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: IRX5

Gene summary for IRX5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRX5

Gene ID

10265

Gene nameiroquois homeobox 5
Gene AliasHMMS
Cytomap16q12.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P78411


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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
10265IRX5GSM4909298HumanBreastIDC8.00e-082.78e-010.1551
10265IRX5GSM4909311HumanBreastIDC2.45e-02-4.30e-020.1534
10265IRX5GSM4909319HumanBreastIDC4.46e-04-6.50e-020.1563
10265IRX5M1HumanBreastIDC4.19e-043.21e-010.1577
10265IRX5M5HumanBreastIDC2.84e-035.28e-010.1598
10265IRX5P3HumanBreastIDC1.26e-025.18e-010.1542
10265IRX5DCIS2HumanBreastDCIS1.90e-191.26e-010.0085
10265IRX5S014HumanLiverHCC3.33e-155.21e-010.2254
10265IRX5S015HumanLiverHCC2.60e-113.83e-010.2375
10265IRX5S016HumanLiverHCC2.44e-195.08e-010.2243
10265IRX5GSM5252132_BPH389PrGFHumanProstateBPH3.12e-042.82e-01-0.2247
10265IRX5GSM5252136_BPH556PrGA1_FcolHumanProstateBPH3.49e-052.61e-01-0.23
10265IRX5GSM5252137_BPH556PrGA2_FcolHumanProstateBPH1.37e-063.01e-01-0.23
10265IRX5Dong_P1HumanProstateTumor3.03e-041.45e-020.035
10265IRX5Dong_P3HumanProstateTumor3.99e-058.13e-020.0278
10265IRX5GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.80e-022.95e-010.1633
10265IRX5GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.39e-044.08e-010.1621
10265IRX5GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor5.56e-034.96e-010.1608
10265IRX5GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor1.78e-057.06e-010.1622
10265IRX5GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor3.38e-105.29e-010.1575
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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
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
∗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:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
GO:0008406BreastIDCgonad development32/1434221/187233.64e-045.23e-0332
GO:0045137BreastIDCdevelopment of primary sexual characteristics32/1434227/187235.85e-047.44e-0332
GO:0007548BreastIDCsex differentiation35/1434276/187232.23e-032.07e-0235
GO:004860821BreastDCISreproductive structure development57/1390424/187239.06e-062.45e-0457
GO:006145822BreastDCISreproductive system development57/1390427/187231.12e-052.92e-0457
GO:00084061BreastDCISgonad development29/1390221/187231.96e-031.84e-0229
GO:00451371BreastDCISdevelopment of primary sexual characteristics29/1390227/187232.93e-032.52e-0229
GO:006145811LiverHCCreproductive system development205/7958427/187231.16e-024.27e-02205
GO:006145810ProstateBPHreproductive system development126/3107427/187231.35e-119.95e-10126
GO:004860810ProstateBPHreproductive structure development124/3107424/187233.76e-112.43e-09124
GO:00084063ProstateBPHgonad development58/3107221/187231.73e-041.48e-0358
GO:00451373ProstateBPHdevelopment of primary sexual characteristics58/3107227/187233.67e-042.71e-0358
GO:00075483ProstateBPHsex differentiation68/3107276/187233.75e-042.76e-0368
GO:006145816ProstateTumorreproductive system development133/3246427/187231.24e-121.15e-10133
GO:004860815ProstateTumorreproductive structure development131/3246424/187233.48e-122.89e-10131
GO:000840612ProstateTumorgonad development60/3246221/187231.68e-041.50e-0360
GO:000754811ProstateTumorsex differentiation71/3246276/187232.70e-042.24e-0371
GO:004513712ProstateTumordevelopment of primary sexual characteristics60/3246227/187233.65e-042.86e-0360
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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
IRX5MESCervixHSIL_HPVSOSTDC1,AC058791.1,CRNDE, etc.4.55e-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.
IRX5INCAFSkinAKNOLC1,INTS14,PLRG1, etc.1.49e-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.
IRX5GOBStomachADJHRASLS2,PSAPL1,SUV420H1, etc.4.44e-16The 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.
IRX5PARIStomachCAGHRASLS2,PSAPL1,SUV420H1, etc.1.14e-03The 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.
IRX5A.XStomachCAGHRASLS2,PSAPL1,SUV420H1, etc.0.00e+00The 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.
IRX5MESCStomachCSGHRASLS2,PSAPL1,SUV420H1, etc.2.96e-03The 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.
IRX5GOBStomachGCHRASLS2,PSAPL1,SUV420H1, etc.3.39e-03The 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.
IRX5PMCStomachSIMHRASLS2,PSAPL1,SUV420H1, etc.4.54e-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
IRX5SNVMissense_Mutationc.308C>Tp.Ala103Valp.A103VP78411protein_codingdeleterious(0)possibly_damaging(0.842)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IRX5SNVMissense_Mutationrs766917570c.652G>Ap.Ala218Thrp.A218TP78411protein_codingtolerated(0.71)benign(0)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
IRX5SNVMissense_Mutationc.1238N>Tp.Thr413Metp.T413MP78411protein_codingdeleterious(0)probably_damaging(0.962)TCGA-EK-A3GN-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
IRX5SNVMissense_Mutationnovelc.137C>Tp.Ser46Leup.S46LP78411protein_codingdeleterious(0.04)possibly_damaging(0.669)TCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
IRX5SNVMissense_Mutationnovelc.530N>Cp.Met177Thrp.M177TP78411protein_codingdeleterious(0)probably_damaging(0.979)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
IRX5SNVMissense_Mutationc.325N>Cp.Tyr109Hisp.Y109HP78411protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
IRX5SNVMissense_Mutationc.280G>Tp.Ala94Serp.A94SP78411protein_codingtolerated(0.31)benign(0.082)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IRX5SNVMissense_Mutationnovelc.640N>Ap.Glu214Lysp.E214KP78411protein_codingtolerated(0.52)benign(0.151)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
IRX5SNVMissense_Mutationc.407N>Ap.Arg136Hisp.R136HP78411protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IRX5SNVMissense_Mutationc.1258C>Tp.His420Tyrp.H420YP78411protein_codingdeleterious(0.04)possibly_damaging(0.747)TCGA-AM-5821-01Colorectumcolon 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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