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: MTA3

Gene summary for MTA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTA3

Gene ID

57504

Gene namemetastasis associated 1 family member 3
Gene AliasMTA3
Cytomap2p21
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

D6W5A2


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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
57504MTA3CCI_1HumanCervixCC1.04e-048.21e-010.528
57504MTA3CCI_2HumanCervixCC4.25e-024.53e-010.5249
57504MTA3CCI_3HumanCervixCC4.59e-075.47e-010.516
57504MTA3HTA11_3410_2000001011HumanColorectumAD4.13e-06-4.08e-010.0155
57504MTA3HTA11_347_2000001011HumanColorectumAD4.66e-043.63e-01-0.1954
57504MTA3HTA11_10711_2000001011HumanColorectumAD1.50e-03-4.65e-010.0338
57504MTA3HTA11_99999974143_84620HumanColorectumMSS6.91e-06-3.14e-010.3005
57504MTA3F007HumanColorectumFAP5.75e-03-4.24e-010.1176
57504MTA3A001-C-207HumanColorectumFAP2.58e-07-4.70e-010.1278
57504MTA3A015-C-203HumanColorectumFAP2.68e-35-4.67e-01-0.1294
57504MTA3A015-C-204HumanColorectumFAP1.69e-07-4.22e-01-0.0228
57504MTA3A014-C-040HumanColorectumFAP1.62e-05-5.17e-01-0.1184
57504MTA3A002-C-201HumanColorectumFAP4.64e-13-3.82e-010.0324
57504MTA3A002-C-203HumanColorectumFAP5.69e-07-2.56e-010.2786
57504MTA3A001-C-119HumanColorectumFAP7.82e-07-4.81e-01-0.1557
57504MTA3A001-C-108HumanColorectumFAP8.93e-30-4.77e-01-0.0272
57504MTA3A002-C-205HumanColorectumFAP2.41e-24-5.57e-01-0.1236
57504MTA3A001-C-104HumanColorectumFAP7.25e-08-3.29e-010.0184
57504MTA3A015-C-005HumanColorectumFAP6.52e-05-3.49e-01-0.0336
57504MTA3A015-C-006HumanColorectumFAP6.28e-17-5.74e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0090068ColorectumMSSpositive regulation of cell cycle process60/3467236/187235.01e-033.46e-0260
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00457872ColorectumFAPpositive regulation of cell cycle66/2622313/187233.66e-044.63e-0366
GO:00073462ColorectumFAPregulation of mitotic cell cycle85/2622457/187233.41e-032.48e-0285
GO:00900681ColorectumFAPpositive regulation of cell cycle process48/2622236/187234.53e-033.08e-0248
GO:00459311ColorectumFAPpositive regulation of mitotic cell cycle27/2622121/187238.64e-034.98e-0227
GO:00457873ColorectumCRCpositive regulation of cell cycle55/2078313/187233.76e-045.57e-0355
GO:00165702ColorectumCRChistone modification75/2078463/187234.95e-047.06e-0375
GO:00459312ColorectumCRCpositive regulation of mitotic cell cycle25/2078121/187231.54e-031.63e-0225
GO:00900682ColorectumCRCpositive regulation of cell cycle process39/2078236/187237.23e-034.98e-0239
GO:00457877EndometriumAEHpositive regulation of cell cycle56/2100313/187232.73e-043.14e-0356
GO:00447726EndometriumAEHmitotic cell cycle phase transition67/2100424/187232.37e-031.78e-0267
GO:00900686EndometriumAEHpositive regulation of cell cycle process41/2100236/187232.94e-032.09e-0241
GO:00459317EndometriumAEHpositive regulation of mitotic cell cycle23/2100121/187237.76e-034.33e-0223
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
GO:004477213EndometriumEECmitotic cell cycle phase transition71/2168424/187238.68e-047.97e-0371
GO:009006812EndometriumEECpositive regulation of cell cycle process44/2168236/187239.39e-048.42e-0344
GO:004593113EndometriumEECpositive regulation of mitotic cell cycle25/2168121/187232.76e-031.97e-0225
GO:19019893EndometriumEECpositive regulation of cell cycle phase transition23/2168115/187236.04e-033.57e-0223
GO:00073467EndometriumEECregulation of mitotic cell cycle70/2168457/187238.76e-034.74e-0270
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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
MTA3TUFColorectumFAPIGSF3,BMX,NAV2, etc.1.21e-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.
MTA3GCColorectumADJS100Z,CUX1,RAPGEF5, etc.2.84e-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.
MTA3GCColorectumCRCS100Z,CUX1,RAPGEF5, etc.6.82e-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.
MTA3GCColorectumFAPS100Z,CUX1,RAPGEF5, etc.2.11e-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.
MTA3INMONEsophagusESCCC9orf47,IPO8,IFI27, etc.9.90e-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.
MTA3CHOLiverHealthyKREMEN1,C12orf10,PRRC1, etc.2.35e-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.
MTA3MASTLungIACAC018362.1,PLEK2,FCER1A, etc.3.96e-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.
MTA3CD8TEXPOral cavityADJNFIC,TTC21A,SGO1-AS1, etc.1.18e-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.
MTA3CD8TEXINTOral cavityHealthyNFIC,TTC21A,SGO1-AS1, etc.9.54e-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.
MTA3CD4TNOral cavityHealthyNFIC,TTC21A,SGO1-AS1, etc.1.58e-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.
∗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
MTA3SNVMissense_Mutationnovelc.452G>Cp.Arg151Thrp.R151TQ9BTC8protein_codingdeleterious(0)probably_damaging(0.994)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MTA3SNVMissense_Mutationnovelc.1248G>Cp.Leu416Phep.L416FQ9BTC8protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MTA3SNVMissense_Mutationrs190465226c.1309N>Tp.Arg437Cysp.R437CQ9BTC8protein_codingdeleterious(0.03)benign(0)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MTA3SNVMissense_Mutationc.1052N>Tp.Ser351Phep.S351FQ9BTC8protein_codingtolerated(0.16)probably_damaging(0.915)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTA3SNVMissense_Mutationc.1130N>Ap.Arg377Lysp.R377KQ9BTC8protein_codingtolerated(0.39)probably_damaging(0.952)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MTA3SNVMissense_Mutationc.729N>Cp.Arg243Serp.R243SQ9BTC8protein_codingtolerated(0.17)benign(0.033)TCGA-BH-A0DT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MTA3SNVMissense_Mutationnovelc.304G>Ap.Ala102Thrp.A102TQ9BTC8protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTA3SNVMissense_Mutationc.709N>Ap.Ala237Thrp.A237TQ9BTC8protein_codingdeleterious(0.03)probably_damaging(0.99)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTA3SNVMissense_Mutationc.709N>Ap.Ala237Thrp.A237TQ9BTC8protein_codingdeleterious(0.03)probably_damaging(0.99)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
MTA3SNVMissense_Mutationrs766940790c.143N>Ap.Arg48Glnp.R48QQ9BTC8protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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