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: ARMC10

Gene summary for ARMC10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARMC10

Gene ID

83787

Gene namearmadillo repeat containing 10
Gene AliasPNAS-112
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

Q8N2F6


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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
83787ARMC10P23T-EHumanEsophagusESCC1.12e-581.60e+000.108
83787ARMC10P24T-EHumanEsophagusESCC1.64e-581.09e+000.1287
83787ARMC10P26T-EHumanEsophagusESCC5.55e-841.28e+000.1276
83787ARMC10P27T-EHumanEsophagusESCC3.68e-661.16e+000.1055
83787ARMC10P28T-EHumanEsophagusESCC5.11e-881.62e+000.1149
83787ARMC10P30T-EHumanEsophagusESCC2.56e-441.36e+000.137
83787ARMC10P31T-EHumanEsophagusESCC2.67e-721.15e+000.1251
83787ARMC10P32T-EHumanEsophagusESCC3.99e-741.44e+000.1666
83787ARMC10P36T-EHumanEsophagusESCC7.01e-331.25e+000.1187
83787ARMC10P37T-EHumanEsophagusESCC3.98e-451.25e+000.1371
83787ARMC10P38T-EHumanEsophagusESCC1.23e-158.93e-010.127
83787ARMC10P39T-EHumanEsophagusESCC3.79e-295.82e-010.0894
83787ARMC10P40T-EHumanEsophagusESCC1.84e-187.42e-010.109
83787ARMC10P42T-EHumanEsophagusESCC6.95e-511.44e+000.1175
83787ARMC10P44T-EHumanEsophagusESCC1.71e-267.76e-010.1096
83787ARMC10P47T-EHumanEsophagusESCC3.48e-479.17e-010.1067
83787ARMC10P48T-EHumanEsophagusESCC1.97e-437.46e-010.0959
83787ARMC10P49T-EHumanEsophagusESCC9.44e-212.18e+000.1768
83787ARMC10P52T-EHumanEsophagusESCC3.99e-561.27e+000.1555
83787ARMC10P54T-EHumanEsophagusESCC3.13e-431.14e+000.0975
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:0072332111EsophagusESCCintrinsic apoptotic signaling pathway by p53 class mediator59/855276/187231.22e-082.42e-0759
GO:1902253110EsophagusESCCregulation of intrinsic apoptotic signaling pathway by p53 class mediator23/855229/187232.25e-041.40e-0323
GO:19017975EsophagusESCCnegative regulation of signal transduction by p53 class mediator22/855231/187233.90e-031.58e-0222
GO:19022544EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway by p53 class mediator16/855221/187234.47e-031.76e-0216
GO:200123312LiverCirrhoticregulation of apoptotic signaling pathway163/4634356/187232.62e-184.43e-16163
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:20012427LiverCirrhoticregulation of intrinsic apoptotic signaling pathway82/4634164/187232.35e-121.71e-1082
GO:20012347LiverCirrhoticnegative regulation of apoptotic signaling pathway102/4634224/187238.40e-125.60e-10102
GO:20012437LiverCirrhoticnegative regulation of intrinsic apoptotic signaling pathway47/463498/187235.26e-071.17e-0547
GO:007233112LiverCirrhoticsignal transduction by p53 class mediator69/4634163/187235.97e-071.30e-0569
GO:00723326LiverCirrhoticintrinsic apoptotic signaling pathway by p53 class mediator38/463476/187231.75e-063.32e-0538
GO:190179612LiverCirrhoticregulation of signal transduction by p53 class mediator37/463493/187239.58e-046.78e-0337
GO:19022535LiverCirrhoticregulation of intrinsic apoptotic signaling pathway by p53 class mediator14/463429/187235.09e-032.62e-0214
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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
ARMC10SNVMissense_Mutationnovelc.446A>Tp.His149Leup.H149LQ8N2F6protein_codingdeleterious(0.01)benign(0.079)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ARMC10insertionFrame_Shift_Insnovelc.444_445insGGp.His149GlyfsTer12p.H149Gfs*12Q8N2F6protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ARMC10SNVMissense_Mutationc.962N>Cp.Ile321Thrp.I321TQ8N2F6protein_codingdeleterious(0)benign(0.288)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ARMC10SNVMissense_Mutationnovelc.1025A>Gp.Lys342Argp.K342RQ8N2F6protein_codingdeleterious(0.03)benign(0.009)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ARMC10SNVMissense_Mutationc.845N>Tp.Thr282Metp.T282MQ8N2F6protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
ARMC10SNVMissense_Mutationnovelc.640N>Tp.His214Tyrp.H214YQ8N2F6protein_codingtolerated(0.07)benign(0.164)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
ARMC10SNVMissense_Mutationc.864N>Tp.Lys288Asnp.K288NQ8N2F6protein_codingtolerated(1)benign(0.003)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARMC10SNVMissense_Mutationc.468G>Tp.Glu156Aspp.E156DQ8N2F6protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARMC10SNVMissense_Mutationnovelc.821N>Gp.Lys274Argp.K274RQ8N2F6protein_codingtolerated(0.25)benign(0.017)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARMC10SNVMissense_Mutationnovelc.464N>Gp.Lys155Argp.K155RQ8N2F6protein_codingtolerated(0.36)probably_damaging(0.984)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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