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: EMC6

Gene summary for EMC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMC6

Gene ID

83460

Gene nameER membrane protein complex subunit 6
Gene AliasRAB5IFL
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9BV81


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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
83460EMC6HTA11_3410_2000001011HumanColorectumAD2.62e-021.35e-010.0155
83460EMC6HTA11_2487_2000001011HumanColorectumSER1.08e-063.37e-01-0.1808
83460EMC6HTA11_1938_2000001011HumanColorectumAD9.82e-093.73e-01-0.0811
83460EMC6HTA11_78_2000001011HumanColorectumAD4.32e-021.49e-01-0.1088
83460EMC6HTA11_347_2000001011HumanColorectumAD6.17e-153.85e-01-0.1954
83460EMC6HTA11_411_2000001011HumanColorectumSER2.97e-044.19e-01-0.2602
83460EMC6HTA11_2112_2000001011HumanColorectumSER5.40e-045.91e-01-0.2196
83460EMC6HTA11_3361_2000001011HumanColorectumAD1.55e-052.49e-01-0.1207
83460EMC6HTA11_83_2000001011HumanColorectumSER6.21e-042.91e-01-0.1526
83460EMC6HTA11_696_2000001011HumanColorectumAD7.63e-193.36e-01-0.1464
83460EMC6HTA11_866_2000001011HumanColorectumAD1.61e-062.02e-01-0.1001
83460EMC6HTA11_1391_2000001011HumanColorectumAD5.06e-196.43e-01-0.059
83460EMC6HTA11_2992_2000001011HumanColorectumSER1.39e-024.87e-01-0.1706
83460EMC6HTA11_546_2000001011HumanColorectumAD4.39e-032.56e-01-0.0842
83460EMC6HTA11_7862_2000001011HumanColorectumAD4.76e-063.86e-01-0.0179
83460EMC6HTA11_866_3004761011HumanColorectumAD1.05e-124.01e-010.096
83460EMC6HTA11_4255_2000001011HumanColorectumSER4.91e-033.96e-010.0446
83460EMC6HTA11_8622_2000001021HumanColorectumSER1.15e-054.56e-010.0528
83460EMC6HTA11_10711_2000001011HumanColorectumAD7.98e-042.02e-010.0338
83460EMC6HTA11_7696_3000711011HumanColorectumAD5.43e-163.29e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0051205ColorectumADprotein insertion into membrane23/391857/187236.62e-046.80e-0323
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
GO:00512051ColorectumSERprotein insertion into membrane19/289757/187236.32e-048.58e-0319
GO:00070291ColorectumSERendoplasmic reticulum organization23/289787/187235.77e-034.23e-0223
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00512052ColorectumMSSprotein insertion into membrane21/346757/187238.53e-048.75e-0321
GO:00070331ColorectumMSSvacuole organization48/3467180/187234.32e-033.07e-0248
GO:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:009015020EsophagusHGINestablishment of protein localization to membrane67/2587260/187231.96e-079.57e-0667
GO:00512057EsophagusHGINprotein insertion into membrane21/258757/187231.16e-053.29e-0421
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:19050375EsophagusHGINautophagosome organization28/2587103/187232.58e-044.53e-0328
GO:00450483EsophagusHGINprotein insertion into ER membrane10/258722/187233.28e-045.46e-0310
GO:00000455EsophagusHGINautophagosome assembly26/258799/187237.45e-049.90e-0326
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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
EMC6insertionNonsense_Mutationnovelc.318_319insAAGATGGAGAGCCATATGCTAAGAAATGTAACCAACACCTAGGAp.Val107LysfsTer14p.V107Kfs*14Q9BV81protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
EMC6SNVMissense_Mutationnovelc.193N>Ap.Leu65Ilep.L65IQ9BV81protein_codingtolerated(0.23)benign(0.076)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EMC6SNVMissense_Mutationrs202001960c.241N>Tp.Arg81Trpp.R81WQ9BV81protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-50-5930-01Lunglung adenocarcinomaMale<65III/IVChemotherapytaxoterePD
EMC6SNVMissense_Mutationc.140C>Tp.Thr47Ilep.T47IQ9BV81protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F1-6177-01Stomachstomach adenocarcinomaMale>=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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