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: DEF6

Gene summary for DEF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEF6

Gene ID

50619

Gene nameDEF6 guanine nucleotide exchange factor
Gene AliasIBP
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9H4E7


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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
50619DEF6P127T-EHumanEsophagusESCC7.63e-122.17e-010.0826
50619DEF6P128T-EHumanEsophagusESCC1.55e-134.40e-010.1241
50619DEF6P130T-EHumanEsophagusESCC1.20e-581.13e+000.1676
50619DEF6C04HumanOral cavityOSCC4.18e-093.78e-010.2633
50619DEF6C21HumanOral cavityOSCC7.22e-308.66e-010.2678
50619DEF6C30HumanOral cavityOSCC6.72e-261.03e+000.3055
50619DEF6C38HumanOral cavityOSCC1.44e-068.64e-010.172
50619DEF6C43HumanOral cavityOSCC5.70e-192.45e-010.1704
50619DEF6C46HumanOral cavityOSCC6.20e-244.57e-010.1673
50619DEF6C51HumanOral cavityOSCC8.09e-074.85e-010.2674
50619DEF6C57HumanOral cavityOSCC3.59e-104.04e-010.1679
50619DEF6C06HumanOral cavityOSCC1.69e-028.39e-010.2699
50619DEF6C08HumanOral cavityOSCC1.70e-173.31e-010.1919
50619DEF6LN22HumanOral cavityOSCC1.92e-078.15e-010.1733
50619DEF6LN46HumanOral cavityOSCC2.25e-195.48e-010.1666
50619DEF6SYSMH1HumanOral cavityOSCC8.58e-033.44e-020.1127
50619DEF6SYSMH2HumanOral cavityOSCC4.10e-152.79e-010.2326
50619DEF6SYSMH3HumanOral cavityOSCC1.08e-194.33e-010.2442
50619DEF6SYSMH4HumanOral cavityOSCC3.79e-066.79e-020.1226
50619DEF6SYSMH5HumanOral cavityOSCC3.54e-051.14e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
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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
DEF6SNVMissense_Mutationc.232N>Cp.Asp78Hisp.D78HQ9H4E7protein_codingdeleterious(0)probably_damaging(0.97)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DEF6SNVMissense_Mutationnovelc.1453G>Ap.Glu485Lysp.E485KQ9H4E7protein_codingtolerated(0.89)benign(0.15)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEF6SNVMissense_Mutationrs865793540c.1457N>Ap.Arg486Glnp.R486QQ9H4E7protein_codingtolerated(0.75)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DEF6deletionFrame_Shift_Delnovelc.213delNp.Leu72SerfsTer26p.L72Sfs*26Q9H4E7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DEF6deletionFrame_Shift_Delnovelc.745delNp.Ser250ValfsTer34p.S250Vfs*34Q9H4E7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DEF6SNVMissense_Mutationrs149842297c.359G>Ap.Arg120Hisp.R120HQ9H4E7protein_codingtolerated(0.06)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DEF6SNVMissense_Mutationnovelc.1555C>Tp.Arg519Trpp.R519WQ9H4E7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DEF6SNVMissense_Mutationnovelc.1249N>Gp.Lys417Glup.K417EQ9H4E7protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DEF6SNVMissense_Mutationc.1679N>Ap.Arg560Hisp.R560HQ9H4E7protein_codingtolerated(0.09)probably_damaging(0.98)TCGA-EK-A2GZ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DEF6SNVMissense_Mutationc.677N>Ap.Arg226Glnp.R226QQ9H4E7protein_codingdeleterious(0)benign(0.278)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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