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: TNFAIP6

Gene summary for TNFAIP6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFAIP6

Gene ID

7130

Gene nameTNF alpha induced protein 6
Gene AliasTSG-6
Cytomap2q23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P98066


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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
7130TNFAIP6GSM4909281HumanBreastIDC1.39e-03-2.76e-010.21
7130TNFAIP6GSM4909282HumanBreastIDC6.80e-144.73e-01-0.0288
7130TNFAIP6GSM4909285HumanBreastIDC2.88e-05-2.87e-010.21
7130TNFAIP6GSM4909286HumanBreastIDC3.69e-10-3.26e-010.1081
7130TNFAIP6GSM4909287HumanBreastIDC1.48e-07-3.04e-010.2057
7130TNFAIP6GSM4909290HumanBreastIDC1.11e-08-3.26e-010.2096
7130TNFAIP6GSM4909291HumanBreastIDC1.07e-03-3.06e-010.1753
7130TNFAIP6GSM4909293HumanBreastIDC1.75e-09-3.24e-010.1581
7130TNFAIP6GSM4909294HumanBreastIDC7.71e-11-3.26e-010.2022
7130TNFAIP6GSM4909295HumanBreastIDC4.83e-05-3.26e-010.0898
7130TNFAIP6GSM4909296HumanBreastIDC8.04e-10-3.15e-010.1524
7130TNFAIP6GSM4909297HumanBreastIDC7.71e-11-3.20e-010.1517
7130TNFAIP6GSM4909298HumanBreastIDC7.71e-11-3.26e-010.1551
7130TNFAIP6GSM4909299HumanBreastIDC3.74e-05-3.12e-010.035
7130TNFAIP6GSM4909300HumanBreastIDC2.71e-04-3.26e-010.0334
7130TNFAIP6GSM4909301HumanBreastIDC1.69e-10-3.26e-010.1577
7130TNFAIP6GSM4909302HumanBreastIDC3.88e-07-3.01e-010.1545
7130TNFAIP6GSM4909303HumanBreastIDC2.16e-02-3.26e-010.0438
7130TNFAIP6GSM4909304HumanBreastIDC1.69e-10-3.26e-010.1636
7130TNFAIP6GSM4909305HumanBreastIDC2.42e-08-3.26e-010.0436
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0050727BreastPrecancerregulation of inflammatory response44/1080386/187231.26e-053.22e-0444
GO:00507271BreastIDCregulation of inflammatory response48/1434386/187235.99e-047.54e-0348
GO:00507272BreastDCISregulation of inflammatory response46/1390386/187239.91e-041.10e-0246
GO:00321021BreastDCISnegative regulation of response to external stimulus46/1390420/187235.19e-033.81e-0246
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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
TNFAIP6SNVMissense_Mutationc.81C>Ap.Asn27Lysp.N27KP98066protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TNFAIP6SNVMissense_Mutationc.637N>Ap.Glu213Lysp.E213KP98066protein_codingtolerated(0.22)benign(0.039)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TNFAIP6SNVMissense_Mutationrs777710715c.466N>Ap.Glu156Lysp.E156KP98066protein_codingtolerated(0.1)benign(0.037)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNFAIP6SNVMissense_Mutationrs750979012c.106N>Ap.Gly36Serp.G36SP98066protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNFAIP6SNVMissense_Mutationrs777710715c.466N>Ap.Glu156Lysp.E156KP98066protein_codingtolerated(0.1)benign(0.037)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TNFAIP6SNVMissense_Mutationrs564029423c.412N>Ap.Val138Ilep.V138IP98066protein_codingtolerated(0.38)benign(0)TCGA-AA-3989-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
TNFAIP6SNVMissense_Mutationrs200351871c.347N>Ap.Arg116Hisp.R116HP98066protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AD-6888-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
TNFAIP6SNVMissense_Mutationnovelc.803A>Cp.Asn268Thrp.N268TP98066protein_codingtolerated_low_confidence(0.09)benign(0.015)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNFAIP6SNVMissense_Mutationc.244T>Cp.Cys82Argp.C82RP98066protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
TNFAIP6SNVMissense_Mutationc.773A>Cp.Asn258Thrp.N258TP98066protein_codingtolerated(0.17)probably_damaging(0.971)TCGA-DY-A1DF-01Colorectumrectum adenocarcinomaFemale>=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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