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: MTA2

Gene summary for MTA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTA2

Gene ID

9219

Gene namemetastasis associated 1 family member 2
Gene AliasMTA1L1
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O94776


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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
9219MTA2LZE7THumanEsophagusESCC6.25e-031.37e-010.0667
9219MTA2LZE22THumanEsophagusESCC1.41e-031.75e-010.068
9219MTA2LZE24THumanEsophagusESCC7.02e-203.27e-010.0596
9219MTA2P1T-EHumanEsophagusESCC6.15e-072.19e-010.0875
9219MTA2P2T-EHumanEsophagusESCC1.44e-245.29e-010.1177
9219MTA2P4T-EHumanEsophagusESCC4.23e-175.33e-010.1323
9219MTA2P5T-EHumanEsophagusESCC4.10e-071.61e-010.1327
9219MTA2P8T-EHumanEsophagusESCC4.45e-224.11e-010.0889
9219MTA2P9T-EHumanEsophagusESCC1.28e-071.76e-010.1131
9219MTA2P10T-EHumanEsophagusESCC3.44e-081.99e-010.116
9219MTA2P11T-EHumanEsophagusESCC1.91e-112.45e-010.1426
9219MTA2P12T-EHumanEsophagusESCC3.11e-214.83e-010.1122
9219MTA2P15T-EHumanEsophagusESCC1.51e-161.97e-010.1149
9219MTA2P16T-EHumanEsophagusESCC5.67e-162.76e-010.1153
9219MTA2P17T-EHumanEsophagusESCC2.17e-073.25e-010.1278
9219MTA2P19T-EHumanEsophagusESCC3.93e-064.95e-010.1662
9219MTA2P20T-EHumanEsophagusESCC3.84e-193.30e-010.1124
9219MTA2P21T-EHumanEsophagusESCC4.09e-275.38e-010.1617
9219MTA2P22T-EHumanEsophagusESCC4.08e-071.21e-010.1236
9219MTA2P23T-EHumanEsophagusESCC4.68e-093.91e-010.108
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00165754EsophagusESCChistone deacetylation60/855282/187233.85e-075.32e-0660
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00107619EsophagusESCCfibroblast migration32/855247/187231.59e-037.43e-0332
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00107612LiverHCCfibroblast migration33/795847/187231.12e-049.50e-0433
GO:0098732LiverHCCmacromolecule deacylation67/7958116/187236.46e-043.99e-0367
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00356011LiverHCCprotein deacylation64/7958112/187231.23e-036.83e-0364
GO:0010762LiverHCCregulation of fibroblast migration24/795836/187232.95e-031.38e-0224
GO:00064761LiverHCCprotein deacetylation55/7958101/187231.01e-023.79e-0255
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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
MTA2SNVMissense_Mutationrs377599047c.238N>Tp.Arg80Cysp.R80CO94776protein_codingdeleterious(0)possibly_damaging(0.83)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MTA2SNVMissense_Mutationc.1068N>Ap.Met356Ilep.M356IO94776protein_codingtolerated(0.14)benign(0)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MTA2insertionFrame_Shift_Insnovelc.214_215insTGTCTGCAGGGCTCTCTGCCATGACCCTGACAGAATGGGCCTGTAGp.Gln72LeufsTer21p.Q72Lfs*21O94776protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MTA2deletionFrame_Shift_Delc.129_130delNNp.Cys44SerfsTer9p.C44Sfs*9O94776protein_codingTCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTA2deletionFrame_Shift_Delc.385delNp.Tyr129ThrfsTer33p.Y129Tfs*33O94776protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MTA2SNVMissense_Mutationnovelc.1066N>Gp.Met356Valp.M356VO94776protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTA2SNVMissense_Mutationnovelc.43N>Ap.Glu15Lysp.E15KO94776protein_codingdeleterious(0)probably_damaging(0.973)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTA2SNVMissense_Mutationc.1197N>Cp.Lys399Asnp.K399NO94776protein_codingdeleterious(0)probably_damaging(0.987)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTA2SNVMissense_Mutationnovelc.1846N>Ap.Leu616Ilep.L616IO94776protein_codingtolerated_low_confidence(0.95)possibly_damaging(0.899)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MTA2SNVMissense_Mutationc.325N>Gp.Thr109Alap.T109AO94776protein_codingtolerated(0.23)probably_damaging(0.973)TCGA-AA-3492-01Colorectumcolon 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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