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: EXOC6B

Gene summary for EXOC6B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOC6B

Gene ID

23233

Gene nameexocyst complex component 6B
Gene AliasSEC15B
Cytomap2p13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A0U1RRB6


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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
23233EXOC6BCCI_1HumanCervixCC6.80e-242.17e+000.528
23233EXOC6BCCI_2HumanCervixCC5.21e-151.44e+000.5249
23233EXOC6BCCI_3HumanCervixCC3.53e-261.65e+000.516
23233EXOC6BHTA11_3410_2000001011HumanColorectumAD3.42e-28-8.58e-010.0155
23233EXOC6BHTA11_2951_2000001011HumanColorectumAD2.51e-02-8.02e-010.0216
23233EXOC6BHTA11_411_2000001011HumanColorectumSER3.03e-039.58e-01-0.2602
23233EXOC6BHTA11_3361_2000001011HumanColorectumAD7.26e-04-4.85e-01-0.1207
23233EXOC6BHTA11_696_2000001011HumanColorectumAD4.05e-11-4.17e-01-0.1464
23233EXOC6BHTA11_7862_2000001011HumanColorectumAD2.07e-02-5.93e-01-0.0179
23233EXOC6BHTA11_866_3004761011HumanColorectumAD1.94e-10-6.41e-010.096
23233EXOC6BHTA11_8622_2000001021HumanColorectumSER2.27e-03-6.21e-010.0528
23233EXOC6BHTA11_10711_2000001011HumanColorectumAD9.39e-07-5.76e-010.0338
23233EXOC6BHTA11_7696_3000711011HumanColorectumAD2.84e-28-6.35e-010.0674
23233EXOC6BHTA11_6818_2000001021HumanColorectumAD4.03e-05-5.70e-010.0588
23233EXOC6BHTA11_99999970781_79442HumanColorectumMSS1.05e-27-7.02e-010.294
23233EXOC6BHTA11_99999971662_82457HumanColorectumMSS2.62e-11-4.41e-010.3859
23233EXOC6BHTA11_99999973899_84307HumanColorectumMSS5.78e-03-6.69e-010.2585
23233EXOC6BHTA11_99999974143_84620HumanColorectumMSS1.62e-22-5.44e-010.3005
23233EXOC6BA002-C-010HumanColorectumFAP4.75e-03-2.02e-010.242
23233EXOC6BA001-C-207HumanColorectumFAP2.68e-03-3.45e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
EXOC6BSNVMissense_Mutationnovelc.1918N>Ap.Asp640Asnp.D640Nprotein_codingtolerated(0.2)possibly_damaging(0.562)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXOC6BSNVMissense_Mutationc.1531T>Cp.Phe511Leup.F511Lprotein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EXOC6BSNVMissense_Mutationnovelc.988C>Tp.Pro330Serp.P330Sprotein_codingtolerated(0.34)probably_damaging(0.999)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EXOC6BSNVMissense_Mutationnovelc.2374N>Cp.Glu792Glnp.E792Qprotein_codingtolerated(0.07)probably_damaging(0.998)TCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
EXOC6BSNVMissense_Mutationrs201814463c.167N>Tp.Arg56Leup.R56Lprotein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
EXOC6BSNVMissense_Mutationc.2423N>Cp.Gly808Alap.G808Aprotein_codingtolerated(0.85)benign(0.007)TCGA-E2-A14T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EXOC6BSNVMissense_Mutationc.880N>Tp.Pro294Serp.P294Sprotein_codingdeleterious(0)possibly_damaging(0.767)TCGA-FU-A3TX-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EXOC6BSNVMissense_Mutationc.1178N>Tp.Ser393Phep.S393Fprotein_codingdeleterious(0.01)possibly_damaging(0.857)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EXOC6BSNVMissense_Mutationnovelc.1535N>Tp.Ser512Leup.S512Lprotein_codingtolerated(0.08)probably_damaging(0.996)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EXOC6BSNVMissense_Mutationrs755302023c.142N>Tp.Arg48Cysp.R48Cprotein_codingdeleterious(0.01)possibly_damaging(0.761)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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