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pmid:29285246

Gene function analysis and underlying mechanism of esophagus cancer based on microarray gene expression profiling.

Ying Yue · Mengjia Song · Yamin Qiao · Pupu Li · Yiqiang Yuan · Jingyao Lian · Suying Wang · Yi Zhang

Oncotarget · 2017 doi:10.18632/oncotarget.22160

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:29285246
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title
Gene function analysis and underlying mechanism of esophagus cancer based on microarray gene expression profiling.
doi
10.18632/oncotarget.22160
pmid
29285246
authors array · 8 items
[0]
Ying Yue
[1]
Mengjia Song
[2]
Yamin Qiao
[3]
Pupu Li
[4]
Yiqiang Yuan
[5]
Jingyao Lian
[6]
Suying Wang
[7]
Yi Zhang
journal
Oncotarget
year
2017
abstract
Esophageal cancer (EC) is one of the most common digestive malignant tumors worldwide. Over the past decades, there have been minimal improvements in outcomes for patients with EC. New targets and novel therapies are needed to improve outcomes for these patients. This study aimed to explore the molecular mechanisms of EC by integrated bioinformatic analyses of the feature genes associated with EC and correlative gene functions which can distinguish cancerous tissues from non-cancerous tissues. Gene expression profile GSE20347 was downloaded from Gene Expression Omnibus (GEO) database, including 17 EC samples and their paired adjacent non-cancerous samples. The differentially expressed genes (DEGs) between EC and normal specimens were identified and then applied to analyze the GO enrichment on gene functions and KEGG pathways. Corresponding Pathway Relation Network (Pathway-net) and Gene Signal Network (signal-net) of DEGs were established based on the data collected from GCBI datasets. The results showed that DEGs mainly participated in the process of cell adhesion, cell proliferation, survival, invasion, metastasis and angiogenesis. Aberrant expression of PTK2, MAPK signaling pathway, PI3K-Akt signaling pathway, p53 signaling pathway and MET were closely associated with EC carcinogenesis. Importantly, Interleukin 8 (IL8) and C-X-C chemokine receptor type 7 (CXCR-7) were predicted to be significantly related to EC. These findings were further validated by analyzing both TCGA database and our clinical samples of EC. Our discovery provides a registry of genes and pathways that are disrupted in EC, which has the potential to be used in clinic for diagnosis and target therapy of EC in future.
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Then, DEGs between EC and normal tissues were identified with the FC method (no less than 3 biological replicates each group) and the Significance Analysis of Microarrays (SAM) method (no less than3 biological replicates each group) [24].
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sections[13] "DEGs screening and hierarchical cluster analysis" paragraph 2
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Then, DEGs between EC and normal tissues were identified with the FC method (no less than 3 biological replicates each group) and the Significance Analysis of Microarrays (SAM) method (no less than3 biological replicates each group) [24].
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Gene expression profile GSE20347 was downloaded from Gene Expression Omnibus (GEO) database, including 17 EC samples and their paired adjacent non-cancerous samples.
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Gene expression profile GSE20347 was downloaded from Gene Expression Omnibus (GEO) database, including 17 EC samples and their paired adjacent non-cancerous samples.
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Using fold change and the Significance Analysis of Microarrays (SAM) method with q-value-based false discovery rate control, the study analyzed GSE20347 downloaded from GEO, comprising 17 paired esophageal cancer and adjacent non-cancerous samples, and identified 1,348 differentially expressed genes.
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Gene expression profile GSE20347 was downloaded from Gene Expression Omnibus (GEO) database, including 17 EC samples and their paired adjacent non-cancerous samples.
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The differentially expressed genes (DEGs) between EC and normal specimens were identified and then applied to analyze the GO enrichment on gene functions and KEGG pathways.
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Using fold change and the Significance Analysis of Microarrays (SAM) method with q-value-based false discovery rate control, the study analyzed GSE20347 downloaded from GEO, comprising 17 paired esophageal cancer and adjacent non-cancerous samples, and identified 1,348 differentially expressed genes.
