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: MIB2

Gene summary for MIB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIB2

Gene ID

142678

Gene nameMIB E3 ubiquitin protein ligase 2
Gene AliasZZANK1
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96AX9


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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
142678MIB2LZE4THumanEsophagusESCC8.02e-166.42e-010.0811
142678MIB2LZE20THumanEsophagusESCC1.38e-115.93e-010.0662
142678MIB2LZE22THumanEsophagusESCC4.75e-101.04e+000.068
142678MIB2LZE24THumanEsophagusESCC2.28e-093.32e-010.0596
142678MIB2LZE21THumanEsophagusESCC2.23e-026.71e-010.0655
142678MIB2P1T-EHumanEsophagusESCC1.27e-169.22e-010.0875
142678MIB2P2T-EHumanEsophagusESCC1.91e-192.22e-010.1177
142678MIB2P4T-EHumanEsophagusESCC5.62e-682.17e+000.1323
142678MIB2P5T-EHumanEsophagusESCC1.24e-801.66e+000.1327
142678MIB2P8T-EHumanEsophagusESCC5.21e-561.20e+000.0889
142678MIB2P9T-EHumanEsophagusESCC2.56e-451.10e+000.1131
142678MIB2P10T-EHumanEsophagusESCC1.30e-731.16e+000.116
142678MIB2P11T-EHumanEsophagusESCC9.99e-033.39e-010.1426
142678MIB2P12T-EHumanEsophagusESCC3.65e-151.73e-010.1122
142678MIB2P15T-EHumanEsophagusESCC5.73e-671.57e+000.1149
142678MIB2P16T-EHumanEsophagusESCC8.15e-126.83e-020.1153
142678MIB2P17T-EHumanEsophagusESCC3.57e-177.76e-010.1278
142678MIB2P19T-EHumanEsophagusESCC2.84e-061.43e+000.1662
142678MIB2P20T-EHumanEsophagusESCC4.85e-811.87e+000.1124
142678MIB2P21T-EHumanEsophagusESCC1.56e-611.30e+000.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:004312316Oral cavityLPpositive regulation of I-kappaB kinase/NF-kappaB signaling88/4623186/187231.58e-111.13e-0988
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:000721913Oral cavityLPNotch signaling pathway57/4623172/187237.60e-034.18e-0257
GO:00072198SkinAKNotch signaling pathway34/1910172/187231.20e-041.50e-0334
GO:004312224SkinAKregulation of I-kappaB kinase/NF-kappaB signaling42/1910249/187237.65e-046.39e-0342
GO:000724920SkinAKI-kappaB kinase/NF-kappaB signaling46/1910281/187238.56e-047.08e-0346
GO:004312319SkinAKpositive regulation of I-kappaB kinase/NF-kappaB signaling31/1910186/187234.21e-032.46e-0231
GO:0043123110SkincSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling84/4864186/187231.09e-083.40e-0784
GO:000724925SkincSCCI-kappaB kinase/NF-kappaB signaling116/4864281/187231.33e-084.08e-07116
GO:004312225SkincSCCregulation of I-kappaB kinase/NF-kappaB signaling105/4864249/187231.70e-085.09e-07105
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa05417310EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0541730Oral cavityOSCCLipid and atherosclerosis131/3704215/84652.20e-071.45e-067.37e-07131
hsa05417113Oral cavityOSCCLipid and atherosclerosis131/3704215/84652.20e-071.45e-067.37e-07131
hsa05417210Oral cavityLPLipid and atherosclerosis84/2418215/84655.02e-042.61e-031.68e-0384
hsa0541738Oral cavityLPLipid and atherosclerosis84/2418215/84655.02e-042.61e-031.68e-0384
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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
MIB2SNVMissense_Mutationc.1102G>Ap.Asp368Asnp.D368NQ96AX9protein_codingtolerated(0.37)possibly_damaging(0.604)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MIB2SNVMissense_Mutationc.1546N>Cp.Ala516Prop.A516PQ96AX9protein_codingdeleterious(0.05)probably_damaging(0.964)TCGA-B6-A0RV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MIB2SNVMissense_Mutationnovelc.122C>Tp.Pro41Leup.P41LQ96AX9protein_codingdeleterious_low_confidence(0)benign(0.007)TCGA-E2-A14T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MIB2deletionFrame_Shift_Delc.2096_2124delTCCTCACGGAGGTGCCAAACATCGATGTTp.Val699AspfsTer67p.V699Dfs*67Q96AX9protein_codingTCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MIB2SNVMissense_Mutationnovelc.1027G>Tp.Ala343Serp.A343SQ96AX9protein_codingtolerated(0.71)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MIB2SNVMissense_Mutationnovelc.1760C>Ap.Ala587Aspp.A587DQ96AX9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MIB2SNVMissense_Mutationnovelc.3176G>Ap.Arg1059Hisp.R1059HQ96AX9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MIB2SNVMissense_Mutationc.190N>Ap.Glu64Lysp.E64KQ96AX9protein_codingdeleterious_low_confidence(0)benign(0)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MIB2SNVMissense_Mutationnovelc.1444N>Tp.Val482Leup.V482LQ96AX9protein_codingdeleterious(0)probably_damaging(0.995)TCGA-HM-A6W2-06Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MIB2SNVMissense_Mutationc.2969N>Ap.Arg990Hisp.R990HQ96AX9protein_codingdeleterious(0.02)benign(0.01)TCGA-A6-6653-01Colorectumcolon 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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