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: CDC6

Gene summary for CDC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC6

Gene ID

990

Gene namecell division cycle 6
Gene AliasCDC18L
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

A0A024R1S2


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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
990CDC6LZE6THumanEsophagusESCC7.44e-031.94e-010.0845
990CDC6P2T-EHumanEsophagusESCC4.64e-073.67e-010.1177
990CDC6P4T-EHumanEsophagusESCC8.08e-062.76e-010.1323
990CDC6P5T-EHumanEsophagusESCC1.15e-173.77e-010.1327
990CDC6P16T-EHumanEsophagusESCC4.56e-062.54e-010.1153
990CDC6P17T-EHumanEsophagusESCC4.22e-023.63e-010.1278
990CDC6P21T-EHumanEsophagusESCC6.75e-052.33e-010.1617
990CDC6P22T-EHumanEsophagusESCC2.93e-031.35e-010.1236
990CDC6P23T-EHumanEsophagusESCC1.74e-022.05e-010.108
990CDC6P24T-EHumanEsophagusESCC1.32e-042.01e-010.1287
990CDC6P27T-EHumanEsophagusESCC6.22e-041.50e-010.1055
990CDC6P28T-EHumanEsophagusESCC4.38e-072.61e-010.1149
990CDC6P31T-EHumanEsophagusESCC1.77e-134.69e-010.1251
990CDC6P32T-EHumanEsophagusESCC7.53e-123.82e-010.1666
990CDC6P36T-EHumanEsophagusESCC3.01e-063.89e-010.1187
990CDC6P37T-EHumanEsophagusESCC1.60e-093.51e-010.1371
990CDC6P38T-EHumanEsophagusESCC3.86e-053.09e-010.127
990CDC6P39T-EHumanEsophagusESCC2.76e-031.56e-010.0894
990CDC6P47T-EHumanEsophagusESCC2.17e-023.16e-020.1067
990CDC6P52T-EHumanEsophagusESCC1.02e-205.25e-010.1555
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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
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
CDC6SNVMissense_Mutationc.1324N>Cp.Asp442Hisp.D442HQ99741protein_codingtolerated(0.19)benign(0.231)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
CDC6SNVMissense_Mutationc.1639N>Cp.Asp547Hisp.D547HQ99741protein_codingdeleterious(0)probably_damaging(0.96)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
CDC6insertionFrame_Shift_Insnovelc.512_513insCCAAp.Leu172GlnfsTer57p.L172Qfs*57Q99741protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
CDC6insertionNonsense_Mutationnovelc.514_515insCTGGCTAATTp.Leu172ProfsTer3p.L172Pfs*3Q99741protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
CDC6SNVMissense_Mutationnovelc.1576G>Ap.Glu526Lysp.E526KQ99741protein_codingdeleterious(0)probably_damaging(0.985)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CDC6SNVMissense_Mutationc.1566G>Cp.Lys522Asnp.K522NQ99741protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CDC6SNVMissense_Mutationrs757198932c.511N>Tp.Arg171Trpp.R171WQ99741protein_codingdeleterious(0)possibly_damaging(0.513)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDC6SNVMissense_Mutationnovelc.386N>Gp.Glu129Glyp.E129GQ99741protein_codingdeleterious(0.05)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CDC6SNVMissense_Mutationnovelc.1404N>Tp.Leu468Phep.L468FQ99741protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC6SNVMissense_Mutationc.529N>Tp.Arg177Trpp.R177WQ99741protein_codingdeleterious(0)benign(0.068)TCGA-AH-6544-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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