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Analysis of gene expression in esophageal squamous cell carcinoma (ESCC)
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The top20 significant up-regulated and down-regulated DEGs involved in EC according to fold change
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Table 1
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The top20 significant up-regulated and down-regulated DEGs involved in EC according to fold change
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[0]
Group
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Gene Symbol
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Gene Description
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Fold Change
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p-value
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MMP1
[2]
matrix metallopeptidase 1 (interstitial collagenase)
[3]
33.299251
[4]
0.000199
[2] array · 4 items
[0]
SPP1
[1]
secreted phosphoprotein 1
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24.812088
[3]
0.000105
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COL11A1
[1]
collagen, type XI, alpha 1
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20.854271
[3]
0.000211
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neurotensin
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15.378321
[3]
0.007374
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periostin, osteoblast specific factor
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13.764033
[3]
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anoctamin 1, calcium activated chloride channel
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matrix metallopeptidase 12 (macrophage elastase)
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12.706198
[3]
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10.73413
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0.000315
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interleukin 8
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10.236861
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0.000172
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COL1A2
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collagen, type I, alpha 2
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9.234818
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0.001952
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collagen, type I, alpha 1
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9.214333
[3]
0.001832
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JUP
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junction plakoglobin
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8.955021
[3]
0.001329
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matrix metallopeptidase 10 (stromelysin 2)
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8.592152
[3]
0.002876
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aldo-keto reductase family 1, member C1
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8.546899
[3]
0.004894
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sulfatase 1
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7.965726
[3]
0.000175
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Zic family member 1
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7.84641
[3]
0.000662
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[0]
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apolipoprotein B mRNA editing enzyme, catalytic polypeptide-like 3B
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7.596131
[3]
0.000517
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CDH11
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cadherin 11, type 2, OB-cadherin (osteoblast)
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7.206682
[3]
0.000612
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[0]
INHBA
[1]
inhibin, beta A
[2]
7.125975
[3]
0.001156
[20] array · 5 items
[0]
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CRISP3
[2]
cysteine-rich secretory protein 3
[3]
−145.091859
[4]
0.000046
[21] array · 4 items
[0]
CRNN
[1]
cornulin
[2]
−84.394306
[3]
0.000063
[22] array · 4 items
[0]
MAL
[1]
mal, T-cell differentiation protein
[2]
−57.860795
[3]
0.000076
[23] array · 4 items
[0]
CRCT1
[1]
cysteine-rich C-terminal 1
[2]
−49.533869
[3]
0.000079
[24] array · 4 items
[0]
TGM3
[1]
transglutaminase 3 (E polypeptide, protein-glutamine-gamma-glutamyltransferase)
[2]
−47.423993
[3]
0.000069
[25] array · 4 items
[0]
SCEL
[1]
sciellin
[2]
−41.055178
[3]
0.00006
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[0]
CLCA4
[1]
chloride channel accessory 4
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−40.459777
[3]
0.000113
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chloride intracellular channel 3
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−40.15493
[3]
0.000051
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[0]
KRT4
[1]
keratin 4
[2]
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[3]
0.000344
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[0]
SLURP1
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secreted LY6/PLAUR domain containing 1
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−32.55029
[3]
0.000047
[30] array · 4 items
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SPINK5
[1]
serine peptidase inhibitor, Kazal type 5
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0.000058
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TMPRSS11E
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transmembrane protease, serine 11E
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0.000129
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[1]
endonuclease, polyU-specific
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hydroxyprostaglandin dehydrogenase 15-(NAD)
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kallikrein-related peptidase 13
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carcinoembryonic antigen-related cell adhesion molecule 7
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chemokine (C-X-C motif) receptor 2
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protein phosphatase 1, regulatory subunit 3C
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keratin 13
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The top10 significant pathways identified by pathway-net analysis of DEGs associated with EC according to degree number
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The top10 significant pathways identified by pathway-net analysis of DEGs associated with EC according to degree number
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Table 3
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The top10 significant DEGs identified by signal-net analysis in EC according to betweenness value
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[3]
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Then, DEGs between EC and normal tissues were identified with the FC method (no less than 3 biological replicates each group) and the Significance Analysis of Microarrays (SAM) method (no less than3 biological replicates each group) [24].
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Gene expression profile GSE20347 was downloaded from Gene Expression Omnibus (GEO) database, including 17 EC samples and their paired adjacent non-cancerous samples.
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lying mechanism of esophagus cancer based on microarray gene expression profiling.
