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: MNT

Gene summary for MNT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MNT

Gene ID

4335

Gene nameMAX network transcriptional repressor
Gene AliasMAD6
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q99583


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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
4335MNTC21HumanOral cavityOSCC1.89e-021.87e-010.2678
4335MNTC30HumanOral cavityOSCC1.94e-177.92e-010.3055
4335MNTC51HumanOral cavityOSCC1.25e-033.70e-010.2674
4335MNTC07HumanOral cavityOSCC3.14e-024.06e-010.2491
4335MNTC08HumanOral cavityOSCC1.83e-092.43e-010.1919
4335MNTLP15HumanOral cavityLP1.97e-026.35e-010.2174
4335MNTSYSMH1HumanOral cavityOSCC1.08e-072.65e-010.1127
4335MNTSYSMH2HumanOral cavityOSCC8.29e-041.67e-010.2326
4335MNTSYSMH3HumanOral cavityOSCC6.90e-154.36e-010.2442
4335MNTmale-WTAHumanThyroidPTC1.47e-182.02e-010.1037
4335MNTPTC01HumanThyroidPTC1.91e-041.23e-010.1899
4335MNTPTC03HumanThyroidPTC2.82e-031.53e-010.1784
4335MNTPTC04HumanThyroidPTC7.43e-163.06e-010.1927
4335MNTPTC05HumanThyroidPTC2.13e-082.43e-010.2065
4335MNTPTC06HumanThyroidPTC3.44e-286.97e-010.2057
4335MNTPTC07HumanThyroidPTC1.23e-172.72e-010.2044
4335MNTATC09HumanThyroidATC5.91e-062.09e-010.2871
4335MNTATC12HumanThyroidATC1.30e-142.82e-010.34
4335MNTATC13HumanThyroidATC1.14e-294.69e-010.34
4335MNTATC2HumanThyroidATC1.14e-063.35e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:200123420Oral cavityOSCCnegative regulation of apoptotic signaling pathway148/7305224/187231.71e-161.36e-14148
GO:000756818Oral cavityOSCCaging194/7305339/187236.18e-122.33e-10194
GO:00075698Oral cavityOSCCcell aging73/7305132/187231.05e-047.75e-0473
GO:2001233110Oral cavityLPregulation of apoptotic signaling pathway168/4623356/187231.35e-203.02e-18168
GO:2001234110Oral cavityLPnegative regulation of apoptotic signaling pathway102/4623224/187237.22e-125.58e-10102
GO:000756819Oral cavityLPaging125/4623339/187233.29e-079.62e-06125
GO:000756914Oral cavityLPcell aging46/4623132/187235.64e-033.40e-0246
GO:2001233113ThyroidPTCregulation of apoptotic signaling pathway197/5968356/187232.58e-203.69e-18197
GO:2001234113ThyroidPTCnegative regulation of apoptotic signaling pathway124/5968224/187232.57e-131.32e-11124
GO:0007568111ThyroidPTCaging153/5968339/187231.80e-073.34e-06153
GO:000756917ThyroidPTCcell aging68/5968132/187232.09e-062.84e-0568
GO:200123335ThyroidATCregulation of apoptotic signaling pathway206/6293356/187232.81e-215.92e-19206
GO:2001234210ThyroidATCnegative regulation of apoptotic signaling pathway129/6293224/187231.26e-136.46e-12129
GO:000756829ThyroidATCaging166/6293339/187232.79e-096.60e-08166
GO:000756924ThyroidATCcell aging72/6293132/187235.77e-078.15e-0672
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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
MNTTREGBreastADJCTNNAL1,SLC27A2,CACNA1A, etc.8.05e-02The 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.
MNTCD4TNColorectumCRCC1orf162,GSN,UBN2, etc.2.85e-02The 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.
MNTcDCLungIACIPP,LTB,AKAP5, etc.2.63e-02The 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.
MNTpDCLungIACIPP,LTB,AKAP5, etc.8.97e-03The 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.
MNTCOROral cavityLPCFB,TMEM41A,FSD1L, etc.2.04e-01The 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.
MNTPMCStomachGCLINC02614,ABCG1,SH3BP2, etc.3.35e-01The 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.
MNTMAITStomachCAG with IMRGL4,CUL1,TIMP3, etc.4.66e-02The 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.
MNTBNStomachWIMRGL4,CUL1,TIMP3, etc.1.13e-01The 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.
∗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
MNTSNVMissense_Mutationrs772821045c.985N>Cp.Thr329Prop.T329PQ99583protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A7-A4SB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelCR
MNTSNVMissense_Mutationnovelc.989N>Gp.Ser330Cysp.S330CQ99583protein_codingdeleterious(0.03)probably_damaging(0.993)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MNTSNVMissense_Mutationc.847N>Cp.Glu283Glnp.E283QQ99583protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-AQ-A1H2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinSD
MNTSNVMissense_Mutationc.1109N>Ap.Pro370Hisp.P370HQ99583protein_codingdeleterious(0.01)benign(0.11)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MNTSNVMissense_Mutationnovelc.1517C>Tp.Ser506Phep.S506FQ99583protein_codingdeleterious(0.03)benign(0.28)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
MNTSNVMissense_Mutationrs772821045c.985N>Cp.Thr329Prop.T329PQ99583protein_codingdeleterious(0)probably_damaging(0.991)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MNTdeletionFrame_Shift_Delc.1678delCp.Gln560ArgfsTer7p.Q560Rfs*7Q99583protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MNTSNVMissense_Mutationrs769757715c.1402N>Ap.Ala468Thrp.A468TQ99583protein_codingtolerated(0.19)benign(0.354)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MNTSNVMissense_Mutationrs769757715c.1402N>Ap.Ala468Thrp.A468TQ99583protein_codingtolerated(0.19)benign(0.354)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MNTSNVMissense_Mutationc.1600G>Tp.Gly534Cysp.G534CQ99583protein_codingtolerated(0.07)possibly_damaging(0.466)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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