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: EXOC2

Gene summary for EXOC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOC2

Gene ID

55770

Gene nameexocyst complex component 2
Gene AliasNEDFACH
Cytomap6p25.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024QZT2


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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
55770EXOC2CCI_1HumanCervixCC4.95e-106.45e-010.528
55770EXOC2CCI_2HumanCervixCC2.44e-129.15e-010.5249
55770EXOC2CCI_3HumanCervixCC1.51e-085.56e-010.516
55770EXOC2LZE4THumanEsophagusESCC9.80e-031.44e-010.0811
55770EXOC2LZE7THumanEsophagusESCC9.28e-032.93e-010.0667
55770EXOC2LZE24THumanEsophagusESCC2.30e-062.11e-010.0596
55770EXOC2LZE21THumanEsophagusESCC1.14e-022.46e-010.0655
55770EXOC2LZE6THumanEsophagusESCC5.61e-031.48e-010.0845
55770EXOC2P2T-EHumanEsophagusESCC3.52e-193.17e-010.1177
55770EXOC2P4T-EHumanEsophagusESCC5.60e-071.42e-010.1323
55770EXOC2P5T-EHumanEsophagusESCC2.15e-036.18e-020.1327
55770EXOC2P8T-EHumanEsophagusESCC2.06e-081.71e-010.0889
55770EXOC2P9T-EHumanEsophagusESCC3.03e-061.07e-010.1131
55770EXOC2P10T-EHumanEsophagusESCC8.40e-041.05e-010.116
55770EXOC2P11T-EHumanEsophagusESCC9.52e-175.88e-010.1426
55770EXOC2P12T-EHumanEsophagusESCC4.40e-091.44e-010.1122
55770EXOC2P15T-EHumanEsophagusESCC5.91e-051.38e-010.1149
55770EXOC2P16T-EHumanEsophagusESCC4.30e-101.71e-010.1153
55770EXOC2P17T-EHumanEsophagusESCC4.65e-073.36e-010.1278
55770EXOC2P19T-EHumanEsophagusESCC3.20e-073.37e-010.1662
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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
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
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
∗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:005237219EsophagusESCCmodulation by symbiont of entry into host32/855249/187234.39e-031.73e-0232
GO:00481936LiverNAFLDGolgi vesicle transport66/1882296/187233.66e-109.30e-0866
GO:00068925LiverNAFLDpost-Golgi vesicle-mediated transport31/1882104/187231.70e-082.03e-0631
GO:00068934LiverNAFLDGolgi to plasma membrane transport19/188260/187233.60e-061.42e-0419
GO:00988765LiverNAFLDvesicle-mediated transport to the plasma membrane30/1882136/187232.76e-057.39e-0430
GO:00444037LiverNAFLDbiological process involved in symbiotic interaction50/1882290/187231.03e-042.04e-0350
GO:00517017LiverNAFLDbiological process involved in interaction with host32/1882203/187236.90e-034.87e-0232
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:004440322LiverHCCbiological process involved in symbiotic interaction183/7958290/187239.13e-134.59e-11183
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:005170122LiverHCCbiological process involved in interaction with host128/7958203/187232.51e-096.91e-08128
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:005212612LiverHCCmovement in host environment109/7958175/187239.58e-081.89e-06109
GO:000689321LiverHCCGolgi to plasma membrane transport44/795860/187231.24e-061.81e-0544
GO:004440912LiverHCCentry into host88/7958151/187236.47e-055.91e-0488
GO:004390311LiverHCCregulation of biological process involved in symbiotic interaction45/795872/187234.86e-043.19e-0345
GO:005237211LiverHCCmodulation by symbiont of entry into host29/795849/187231.37e-024.86e-0229
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa040142CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0401411CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513214LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513215LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
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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
EXOC2SNVMissense_Mutationc.22N>Tp.Pro8Serp.P8SQ96KP1protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
EXOC2SNVMissense_Mutationc.862C>Gp.Leu288Valp.L288VQ96KP1protein_codingtolerated(0.16)benign(0.009)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EXOC2SNVMissense_Mutationrs572181971c.507N>Tp.Trp169Cysp.W169CQ96KP1protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
EXOC2SNVMissense_Mutationc.2437N>Ap.Val813Metp.V813MQ96KP1protein_codingdeleterious(0)probably_damaging(0.972)TCGA-C8-A278-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
EXOC2SNVMissense_Mutationrs772355029c.1295G>Tp.Ser432Ilep.S432IQ96KP1protein_codingtolerated(0.09)benign(0.009)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
EXOC2SNVMissense_Mutationc.1357N>Ap.Glu453Lysp.E453KQ96KP1protein_codingdeleterious(0.01)possibly_damaging(0.722)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
EXOC2SNVMissense_Mutationc.2549N>Cp.Gly850Alap.G850AQ96KP1protein_codingdeleterious(0.02)benign(0.4)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EXOC2SNVMissense_Mutationc.1372C>Tp.Leu458Phep.L458FQ96KP1protein_codingdeleterious(0.02)possibly_damaging(0.564)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EXOC2insertionFrame_Shift_Insnovelc.1597_1598insTp.Gln533LeufsTer28p.Q533Lfs*28Q96KP1protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
EXOC2insertionNonsense_Mutationnovelc.1596_1597insAAGACTGGATTGTTGACAATGAAGGACTGACTTCTp.Gln533LysfsTer10p.Q533Kfs*10Q96KP1protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
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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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