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: ARMC5

Gene summary for ARMC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARMC5

Gene ID

79798

Gene namearmadillo repeat containing 5
Gene AliasAIMAH2
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

Q96C12


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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
79798ARMC5LZE24THumanEsophagusESCC4.54e-102.33e-010.0596
79798ARMC5P1T-EHumanEsophagusESCC6.52e-032.20e-010.0875
79798ARMC5P2T-EHumanEsophagusESCC1.15e-295.08e-010.1177
79798ARMC5P4T-EHumanEsophagusESCC1.92e-051.10e-010.1323
79798ARMC5P8T-EHumanEsophagusESCC1.75e-081.50e-010.0889
79798ARMC5P10T-EHumanEsophagusESCC5.51e-161.98e-010.116
79798ARMC5P11T-EHumanEsophagusESCC1.35e-072.69e-010.1426
79798ARMC5P12T-EHumanEsophagusESCC8.18e-122.57e-010.1122
79798ARMC5P15T-EHumanEsophagusESCC2.64e-038.91e-020.1149
79798ARMC5P16T-EHumanEsophagusESCC4.10e-051.29e-010.1153
79798ARMC5P17T-EHumanEsophagusESCC8.51e-031.67e-010.1278
79798ARMC5P20T-EHumanEsophagusESCC3.49e-072.57e-010.1124
79798ARMC5P22T-EHumanEsophagusESCC1.11e-057.98e-020.1236
79798ARMC5P23T-EHumanEsophagusESCC6.24e-081.67e-010.108
79798ARMC5P24T-EHumanEsophagusESCC2.65e-059.66e-020.1287
79798ARMC5P26T-EHumanEsophagusESCC1.91e-163.11e-010.1276
79798ARMC5P27T-EHumanEsophagusESCC6.05e-081.42e-010.1055
79798ARMC5P28T-EHumanEsophagusESCC1.53e-101.95e-010.1149
79798ARMC5P30T-EHumanEsophagusESCC4.03e-082.92e-010.137
79798ARMC5P31T-EHumanEsophagusESCC2.26e-088.92e-020.1251
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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
∗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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:00017044EsophagusESCCformation of primary germ layer75/8552121/187232.17e-041.36e-0375
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
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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
ARMC5SNVMissense_Mutationc.1510G>Tp.Ala504Serp.A504Sprotein_codingtolerated(0.31)possibly_damaging(0.709)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ARMC5SNVMissense_Mutationc.1330N>Ap.Val444Metp.V444Mprotein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARMC5SNVMissense_Mutationc.1365N>Gp.Ile455Metp.I455Mprotein_codingdeleterious(0.05)probably_damaging(0.976)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ARMC5SNVMissense_Mutationrs564560701c.3056T>Gp.Val1019Glyp.V1019Gprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.791)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ARMC5SNVMissense_Mutationnovelc.1162C>Gp.Pro388Alap.P388Aprotein_codingtolerated(0.51)benign(0.122)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ARMC5SNVMissense_Mutationc.2811N>Ap.Phe937Leup.F937Lprotein_codingdeleterious(0)possibly_damaging(0.718)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ARMC5SNVMissense_Mutationrs771976948c.1007N>Tp.Pro336Leup.P336Lprotein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
ARMC5SNVMissense_Mutationrs372473237c.1645N>Tp.Arg549Trpp.R549Wprotein_codingdeleterious(0.02)possibly_damaging(0.886)TCGA-E2-A14O-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
ARMC5deletionFrame_Shift_Delnovelc.3044delTp.Leu1015CysfsTer5p.L1015Cfs*5protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ARMC5SNVMissense_Mutationrs539440145c.1285C>Tp.Arg429Cysp.R429Cprotein_codingdeleterious(0.01)possibly_damaging(0.899)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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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