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: SUSD3

Gene summary for SUSD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUSD3

Gene ID

203328

Gene namesushi domain containing 3
Gene AliasSUSD3
Cytomap9q22.31
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96L08


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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
203328SUSD3GSM4909298HumanBreastIDC4.01e-021.38e-010.1551
203328SUSD3GSM4909302HumanBreastIDC7.75e-215.44e-010.1545
203328SUSD3GSM4909304HumanBreastIDC1.03e-681.01e+000.1636
203328SUSD3GSM4909305HumanBreastIDC6.16e-113.93e-010.0436
203328SUSD3GSM4909306HumanBreastIDC4.69e-561.02e+000.1564
203328SUSD3GSM4909307HumanBreastIDC5.97e-062.87e-010.1569
203328SUSD3GSM4909308HumanBreastIDC2.72e-052.22e-010.158
203328SUSD3GSM4909317HumanBreastIDC2.17e-123.52e-010.1355
203328SUSD3NCCBC11HumanBreastDCIS1.16e-055.37e-010.1232
203328SUSD3NCCBC3HumanBreastDCIS2.78e-032.84e-010.1198
203328SUSD3HCC1_MengHumanLiverHCC5.41e-367.50e-020.0246
203328SUSD3S014HumanLiverHCC3.65e-227.58e-010.2254
203328SUSD3S015HumanLiverHCC1.99e-189.56e-010.2375
203328SUSD3S016HumanLiverHCC3.52e-227.50e-010.2243
203328SUSD3S027HumanLiverHCC1.20e-159.76e-010.2446
203328SUSD3S028HumanLiverHCC2.97e-259.40e-010.2503
203328SUSD3S029HumanLiverHCC1.23e-271.34e+000.2581
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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
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
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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
SUSD3SNVMissense_Mutationc.247G>Cp.Glu83Glnp.E83QQ96L08protein_codingtolerated(0.84)benign(0.033)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
SUSD3SNVMissense_Mutationnovelc.377N>Tp.Cys126Phep.C126FQ96L08protein_codingdeleterious(0)probably_damaging(0.927)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
SUSD3SNVMissense_Mutationrs181899524c.470C>Tp.Thr157Metp.T157MQ96L08protein_codingdeleterious(0.04)probably_damaging(0.983)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SUSD3SNVMissense_Mutationc.718N>Tp.Gly240Trpp.G240WQ96L08protein_codingtolerated_low_confidence(0.28)benign(0.011)TCGA-DM-A1DA-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SUSD3SNVMissense_Mutationc.413G>Ap.Arg138Glnp.R138QQ96L08protein_codingtolerated(0.14)benign(0.024)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SUSD3SNVMissense_Mutationnovelc.145N>Cp.Asn49Hisp.N49HQ96L08protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SUSD3SNVMissense_Mutationrs542380364c.97N>Ap.Ala33Thrp.A33TQ96L08protein_codingtolerated(0.55)benign(0.023)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SUSD3SNVMissense_Mutationnovelc.263N>Tp.Ser88Phep.S88FQ96L08protein_codingdeleterious(0.01)benign(0.397)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SUSD3SNVMissense_Mutationnovelc.678N>Ap.Met226Ilep.M226IQ96L08protein_codingdeleterious(0.04)benign(0.006)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SUSD3SNVMissense_Mutationrs748162246c.611N>Gp.Lys204Argp.K204RQ96L08protein_codingdeleterious(0.01)possibly_damaging(0.808)TCGA-AP-A1DK-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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