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: ARMC9

Gene summary for ARMC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARMC9

Gene ID

80210

Gene namearmadillo repeat containing 9
Gene AliasARM
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A0A024R486


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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
80210ARMC9CCI_2HumanCervixCC2.08e-022.69e-010.5249
80210ARMC9CCI_3HumanCervixCC1.49e-022.56e-010.516
80210ARMC9HTA11_3410_2000001011HumanColorectumAD1.59e-085.01e-010.0155
80210ARMC9HTA11_2487_2000001011HumanColorectumSER3.12e-045.85e-01-0.1808
80210ARMC9HTA11_2951_2000001011HumanColorectumAD1.52e-059.08e-010.0216
80210ARMC9HTA11_1938_2000001011HumanColorectumAD1.75e-077.50e-01-0.0811
80210ARMC9HTA11_347_2000001011HumanColorectumAD1.54e-259.60e-01-0.1954
80210ARMC9HTA11_411_2000001011HumanColorectumSER2.29e-071.16e+00-0.2602
80210ARMC9HTA11_2112_2000001011HumanColorectumSER3.18e-048.70e-01-0.2196
80210ARMC9HTA11_3361_2000001011HumanColorectumAD2.70e-067.46e-01-0.1207
80210ARMC9HTA11_83_2000001011HumanColorectumSER3.84e-087.84e-01-0.1526
80210ARMC9HTA11_696_2000001011HumanColorectumAD8.64e-421.19e+00-0.1464
80210ARMC9HTA11_866_2000001011HumanColorectumAD5.63e-319.26e-01-0.1001
80210ARMC9HTA11_1391_2000001011HumanColorectumAD6.23e-301.21e+00-0.059
80210ARMC9HTA11_2992_2000001011HumanColorectumSER4.02e-091.16e+00-0.1706
80210ARMC9HTA11_5216_2000001011HumanColorectumSER4.94e-036.76e-01-0.1462
80210ARMC9HTA11_546_2000001011HumanColorectumAD3.39e-161.11e+00-0.0842
80210ARMC9HTA11_9341_2000001011HumanColorectumSER1.84e-121.39e+00-0.00410000000000005
80210ARMC9HTA11_7862_2000001011HumanColorectumAD5.86e-087.64e-01-0.0179
80210ARMC9HTA11_866_3004761011HumanColorectumAD3.05e-461.41e+000.096
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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
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
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
∗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:0060271LungIACcilium assembly55/2061337/187231.84e-031.88e-0255
GO:0044782LungIACcilium organization58/2061368/187233.15e-032.75e-0258
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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
ARMC9SNVMissense_Mutationc.180N>Tp.Lys60Asnp.K60Nprotein_codingtolerated(0.1)benign(0.005)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARMC9SNVMissense_Mutationnovelc.1649N>Ap.Cys550Tyrp.C550Yprotein_codingdeleterious(0)benign(0.295)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ARMC9SNVMissense_Mutationnovelc.2329N>Ap.Pro777Thrp.P777Tprotein_codingtolerated_low_confidence(0.1)benign(0.011)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ARMC9SNVMissense_Mutationnovelc.2330N>Ap.Pro777Glnp.P777Qprotein_codingtolerated_low_confidence(0.08)possibly_damaging(0.723)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ARMC9SNVMissense_Mutationnovelc.2165N>Gp.Pro722Argp.P722Rprotein_codingtolerated(0.07)possibly_damaging(0.578)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
ARMC9insertionNonsense_Mutationnovelc.442_443insAAp.Phe148Terp.F148*protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
ARMC9insertionFrame_Shift_Insnovelc.443_444insGAGAp.Phe148LeufsTer18p.F148Lfs*18protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
ARMC9insertionFrame_Shift_Insnovelc.1175_1176insAAp.Arg393ThrfsTer31p.R393Tfs*31protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARMC9insertionIn_Frame_Insnovelc.1440_1441insAAACCAAAAGCTACAAATAAATATTTATTAp.Val480_Ala481insLysProLysAlaThrAsnLysTyrLeuLeup.V480_A481insKPKATNKYLLprotein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARMC9insertionFrame_Shift_Insnovelc.1651_1652insTTCCAGAGTTCTTCCTCCCTTCCAGATTGp.Ile552ProfsTer18p.I552Pfs*18protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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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