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: TSPAN33

Gene summary for TSPAN33

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSPAN33

Gene ID

340348

Gene nametetraspanin 33
Gene AliasPEN
Cytomap7q32.1
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q86UF1


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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
340348TSPAN33HCC1_MengHumanLiverHCC1.79e-551.23e-010.0246
340348TSPAN33HCC1HumanLiverHCC9.76e-094.15e+000.5336
340348TSPAN33HCC2HumanLiverHCC1.03e-324.70e+000.5341
340348TSPAN33S014HumanLiverHCC6.89e-246.66e-010.2254
340348TSPAN33S015HumanLiverHCC3.49e-156.19e-010.2375
340348TSPAN33S016HumanLiverHCC1.19e-195.73e-010.2243
340348TSPAN33S028HumanLiverHCC3.03e-063.06e-010.2503
340348TSPAN33S029HumanLiverHCC9.85e-052.43e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:00469311LiverHCCpore complex assembly17/795820/187231.18e-049.87e-0417
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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
TSPAN33SNVMissense_Mutationrs768190545c.287C>Tp.Thr96Metp.T96MQ86UF1protein_codingtolerated(0.29)benign(0.072)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TSPAN33insertionNonsense_Mutationnovelc.476_477insAGCACTGATACTGTAATTATTTCAGCCAATACTTTTp.Gly159_Ile160insAlaLeuIleLeuTerLeuPheGlnProIleLeuLeup.G159_I160insALIL*LFQPILLQ86UF1protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
TSPAN33SNVMissense_Mutationc.730N>Gp.Leu244Valp.L244VQ86UF1protein_codingtolerated(0.08)benign(0.041)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TSPAN33SNVMissense_Mutationc.804C>Gp.Ile268Metp.I268MQ86UF1protein_codingdeleterious(0.03)benign(0.006)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TSPAN33SNVMissense_Mutationnovelc.839A>Gp.Asp280Glyp.D280GQ86UF1protein_codingdeleterious(0.03)probably_damaging(0.984)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TSPAN33SNVMissense_Mutationnovelc.628N>Cp.Phe210Leup.F210LQ86UF1protein_codingtolerated(1)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TSPAN33SNVMissense_Mutationrs768190545c.287N>Tp.Thr96Metp.T96MQ86UF1protein_codingtolerated(0.29)benign(0.072)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
TSPAN33SNVMissense_Mutationrs139146581c.413N>Ap.Arg138Glnp.R138QQ86UF1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSPAN33SNVMissense_Mutationc.727N>Ap.Ala243Thrp.A243TQ86UF1protein_codingtolerated(0.23)possibly_damaging(0.733)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSPAN33SNVMissense_Mutationnovelc.45N>Ap.Phe15Leup.F15LQ86UF1protein_codingdeleterious(0.04)benign(0.041)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid 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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