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: GTF2IRD1

Gene summary for GTF2IRD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTF2IRD1

Gene ID

9569

Gene nameGTF2I repeat domain containing 1
Gene AliasBEN
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9UHL9


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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
9569GTF2IRD1CCI_1HumanCervixCC5.89e-181.25e+000.528
9569GTF2IRD1CCI_2HumanCervixCC2.67e-056.39e-010.5249
9569GTF2IRD1CCI_3HumanCervixCC2.32e-181.21e+000.516
9569GTF2IRD1HTA11_1938_2000001011HumanColorectumAD5.56e-046.04e-01-0.0811
9569GTF2IRD1HTA11_696_2000001011HumanColorectumAD1.10e-026.11e-01-0.1464
9569GTF2IRD1HTA11_1391_2000001011HumanColorectumAD1.07e-047.61e-01-0.059
9569GTF2IRD1HTA11_866_3004761011HumanColorectumAD2.78e-045.33e-010.096
9569GTF2IRD1HTA11_10711_2000001011HumanColorectumAD7.12e-078.11e-010.0338
9569GTF2IRD1HTA11_7696_3000711011HumanColorectumAD9.80e-259.23e-010.0674
9569GTF2IRD1HTA11_6818_2000001011HumanColorectumAD3.99e-078.39e-010.0112
9569GTF2IRD1HTA11_99999965104_69814HumanColorectumMSS2.22e-077.97e-010.281
9569GTF2IRD1HTA11_99999971662_82457HumanColorectumMSS4.02e-111.10e+000.3859
9569GTF2IRD1HTA11_99999973899_84307HumanColorectumMSS2.80e-181.45e+000.2585
9569GTF2IRD1HTA11_99999974143_84620HumanColorectumMSS3.13e-291.18e+000.3005
9569GTF2IRD1A001-C-207HumanColorectumFAP1.07e-052.99e-010.1278
9569GTF2IRD1A015-C-203HumanColorectumFAP6.67e-23-1.60e-01-0.1294
9569GTF2IRD1A015-C-204HumanColorectumFAP1.44e-04-6.56e-02-0.0228
9569GTF2IRD1A014-C-040HumanColorectumFAP5.29e-04-3.05e-01-0.1184
9569GTF2IRD1A002-C-201HumanColorectumFAP1.17e-103.17e-020.0324
9569GTF2IRD1A002-C-203HumanColorectumFAP1.09e-042.27e-010.2786
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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
∗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:00902578CervixCCregulation of muscle system process45/2311252/187236.73e-033.70e-0245
GO:00435024CervixCCregulation of muscle adaptation21/231198/187237.71e-034.09e-0221
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0043502ColorectumADregulation of muscle adaptation31/391898/187238.45e-034.94e-0231
GO:00902572ColorectumMSSregulation of muscle system process66/3467252/187231.55e-031.41e-0266
GO:00030121ColorectumMSSmuscle system process105/3467452/187236.39e-034.26e-02105
GO:00902574ColorectumFAPregulation of muscle system process58/2622252/187237.22e-051.33e-0358
GO:00030122ColorectumFAPmuscle system process89/2622452/187234.63e-045.39e-0389
GO:00435022ColorectumFAPregulation of muscle adaptation26/262298/187237.75e-048.17e-0326
GO:00435001ColorectumFAPmuscle adaptation28/2622121/187234.50e-033.06e-0228
GO:00902575ColorectumCRCregulation of muscle system process51/2078252/187231.49e-054.63e-0451
GO:00030123ColorectumCRCmuscle system process74/2078452/187233.92e-045.80e-0374
GO:00435023ColorectumCRCregulation of muscle adaptation21/207898/187232.22e-032.16e-0221
GO:00030126EndometriumAEHmuscle system process78/2100452/187236.89e-051.06e-0378
GO:00902579EndometriumAEHregulation of muscle system process44/2100252/187231.92e-031.51e-0244
GO:000301213EndometriumEECmuscle system process79/2168452/187231.16e-041.55e-0379
GO:009025712EndometriumEECregulation of muscle system process44/2168252/187233.51e-032.36e-0244
GO:00030124LungIACmuscle system process71/2061452/187231.29e-031.45e-0271
