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: MISP

Gene summary for MISP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MISP

Gene ID

126353

Gene namemitotic spindle positioning
Gene AliasC19orf21
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000132

UniProtAcc

Q8IVT2


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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
126353MISPHTA11_3410_2000001011HumanColorectumAD2.56e-033.48e-020.0155
126353MISPHTA11_2487_2000001011HumanColorectumSER1.66e-231.20e+00-0.1808
126353MISPHTA11_2951_2000001011HumanColorectumAD1.39e-033.18e-010.0216
126353MISPHTA11_1938_2000001011HumanColorectumAD2.55e-125.19e-01-0.0811
126353MISPHTA11_347_2000001011HumanColorectumAD8.85e-113.75e-01-0.1954
126353MISPHTA11_411_2000001011HumanColorectumSER7.54e-091.74e+00-0.2602
126353MISPHTA11_2112_2000001011HumanColorectumSER2.09e-171.73e+00-0.2196
126353MISPHTA11_3361_2000001011HumanColorectumAD2.81e-116.91e-01-0.1207
126353MISPHTA11_83_2000001011HumanColorectumSER2.99e-106.33e-01-0.1526
126353MISPHTA11_696_2000001011HumanColorectumAD2.63e-207.56e-01-0.1464
126353MISPHTA11_866_2000001011HumanColorectumAD1.26e-043.30e-01-0.1001
126353MISPHTA11_1391_2000001011HumanColorectumAD1.71e-177.49e-01-0.059
126353MISPHTA11_2992_2000001011HumanColorectumSER3.06e-058.13e-01-0.1706
126353MISPHTA11_5212_2000001011HumanColorectumAD1.16e-067.94e-01-0.2061
126353MISPHTA11_546_2000001011HumanColorectumAD2.91e-052.87e-01-0.0842
126353MISPHTA11_866_3004761011HumanColorectumAD1.86e-061.37e-010.096
126353MISPHTA11_4255_2000001011HumanColorectumSER4.78e-031.71e-010.0446
126353MISPHTA11_8622_2000001021HumanColorectumSER2.43e-022.83e-010.0528
126353MISPHTA11_10711_2000001011HumanColorectumAD9.18e-033.08e-010.0338
126353MISPHTA11_7696_3000711011HumanColorectumAD2.71e-135.37e-010.0674
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:00070526Oral cavityOSCCmitotic spindle organization85/7305120/187231.44e-126.23e-1185
GO:19028506Oral cavityOSCCmicrotubule cytoskeleton organization involved in mitosis99/7305147/187232.94e-121.18e-1099
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00070517Oral cavityOSCCspindle organization117/7305184/187231.16e-114.17e-10117
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:190437516Oral cavityOSCCregulation of protein localization to cell periphery78/7305125/187239.80e-081.68e-0678
GO:00903076Oral cavityOSCCmitotic spindle assembly46/730565/187232.06e-073.29e-0646
GO:00512255Oral cavityOSCCspindle assembly73/7305117/187232.51e-073.96e-0673
GO:003001016Oral cavityOSCCestablishment of cell polarity82/7305143/187236.56e-067.24e-0582
GO:00618427Oral cavityOSCCmicrotubule organizing center localization25/730533/187231.95e-051.87e-0425
GO:00516427Oral cavityOSCCcentrosome localization24/730532/187233.83e-053.37e-0424
GO:0072697Oral cavityOSCCprotein localization to cell cortex9/730511/187234.85e-031.92e-029
GO:0051294Oral cavityOSCCestablishment of spindle orientation22/730537/187239.34e-033.34e-0222
GO:00516532Oral cavityOSCCspindle localization31/730556/187239.53e-033.39e-0231
GO:0040001Oral cavityOSCCestablishment of mitotic spindle localization21/730535/187239.58e-033.40e-0221
GO:014001415SkincSCCmitotic nuclear division149/4864287/187233.59e-216.43e-19149
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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
MISPSNVMissense_Mutationrs140196930c.1169N>Ap.Arg390Glnp.R390QQ8IVT2protein_codingtolerated(0.14)benign(0.037)TCGA-A2-A3KC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MISPSNVMissense_Mutationnovelc.1609A>Tp.Arg537Trpp.R537WQ8IVT2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MISPSNVMissense_Mutationrs775079741c.1225G>Ap.Asp409Asnp.D409NQ8IVT2protein_codingtolerated(0.22)benign(0.027)TCGA-LL-A5YN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
MISPinsertionIn_Frame_Insnovelc.1988_1989insTAGGAAp.Ala663_Met664insArgAsnp.A663_M664insRNQ8IVT2protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
MISPinsertionFrame_Shift_Insnovelc.1990_1991insTAGGAATGTGCCACTGCACCCAGATAGTTTATTTTTATp.Met664IlefsTer57p.M664Ifs*57Q8IVT2protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
MISPinsertionNonsense_Mutationnovelc.1899_1900insGGACTACAGGCGCCTGCCTCCACGCCTGGCTAATTTTTTTGTp.Lys633_Lys634insGlyLeuGlnAlaProAlaSerThrProGlyTerPhePheCysp.K633_K634insGLQAPASTPG*FFCQ8IVT2protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MISPSNVMissense_Mutationnovelc.1691N>Cp.Glu564Alap.E564AQ8IVT2protein_codingdeleterious(0)possibly_damaging(0.841)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MISPSNVMissense_Mutationc.503G>Tp.Gly168Valp.G168VQ8IVT2protein_codingtolerated(0.33)benign(0.01)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MISPSNVMissense_Mutationnovelc.1747G>Cp.Asp583Hisp.D583HQ8IVT2protein_codingdeleterious(0.04)possibly_damaging(0.503)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MISPSNVMissense_Mutationc.1787N>Ap.Thr596Lysp.T596KQ8IVT2protein_codingtolerated(0.06)probably_damaging(0.927)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<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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