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: AK8

Gene summary for AK8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AK8

Gene ID

158067

Gene nameadenylate kinase 8
Gene AliasAK 8
Cytomap9q34.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96MA6


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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
158067AK8C38HumanOral cavityOSCC3.10e-097.54e-010.172
158067AK8C43HumanOral cavityOSCC8.17e-122.93e-010.1704
158067AK8LN38HumanOral cavityOSCC1.54e-036.14e-010.168
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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:000675318Oral cavityOSCCnucleoside phosphate metabolic process247/7305497/187236.28e-078.96e-06247
GO:000911719Oral cavityOSCCnucleotide metabolic process243/7305489/187237.80e-071.09e-05243
GO:00091233Oral cavityOSCCnucleoside monophosphate metabolic process50/730576/187232.04e-062.62e-0550
GO:000913217Oral cavityOSCCnucleoside diphosphate metabolic process70/7305124/187236.03e-054.95e-0470
GO:004693917Oral cavityOSCCnucleotide phosphorylation58/7305101/187231.33e-049.44e-0458
GO:000616517Oral cavityOSCCnucleoside diphosphate phosphorylation56/730599/187232.95e-041.85e-0356
GO:19012938Oral cavityOSCCnucleoside phosphate biosynthetic process125/7305256/187238.32e-044.41e-03125
GO:00091658Oral cavityOSCCnucleotide biosynthetic process124/7305254/187238.79e-044.63e-03124
GO:000914119Oral cavityOSCCnucleoside triphosphate metabolic process58/7305112/187234.01e-031.64e-0258
GO:0021591Oral cavityOSCCventricular system development18/730529/187231.00e-023.49e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
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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
AK8SNVMissense_Mutationnovelc.72N>Gp.Phe24Leup.F24LQ96MA6protein_codingdeleterious(0)benign(0.168)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
AK8SNVMissense_Mutationc.647N>Ap.Ala216Aspp.A216DQ96MA6protein_codingtolerated(0.11)benign(0.372)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AK8insertionNonsense_Mutationnovelc.308_309insAGGGTAGGGGAGGAGAAGp.Ala103_Arg104insGlyTerGlyArgArgSerp.A103_R104insG*GRRSQ96MA6protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AK8insertionFrame_Shift_Insnovelc.307_308insGAGGGGGAp.Ala103GlyfsTer22p.A103Gfs*22Q96MA6protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AK8deletionFrame_Shift_Delnovelc.1316delNp.Asn439ThrfsTer73p.N439Tfs*73Q96MA6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AK8SNVMissense_Mutationc.547N>Gp.Gln183Glup.Q183EQ96MA6protein_codingtolerated(0.41)benign(0.02)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AK8SNVMissense_Mutationc.558G>Cp.Glu186Aspp.E186DQ96MA6protein_codingtolerated(0.58)benign(0.031)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AK8SNVMissense_Mutationrs375128507c.1016G>Ap.Arg339Hisp.R339HQ96MA6protein_codingdeleterious(0.03)benign(0.429)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AK8SNVMissense_Mutationrs750120409c.589N>Ap.Glu197Lysp.E197KQ96MA6protein_codingtolerated(0.07)benign(0.369)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AK8SNVMissense_Mutationnovelc.1147N>Tp.Asp383Tyrp.D383YQ96MA6protein_codingdeleterious(0)probably_damaging(0.986)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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