[1]
according to betweenness value Validation of microarray data in clinical samples by real time polyme
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time polymerase chain reaction (RT-PCR) and immunohistochemistry (IHC) As shown in Table 1 that IL8 and CXCR7
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:29285246", "kind": "science-record", "revision": 8, "content_hash": "sha256:d44b32892e569924447f6184ca5e1d795d3a5087c7dd6ca8dbb455f765838bcc", "created_at": "2026-11-01T15:40:30Z", "updated_at": "2026-11-01T21:59:39Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Gene function analysis and underlying mechanism of esophagus cancer based on microarray gene expression profiling.", "doi": "10.18632/oncotarget.22160", "pmid": "29285246", "authors": ["Ying Yue", "Mengjia Song", "Yamin Qiao", "Pupu Li", "Yiqiang Yuan", "Jingyao Lian", "Suying Wang", "Yi Zhang"], "journal": "Oncotarget", "year": 2017, "abstract": "Esophageal cancer (EC) is one of the most common digestive malignant tumors worldwide. Over the past decades, there have been minimal improvements in outcomes for patients with EC. New targets and novel therapies are needed to improve outcomes for these patients. This study aimed to explore the molecular mechanisms of EC by integrated bioinformatic analyses of the feature genes associated with EC and correlative gene functions which can distinguish cancerous tissues from non-cancerous tissues. Gene expression profile GSE20347 was downloaded from Gene Expression Omnibus (GEO) database, including 17 EC samples and their paired adjacent non-cancerous samples. The differentially expressed genes (DEGs) between EC and normal specimens were identified and then applied to analyze the GO enrichment on gene functions and KEGG pathways. Corresponding Pathway Relation Network (Pathway-net) and Gene Signal Network (signal-net) of DEGs were established based on the data collected from GCBI datasets. The results showed that DEGs mainly participated in the process of cell adhesion, cell proliferation, survival, invasion, metastasis and angiogenesis. Aberrant expression of PTK2, MAPK signaling pathway, PI3K-Akt signaling pathway, p53 signaling pathway and MET were closely associated with EC carcinogenesis. Importantly, Interleukin 8 (IL8) and C-X-C chemokine receptor type 7 (CXCR-7) were predicted to be significantly related to EC. These findings were further validated by analyzing both TCGA database and our clinical samples of EC. 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"Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "centrality"}}, {"id": "method-4", "family": null, "specific": null, "label": "Significance Analysis of Microarrays (SAM)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Then, DEGs between EC and normal tissues were identified with the FC method (no less than 3 biological replicates each group) and the Significance Analysis of Microarrays (SAM) method (no less than3 biological replicates each group) [24]."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE20347"], "resolved_accessions": ["GSE20347"], "statements": ["Gene expression profile GSE20347 was downloaded from Gene Expression Omnibus (GEO) database, including 17 EC samples and their paired adjacent non-cancerous samples."], "basis": "The paper names GSE20347 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:29285246", "data:geo:GSE20347", "asset:table:pmid:29285246:1", "asset:table:pmid:29285246:2", "asset:table:pmid:29285246:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE20347"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:33:18Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 8, "usage": {"prompt_tokens": 63625, "completion_tokens": 4608, "cached_tokens": 2080}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:29285246", "type": "paper", "label": "pmid:29285246"}, {"id": "source:pmid:29285246", "type": "manuscript", "label": "PMID 29285246 full text"}, {"id": "data:geo:GSE20347", "type": "dataset", "label": "GEO GSE20347"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:29285246", "type": "paper", "label": "pmid:29285246"}, {"id": "source:pmid:29285246", "type": "manuscript", "label": "PMID 29285246 full text"}, {"id": "data:geo:GSE20347", "type": "dataset", "label": "GEO GSE20347"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-29285246", "type": "extraction", "used": ["source:pmid:29285246"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE20347", "type": "accession_resolution", "used": ["data:geo:GSE20347"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"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": {"parent_id": "pmid:29285246", "parent_hash": "sha256:61cc6a2ca2b37e653e2162013745741e72c4719a4993153a5cfde5ef56216f48", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE20347 licence not read", "asset:data:geo:GSE20347 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["lying mechanism of esophagus cancer based on microarray gene expression profiling.", "according to betweenness value Validation of microarray data in clinical samples by real time polyme"], "order_basis": "paper_text_order:32", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["mplicated in EC were MAPK signaling pathway, apoptosis, pathways in cancer, cell cycle, calcium sig"], "order_basis": "paper_text_order:2192", "id": "assay:2"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["time polymerase chain reaction (RT-PCR) and immunohistochemistry (IHC) As shown in Table 1 that IL8 and CXCR7", "ue of EC were analyzed by IHC. (F) The final immunoreactivity score of IL8 and CXCR7 expression in 22 pair", "reaction (RT-PCR) and immunohistochemistry (IHC) As shown in Table 1 that IL8 and CXCR7 were", "CXCR7 in cancerous tissues was identified by IHC (Figure 7E, 7F). These findings indicated th"], "order_basis": "paper_text_order:4984", "id": "assay:3"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}