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: IRX2

Gene summary for IRX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRX2

Gene ID

153572

Gene nameiroquois homeobox 2
Gene AliasIRXA2
Cytomap5p15.33
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9BZI1


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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
153572IRX2GSM4909282HumanBreastIDC1.69e-10-2.78e-01-0.0288
153572IRX2GSM4909287HumanBreastIDC7.13e-10-2.36e-010.2057
153572IRX2GSM4909299HumanBreastIDC4.32e-104.00e-010.035
153572IRX2GSM4909308HumanBreastIDC3.54e-175.90e-010.158
153572IRX2GSM4909311HumanBreastIDC1.80e-05-1.77e-010.1534
153572IRX2GSM4909312HumanBreastIDC6.88e-04-2.42e-010.1552
153572IRX2GSM4909315HumanBreastIDC1.54e-05-2.63e-010.21
153572IRX2GSM4909316HumanBreastIDC2.04e-03-2.84e-010.21
153572IRX2GSM4909317HumanBreastIDC4.85e-023.21e-010.1355
153572IRX2GSM4909319HumanBreastIDC3.07e-10-2.52e-010.1563
153572IRX2GSM4909320HumanBreastIDC3.30e-04-2.84e-010.1575
153572IRX2GSM4909321HumanBreastIDC7.98e-06-2.16e-010.1559
153572IRX2brca10HumanBreastPrecancer1.08e-08-2.69e-01-0.0029
153572IRX2NCCBC14HumanBreastDCIS1.35e-03-1.76e-010.2021
153572IRX2NCCBC5HumanBreastDCIS7.84e-07-2.45e-010.2046
153572IRX2P1HumanBreastIDC2.45e-08-1.61e-010.1527
153572IRX2P3HumanBreastIDC7.62e-067.15e-010.1542
153572IRX2DCIS2HumanBreastDCIS2.55e-524.35e-010.0085
153572IRX2LZE20THumanEsophagusESCC1.11e-03-2.11e-010.0662
153572IRX2LZE24THumanEsophagusESCC6.55e-04-2.18e-010.0596
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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
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
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:00605628ProstateBPHepithelial tube morphogenesis87/3107325/187232.05e-063.39e-0587
GO:00016557ProstateBPHurogenital system development88/3107338/187236.05e-068.83e-0588
GO:00720737ProstateBPHkidney epithelium development42/3107136/187232.62e-053.10e-0442
GO:00720016ProstateBPHrenal system development76/3107302/187238.55e-058.09e-0476
GO:00018225ProstateBPHkidney development74/3107293/187239.31e-058.76e-0474
GO:00351489ProstateBPHtube formation42/3107148/187232.20e-041.78e-0342
GO:00018387ProstateBPHembryonic epithelial tube formation36/3107121/187232.20e-041.78e-0336
GO:00720094ProstateBPHnephron epithelium development33/3107109/187232.77e-042.16e-0333
GO:00163314ProstateBPHmorphogenesis of embryonic epithelium41/3107147/187233.86e-042.83e-0341
GO:00721757ProstateBPHepithelial tube formation37/3107132/187236.52e-044.42e-0337
GO:00720065ProstateBPHnephron development39/3107142/187237.33e-044.86e-0339
GO:00016563ProstateBPHmetanephros development25/310785/187232.25e-031.24e-0225
GO:00613264ProstateBPHrenal tubule development26/310794/187234.70e-032.25e-0226
GO:00720805ProstateBPHnephron tubule development25/310791/187236.04e-032.78e-0225
GO:006056214ProstateTumorepithelial tube morphogenesis90/3246325/187231.93e-063.34e-0590
GO:000165513ProstateTumorurogenital system development90/3246338/187231.08e-051.56e-0490
GO:001633112ProstateTumormorphogenesis of embryonic epithelium45/3246147/187235.34e-055.83e-0445
GO:003514814ProstateTumortube formation45/3246148/187236.41e-056.95e-0445
GO:000183813ProstateTumorembryonic epithelial tube formation38/3246121/187231.09e-041.03e-0338
GO:007207314ProstateTumorkidney epithelium development40/3246136/187233.43e-042.73e-0340
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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
IRX2BASProstateBPHC5orf38,MIR205HG,FBXL14, etc.2.48e-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.
IRX2CHIEFStomachADJLIPF,PGA5,TMED6, etc.3.93e-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.
IRX2CHIEFStomachCAG with IMLIPF,PGA5,TMED6, etc.5.03e-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
IRX2SNVMissense_Mutationrs575915597c.1070C>Tp.Ala357Valp.A357VQ9BZI1protein_codingtolerated(0.23)benign(0.202)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
IRX2insertionFrame_Shift_Insnovelc.287_288insGCTTCATTACAGAATTGAGCp.Ala97LeufsTer61p.A97Lfs*61Q9BZI1protein_codingTCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
IRX2SNVMissense_Mutationrs531740600c.793N>Ap.Asp265Asnp.D265NQ9BZI1protein_codingtolerated(0.2)benign(0.105)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IRX2SNVMissense_Mutationc.1108T>Gp.Ser370Alap.S370AQ9BZI1protein_codingtolerated(0.55)benign(0.003)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IRX2insertionFrame_Shift_Insnovelc.1105_1106insCGGGTp.Gly369AlafsTer32p.G369Afs*32Q9BZI1protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IRX2SNVMissense_Mutationc.496N>Ap.Ala166Thrp.A166TQ9BZI1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IRX2SNVMissense_Mutationnovelc.253G>Ap.Ala85Thrp.A85TQ9BZI1protein_codingdeleterious(0.02)benign(0.022)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IRX2SNVMissense_Mutationnovelc.1246N>Ap.Ala416Thrp.A416TQ9BZI1protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IRX2SNVMissense_Mutationnovelc.583N>Cp.Asp195Hisp.D195HQ9BZI1protein_codingdeleterious(0.01)possibly_damaging(0.769)TCGA-AA-3956-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IRX2SNVMissense_Mutationc.305C>Tp.Pro102Leup.P102LQ9BZI1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-6899-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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