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: FAT2

Gene summary for FAT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAT2

Gene ID

2196

Gene nameFAT atypical cadherin 2
Gene AliasCDHF8
Cytomap5q33.1
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q6PIA2


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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
2196FAT2CCI_1HumanCervixCC1.74e-046.34e-010.528
2196FAT2CCI_2HumanCervixCC1.15e-111.27e+000.5249
2196FAT2CCI_3HumanCervixCC3.53e-291.83e+000.516
2196FAT2sample3HumanCervixCC9.92e-052.12e-010.1387
2196FAT2T3HumanCervixCC4.61e-042.04e-010.1389
2196FAT2LZE4THumanEsophagusESCC9.89e-083.20e-010.0811
2196FAT2LZE8THumanEsophagusESCC1.14e-165.91e-010.067
2196FAT2P2T-EHumanEsophagusESCC3.84e-144.48e-010.1177
2196FAT2P4T-EHumanEsophagusESCC5.26e-041.43e-010.1323
2196FAT2P5T-EHumanEsophagusESCC1.87e-113.16e-010.1327
2196FAT2P11T-EHumanEsophagusESCC8.43e-211.42e+000.1426
2196FAT2P12T-EHumanEsophagusESCC3.84e-052.04e-010.1122
2196FAT2P15T-EHumanEsophagusESCC2.72e-165.19e-010.1149
2196FAT2P16T-EHumanEsophagusESCC9.67e-084.34e-020.1153
2196FAT2P17T-EHumanEsophagusESCC1.92e-094.10e-010.1278
2196FAT2P20T-EHumanEsophagusESCC3.25e-101.96e-010.1124
2196FAT2P21T-EHumanEsophagusESCC8.42e-173.28e-010.1617
2196FAT2P22T-EHumanEsophagusESCC5.23e-265.14e-010.1236
2196FAT2P23T-EHumanEsophagusESCC8.45e-051.18e-010.108
2196FAT2P24T-EHumanEsophagusESCC1.23e-042.78e-010.1287
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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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:000166719Oral cavityOSCCameboidal-type cell migration228/7305475/187233.46e-053.10e-04228
GO:001063118Oral cavityOSCCepithelial cell migration174/7305357/187231.04e-047.70e-04174
GO:009013218Oral cavityOSCCepithelium migration175/7305360/187231.18e-048.54e-04175
GO:009013018Oral cavityOSCCtissue migration176/7305365/187231.92e-041.29e-03176
GO:003158918Oral cavityLPcell-substrate adhesion111/4623363/187235.94e-033.53e-02111
GO:003158920SkinAKcell-substrate adhesion74/1910363/187234.40e-093.30e-0774
GO:001063124SkinAKepithelial cell migration70/1910357/187235.88e-082.95e-0670
GO:009013224SkinAKepithelium migration70/1910360/187238.28e-083.89e-0670
GO:009013024SkinAKtissue migration70/1910365/187231.45e-076.29e-0670
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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
FAT2SNVMissense_Mutationnovelc.12226N>Tp.His4076Tyrp.H4076YQ9NYQ8protein_codingdeleterious(0.01)possibly_damaging(0.469)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
FAT2SNVMissense_Mutationc.7928T>Ap.Val2643Aspp.V2643DQ9NYQ8protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
FAT2SNVMissense_Mutationc.5269N>Gp.Met1757Valp.M1757VQ9NYQ8protein_codingtolerated(1)benign(0)TCGA-A2-A0SV-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonate therapyzometaPD
FAT2SNVMissense_Mutationnovelc.5582N>Tp.His1861Leup.H1861LQ9NYQ8protein_codingtolerated(0.09)benign(0.082)TCGA-A7-A3IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
FAT2SNVMissense_Mutationc.3607N>Cp.Glu1203Glnp.E1203QQ9NYQ8protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
FAT2SNVMissense_Mutationc.7356N>Cp.Leu2452Phep.L2452FQ9NYQ8protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FAT2SNVMissense_Mutationrs750499129c.5887N>Cp.Asp1963Hisp.D1963HQ9NYQ8protein_codingtolerated(0.1)benign(0.125)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FAT2SNVMissense_Mutationc.1798N>Cp.Glu600Glnp.E600QQ9NYQ8protein_codingtolerated(0.45)possibly_damaging(0.571)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FAT2SNVMissense_Mutationc.1580N>Cp.Arg527Thrp.R527TQ9NYQ8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FAT2SNVMissense_Mutationnovelc.8539N>Tp.Leu2847Phep.L2847FQ9NYQ8protein_codingtolerated(0.05)probably_damaging(0.967)TCGA-AN-A046-01Breastbreast invasive 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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