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: GRHL2

Gene summary for GRHL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRHL2

Gene ID

79977

Gene namegrainyhead like transcription factor 2
Gene AliasBOM
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4DL28


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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
79977GRHL2CA_HPV_3HumanCervixCC1.76e-031.18e-010.0414
79977GRHL2CCI_1HumanCervixCC1.72e-099.01e-010.528
79977GRHL2CCI_2HumanCervixCC1.36e-211.99e+000.5249
79977GRHL2CCI_3HumanCervixCC5.37e-181.27e+000.516
79977GRHL2HTA11_3410_2000001011HumanColorectumAD6.60e-15-4.93e-010.0155
79977GRHL2HTA11_347_2000001011HumanColorectumAD3.63e-044.47e-01-0.1954
79977GRHL2HTA11_3361_2000001011HumanColorectumAD1.35e-05-5.45e-01-0.1207
79977GRHL2HTA11_696_2000001011HumanColorectumAD3.37e-03-2.17e-01-0.1464
79977GRHL2HTA11_866_3004761011HumanColorectumAD1.67e-02-3.64e-010.096
79977GRHL2HTA11_8622_2000001021HumanColorectumSER4.81e-02-5.19e-010.0528
79977GRHL2HTA11_7696_3000711011HumanColorectumAD6.33e-08-3.51e-010.0674
79977GRHL2HTA11_99999974143_84620HumanColorectumMSS1.64e-20-5.89e-010.3005
79977GRHL2F007HumanColorectumFAP4.18e-05-2.27e-010.1176
79977GRHL2A001-C-207HumanColorectumFAP1.15e-06-1.90e-010.1278
79977GRHL2A015-C-203HumanColorectumFAP4.56e-39-5.13e-01-0.1294
79977GRHL2A015-C-204HumanColorectumFAP2.16e-10-2.73e-01-0.0228
79977GRHL2A014-C-040HumanColorectumFAP4.25e-10-4.95e-01-0.1184
79977GRHL2A002-C-201HumanColorectumFAP1.91e-25-4.01e-010.0324
79977GRHL2A001-C-119HumanColorectumFAP1.15e-14-5.12e-01-0.1557
79977GRHL2A001-C-108HumanColorectumFAP2.84e-21-3.71e-01-0.0272
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00351073EndometriumAEHappendage morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00351083EndometriumAEHlimb morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00030072EndometriumAEHheart morphogenesis45/2100246/187236.41e-046.23e-0345
GO:000704310EndometriumAEHcell-cell junction assembly30/2100146/187237.29e-046.98e-0330
GO:00519739EndometriumAEHpositive regulation of telomerase activity11/210034/187238.45e-047.82e-0311
GO:00487366EndometriumAEHappendage development33/2100172/187231.41e-031.18e-0233
GO:00601736EndometriumAEHlimb development33/2100172/187231.41e-031.18e-0233
GO:00456823EndometriumAEHregulation of epidermis development16/210065/187231.81e-031.44e-0216
GO:00605414EndometriumAEHrespiratory system development37/2100203/187231.97e-031.54e-0237
GO:00432979EndometriumAEHapical junction assembly18/210078/187232.12e-031.64e-0218
GO:00303246EndometriumAEHlung development33/2100177/187232.30e-031.74e-0233
GO:00435885EndometriumAEHskin development45/2100263/187232.58e-031.90e-0245
GO:00604254EndometriumAEHlung morphogenesis13/210050/187232.81e-032.02e-0213
GO:00510549EndometriumAEHpositive regulation of DNA metabolic process36/2100201/187233.05e-032.16e-0236
GO:00303236EndometriumAEHrespiratory tube development33/2100181/187233.33e-032.32e-0233
GO:00456043EndometriumAEHregulation of epidermal cell differentiation14/210058/187234.12e-032.73e-0214
GO:0030326EndometriumAEHembryonic limb morphogenesis23/2100116/187234.58e-032.95e-0223
GO:0035113EndometriumAEHembryonic appendage morphogenesis23/2100116/187234.58e-032.95e-0223
GO:00607062EndometriumAEHcell differentiation involved in embryonic placenta development8/210025/187234.62e-032.96e-028
GO:00085447EndometriumAEHepidermis development52/2100324/187235.00e-033.14e-0252
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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
GRHL2TH1ColorectumFAPPIGR,DSP,KLF5, etc.9.69e-02The 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.
GRHL2INCAFColorectumADNXPE1,LINC02086,ATP10B, etc.3.36e-01The 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.
GRHL2STMEndometriumADJNFIA,NCALD,PKHD1L1, etc.6.45e-01The 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.
GRHL2STMEndometriumAEHNFIA,NCALD,PKHD1L1, etc.5.03e-01The 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.
GRHL2CILIAEndometriumEECNFIA,NCALD,PKHD1L1, etc.1.22e-01The 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.
∗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
GRHL2SNVMissense_Mutationc.1627N>Tp.Arg543Trpp.R543WQ6ISB3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GRHL2SNVMissense_Mutationnovelc.1129N>Tp.Asp377Tyrp.D377YQ6ISB3protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
GRHL2SNVMissense_Mutationc.610N>Tp.Leu204Phep.L204FQ6ISB3protein_codingtolerated(0.73)benign(0.321)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRHL2SNVMissense_Mutationc.1006G>Tp.Asp336Tyrp.D336YQ6ISB3protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
GRHL2SNVMissense_Mutationc.1219N>Gp.His407Aspp.H407DQ6ISB3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRHL2SNVMissense_Mutationc.667N>Ap.Ala223Thrp.A223TQ6ISB3protein_codingtolerated(0.41)benign(0.01)TCGA-E2-A15L-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GRHL2insertionIn_Frame_Insnovelc.426_427insGCCTGGCCTCGTTTTGTTTTTGTTTTTTACAGTGAGACTGAGp.Ser142_Phe143insAlaTrpProArgPheValPheValPheTyrSerGluThrGlup.S142_F143insAWPRFVFVFYSETEQ6ISB3protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
GRHL2insertionFrame_Shift_Insnovelc.458_459insCGTGGTCCTACTTCTAGTGACGCAAGGATCCCATTp.Gly154ValfsTer17p.G154Vfs*17Q6ISB3protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GRHL2insertionFrame_Shift_Insnovelc.606_607insGGGTTTCAACACACAGAAACTGCCTTGGCACCAGTGAAGCCCAGAGp.Tyr203GlyfsTer49p.Y203Gfs*49Q6ISB3protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GRHL2insertionFrame_Shift_Insnovelc.1602_1603insCTCCAGATATTTCTATGCACTCTAAAGTTTGAAAAACATGCTCTp.Thr535LeufsTer23p.T535Lfs*23Q6ISB3protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
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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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