Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: GAS7

Gene summary for GAS7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GAS7

Gene ID

8522

Gene namegrowth arrest specific 7
Gene AliasGAS7
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O60861


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
8522GAS7AEH-subject4HumanEndometriumAEH4.30e-063.20e-01-0.2657
8522GAS7AEH-subject5HumanEndometriumAEH2.47e-022.07e-01-0.2953
8522GAS7EEC-subject1HumanEndometriumEEC1.32e-145.32e-01-0.2682
8522GAS7GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.62e-05-3.47e-02-0.1869
8522GAS7GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.23e-054.78e-02-0.1875
8522GAS7GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.26e-078.74e-03-0.1883
8522GAS7GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.99e-122.95e-01-0.1934
8522GAS7GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.15e-081.01e-01-0.1917
8522GAS7GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.13e-086.89e-02-0.1916
8522GAS7P2T-EHumanEsophagusESCC2.67e-039.36e-020.1177
8522GAS7P4T-EHumanEsophagusESCC2.20e-021.60e-010.1323
8522GAS7P8T-EHumanEsophagusESCC2.40e-021.47e-010.0889
8522GAS7P9T-EHumanEsophagusESCC1.45e-042.05e-010.1131
8522GAS7P11T-EHumanEsophagusESCC7.73e-169.04e-010.1426
8522GAS7P19T-EHumanEsophagusESCC1.17e-111.37e+000.1662
8522GAS7P32T-EHumanEsophagusESCC4.20e-032.98e-010.1666
8522GAS7P42T-EHumanEsophagusESCC2.62e-053.19e-010.1175
8522GAS7P44T-EHumanEsophagusESCC4.27e-082.32e-010.1096
8522GAS7P61T-EHumanEsophagusESCC4.08e-062.17e-010.099
8522GAS7P79T-EHumanEsophagusESCC3.45e-122.07e-010.1154
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000701516EndometriumAEHactin filament organization98/2100442/187231.99e-112.98e-0998
GO:005125816EndometriumAEHprotein polymerization62/2100297/187239.04e-073.19e-0562
GO:000815410EndometriumAEHactin polymerization or depolymerization44/2100218/187237.64e-051.15e-0344
GO:003004110EndometriumAEHactin filament polymerization39/2100191/187231.47e-041.96e-0339
GO:000701517EndometriumEECactin filament organization95/2168442/187231.31e-091.09e-0795
GO:005125817EndometriumEECprotein polymerization63/2168297/187231.24e-064.07e-0563
GO:000815415EndometriumEECactin polymerization or depolymerization44/2168218/187231.59e-042.00e-0344
GO:003004115EndometriumEECactin filament polymerization39/2168191/187232.85e-043.22e-0339
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:000815420EsophagusESCCactin polymerization or depolymerization130/8552218/187232.19e-051.88e-04130
GO:0030041110EsophagusESCCactin filament polymerization114/8552191/187236.46e-054.92e-04114
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
GO:003004122LiverHCCactin filament polymerization116/7958191/187232.66e-074.68e-06116
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
GAS7SNVMissense_Mutationnovelc.945N>Ap.Met315Ilep.M315IO60861protein_codingdeleterious(0.04)benign(0.138)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GAS7SNVMissense_Mutationrs774783663c.1153N>Tp.Arg385Cysp.R385CO60861protein_codingdeleterious(0.03)probably_damaging(0.952)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GAS7SNVMissense_Mutationrs779042022c.848N>Tp.Ala283Valp.A283VO60861protein_codingtolerated(0.44)possibly_damaging(0.489)TCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GAS7SNVMissense_Mutationnovelc.732G>Cp.Arg244Serp.R244SO60861protein_codingdeleterious(0)probably_damaging(0.998)TCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
GAS7insertionFrame_Shift_Insnovelc.852_853insCCATCCTCAGGGCTCAGGATGGTGTCTTGCATGTAp.Glu285ProfsTer12p.E285Pfs*12O60861protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GAS7SNVMissense_Mutationnovelc.1376T>Gp.Leu459Argp.L459RO60861protein_codingtolerated(0.11)benign(0.031)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GAS7SNVMissense_Mutationc.977G>Ap.Arg326Hisp.R326HO60861protein_codingdeleterious(0)possibly_damaging(0.648)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GAS7SNVMissense_Mutationnovelc.1163N>Gp.Asp388Glyp.D388GO60861protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GAS7SNVMissense_Mutationrs779042022c.848N>Tp.Ala283Valp.A283VO60861protein_codingtolerated(0.44)possibly_damaging(0.489)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GAS7SNVMissense_Mutationrs749184881c.1229N>Ap.Arg410Glnp.R410QO60861protein_codingdeleterious(0.01)benign(0.413)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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