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: MIS12

Gene summary for MIS12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIS12

Gene ID

79003

Gene nameMIS12 kinetochore complex component
Gene Alias2510025F08Rik
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q9H081


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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
79003MIS12LZE4THumanEsophagusESCC8.39e-081.27e-010.0811
79003MIS12LZE8THumanEsophagusESCC4.12e-058.43e-020.067
79003MIS12LZE24THumanEsophagusESCC4.56e-244.24e-010.0596
79003MIS12LZE6THumanEsophagusESCC6.60e-041.46e-010.0845
79003MIS12P1T-EHumanEsophagusESCC1.88e-112.77e-010.0875
79003MIS12P2T-EHumanEsophagusESCC5.90e-232.79e-010.1177
79003MIS12P4T-EHumanEsophagusESCC2.22e-233.87e-010.1323
79003MIS12P5T-EHumanEsophagusESCC1.01e-079.51e-020.1327
79003MIS12P8T-EHumanEsophagusESCC1.06e-181.41e-010.0889
79003MIS12P9T-EHumanEsophagusESCC1.26e-191.73e-010.1131
79003MIS12P10T-EHumanEsophagusESCC2.76e-129.35e-020.116
79003MIS12P11T-EHumanEsophagusESCC3.53e-072.03e-010.1426
79003MIS12P12T-EHumanEsophagusESCC2.12e-243.24e-010.1122
79003MIS12P15T-EHumanEsophagusESCC3.45e-137.54e-020.1149
79003MIS12P16T-EHumanEsophagusESCC2.50e-122.68e-010.1153
79003MIS12P17T-EHumanEsophagusESCC5.08e-051.64e-010.1278
79003MIS12P19T-EHumanEsophagusESCC1.72e-062.70e-010.1662
79003MIS12P20T-EHumanEsophagusESCC6.43e-142.47e-010.1124
79003MIS12P21T-EHumanEsophagusESCC2.62e-161.87e-010.1617
79003MIS12P22T-EHumanEsophagusESCC1.99e-141.21e-010.1236
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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
∗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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:005131011EsophagusESCCmetaphase plate congression58/855265/187231.81e-138.63e-1258
GO:000708011EsophagusESCCmitotic metaphase plate congression47/855250/187233.15e-131.47e-1147
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:005130311EsophagusESCCestablishment of chromosome localization67/855280/187231.92e-128.09e-1167
GO:005000011EsophagusESCCchromosome localization68/855282/187233.37e-121.32e-1068
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:003450211EsophagusESCCprotein localization to chromosome70/855292/187232.54e-095.64e-0870
GO:00513831EsophagusESCCkinetochore organization21/855223/187235.69e-065.90e-0521
GO:00086081EsophagusESCCattachment of spindle microtubules to kinetochore29/855235/187236.61e-066.75e-0529
GO:00513151EsophagusESCCattachment of mitotic spindle microtubules to kinetochore15/855215/187237.81e-067.69e-0515
GO:00345081EsophagusESCCcentromere complex assembly25/855230/187232.45e-052.09e-0425
GO:00513821EsophagusESCCkinetochore assembly16/855218/187231.78e-041.15e-0316
GO:00714591EsophagusESCCprotein localization to chromosome, centromeric region18/855225/187237.04e-032.56e-0218
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
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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
∗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
MIS12SNVMissense_Mutationc.396A>Tp.Leu132Phep.L132FQ9H081protein_codingdeleterious(0.01)possibly_damaging(0.776)TCGA-A1-A0SG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MIS12SNVMissense_Mutationc.291N>Gp.Ile97Metp.I97MQ9H081protein_codingdeleterious(0)possibly_damaging(0.557)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MIS12insertionFrame_Shift_Insnovelc.455_456insGACTCAAACTCCTGGCCTCAGGGGATCATCCACCTCAGCCTCCp.Lys153ThrfsTer22p.K153Tfs*22Q9H081protein_codingTCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MIS12SNVMissense_Mutationc.394N>Gp.Leu132Valp.L132VQ9H081protein_codingtolerated(1)benign(0.019)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MIS12SNVMissense_Mutationc.602N>Ap.Arg201Glnp.R201QQ9H081protein_codingtolerated(0.11)benign(0.026)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MIS12SNVMissense_Mutationnovelc.243N>Tp.Lys81Asnp.K81NQ9H081protein_codingdeleterious(0.03)possibly_damaging(0.475)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MIS12SNVMissense_Mutationnovelc.329N>Ap.Ser110Asnp.S110NQ9H081protein_codingtolerated(0.16)benign(0.009)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MIS12SNVMissense_Mutationnovelc.151C>Ap.Pro51Thrp.P51TQ9H081protein_codingdeleterious(0)benign(0.185)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
MIS12SNVMissense_Mutationnovelc.608N>Tp.Lys203Ilep.K203IQ9H081protein_codingdeleterious(0)possibly_damaging(0.606)TCGA-EY-A1GQ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapytaxolSD
MIS12SNVMissense_Mutationc.313A>Gp.Lys105Glup.K105EQ9H081protein_codingtolerated(0.06)benign(0.006)TCGA-91-6830-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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