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: AGO4

Gene summary for AGO4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AGO4

Gene ID

192670

Gene nameargonaute RISC component 4
Gene AliasEIF2C4
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9HCK5


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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
192670AGO4NAFLD1HumanLiverNAFLD7.61e-076.35e-01-0.04
192670AGO4HCC1_MengHumanLiverHCC6.22e-12-8.15e-040.0246
192670AGO4HCC2_MengHumanLiverHCC3.25e-138.39e-020.0107
192670AGO4HCC2HumanLiverHCC1.10e-051.71e+000.5341
192670AGO4S015HumanLiverHCC4.58e-032.16e-010.2375
192670AGO4S028HumanLiverHCC2.69e-042.91e-010.2503
192670AGO4S029HumanLiverHCC1.72e-042.95e-010.2581
192670AGO4RNA-P6T2-P6T2-1HumanLungIAC5.53e-104.71e-01-0.0166
192670AGO4RNA-P6T2-P6T2-2HumanLungIAC1.99e-145.43e-01-0.0132
192670AGO4RNA-P6T2-P6T2-3HumanLungIAC3.65e-175.34e-01-0.013
192670AGO4RNA-P6T2-P6T2-4HumanLungIAC1.18e-155.73e-01-0.0121
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00064026LiverNAFLDmRNA catabolic process56/1882232/187233.49e-109.27e-0856
GO:00346556LiverNAFLDnucleobase-containing compound catabolic process80/1882407/187233.07e-094.61e-0780
GO:00064016LiverNAFLDRNA catabolic process61/1882278/187233.26e-094.76e-0761
GO:00064177LiverNAFLDregulation of translation85/1882468/187234.58e-084.54e-0685
GO:00226047LiverNAFLDregulation of cell morphogenesis62/1882309/187238.35e-087.09e-0662
GO:00226137LiverNAFLDribonucleoprotein complex biogenesis76/1882463/187231.19e-053.67e-0476
GO:00226187LiverNAFLDribonucleoprotein complex assembly42/1882220/187233.40e-058.80e-0442
GO:00718267LiverNAFLDribonucleoprotein complex subunit organization42/1882227/187237.21e-051.51e-0342
GO:00171483LiverNAFLDnegative regulation of translation43/1882245/187232.05e-043.56e-0343
GO:00342493LiverNAFLDnegative regulation of cellular amide metabolic process46/1882273/187233.27e-045.04e-0346
GO:00351964LiverNAFLDproduction of miRNAs involved in gene silencing by miRNA14/188252/187234.58e-046.71e-0314
GO:00310504LiverNAFLDdsRNA processing14/188254/187236.94e-048.88e-0314
GO:00709184LiverNAFLDproduction of small RNA involved in gene silencing by RNA14/188254/187236.94e-048.88e-0314
GO:00105863LiverNAFLDmiRNA metabolic process9/188227/187238.96e-041.08e-029
GO:0031054LiverNAFLDpre-miRNA processing6/188214/187231.51e-031.64e-026
GO:00344704LiverNAFLDncRNA processing57/1882395/187233.34e-032.93e-0257
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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
AGO4SNVMissense_Mutationrs140974452c.1978N>Tp.Arg660Cysp.R660CQ9HCK5protein_codingdeleterious(0.01)possibly_damaging(0.901)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
AGO4SNVMissense_Mutationnovelc.1288N>Gp.Arg430Glyp.R430GQ9HCK5protein_codingdeleterious(0)possibly_damaging(0.749)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
AGO4SNVMissense_Mutationnovelc.1255N>Tp.Val419Leup.V419LQ9HCK5protein_codingtolerated(0.44)benign(0.001)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
AGO4SNVMissense_Mutationnovelc.1070N>Tp.Ala357Valp.A357VQ9HCK5protein_codingtolerated(0.38)benign(0.13)TCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AGO4SNVMissense_Mutationc.1994N>Ap.Arg665Glnp.R665QQ9HCK5protein_codingdeleterious(0.03)probably_damaging(0.97)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AGO4SNVMissense_Mutationc.1369N>Ap.Asp457Asnp.D457NQ9HCK5protein_codingtolerated(0.42)benign(0)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AGO4SNVMissense_Mutationnovelc.1255N>Tp.Val419Leup.V419LQ9HCK5protein_codingtolerated(0.44)benign(0.001)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AGO4SNVMissense_Mutationnovelc.1255N>Tp.Val419Leup.V419LQ9HCK5protein_codingtolerated(0.44)benign(0.001)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AGO4SNVMissense_Mutationnovelc.1255N>Tp.Val419Leup.V419LQ9HCK5protein_codingtolerated(0.44)benign(0.001)TCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
AGO4SNVMissense_Mutationnovelc.1255N>Tp.Val419Leup.V419LQ9HCK5protein_codingtolerated(0.44)benign(0.001)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
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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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