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: MTA1

Gene summary for MTA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTA1

Gene ID

9112

Gene namemetastasis associated 1
Gene AliasMTA1
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q13330


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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
9112MTA1LZE2THumanEsophagusESCC9.74e-055.95e-010.082
9112MTA1LZE4THumanEsophagusESCC1.45e-03-3.60e-040.0811
9112MTA1LZE5THumanEsophagusESCC2.95e-023.24e-010.0514
9112MTA1LZE22THumanEsophagusESCC3.92e-062.99e-010.068
9112MTA1LZE24THumanEsophagusESCC1.62e-151.17e-010.0596
9112MTA1P1T-EHumanEsophagusESCC7.85e-133.68e-010.0875
9112MTA1P2T-EHumanEsophagusESCC6.01e-172.62e-010.1177
9112MTA1P4T-EHumanEsophagusESCC4.10e-297.81e-010.1323
9112MTA1P5T-EHumanEsophagusESCC2.22e-213.53e-010.1327
9112MTA1P8T-EHumanEsophagusESCC4.30e-431.15e+000.0889
9112MTA1P9T-EHumanEsophagusESCC3.30e-079.21e-020.1131
9112MTA1P10T-EHumanEsophagusESCC4.45e-275.67e-010.116
9112MTA1P11T-EHumanEsophagusESCC2.25e-061.80e-010.1426
9112MTA1P12T-EHumanEsophagusESCC5.71e-376.95e-010.1122
9112MTA1P15T-EHumanEsophagusESCC1.29e-531.15e+000.1149
9112MTA1P16T-EHumanEsophagusESCC5.83e-376.92e-010.1153
9112MTA1P17T-EHumanEsophagusESCC2.61e-063.00e-010.1278
9112MTA1P19T-EHumanEsophagusESCC2.84e-043.76e-010.1662
9112MTA1P20T-EHumanEsophagusESCC5.55e-112.32e-010.1124
9112MTA1P21T-EHumanEsophagusESCC1.10e-173.65e-010.1617
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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
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:00353049BreastPrecancerregulation of protein dephosphorylation14/108090/187236.16e-047.72e-0314
GO:003530414BreastIDCregulation of protein dephosphorylation18/143490/187231.39e-042.48e-0318
GO:003530423BreastDCISregulation of protein dephosphorylation18/139090/187239.33e-051.71e-0318
GO:00353039BreastDCISregulation of dephosphorylation18/1390128/187236.44e-034.58e-0218
GO:00508481BreastDCISregulation of calcium-mediated signaling12/139073/187237.17e-034.85e-0212
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0035303ColorectumADregulation of dephosphorylation46/3918128/187236.20e-051.04e-0346
GO:0035304ColorectumADregulation of protein dephosphorylation33/391890/187234.23e-044.77e-0333
GO:0035306ColorectumADpositive regulation of dephosphorylation22/391859/187232.86e-032.14e-0222
GO:00353032ColorectumMSSregulation of dephosphorylation41/3467128/187231.64e-042.33e-0341
GO:00353042ColorectumMSSregulation of protein dephosphorylation30/346790/187235.58e-046.19e-0330
GO:00064702ColorectumMSSprotein dephosphorylation73/3467281/187231.15e-031.12e-0273
GO:00163112ColorectumMSSdephosphorylation101/3467417/187231.98e-031.70e-02101
GO:00163113ColorectumFAPdephosphorylation95/2622417/187237.07e-073.32e-0595
GO:00064704ColorectumFAPprotein dephosphorylation69/2622281/187231.47e-066.39e-0569
GO:00353034ColorectumFAPregulation of dephosphorylation36/2622128/187232.22e-055.28e-0436
GO:00353044ColorectumFAPregulation of protein dephosphorylation24/262290/187231.12e-031.08e-0224
GO:0048016ColorectumFAPinositol phosphate-mediated signaling16/262255/187232.78e-032.15e-0216
GO:00353061ColorectumFAPpositive regulation of dephosphorylation16/262259/187235.95e-033.75e-0216
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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
MTA1SNVMissense_Mutationnovelc.850N>Ap.Glu284Lysp.E284KQ13330protein_codingdeleterious(0.03)possibly_damaging(0.701)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTA1SNVMissense_Mutationrs782773381c.1334G>Ap.Arg445Hisp.R445HQ13330protein_codingdeleterious(0.02)benign(0.015)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTA1SNVMissense_Mutationc.359N>Tp.Thr120Metp.T120MQ13330protein_codingdeleterious(0)probably_damaging(0.982)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTA1SNVMissense_Mutationrs782756415c.232G>Ap.Gly78Serp.G78SQ13330protein_codingtolerated(0.14)benign(0.03)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTA1SNVMissense_Mutationnovelc.196T>Ap.Ser66Thrp.S66TQ13330protein_codingtolerated(0.58)benign(0.001)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MTA1SNVMissense_Mutationrs368709921c.1000N>Ap.Asp334Asnp.D334NQ13330protein_codingtolerated(0.07)possibly_damaging(0.581)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
MTA1SNVMissense_Mutationc.1828N>Ap.Gly610Argp.G610RQ13330protein_codingtolerated(0.06)benign(0.12)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTA1SNVMissense_Mutationc.1243C>Tp.Arg415Cysp.R415CQ13330protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MTA1SNVMissense_Mutationc.1457N>Ap.Cys486Tyrp.C486YQ13330protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MTA1SNVMissense_Mutationc.1972T>Cp.Phe658Leup.F658LQ13330protein_codingtolerated(0.23)benign(0.026)TCGA-CK-6746-01Colorectumcolon 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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