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: EXOC6

Gene summary for EXOC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOC6

Gene ID

54536

Gene nameexocyst complex component 6
Gene AliasEXOC6A
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B3KXY5


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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
54536EXOC6NAFLD1HumanLiverNAFLD1.80e-033.49e-01-0.04
54536EXOC6HCC1_MengHumanLiverHCC1.44e-58-4.65e-020.0246
54536EXOC6HCC2_MengHumanLiverHCC1.12e-13-1.31e-020.0107
54536EXOC6HCC1HumanLiverHCC8.04e-033.35e+000.5336
54536EXOC6HCC2HumanLiverHCC9.11e-052.96e+000.5341
54536EXOC6Pt14.aHumanLiverHCC4.10e-042.25e-010.0169
54536EXOC6S027HumanLiverHCC1.76e-023.79e-010.2446
54536EXOC6S028HumanLiverHCC3.83e-033.67e-010.2503
54536EXOC6S029HumanLiverHCC1.66e-044.43e-010.2581
54536EXOC6HTA12-23-1HumanPancreasPDAC8.22e-047.78e-010.3405
54536EXOC6HTA12-25-1HumanPancreasPDAC2.31e-121.04e+000.313
54536EXOC6HTA12-26-1HumanPancreasPDAC1.11e-211.08e+000.3728
54536EXOC6HTA12-29-1HumanPancreasPDAC9.74e-631.26e+000.3722
54536EXOC6HTA12-32-1HumanPancreasPDAC1.27e-061.34e+000.3624
54536EXOC6male-WTAHumanThyroidPTC6.89e-261.21e-010.1037
54536EXOC6PTC01HumanThyroidPTC1.90e-122.32e-010.1899
54536EXOC6PTC04HumanThyroidPTC5.49e-244.75e-010.1927
54536EXOC6PTC05HumanThyroidPTC1.60e-238.44e-010.2065
54536EXOC6PTC06HumanThyroidPTC8.80e-316.57e-010.2057
54536EXOC6PTC07HumanThyroidPTC5.43e-396.35e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00988767CervixCCvesicle-mediated transport to the plasma membrane34/2311136/187233.75e-055.91e-0434
GO:00068927CervixCCpost-Golgi vesicle-mediated transport28/2311104/187234.31e-056.61e-0428
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00068936CervixCCGolgi to plasma membrane transport16/231160/187232.00e-031.46e-0216
GO:00068873CervixCCexocytosis59/2311352/187238.74e-034.48e-0259
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0051650ColorectumADestablishment of vesicle localization57/3918161/187231.47e-053.15e-0457
GO:0006893ColorectumADGolgi to plasma membrane transport27/391860/187232.41e-054.66e-0427
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0006903ColorectumADvesicle targeting19/391845/187239.94e-049.28e-0319
GO:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
GO:00516561ColorectumSERestablishment of organelle localization100/2897390/187231.11e-076.79e-06100
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00068921ColorectumSERpost-Golgi vesicle-mediated transport31/2897104/187231.59e-043.08e-0331
GO:00988761ColorectumSERvesicle-mediated transport to the plasma membrane37/2897136/187233.08e-045.00e-0337
GO:00516501ColorectumSERestablishment of vesicle localization42/2897161/187233.38e-045.35e-0342
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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
EXOC6SNVMissense_Mutationc.223G>Cp.Asp75Hisp.D75HQ8TAG9protein_codingdeleterious(0.03)benign(0.114)TCGA-A8-A06Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
EXOC6SNVMissense_Mutationc.2154C>Gp.Phe718Leup.F718LQ8TAG9protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EXOC6SNVMissense_Mutationrs752026979c.61N>Ap.Glu21Lysp.E21KQ8TAG9protein_codingdeleterious(0.01)benign(0.02)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXOC6SNVMissense_Mutationnovelc.350N>Ap.Arg117Glnp.R117QQ8TAG9protein_codingtolerated(0.57)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXOC6SNVMissense_Mutationnovelc.1431N>Tp.Lys477Asnp.K477NQ8TAG9protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXOC6SNVMissense_Mutationc.181N>Ap.Glu61Lysp.E61KQ8TAG9protein_codingdeleterious(0.04)benign(0.168)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
EXOC6SNVMissense_Mutationrs768956810c.874A>Gp.Ile292Valp.I292VQ8TAG9protein_codingdeleterious(0.03)benign(0.125)TCGA-D8-A1JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone TherapydoxorubicineSD
EXOC6insertionFrame_Shift_Insnovelc.1762_1763insGGGTCCAGGACTTTGGGGCTACAGTGAGp.Ser588TrpfsTer32p.S588Wfs*32Q8TAG9protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
EXOC6SNVMissense_Mutationnovelc.1276G>Ap.Glu426Lysp.E426KQ8TAG9protein_codingdeleterious(0)benign(0.265)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
EXOC6SNVMissense_Mutationc.1945C>Gp.His649Aspp.H649DQ8TAG9protein_codingtolerated(0.08)benign(0.232)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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