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: ADAT2

Gene summary for ADAT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADAT2

Gene ID

134637

Gene nameadenosine deaminase tRNA specific 2
Gene AliasDEADC1
Cytomap6q24.2
Gene Typeprotein-coding
GO ID

GO:0002097

UniProtAcc

Q7Z6V5


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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
134637ADAT2C04HumanOral cavityOSCC2.39e-032.32e-010.2633
134637ADAT2C21HumanOral cavityOSCC1.64e-042.48e-010.2678
134637ADAT2C30HumanOral cavityOSCC1.24e-217.51e-010.3055
134637ADAT2C46HumanOral cavityOSCC2.14e-031.03e-010.1673
134637ADAT2C51HumanOral cavityOSCC2.19e-021.71e-010.2674
134637ADAT2LN46HumanOral cavityOSCC8.13e-031.05e-010.1666
134637ADAT2LP15HumanOral cavityLP2.41e-065.28e-010.2174
134637ADAT2SYSMH3HumanOral cavityOSCC3.41e-112.69e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:00080331Oral cavityLPtRNA processing44/4623127/187237.50e-034.15e-0244
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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
ADAT2SNVMissense_Mutationnovelc.351G>Cp.Met117Ilep.M117IQ7Z6V5protein_codingtolerated(0.34)benign(0.444)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ADAT2insertionNonsense_Mutationnovelc.19_20insAACTGGCTTTACTGCCTCGAAACTTTCTGTAGCCCATTCTCAp.Pro7delinsGlnLeuAlaLeuLeuProArgAsnPheLeuTerProIleLeuThrp.P7delinsQLALLPRNFL*PILTQ7Z6V5protein_codingTCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ADAT2SNVMissense_Mutationrs757765963c.232N>Ap.Asp78Asnp.D78NQ7Z6V5protein_codingdeleterious(0)probably_damaging(0.993)TCGA-MA-AA43-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ADAT2SNVMissense_Mutationc.572C>Ap.Ser191Tyrp.S191YQ7Z6V5protein_codingdeleterious(0)benign(0.023)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ADAT2SNVMissense_Mutationrs866986087c.476N>Ap.Arg159Glnp.R159QQ7Z6V5protein_codingtolerated(0.3)benign(0.005)TCGA-AA-3989-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
ADAT2SNVMissense_Mutationnovelc.451C>Gp.Pro151Alap.P151AQ7Z6V5protein_codingtolerated(0.25)benign(0)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
ADAT2SNVMissense_Mutationc.112N>Ap.Glu38Lysp.E38KQ7Z6V5protein_codingtolerated(0.26)benign(0.007)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ADAT2SNVMissense_Mutationc.428N>Tp.Ala143Valp.A143VQ7Z6V5protein_codingtolerated(0.27)benign(0.001)TCGA-AP-A0LE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ADAT2SNVMissense_Mutationc.176N>Ap.Arg59Lysp.R59KQ7Z6V5protein_codingdeleterious(0.05)benign(0.039)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ADAT2SNVMissense_Mutationnovelc.247N>Cp.Trp83Argp.W83RQ7Z6V5protein_codingtolerated(0.22)probably_damaging(0.986)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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