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:002241124ThyroidATCcellular component disassembly248/6293443/187231.34e-223.69e-20248
GO:1902903210ThyroidATCregulation of supramolecular fiber organization210/6293383/187236.20e-187.54e-16210
GO:007048228ThyroidATCresponse to oxygen levels193/6293347/187231.83e-171.93e-15193
GO:190495128ThyroidATCpositive regulation of establishment of protein localization177/6293319/187235.43e-164.29e-14177
GO:003629328ThyroidATCresponse to decreased oxygen levels177/6293322/187231.81e-151.32e-13177
GO:0032970210ThyroidATCregulation of actin filament-based process208/6293397/187235.82e-153.80e-13208
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
GO:000166628ThyroidATCresponse to hypoxia169/6293307/187236.58e-154.12e-13169
GO:0032956210ThyroidATCregulation of actin cytoskeleton organization190/6293358/187231.73e-141.01e-12190
GO:005122234ThyroidATCpositive regulation of protein transport165/6293303/187234.94e-142.69e-12165
GO:003134623ThyroidATCpositive regulation of cell projection organization186/6293353/187237.99e-144.23e-12186
GO:007155925ThyroidATCresponse to transforming growth factor beta142/6293256/187234.30e-131.94e-11142
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:0110053210ThyroidATCregulation of actin filament organization150/6293278/187231.82e-127.58e-11150
GO:004206034ThyroidATCwound healing210/6293422/187233.33e-121.37e-10210
GO:007156026ThyroidATCcellular response to transforming growth factor beta stimulus137/6293250/187233.69e-121.49e-10137
GO:0051495111ThyroidATCpositive regulation of cytoskeleton organization125/6293226/187231.39e-115.08e-10125
GO:190290529ThyroidATCpositive regulation of supramolecular fiber organization117/6293209/187232.19e-117.80e-10117
GO:000717924ThyroidATCtransforming growth factor beta receptor signaling pathway112/6293198/187232.42e-118.44e-10112
GO:000170126ThyroidATCin utero embryonic development183/6293367/187236.62e-112.11e-09183
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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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