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: IRX3

Gene summary for IRX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRX3

Gene ID

79191

Gene nameiroquois homeobox 3
Gene AliasIRX-1
Cytomap16q12.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P78415


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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
79191IRX3GSM4909281HumanBreastIDC6.62e-042.02e-010.21
79191IRX3GSM4909285HumanBreastIDC9.66e-042.20e-020.21
79191IRX3GSM4909293HumanBreastIDC9.71e-132.66e-010.1581
79191IRX3GSM4909297HumanBreastIDC4.65e-06-2.04e-010.1517
79191IRX3GSM4909298HumanBreastIDC2.92e-154.25e-010.1551
79191IRX3GSM4909299HumanBreastIDC1.84e-053.00e-010.035
79191IRX3GSM4909301HumanBreastIDC8.35e-246.43e-010.1577
79191IRX3GSM4909306HumanBreastIDC5.36e-114.39e-010.1564
79191IRX3GSM4909311HumanBreastIDC5.93e-131.54e-020.1534
79191IRX3GSM4909312HumanBreastIDC1.51e-042.19e-010.1552
79191IRX3GSM4909319HumanBreastIDC6.98e-293.18e-010.1563
79191IRX3GSM4909321HumanBreastIDC3.74e-03-7.06e-020.1559
79191IRX3brca2HumanBreastPrecancer1.38e-021.07e-01-0.024
79191IRX3M1HumanBreastIDC6.28e-043.86e-010.1577
79191IRX3M2HumanBreastIDC1.52e-043.60e-010.21
79191IRX3NCCBC14HumanBreastDCIS8.71e-062.56e-010.2021
79191IRX3NCCBC2HumanBreastDCIS2.29e-127.31e-010.1554
79191IRX3NCCBC5HumanBreastDCIS1.11e-03-1.40e-010.2046
79191IRX3P1HumanBreastIDC4.55e-076.62e-020.1527
79191IRX3DCIS2HumanBreastDCIS1.36e-323.05e-010.0085
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:19018445BreastPrecancerregulation of cell communication by electrical coupling involved in cardiac conduction5/108011/187232.18e-043.35e-035
GO:00860643BreastPrecancercell communication by electrical coupling involved in cardiac conduction7/108025/187234.00e-045.42e-037
GO:00351486BreastPrecancertube formation19/1080148/187238.79e-041.01e-0219
GO:00106493BreastPrecancerregulation of cell communication by electrical coupling5/108016/187231.62e-031.64e-025
GO:00106443BreastPrecancercell communication by electrical coupling7/108032/187231.97e-031.89e-027
GO:0072079BreastPrecancernephron tubule formation5/108018/187232.88e-032.49e-025
GO:00605374BreastPrecancermuscle tissue development37/1080403/187233.60e-032.98e-0237
GO:00018386BreastPrecancerembryonic epithelial tube formation15/1080121/187234.12e-033.24e-0215
GO:00605625BreastPrecancerepithelial tube morphogenesis31/1080325/187234.21e-033.31e-0231
GO:00147063BreastPrecancerstriated muscle tissue development35/1080384/187235.10e-033.83e-0235
GO:00720735BreastPrecancerkidney epithelium development16/1080136/187235.21e-033.88e-0216
GO:00860654BreastPrecancercell communication involved in cardiac conduction9/108058/187235.67e-034.08e-029
GO:00720803BreastPrecancernephron tubule development12/108091/187235.97e-034.22e-0212
GO:0072078BreastPrecancernephron tubule morphogenesis10/108071/187237.33e-034.88e-0210
GO:006056212BreastIDCepithelial tube morphogenesis44/1434325/187231.58e-042.73e-0344
GO:008606511BreastIDCcell communication involved in cardiac conduction13/143458/187233.59e-045.18e-0313
GO:008606411BreastIDCcell communication by electrical coupling involved in cardiac conduction8/143425/187233.85e-045.40e-038
GO:006053711BreastIDCmuscle tissue development50/1434403/187234.91e-046.45e-0350
GO:0001656BreastIDCmetanephros development16/143485/187236.49e-048.04e-0316
GO:190184412BreastIDCregulation of cell communication by electrical coupling involved in cardiac conduction5/143411/187238.17e-049.64e-035
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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
IRX3STMBreastHealthyIRX5,TRPS1,NR2F6, etc.1.43e-01The 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.
IRX3MDSCSkinADJRHOV,TRIM29,S100A14, etc.2.14e-01The 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.
IRX3MDSCSkincSCCRHOV,TRIM29,S100A14, etc.6.72e-02The 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.
IRX3CD8TRMSkincSCCRHOV,TRIM29,S100A14, etc.1.43e-01The 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.
IRX3MDSCSkinSCCISRHOV,TRIM29,S100A14, etc.2.35e-01The 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.
∗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
IRX3deletionFrame_Shift_Delc.379delGp.Asp127ThrfsTer16p.D127Tfs*16P78415protein_codingTCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IRX3deletionFrame_Shift_Delnovelc.362_363delGCp.Gly121AlafsTer69p.G121Afs*69P78415protein_codingTCGA-OL-A5D8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IRX3SNVMissense_Mutationrs567541390c.952N>Tp.Ala318Serp.A318SP78415protein_codingtolerated(0.67)benign(0.028)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
IRX3SNVMissense_Mutationrs376056612c.332N>Tp.Pro111Leup.P111LP78415protein_codingdeleterious_low_confidence(0.01)benign(0.012)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IRX3SNVMissense_Mutationc.818N>Tp.Ala273Valp.A273VP78415protein_codingtolerated(0.18)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IRX3SNVMissense_Mutationrs758083649c.161C>Tp.Ser54Leup.S54LP78415protein_codingtolerated(0.17)probably_damaging(0.968)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IRX3SNVMissense_Mutationnovelc.661G>Ap.Asp221Asnp.D221NP78415protein_codingtolerated(0.33)benign(0.113)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IRX3SNVMissense_Mutationc.391C>Tp.Pro131Serp.P131SP78415protein_codingdeleterious(0.01)possibly_damaging(0.867)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IRX3SNVMissense_Mutationc.824N>Ap.Arg275Hisp.R275HP78415protein_codingtolerated(0.34)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IRX3SNVMissense_Mutationnovelc.775N>Gp.Leu259Valp.L259VP78415protein_codingtolerated(0.32)benign(0.028)TCGA-F5-6814-01Colorectumrectum 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
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