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: GRB14

Gene summary for GRB14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRB14

Gene ID

2888

Gene namegrowth factor receptor bound protein 14
Gene AliasGRB14
Cytomap2q24.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q14449


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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
2888GRB14NAFLD1HumanLiverNAFLD1.44e-099.36e-01-0.04
2888GRB14S43HumanLiverCirrhotic1.60e-14-3.43e-01-0.0187
2888GRB14HCC1_MengHumanLiverHCC1.24e-80-6.84e-020.0246
2888GRB14HCC2_MengHumanLiverHCC2.56e-10-2.95e-010.0107
2888GRB14cirrhotic1HumanLiverCirrhotic2.34e-03-3.26e-020.0202
2888GRB14cirrhotic2HumanLiverCirrhotic4.70e-04-9.31e-030.0201
2888GRB14HCC2HumanLiverHCC2.06e-052.63e+000.5341
2888GRB14Pt13.aHumanLiverHCC8.15e-04-2.58e-010.021
2888GRB14Pt13.bHumanLiverHCC9.48e-04-1.94e-010.0251
2888GRB14Pt13.cHumanLiverHCC3.57e-04-3.43e-010.0076
2888GRB14S028HumanLiverHCC1.40e-032.77e-010.2503
2888GRB14S029HumanLiverHCC5.21e-044.63e-010.2581
2888GRB14RNA-P25T1-P25T1-1HumanLungAIS1.25e-075.96e-01-0.2116
2888GRB14RNA-P25T1-P25T1-4HumanLungAIS2.91e-095.87e-01-0.2119
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00713755LiverNAFLDcellular response to peptide hormone stimulus65/1882290/187233.95e-109.62e-0865
GO:19016536LiverNAFLDcellular response to peptide71/1882359/187231.82e-082.09e-0671
GO:00328695LiverNAFLDcellular response to insulin stimulus47/1882203/187233.60e-083.63e-0647
GO:00434346LiverNAFLDresponse to peptide hormone76/1882414/187231.51e-071.09e-0576
GO:00328685LiverNAFLDresponse to insulin53/1882264/187236.99e-073.95e-0553
GO:00082863LiverNAFLDinsulin receptor signaling pathway27/1882116/187232.50e-056.76e-0427
GO:0046626LiverNAFLDregulation of insulin receptor signaling pathway16/188266/187236.66e-048.61e-0316
GO:1900076LiverNAFLDregulation of cellular response to insulin stimulus15/188264/187231.40e-031.57e-0215
GO:004343412LiverCirrhoticresponse to peptide hormone149/4634414/187231.70e-074.49e-06149
GO:007137511LiverCirrhoticcellular response to peptide hormone stimulus110/4634290/187233.73e-078.82e-06110
GO:190165311LiverCirrhoticcellular response to peptide129/4634359/187231.23e-062.49e-05129
GO:003286911LiverCirrhoticcellular response to insulin stimulus80/4634203/187232.55e-064.63e-0580
GO:003286811LiverCirrhoticresponse to insulin95/4634264/187232.77e-053.54e-0495
GO:000828611LiverCirrhoticinsulin receptor signaling pathway44/4634116/187231.09e-037.59e-0344
GO:19000761LiverCirrhoticregulation of cellular response to insulin stimulus26/463464/187233.69e-032.03e-0226
GO:003286821LiverHCCresponse to insulin172/7958264/187237.14e-144.23e-12172
GO:003286921LiverHCCcellular response to insulin stimulus137/7958203/187234.69e-132.44e-11137
GO:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
GO:007137521LiverHCCcellular response to peptide hormone stimulus179/7958290/187232.54e-119.88e-10179
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
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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
GRB14SNVMissense_Mutationnovelc.457G>Cp.Glu153Glnp.E153QQ14449protein_codingdeleterious(0)probably_damaging(0.999)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
GRB14SNVMissense_Mutationnovelc.844N>Ap.Glu282Lysp.E282KQ14449protein_codingdeleterious(0.04)benign(0.069)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRB14SNVMissense_Mutationrs771370778c.724N>Tp.His242Tyrp.H242YQ14449protein_codingtolerated(0.17)benign(0.129)TCGA-BH-A204-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRB14deletionFrame_Shift_Delc.839delNp.Phe280SerfsTer40p.F280Sfs*40Q14449protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRB14SNVMissense_Mutationrs570762396c.823N>Tp.Arg275Trpp.R275WQ14449protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GRB14SNVMissense_Mutationnovelc.1229N>Cp.Gly410Alap.G410AQ14449protein_codingtolerated(0.14)benign(0.02)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GRB14SNVMissense_Mutationc.1117N>Ap.Glu373Lysp.E373KQ14449protein_codingdeleterious(0.02)benign(0.444)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRB14SNVMissense_Mutationrs368925193c.1006G>Ap.Ala336Thrp.A336TQ14449protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GRB14SNVMissense_Mutationnovelc.1119G>Tp.Glu373Aspp.E373DQ14449protein_codingtolerated(0.24)benign(0.147)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
GRB14SNVMissense_Mutationc.1114N>Cp.Ser372Prop.S372PQ14449protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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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
2888GRB14KINASEINSULININSULIN12242277
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