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: ATP23

Gene summary for ATP23

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP23

Gene ID

91419

Gene nameATP23 metallopeptidase and ATP synthase assembly factor homolog
Gene AliasKUB3
Cytomap12q14.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y6H3


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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
91419ATP23S014HumanLiverHCC5.33e-267.20e-010.2254
91419ATP23S015HumanLiverHCC1.38e-216.61e-010.2375
91419ATP23S016HumanLiverHCC2.42e-317.13e-010.2243
91419ATP23S028HumanLiverHCC1.57e-042.19e-010.2503
91419ATP23S029HumanLiverHCC5.91e-062.51e-010.2581
91419ATP23male-WTAHumanThyroidPTC1.68e-032.58e-020.1037
91419ATP23PTC01HumanThyroidPTC1.84e-052.29e-020.1899
91419ATP23PTC07HumanThyroidPTC2.97e-071.10e-010.2044
91419ATP23ATC12HumanThyroidATC3.49e-03-2.18e-040.34
91419ATP23ATC13HumanThyroidATC8.56e-335.59e-010.34
91419ATP23ATC2HumanThyroidATC6.31e-032.40e-010.34
91419ATP23ATC5HumanThyroidATC7.68e-306.42e-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:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:001648511LiverHCCprotein processing121/7958225/187234.01e-042.71e-03121
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:0070071LiverHCCproton-transporting two-sector ATPase complex assembly12/795815/187233.56e-031.59e-0212
GO:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
GO:00349822ThyroidPTCmitochondrial protein processing10/596813/187231.11e-036.51e-0310
GO:00700712ThyroidPTCproton-transporting two-sector ATPase complex assembly11/596815/187231.19e-036.84e-0311
GO:00063026ThyroidPTCdouble-strand break repair103/5968251/187231.30e-037.40e-03103
GO:00063032ThyroidPTCdouble-strand break repair via nonhomologous end joining32/596866/187233.55e-031.71e-0232
GO:0051604110ThyroidATCprotein maturation136/6293294/187234.00e-064.42e-05136
GO:001648515ThyroidATCprotein processing100/6293225/187234.39e-042.62e-03100
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
GO:00349821ThyroidATCmitochondrial protein processing10/629313/187231.77e-038.71e-0310
GO:007007111ThyroidATCproton-transporting two-sector ATPase complex assembly11/629315/187231.94e-039.41e-0311
GO:00063031ThyroidATCdouble-strand break repair via nonhomologous end joining33/629366/187234.27e-031.80e-0233
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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
ATP23SNVMissense_Mutationc.292N>Tp.Gly98Cysp.G98CQ9Y6H3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ATP23insertionIn_Frame_Insnovelc.483_484insGTGCTGTTGTGTTTTGCACTTCTTTCTGAAGGTCTTp.Cys161_Ser162insValLeuLeuCysPheAlaLeuLeuSerGluGlyLeup.C161_S162insVLLCFALLSEGLQ9Y6H3protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ATP23insertionNonsense_Mutationnovelc.11_12insGAGGCTGGAAAGAGTTTTAGGCCAAATCAGGAATAGCTGAAAGCCAGTp.Ala4_Pro5insArgLeuGluArgValLeuGlyGlnIleArgAsnSerTerLysProValp.A4_P5insRLERVLGQIRNS*KPVQ9Y6H3protein_codingTCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ATP23deletionFrame_Shift_Delnovelc.207delNp.Asp71MetfsTer3p.D71Mfs*3Q9Y6H3protein_codingTCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATP23deletionFrame_Shift_Delnovelc.209delNp.Asp71MetfsTer3p.D71Mfs*3Q9Y6H3protein_codingTCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATP23insertionNonsense_Mutationnovelc.418_419insAACTTCTCCCTTCTCCTCTCTCTp.Trp140Terp.W140*Q9Y6H3protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP23SNVMissense_Mutationnovelc.235N>Ap.Ala79Thrp.A79TQ9Y6H3protein_codingtolerated(0.57)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATP23SNVMissense_Mutationc.478N>Tp.Asp160Tyrp.D160YQ9Y6H3protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ATP23SNVMissense_Mutationnovelc.241A>Gp.Asn81Aspp.N81DQ9Y6H3protein_codingtolerated(0.97)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATP23SNVMissense_Mutationc.703N>Ap.Asp235Asnp.D235NQ9Y6H3protein_codingdeleterious(0.04)benign(0.006)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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