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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: AK6

Gene summary for AK6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AK6

Gene ID

102157402

Gene nameadenylate kinase 6
Gene AliasAD-004
Cytomap5q13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y3D8


Top

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
102157402AK6LZE4THumanEsophagusESCC1.44e-022.47e-020.0811
102157402AK6LZE24THumanEsophagusESCC8.19e-082.74e-010.0596
102157402AK6P2T-EHumanEsophagusESCC1.81e-214.55e-010.1177
102157402AK6P4T-EHumanEsophagusESCC1.29e-224.83e-010.1323
102157402AK6P5T-EHumanEsophagusESCC5.19e-224.09e-010.1327
102157402AK6P8T-EHumanEsophagusESCC1.63e-141.70e-010.0889
102157402AK6P9T-EHumanEsophagusESCC6.15e-103.10e-010.1131
102157402AK6P10T-EHumanEsophagusESCC7.95e-183.24e-010.116
102157402AK6P11T-EHumanEsophagusESCC2.08e-136.57e-010.1426
102157402AK6P12T-EHumanEsophagusESCC6.47e-305.22e-010.1122
102157402AK6P15T-EHumanEsophagusESCC1.72e-175.02e-010.1149
102157402AK6P16T-EHumanEsophagusESCC2.58e-242.86e-010.1153
102157402AK6P17T-EHumanEsophagusESCC8.33e-052.69e-010.1278
102157402AK6P19T-EHumanEsophagusESCC2.03e-044.46e-010.1662
102157402AK6P20T-EHumanEsophagusESCC2.05e-122.21e-010.1124
102157402AK6P21T-EHumanEsophagusESCC4.80e-306.60e-010.1617
102157402AK6P22T-EHumanEsophagusESCC8.57e-233.60e-010.1236
102157402AK6P23T-EHumanEsophagusESCC3.01e-214.87e-010.108
102157402AK6P24T-EHumanEsophagusESCC1.74e-071.96e-010.1287
102157402AK6P26T-EHumanEsophagusESCC1.91e-162.29e-010.1276
Page: 1 2 3 4 5 6 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:00091234EsophagusESCCnucleoside monophosphate metabolic process49/855276/187237.30e-043.80e-0349
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:00091232LiverCirrhoticnucleoside monophosphate metabolic process36/463476/187231.55e-052.11e-0436
GO:00091654LiverCirrhoticnucleotide biosynthetic process89/4634254/187231.45e-041.40e-0389
GO:19012934LiverCirrhoticnucleoside phosphate biosynthetic process89/4634256/187231.97e-041.82e-0389
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:000916512LiverHCCnucleotide biosynthetic process150/7958254/187236.79e-081.40e-06150
GO:190129312LiverHCCnucleoside phosphate biosynthetic process151/7958256/187236.84e-081.41e-06151
GO:000912311LiverHCCnucleoside monophosphate metabolic process52/795876/187234.35e-065.54e-0552
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
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:00485889Oral cavityOSCCdevelopmental cell growth116/7305234/187236.20e-043.50e-03116
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
AK6SNVMissense_Mutationc.319N>Cp.Glu107Glnp.E107QQ9Y3D8protein_codingtolerated(0.39)benign(0.043)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AK6SNVMissense_Mutationnovelc.371T>Ap.Ile124Asnp.I124NQ9Y3D8protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AK6insertionIn_Frame_Insnovelc.372_373insCCAp.Ile124_Phe125insProp.I124_F125insPQ9Y3D8protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AK6insertionFrame_Shift_Insnovelc.322dupAp.Thr108AsnfsTer5p.T108Nfs*5Q9Y3D8protein_codingTCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
AK6SNVMissense_Mutationnovelc.7C>Gp.Leu3Valp.L3VQ9Y3D8protein_codingtolerated(0.11)benign(0.018)TCGA-DI-A2QU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
Page: 1 

Top

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
Page: 1