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:00905046Oral cavityOSCCepiboly25/730535/187231.02e-047.63e-0425
GO:20006376Oral cavityOSCCpositive regulation of gene silencing by miRNA21/730530/187235.75e-043.30e-0321
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
GO:00601486Oral cavityOSCCpositive regulation of posttranscriptional gene silencing21/730531/187231.13e-035.75e-0321
GO:00609666Oral cavityOSCCregulation of gene silencing by RNA32/730553/187231.32e-036.56e-0332
GO:00609649Oral cavityOSCCregulation of gene silencing by miRNA30/730549/187231.35e-036.62e-0330
GO:00300328Oral cavityOSCClamellipodium assembly41/730572/187231.53e-037.31e-0341
GO:00601478Oral cavityOSCCregulation of posttranscriptional gene silencing31/730552/187232.08e-039.59e-0331
GO:00464743Oral cavityOSCCglycerophospholipid biosynthetic process102/7305211/187233.50e-031.48e-02102
GO:00434062Oral cavityOSCCpositive regulation of MAP kinase activity58/7305112/187234.01e-031.64e-0258
GO:00066445Oral cavityOSCCphospholipid metabolic process175/7305383/187234.21e-031.71e-02175
GO:003432916Oral cavityOSCCcell junction assembly190/7305420/187234.99e-031.96e-02190
GO:00434107Oral cavityOSCCpositive regulation of MAPK cascade213/7305480/187238.71e-033.16e-02213
GO:004312316Oral cavityLPpositive regulation of I-kappaB kinase/NF-kappaB signaling88/4623186/187231.58e-111.13e-0988
GO:0043254110Oral cavityLPregulation of protein-containing complex assembly163/4623428/187233.72e-101.92e-08163
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
GO:0031334110Oral cavityLPpositive regulation of protein-containing complex assembly99/4623237/187234.83e-092.00e-0799
GO:0051348110Oral cavityLPnegative regulation of transferase activity106/4623268/187234.60e-081.61e-06106
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:0010563110Oral cavityLPnegative regulation of phosphorus metabolic process153/4623442/187231.47e-063.53e-05153
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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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