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: TGIF2

Gene summary for TGIF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TGIF2

Gene ID

60436

Gene nameTGFB induced factor homeobox 2
Gene AliasTGIF2
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9GZN2


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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
60436TGIF2HTA11_3410_2000001011HumanColorectumAD2.29e-051.44e-010.0155
60436TGIF2HTA11_1391_2000001011HumanColorectumAD3.65e-102.86e-01-0.059
60436TGIF2HTA11_866_3004761011HumanColorectumAD1.27e-122.77e-010.096
60436TGIF2HTA11_8622_2000001021HumanColorectumSER4.45e-031.83e-010.0528
60436TGIF2HTA11_7663_2000001011HumanColorectumSER6.81e-042.31e-010.0131
60436TGIF2HTA11_10711_2000001011HumanColorectumAD9.64e-061.83e-010.0338
60436TGIF2HTA11_7696_3000711011HumanColorectumAD2.67e-203.70e-010.0674
60436TGIF2HTA11_6818_2000001011HumanColorectumAD4.13e-052.91e-010.0112
60436TGIF2HTA11_6818_2000001021HumanColorectumAD6.03e-041.94e-010.0588
60436TGIF2HTA11_99999970781_79442HumanColorectumMSS8.44e-122.60e-010.294
60436TGIF2HTA11_99999965062_69753HumanColorectumMSI-H7.89e-034.85e-010.3487
60436TGIF2HTA11_99999965104_69814HumanColorectumMSS3.86e-113.79e-010.281
60436TGIF2HTA11_99999971662_82457HumanColorectumMSS3.40e-531.01e+000.3859
60436TGIF2HTA11_99999973899_84307HumanColorectumMSS1.49e-258.62e-010.2585
60436TGIF2HTA11_99999974143_84620HumanColorectumMSS7.76e-285.14e-010.3005
60436TGIF2LZE4THumanEsophagusESCC1.69e-021.34e-010.0811
60436TGIF2LZE8THumanEsophagusESCC1.19e-02-2.74e-020.067
60436TGIF2LZE24THumanEsophagusESCC3.65e-156.19e-010.0596
60436TGIF2LZE21THumanEsophagusESCC4.74e-029.33e-020.0655
60436TGIF2P1T-EHumanEsophagusESCC3.57e-035.33e-010.0875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0045995ColorectumADregulation of embryonic development24/391864/187231.72e-031.43e-0224
GO:0007369ColorectumADgastrulation53/3918185/187237.60e-034.60e-0253
GO:00073691ColorectumSERgastrulation43/2897185/187233.44e-032.92e-0243
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00073697Oral cavityOSCCgastrulation95/7305185/187234.17e-042.54e-0395
GO:00071789Oral cavityOSCCtransmembrane receptor protein serine/threonine kinase signaling pathway165/7305355/187232.31e-031.02e-02165
GO:000736913Oral cavityEOLPgastrulation39/2218185/187232.29e-042.25e-0339
GO:000717816Oral cavityEOLPtransmembrane receptor protein serine/threonine kinase signaling pathway64/2218355/187233.85e-043.46e-0364
GO:00016542Oral cavityEOLPeye development62/2218371/187233.18e-031.85e-0262
GO:01500632Oral cavityEOLPvisual system development62/2218375/187234.07e-032.24e-0262
GO:00488802Oral cavityEOLPsensory system development62/2218381/187235.82e-032.94e-0262
GO:00459957Oral cavityEOLPregulation of embryonic development15/221864/187236.83e-033.32e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa043506Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435013Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435022Oral cavityEOLPTGF-beta signaling pathway29/1218108/84654.81e-041.92e-031.13e-0329
hsa0435032Oral cavityEOLPTGF-beta signaling pathway29/1218108/84654.81e-041.92e-031.13e-0329
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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
TGIF2CAFBreastADJHECA,CITED2,MEG8, etc.7.99e-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.
TGIF2CAFBreastPrecancerHECA,CITED2,MEG8, etc.2.51e-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.
TGIF2TUFColorectumADJTGIF2(+)9.74e-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.
TGIF2TREGProstateBPHALKBH5,TRIM37,CIPC, etc.2.68e-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.
TGIF2TH1ProstateBPHALKBH5,TRIM37,CIPC, etc.5.28e-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.
TGIF2STMSkinADJATP11C,KRT15,CDYL2, etc.3.55e-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.
TGIF2STMSkinAKATP11C,KRT15,CDYL2, etc.1.34e-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.
TGIF2STMSkincSCCATP11C,KRT15,CDYL2, etc.4.90e-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.
TGIF2PILSkinHealthyZNF281,MAFF,NUCKS1, etc.1.33e-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.
TGIF2STMSkinSCCISATP11C,KRT15,CDYL2, etc.2.98e-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
TGIF2SNVMissense_Mutationc.467N>Tp.Pro156Leup.P156LQ9GZN2protein_codingtolerated(0.32)benign(0)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TGIF2SNVMissense_Mutationc.22G>Ap.Glu8Lysp.E8KQ9GZN2protein_codingtolerated(0.18)possibly_damaging(0.549)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TGIF2insertionNonsense_Mutationnovelc.117_118insTTTCCAGCCTGAGTCCTGCTTGTGAATGAGCTGCp.His40PhefsTer4p.H40Ffs*4Q9GZN2protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TGIF2SNVMissense_Mutationrs777710225c.61N>Tp.Arg21Cysp.R21CQ9GZN2protein_codingdeleterious(0.02)benign(0.308)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TGIF2SNVMissense_Mutationrs751068484c.121N>Tp.Arg41Cysp.R41CQ9GZN2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TGIF2SNVMissense_Mutationrs753577002c.224N>Ap.Arg75Glnp.R75QQ9GZN2protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TGIF2SNVMissense_Mutationrs772232186c.86N>Tp.Ser29Leup.S29LQ9GZN2protein_codingdeleterious(0)probably_damaging(0.963)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TGIF2SNVMissense_Mutationc.400N>Tp.Leu134Phep.L134FQ9GZN2protein_codingtolerated(0.37)benign(0.406)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
TGIF2SNVMissense_Mutationc.430N>Ap.Ala144Thrp.A144TQ9GZN2protein_codingtolerated(0.45)benign(0.001)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TGIF2SNVMissense_Mutationnovelc.509N>Ap.Ala170Aspp.A170DQ9GZN2protein_codingtolerated(0.39)benign(0.164)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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