CGGA mRNA-seq", "Illunima Hiseq 2000", "325 glioma (LGG 181, GBM 144)", "Validation set for prognositc gene signature"]], "row_count": 4, "column_count": 4, "numeric_cells": 6, "header_rows": 1, "locator": "section[4]/table-wrap[1]#T0001"}}, {"id": "asset:table:pmid:31213913:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": 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