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:00718165ThyroidPTCtail-anchored membrane protein insertion into ER membrane12/596817/187231.20e-036.89e-0312
GO:00450505ThyroidPTCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence8/596810/187232.46e-031.27e-028
GO:001623623ThyroidATCmacroautophagy169/6293291/187236.56e-187.69e-16169
GO:009015031ThyroidATCestablishment of protein localization to membrane150/6293260/187231.05e-157.96e-14150
GO:000703322ThyroidATCvacuole organization100/6293180/187231.07e-092.71e-08100
GO:000702921ThyroidATCendoplasmic reticulum organization51/629387/187231.47e-061.81e-0551
GO:000004522ThyroidATCautophagosome assembly56/629399/187232.22e-062.63e-0556
GO:190503721ThyroidATCautophagosome organization57/6293103/187234.61e-065.03e-0557
GO:005120516ThyroidATCprotein insertion into membrane35/629357/187231.58e-051.46e-0435
GO:004504813ThyroidATCprotein insertion into ER membrane16/629322/187232.03e-041.35e-0316
GO:007181612ThyroidATCtail-anchored membrane protein insertion into ER membrane12/629317/187232.02e-039.60e-0312
GO:004505011ThyroidATCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence8/629310/187233.60e-031.58e-028
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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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