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: IGSF3

Gene summary for IGSF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGSF3

Gene ID

3321

Gene nameimmunoglobulin superfamily member 3
Gene AliasEWI-3
Cytomap1p13.1
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

O75054


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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
3321IGSF3LZE4THumanEsophagusESCC9.76e-246.48e-010.0811
3321IGSF3LZE7THumanEsophagusESCC7.65e-074.74e-010.0667
3321IGSF3LZE20THumanEsophagusESCC2.94e-025.26e-020.0662
3321IGSF3P1T-EHumanEsophagusESCC7.48e-031.52e-010.0875
3321IGSF3P2T-EHumanEsophagusESCC5.65e-223.51e-010.1177
3321IGSF3P4T-EHumanEsophagusESCC4.62e-144.18e-010.1323
3321IGSF3P5T-EHumanEsophagusESCC4.66e-203.64e-010.1327
3321IGSF3P8T-EHumanEsophagusESCC7.26e-071.15e-010.0889
3321IGSF3P9T-EHumanEsophagusESCC3.72e-123.01e-010.1131
3321IGSF3P10T-EHumanEsophagusESCC1.85e-407.38e-010.116
3321IGSF3P11T-EHumanEsophagusESCC1.79e-128.13e-010.1426
3321IGSF3P12T-EHumanEsophagusESCC1.15e-205.25e-010.1122
3321IGSF3P15T-EHumanEsophagusESCC7.30e-122.36e-010.1149
3321IGSF3P16T-EHumanEsophagusESCC3.30e-113.62e-020.1153
3321IGSF3P17T-EHumanEsophagusESCC8.29e-052.40e-010.1278
3321IGSF3P20T-EHumanEsophagusESCC1.11e-051.72e-010.1124
3321IGSF3P21T-EHumanEsophagusESCC5.26e-327.06e-010.1617
3321IGSF3P22T-EHumanEsophagusESCC4.38e-324.97e-010.1236
3321IGSF3P23T-EHumanEsophagusESCC5.47e-184.59e-010.108
3321IGSF3P24T-EHumanEsophagusESCC2.24e-078.29e-020.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:0048732110Oral cavityLPgland development149/4623436/187234.51e-069.17e-05149
GO:004873227SkincSCCgland development167/4864436/187237.64e-092.44e-07167
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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
IGSF3SNVMissense_Mutationnovelc.2456N>Tp.Ala819Valp.A819VO75054protein_codingdeleterious(0.01)possibly_damaging(0.848)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IGSF3SNVMissense_Mutationnovelc.2114N>Gp.Ser705Trpp.S705WO75054protein_codingdeleterious(0)probably_damaging(0.964)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
IGSF3SNVMissense_Mutationc.3203C>Tp.Pro1068Leup.P1068LO75054protein_codingtolerated(0.34)benign(0.079)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGSF3insertionIn_Frame_Insnovelc.921_922insGGGp.Gln307_Asn308insGlyp.Q307_N308insGO75054protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
IGSF3insertionFrame_Shift_Insnovelc.2921_2922insCTCTTGGTTGGCTTp.Gln974HisfsTer45p.Q974Hfs*45O75054protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGSF3insertionFrame_Shift_Insnovelc.1532_1533insTGAAAGAp.Asn512GlufsTer21p.N512Efs*21O75054protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGSF3SNVMissense_Mutationrs551475395c.1649N>Ap.Arg550Hisp.R550HO75054protein_codingtolerated(0.12)benign(0.384)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IGSF3SNVMissense_Mutationrs530464588c.554N>Ap.Arg185Glnp.R185QO75054protein_codingtolerated(0.2)possibly_damaging(0.54)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
IGSF3SNVMissense_Mutationnovelc.250N>Cp.Tyr84Hisp.Y84HO75054protein_codingdeleterious(0)probably_damaging(0.999)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
IGSF3SNVMissense_Mutationc.2728N>Tp.Arg910Trpp.R910WO75054protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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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