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: AJUBA

Gene summary for AJUBA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AJUBA

Gene ID

84962

Gene nameajuba LIM protein
Gene AliasJUB
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96IF1


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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
84962AJUBALZE2THumanEsophagusESCC1.14e-023.13e-010.082
84962AJUBALZE22THumanEsophagusESCC2.77e-032.02e-010.068
84962AJUBALZE24THumanEsophagusESCC6.19e-033.23e-010.0596
84962AJUBAP1T-EHumanEsophagusESCC3.63e-041.54e-010.0875
84962AJUBAP2T-EHumanEsophagusESCC1.93e-223.93e-010.1177
84962AJUBAP4T-EHumanEsophagusESCC1.07e-062.90e-010.1323
84962AJUBAP5T-EHumanEsophagusESCC5.23e-082.38e-010.1327
84962AJUBAP8T-EHumanEsophagusESCC8.45e-248.02e-010.0889
84962AJUBAP9T-EHumanEsophagusESCC7.36e-061.91e-010.1131
84962AJUBAP10T-EHumanEsophagusESCC6.27e-368.09e-010.116
84962AJUBAP11T-EHumanEsophagusESCC8.45e-127.38e-010.1426
84962AJUBAP12T-EHumanEsophagusESCC1.12e-348.53e-010.1122
84962AJUBAP15T-EHumanEsophagusESCC1.21e-318.71e-010.1149
84962AJUBAP16T-EHumanEsophagusESCC5.22e-112.47e-010.1153
84962AJUBAP17T-EHumanEsophagusESCC1.67e-054.33e-010.1278
84962AJUBAP20T-EHumanEsophagusESCC1.50e-062.12e-010.1124
84962AJUBAP21T-EHumanEsophagusESCC8.18e-204.69e-010.1617
84962AJUBAP22T-EHumanEsophagusESCC3.23e-096.97e-020.1236
84962AJUBAP23T-EHumanEsophagusESCC7.61e-031.93e-010.108
84962AJUBAP24T-EHumanEsophagusESCC6.45e-096.30e-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
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:0045936110Oral cavityLPnegative regulation of phosphate metabolic process152/4623441/187232.10e-064.77e-05152
GO:0070482110Oral cavityLPresponse to oxygen levels122/4623347/187237.10e-061.37e-04122
GO:0042326110Oral cavityLPnegative regulation of phosphorylation131/4623385/187232.10e-053.46e-04131
GO:003367318Oral cavityLPnegative regulation of kinase activity86/4623237/187234.19e-056.07e-0486
GO:0001666110Oral cavityLPresponse to hypoxia106/4623307/187236.38e-058.61e-04106
GO:0042060110Oral cavityLPwound healing139/4623422/187237.10e-059.48e-04139
GO:006096614Oral cavityLPregulation of gene silencing by RNA26/462353/187231.06e-041.29e-0326
GO:0036293110Oral cavityLPresponse to decreased oxygen levels109/4623322/187231.25e-041.46e-03109
GO:007190015Oral cavityLPregulation of protein serine/threonine kinase activity119/4623359/187231.70e-041.90e-03119
GO:200063714Oral cavityLPpositive regulation of gene silencing by miRNA17/462330/187231.81e-042.01e-0317
GO:006096414Oral cavityLPregulation of gene silencing by miRNA24/462349/187232.00e-042.18e-0324
GO:006014714Oral cavityLPregulation of posttranscriptional gene silencing25/462352/187232.15e-042.33e-0325
GO:006014814Oral cavityLPpositive regulation of posttranscriptional gene silencing17/462331/187233.09e-043.15e-0317
GO:009758115Oral cavityLPlamellipodium organization37/462390/187234.36e-044.18e-0337
GO:004340512Oral cavityLPregulation of MAP kinase activity62/4623177/187231.29e-031.04e-0262
GO:00609685Oral cavityLPregulation of gene silencing32/462381/187232.24e-031.62e-0232
GO:003158918Oral cavityLPcell-substrate adhesion111/4623363/187235.94e-033.53e-02111
GO:015011518Oral cavityLPcell-substrate junction organization36/4623101/187238.98e-034.83e-0236
GO:004325429SkincSCCregulation of protein-containing complex assembly167/4864428/187231.60e-095.97e-08167
GO:0043123110SkincSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling84/4864186/187231.09e-083.40e-0784
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
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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
AJUBASNVMissense_Mutationc.211N>Tp.Asp71Tyrp.D71YQ96IF1protein_codingdeleterious_low_confidence(0)benign(0.047)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AJUBASNVMissense_Mutationnovelc.731N>Tp.Ala244Valp.A244VQ96IF1protein_codingtolerated(0.38)benign(0.003)TCGA-C5-A1MI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
AJUBASNVMissense_Mutationnovelc.1112N>Ap.Arg371Glnp.R371QQ96IF1protein_codingdeleterious(0)benign(0.073)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
AJUBASNVMissense_Mutationc.1168G>Cp.Asp390Hisp.D390HQ96IF1protein_codingdeleterious(0)possibly_damaging(0.573)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
AJUBAdeletionFrame_Shift_Delnovelc.1063delCp.Leu355TrpfsTer55p.L355Wfs*55Q96IF1protein_codingTCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
AJUBAdeletionFrame_Shift_Delnovelc.769delNp.Ala257ArgfsTer8p.A257Rfs*8Q96IF1protein_codingTCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
AJUBASNVMissense_Mutationc.977N>Tp.Arg326Leup.R326LQ96IF1protein_codingtolerated(0.26)benign(0.045)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AJUBASNVMissense_Mutationc.886G>Ap.Gly296Argp.G296RQ96IF1protein_codingtolerated(0.25)benign(0.015)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AJUBASNVMissense_Mutationc.1438N>Ap.Val480Metp.V480MQ96IF1protein_codingdeleterious(0)possibly_damaging(0.648)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AJUBAdeletionFrame_Shift_Delnovelc.769delNp.Ala257ArgfsTer8p.A257Rfs*8Q96IF1protein_codingTCGA-WS-AB45-01Colorectumcolon 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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