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: ARMT1

Gene summary for ARMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARMT1

Gene ID

79624

Gene nameacidic residue methyltransferase 1
Gene AliasC6orf211
Cytomap6q25.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B4DPT6


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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
79624ARMT1GSM4909289HumanBreastIDC4.68e-066.17e-010.1064
79624ARMT1GSM4909293HumanBreastIDC6.92e-681.04e+000.1581
79624ARMT1GSM4909296HumanBreastIDC3.78e-06-1.11e-010.1524
79624ARMT1GSM4909297HumanBreastIDC2.69e-03-5.44e-020.1517
79624ARMT1GSM4909304HumanBreastIDC6.04e-397.51e-010.1636
79624ARMT1GSM4909306HumanBreastIDC1.63e-135.03e-010.1564
79624ARMT1GSM4909311HumanBreastIDC1.15e-077.37e-020.1534
79624ARMT1GSM4909312HumanBreastIDC4.99e-144.67e-010.1552
79624ARMT1GSM4909315HumanBreastIDC2.67e-155.67e-010.21
79624ARMT1GSM4909316HumanBreastIDC3.57e-075.80e-010.21
79624ARMT1GSM4909319HumanBreastIDC1.50e-07-7.44e-020.1563
79624ARMT1M1HumanBreastIDC3.86e-094.77e-010.1577
79624ARMT1P1HumanBreastIDC6.53e-052.10e-010.1527
79624ARMT1DCIS2HumanBreastDCIS3.44e-15-1.19e-020.0085
79624ARMT1LZE4THumanEsophagusESCC3.29e-041.40e-010.0811
79624ARMT1LZE8THumanEsophagusESCC7.31e-031.03e-010.067
79624ARMT1LZE24THumanEsophagusESCC1.13e-092.06e-010.0596
79624ARMT1P2T-EHumanEsophagusESCC3.25e-193.87e-010.1177
79624ARMT1P4T-EHumanEsophagusESCC3.04e-185.12e-010.1323
79624ARMT1P5T-EHumanEsophagusESCC8.29e-172.50e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:200102013BreastIDCregulation of response to DNA damage stimulus30/1434219/187231.36e-031.40e-0230
GO:200102023BreastDCISregulation of response to DNA damage stimulus30/1390219/187238.32e-049.47e-0330
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:200102011LiverCirrhoticregulation of response to DNA damage stimulus75/4634219/187239.75e-046.89e-0375
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:00064791LiverCirrhoticprotein methylation61/4634181/187234.13e-032.21e-0261
GO:00082131LiverCirrhoticprotein alkylation61/4634181/187234.13e-032.21e-0261
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:200102021LiverHCCregulation of response to DNA damage stimulus128/7958219/187231.31e-061.90e-05128
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
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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
ARMT1SNVMissense_Mutationc.22C>Gp.Leu8Valp.L8VQ9H993protein_codingdeleterious(0.03)benign(0.197)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ARMT1deletionFrame_Shift_Delc.429_430delNNp.Lys144ArgfsTer26p.K144Rfs*26Q9H993protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
ARMT1SNVMissense_Mutationrs778214484c.602N>Ap.Gly201Glup.G201EQ9H993protein_codingdeleterious(0)possibly_damaging(0.612)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ARMT1SNVMissense_Mutationc.772G>Cp.Glu258Glnp.E258QQ9H993protein_codingdeleterious(0)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ARMT1SNVMissense_Mutationrs560894715c.181C>Ap.Leu61Ilep.L61IQ9H993protein_codingtolerated(0.19)benign(0.139)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ARMT1SNVMissense_Mutationnovelc.168N>Tp.Lys56Asnp.K56NQ9H993protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ARMT1SNVMissense_Mutationnovelc.70A>Gp.Arg24Glyp.R24GQ9H993protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ARMT1SNVMissense_Mutationc.922A>Gp.Asn308Aspp.N308DQ9H993protein_codingtolerated(0.16)benign(0.017)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ARMT1SNVMissense_Mutationc.92N>Gp.Lys31Argp.K31RQ9H993protein_codingtolerated(0.21)benign(0.053)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ARMT1SNVMissense_Mutationnovelc.1193N>Ap.Cys398Tyrp.C398YQ9H993protein_codingdeleterious(0)probably_damaging(0.962)TCGA-G4-6302-01Colorectumcolon 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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