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: PCGF6

Gene summary for PCGF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCGF6

Gene ID

84108

Gene namepolycomb group ring finger 6
Gene AliasMBLR
Cytomap10q24.33
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9BYE7


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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
84108PCGF6LZE4THumanEsophagusESCC1.20e-072.39e-010.0811
84108PCGF6LZE7THumanEsophagusESCC2.59e-052.52e-010.0667
84108PCGF6LZE24THumanEsophagusESCC1.09e-142.85e-010.0596
84108PCGF6P1T-EHumanEsophagusESCC3.49e-062.45e-010.0875
84108PCGF6P2T-EHumanEsophagusESCC1.13e-214.23e-010.1177
84108PCGF6P4T-EHumanEsophagusESCC1.39e-214.27e-010.1323
84108PCGF6P5T-EHumanEsophagusESCC9.78e-245.08e-010.1327
84108PCGF6P8T-EHumanEsophagusESCC1.88e-121.56e-010.0889
84108PCGF6P9T-EHumanEsophagusESCC9.12e-037.59e-020.1131
84108PCGF6P10T-EHumanEsophagusESCC5.40e-046.57e-020.116
84108PCGF6P11T-EHumanEsophagusESCC4.26e-123.83e-010.1426
84108PCGF6P12T-EHumanEsophagusESCC3.82e-274.28e-010.1122
84108PCGF6P15T-EHumanEsophagusESCC1.73e-071.65e-010.1149
84108PCGF6P16T-EHumanEsophagusESCC1.18e-132.47e-010.1153
84108PCGF6P19T-EHumanEsophagusESCC6.87e-074.86e-010.1662
84108PCGF6P20T-EHumanEsophagusESCC6.06e-112.87e-010.1124
84108PCGF6P21T-EHumanEsophagusESCC2.24e-102.24e-010.1617
84108PCGF6P22T-EHumanEsophagusESCC1.59e-132.70e-010.1236
84108PCGF6P23T-EHumanEsophagusESCC2.91e-244.94e-010.108
84108PCGF6P24T-EHumanEsophagusESCC7.75e-061.44e-010.1287
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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:001657414EsophagusESCChistone ubiquitination40/855247/187232.40e-084.55e-0740
GO:003352213EsophagusESCChistone H2A ubiquitination23/855226/187236.82e-066.90e-0523
GO:00103904EsophagusESCChistone monoubiquitination25/855229/187237.24e-067.20e-0525
GO:00355182EsophagusESCChistone H2A monoubiquitination15/855217/187233.48e-042.03e-0315
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00165746Oral cavityOSCChistone ubiquitination38/730547/187235.22e-091.14e-0738
GO:00065135Oral cavityOSCCprotein monoubiquitination47/730567/187232.32e-073.68e-0647
GO:00103903Oral cavityOSCChistone monoubiquitination24/730529/187231.74e-062.26e-0524
GO:00335224Oral cavityOSCChistone H2A ubiquitination21/730526/187231.66e-051.64e-0421
GO:00355181Oral cavityOSCChistone H2A monoubiquitination13/730517/187231.92e-038.94e-0313
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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
PCGF6SNVMissense_Mutationnovelc.164G>Ap.Gly55Aspp.G55DQ9BYE7protein_codingdeleterious_low_confidence(0)benign(0.103)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PCGF6SNVMissense_Mutationnovelc.170N>Tp.Ser57Phep.S57FQ9BYE7protein_codingdeleterious_low_confidence(0)probably_damaging(0.979)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PCGF6SNVMissense_Mutationc.967C>Gp.Arg323Glyp.R323GQ9BYE7protein_codingdeleterious(0.01)benign(0.146)TCGA-EW-A1OY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PCGF6SNVMissense_Mutationnovelc.396N>Gp.Ile132Metp.I132MQ9BYE7protein_codingdeleterious(0)probably_damaging(0.995)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PCGF6SNVMissense_Mutationnovelc.508N>Gp.Pro170Alap.P170AQ9BYE7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PCGF6SNVMissense_Mutationc.574N>Gp.Gln192Glup.Q192EQ9BYE7protein_codingdeleterious(0.01)probably_damaging(0.931)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCGF6SNVMissense_Mutationc.281N>Cp.Glu94Alap.E94AQ9BYE7protein_codingdeleterious_low_confidence(0.01)benign(0.027)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PCGF6SNVMissense_Mutationc.940G>Cp.Glu314Glnp.E314QQ9BYE7protein_codingtolerated(0.15)possibly_damaging(0.879)TCGA-BM-6198-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyxelodaSD
PCGF6SNVMissense_Mutationnovelc.631C>Tp.His211Tyrp.H211YQ9BYE7protein_codingtolerated(0.1)benign(0.01)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PCGF6SNVMissense_Mutationrs199872878c.361N>Tp.Arg121Cysp.R121CQ9BYE7protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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