GO:00902577LungIACregulation of muscle system process43/2061252/187232.35e-032.28e-0243
GO:000301211LungAISmuscle system process63/1849452/187233.18e-033.05e-0263
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04022ColorectumMSScGMP-PKG signaling pathway51/1875167/84656.83e-032.73e-021.67e-0251
hsa040221ColorectumMSScGMP-PKG signaling pathway51/1875167/84656.83e-032.73e-021.67e-0251
hsa040222ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa040223ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa03022Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa030221Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
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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
GTF2IRD1MSC.MVACervixCCFP236383.3,NEAT1,KLHL11, etc.1.64e-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.
GTF2IRD1MMCLungHealthyGOLIM4,MR1,RHOU, etc.1.19e-03The 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.
GTF2IRD1INCAFOral cavityLPCCDC146,FUT10,DLGAP1, etc.4.20e-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.
GTF2IRD1MYOFIBOral cavityOSCCCCDC146,FUT10,DLGAP1, etc.1.00e-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.
GTF2IRD1INCAFOral cavityOSCCCCDC146,FUT10,DLGAP1, etc.4.76e-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.
GTF2IRD1M2MACPancreasPDACUBXN2A,IGFBP2,CHMP4A, etc.3.03e-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.
∗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
GTF2IRD1insertionNonsense_Mutationnovelc.1241_1242insCCACACCTAGCTTTTTGTATTTTACp.Asp415HisfsTer3p.D415Hfs*3Q9UHL9protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
GTF2IRD1insertionNonsense_Mutationnovelc.2914_2915insCTCATGCCTGTAATCCCAGCTACTTGGAAGGCTGAGATAGGAp.Gly972delinsAlaHisAlaCysAsnProSerTyrLeuGluGlyTerAspArgArgp.G972delinsAHACNPSYLEG*DRRQ9UHL9protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GTF2IRD1insertionIn_Frame_Insnovelc.766_767insAAAGCTGTCCATGTGTCCTCTCCTTTACTCAGGp.Pro256delinsGlnSerCysProCysValLeuSerPheThrGlnAlap.P256delinsQSCPCVLSFTQAQ9UHL9protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GTF2IRD1insertionFrame_Shift_Insnovelc.1904_1905insTCCCATCCCAGCTGTTCTCTGGGCAGGGACAAGGGAGAGAp.Val636ProfsTer18p.V636Pfs*18Q9UHL9protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
GTF2IRD1insertionIn_Frame_Insnovelc.1388_1389insATTAATTAGATTAAAGTACAACAAp.Ile463_Phe464insLeuIleArgLeuLysTyrAsnAsnp.I463_F464insLIRLKYNNQ9UHL9protein_codingTCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GTF2IRD1SNVMissense_Mutationrs781925026c.2546G>Ap.Arg849Glnp.R849QQ9UHL9protein_codingtolerated(0.07)benign(0.255)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
GTF2IRD1SNVMissense_Mutationc.2029N>Ap.Glu677Lysp.E677KQ9UHL9protein_codingdeleterious(0.01)benign(0.023)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GTF2IRD1SNVMissense_Mutationc.2637G>Tp.Lys879Asnp.K879NQ9UHL9protein_codingdeleterious(0.02)possibly_damaging(0.725)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GTF2IRD1SNVMissense_Mutationnovelc.277N>Gp.Gln93Glup.Q93EQ9UHL9protein_codingtolerated(1)benign(0.001)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GTF2IRD1SNVMissense_Mutationnovelc.2837N>Tp.Ala946Valp.A946VQ9UHL9protein_codingtolerated(0.21)benign(0.02)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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