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: TGFB3

Gene summary for TGFB3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TGFB3

Gene ID

7043

Gene nametransforming growth factor beta 3
Gene AliasARVD
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P10600


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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
7043TGFB3ATC12HumanThyroidATC1.21e-245.39e-010.34
7043TGFB3ATC13HumanThyroidATC3.62e-264.99e-010.34
7043TGFB3ATC4HumanThyroidATC5.43e-256.55e-010.34
7043TGFB3ATC5HumanThyroidATC1.84e-325.46e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00901001ThyroidATCpositive regulation of transmembrane receptor protein serine/threonine kinase signaling pathway51/6293114/187238.62e-033.28e-0251
GO:005070815ThyroidATCregulation of protein secretion109/6293268/187238.87e-033.36e-02109
GO:01101492ThyroidATCregulation of biomineralization45/629399/187239.34e-033.44e-0245
GO:0051781ThyroidATCpositive regulation of cell division41/629389/187239.71e-033.56e-0241
GO:00107121ThyroidATCregulation of collagen metabolic process24/629347/187239.99e-033.64e-0224
GO:00701672ThyroidATCregulation of biomineral tissue development44/629397/187231.05e-023.81e-0244
GO:00352722ThyroidATCexocrine system development23/629345/187231.14e-024.06e-0223
GO:00468491ThyroidATCbone remodeling41/629390/187231.21e-024.30e-0241
GO:0030500ThyroidATCregulation of bone mineralization36/629378/187231.43e-024.92e-0236
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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
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbBreastADJ
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbBreastDCIS
TGFB3ACVR1_TGFbRTGFB3_ACVR1_TGFBR1TGFbBreastDCIS
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbEsophagusESCC
TGFB3ACVR1_TGFbRTGFB3_ACVR1_TGFBR1TGFbEsophagusESCC
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbHNSCCOSCC
TGFB3ACVR1_TGFbRTGFB3_ACVR1_TGFBR1TGFbHNSCCOSCC
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbHNSCCPrecancer
TGFB3ACVR1_TGFbRTGFB3_ACVR1_TGFBR1TGFbHNSCCPrecancer
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbLungADJ
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbLungIAC
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbProstateADJ
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbProstateBPH
TGFB3TGFbR1_R2TGFB3_TGFBR1_TGFBR2TGFbTHCACancer
TGFB3ACVR1B_TGFbR2TGFB3_ACVR1B_TGFBR2TGFbTHCACancer
TGFB3ACVR1_TGFbRTGFB3_ACVR1_TGFBR1TGFbTHCACancer
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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
TGFB3SNVMissense_Mutationnovelc.147N>Ap.Ser49Argp.S49RP10600protein_codingdeleterious(0)probably_damaging(0.998)TCGA-5T-A9QA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
TGFB3SNVMissense_Mutationc.610G>Ap.Val204Ilep.V204IP10600protein_codingtolerated(0.06)possibly_damaging(0.615)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TGFB3insertionFrame_Shift_Insnovelc.1193_1194insCCCTGTCCTAAAATCCTGGCTGGCGp.Glu399ProfsTer20p.E399Pfs*20P10600protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
TGFB3insertionFrame_Shift_Insnovelc.135_136insGGGTGCCCp.Gln46GlyfsTer6p.Q46Gfs*6P10600protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TGFB3insertionIn_Frame_Insnovelc.134_135insGCCTAGTGCTGGCCACACAGCp.Gly45_Gln46insProSerAlaGlyHisThrAlap.G45_Q46insPSAGHTAP10600protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TGFB3insertionNonsense_Mutationnovelc.796_797insTCAGTTAGTTCCCTATGAAGGp.Arg266delinsLeuSerTerPheProMetLysGlyp.R266delinsLS*FPMKGP10600protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
TGFB3SNVMissense_Mutationnovelc.413C>Tp.Ser138Leup.S138LP10600protein_codingtolerated(0.12)benign(0.152)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TGFB3SNVMissense_Mutationrs868258653c.463N>Tp.Arg155Trpp.R155WP10600protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TGFB3SNVMissense_Mutationrs368004396c.580C>Tp.Arg194Trpp.R194WP10600protein_codingdeleterious(0)probably_damaging(0.948)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TGFB3SNVMissense_Mutationnovelc.284N>Gp.Asn95Serp.N95SP10600protein_codingtolerated(0.85)benign(0.023)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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
7043TGFB3TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CELL SURFACE, GROWTH FACTORantibodyFRESOLIMUMABFRESOLIMUMAB
7043TGFB3TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CELL SURFACE, GROWTH FACTORinhibitorCHEMBL1743022FRESOLIMUMAB
7043TGFB3TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CELL SURFACE, GROWTH FACTORAvoterminAVOTERMIN
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