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: EXOSC6

Gene summary for EXOSC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOSC6

Gene ID

118460

Gene nameexosome component 6
Gene AliasEAP4
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q5RKV6


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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
118460EXOSC6C04HumanOral cavityOSCC1.85e-065.88e-010.2633
118460EXOSC6C21HumanOral cavityOSCC8.46e-401.28e+000.2678
118460EXOSC6C30HumanOral cavityOSCC1.37e-301.47e+000.3055
118460EXOSC6C43HumanOral cavityOSCC6.94e-103.35e-010.1704
118460EXOSC6C46HumanOral cavityOSCC7.00e-037.43e-020.1673
118460EXOSC6C06HumanOral cavityOSCC1.80e-049.01e-010.2699
118460EXOSC6C08HumanOral cavityOSCC9.87e-245.28e-010.1919
118460EXOSC6SYSMH1HumanOral cavityOSCC1.61e-164.27e-010.1127
118460EXOSC6SYSMH2HumanOral cavityOSCC5.81e-227.93e-010.2326
118460EXOSC6SYSMH3HumanOral cavityOSCC1.69e-318.60e-010.2442
118460EXOSC6SYSMH4HumanOral cavityOSCC8.70e-061.00e-010.1226
118460EXOSC6SYSMH5HumanOral cavityOSCC4.83e-114.48e-010.0647
118460EXOSC6male-WTAHumanThyroidPTC1.76e-232.60e-010.1037
118460EXOSC6PTC01HumanThyroidPTC3.51e-172.41e-010.1899
118460EXOSC6PTC03HumanThyroidPTC7.49e-041.37e-010.1784
118460EXOSC6PTC04HumanThyroidPTC2.66e-122.27e-010.1927
118460EXOSC6PTC05HumanThyroidPTC7.19e-155.84e-010.2065
118460EXOSC6PTC06HumanThyroidPTC6.01e-305.66e-010.2057
118460EXOSC6PTC07HumanThyroidPTC2.03e-375.44e-010.2044
118460EXOSC6ATC09HumanThyroidATC3.06e-042.55e-010.2871
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:000636410Oral cavityOSCCrRNA processing172/7305225/187231.57e-301.24e-27172
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:001607210Oral cavityOSCCrRNA metabolic process176/7305236/187236.51e-293.24e-26176
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:000640118Oral cavityOSCCRNA catabolic process184/7305278/187232.71e-204.19e-18184
GO:000640218Oral cavityOSCCmRNA catabolic process156/7305232/187232.13e-182.37e-16156
GO:003465517Oral cavityOSCCnucleobase-containing compound catabolic process244/7305407/187235.38e-185.49e-16244
GO:004670015Oral cavityOSCCheterocycle catabolic process254/7305445/187235.07e-153.31e-13254
GO:004427016Oral cavityOSCCcellular nitrogen compound catabolic process256/7305451/187239.67e-155.88e-13256
GO:001943915Oral cavityOSCCaromatic compound catabolic process263/7305467/187231.49e-148.84e-13263
GO:190136115Oral cavityOSCCorganic cyclic compound catabolic process272/7305495/187232.73e-131.36e-11272
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:000095610Oral cavityOSCCnuclear-transcribed mRNA catabolic process81/7305112/187237.95e-133.70e-1181
GO:005105414Oral cavityOSCCpositive regulation of DNA metabolic process126/7305201/187238.12e-123.01e-10126
GO:00002912Oral cavityOSCCnuclear-transcribed mRNA catabolic process, exonucleolytic19/730519/187231.69e-083.36e-0719
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
GO:00710251Oral cavityOSCCRNA surveillance15/730515/187237.33e-071.03e-0515
GO:00710272Oral cavityOSCCnuclear RNA surveillance13/730513/187234.82e-065.48e-0513
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
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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
EXOSC6SNVMissense_Mutationnovelc.761N>Ap.Val254Glup.V254EQ5RKV6protein_codingdeleterious(0)benign(0.106)TCGA-2A-A8W3-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
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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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