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: AGO1

Gene summary for AGO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AGO1

Gene ID

26523

Gene nameargonaute RISC component 1
Gene AliasEIF2C
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0000956

UniProtAcc

B2RAD8


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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
26523AGO1HCC1_MengHumanLiverHCC1.80e-511.25e-010.0246
26523AGO1HCC2_MengHumanLiverHCC1.91e-117.94e-020.0107
26523AGO1HCC1HumanLiverHCC3.78e-043.77e+000.5336
26523AGO1HCC2HumanLiverHCC7.86e-142.92e+000.5341
26523AGO1S014HumanLiverHCC4.83e-176.33e-010.2254
26523AGO1S015HumanLiverHCC6.24e-217.94e-010.2375
26523AGO1S016HumanLiverHCC1.20e-226.84e-010.2243
26523AGO1S027HumanLiverHCC5.73e-075.43e-010.2446
26523AGO1S028HumanLiverHCC6.68e-124.77e-010.2503
26523AGO1S029HumanLiverHCC8.44e-115.72e-010.2581
26523AGO1male-WTAHumanThyroidPTC8.34e-111.25e-010.1037
26523AGO1PTC01HumanThyroidPTC7.47e-038.52e-020.1899
26523AGO1PTC04HumanThyroidPTC1.45e-089.92e-020.1927
26523AGO1PTC05HumanThyroidPTC9.85e-043.05e-010.2065
26523AGO1PTC06HumanThyroidPTC1.62e-133.44e-010.2057
26523AGO1PTC07HumanThyroidPTC6.55e-101.95e-010.2044
26523AGO1ATC12HumanThyroidATC1.09e-021.17e-010.34
26523AGO1ATC13HumanThyroidATC1.16e-386.69e-010.34
26523AGO1ATC2HumanThyroidATC4.21e-054.23e-010.34
26523AGO1ATC4HumanThyroidATC2.28e-041.68e-010.34
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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
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:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
GO:007182622LiverHCCribonucleoprotein complex subunit organization159/7958227/187233.14e-173.06e-15159
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:002261822LiverHCCribonucleoprotein complex assembly153/7958220/187233.44e-162.91e-14153
GO:000095621LiverHCCnuclear-transcribed mRNA catabolic process84/7958112/187232.54e-121.18e-1084
GO:003105021LiverHCCdsRNA processing38/795854/187233.15e-053.21e-0438
GO:007091821LiverHCCproduction of small RNA involved in gene silencing by RNA38/795854/187233.15e-053.21e-0438
GO:003519621LiverHCCproduction of miRNAs involved in gene silencing by miRNA36/795852/187238.79e-057.66e-0436
GO:00310541LiverHCCpre-miRNA processing13/795814/187231.25e-041.03e-0313
GO:003424921LiverHCCnegative regulation of cellular amide metabolic process144/7958273/187233.80e-042.61e-03144
GO:001714821LiverHCCnegative regulation of translation129/7958245/187238.14e-044.87e-03129
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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
AGO1SNVMissense_Mutationc.1925N>Gp.Tyr642Cysp.Y642CQ9UL18protein_codingdeleterious(0.03)possibly_damaging(0.726)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
AGO1SNVMissense_Mutationc.1756C>Gp.Gln586Glup.Q586EQ9UL18protein_codingtolerated(0.16)benign(0.038)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AGO1SNVMissense_Mutationnovelc.1444C>Tp.Pro482Serp.P482SQ9UL18protein_codingtolerated(0.07)benign(0.219)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AGO1SNVMissense_Mutationnovelc.1483N>Tp.Gly495Trpp.G495WQ9UL18protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
AGO1SNVMissense_Mutationnovelc.1489N>Cp.Asp497Hisp.D497HQ9UL18protein_codingdeleterious(0.01)possibly_damaging(0.889)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
AGO1SNVMissense_Mutationrs745615692c.263N>Ap.Arg88Hisp.R88HQ9UL18protein_codingtolerated(0.06)benign(0.157)TCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
AGO1SNVMissense_Mutationc.1196N>Cp.Val399Alap.V399AQ9UL18protein_codingdeleterious(0.01)possibly_damaging(0.766)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
AGO1SNVMissense_Mutationc.851G>Ap.Arg284Hisp.R284HQ9UL18protein_codingtolerated(0.09)benign(0.02)TCGA-E2-A15T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AGO1insertionNonsense_Mutationnovelc.1986_1987insCATTTATCAGCGTTGTAATTTTCACGATTTTTAAAATTAGTCCCTp.Ile662_Ile663insHisLeuSerAlaLeuTerPheSerArgPheLeuLysLeuValProp.I662_I663insHLSAL*FSRFLKLVPQ9UL18protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
AGO1insertionFrame_Shift_Insnovelc.2145_2146insATGATTATTTACTTCTAp.Ala716MetfsTer6p.A716Mfs*6Q9UL18protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
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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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