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: EMC3

Gene summary for EMC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMC3

Gene ID

55831

Gene nameER membrane protein complex subunit 3
Gene AliasPOB
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9P0I2


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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
55831EMC3HTA11_1938_2000001011HumanColorectumAD2.91e-053.98e-01-0.0811
55831EMC3HTA11_347_2000001011HumanColorectumAD1.08e-114.74e-01-0.1954
55831EMC3HTA11_696_2000001011HumanColorectumAD2.97e-033.55e-01-0.1464
55831EMC3HTA11_1391_2000001011HumanColorectumAD9.86e-044.08e-01-0.059
55831EMC3HTA11_99999970781_79442HumanColorectumMSS6.87e-032.71e-010.294
55831EMC3HTA11_99999965104_69814HumanColorectumMSS1.80e-032.94e-010.281
55831EMC3HTA11_99999971662_82457HumanColorectumMSS3.26e-044.41e-010.3859
55831EMC3A001-C-207HumanColorectumFAP3.73e-04-2.26e-010.1278
55831EMC3A015-C-203HumanColorectumFAP1.55e-06-1.41e-01-0.1294
55831EMC3A001-C-108HumanColorectumFAP1.30e-02-1.31e-01-0.0272
55831EMC3A002-C-205HumanColorectumFAP1.91e-03-2.01e-01-0.1236
55831EMC3A015-C-106HumanColorectumFAP5.04e-03-1.45e-01-0.0511
55831EMC3A015-C-104HumanColorectumFAP1.70e-08-1.54e-01-0.1899
55831EMC3A001-C-014HumanColorectumFAP4.67e-05-1.88e-010.0135
55831EMC3A002-C-016HumanColorectumFAP3.50e-02-9.93e-020.0521
55831EMC3A001-C-203HumanColorectumFAP9.48e-06-1.72e-01-0.0481
55831EMC3A002-C-116HumanColorectumFAP1.01e-05-1.53e-01-0.0452
55831EMC3F034HumanColorectumFAP1.62e-04-1.25e-01-0.0665
55831EMC3LZE4THumanEsophagusESCC1.86e-143.21e-010.0811
55831EMC3LZE7THumanEsophagusESCC2.16e-031.90e-010.0667
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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:0051205ColorectumADprotein insertion into membrane23/391857/187236.62e-046.80e-0323
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00512052ColorectumMSSprotein insertion into membrane21/346757/187238.53e-048.75e-0321
GO:00901504ColorectumFAPestablishment of protein localization to membrane69/2622260/187236.40e-084.54e-0669
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:005120515EsophagusESCCprotein insertion into membrane46/855257/187235.90e-081.04e-0646
GO:004504812EsophagusESCCprotein insertion into ER membrane21/855222/187238.75e-071.13e-0521
GO:007181611EsophagusESCCtail-anchored membrane protein insertion into ER membrane17/855217/187231.63e-061.95e-0517
GO:00450503EsophagusESCCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence10/855210/187233.94e-042.26e-0310
GO:00901507LiverCirrhoticestablishment of protein localization to membrane123/4634260/187231.85e-152.15e-13123
GO:00070292LiverCirrhoticendoplasmic reticulum organization42/463487/187231.67e-063.22e-0542
GO:00512053LiverCirrhoticprotein insertion into membrane29/463457/187231.88e-052.53e-0429
GO:0045048LiverCirrhoticprotein insertion into ER membrane11/463422/187239.18e-034.21e-0211
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:005120511LiverHCCprotein insertion into membrane41/795857/187236.42e-067.83e-0541
GO:0071816LiverHCCtail-anchored membrane protein insertion into ER membrane15/795817/187231.31e-041.07e-0315
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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
EMC3SNVMissense_Mutationc.593N>Cp.Met198Thrp.M198TQ9P0I2protein_codingtolerated(0.35)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
EMC3insertionFrame_Shift_Insnovelc.271_272insAp.Thr91AsnfsTer2p.T91Nfs*2Q9P0I2protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EMC3SNVMissense_Mutationc.538N>Tp.Arg180Trpp.R180WQ9P0I2protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
EMC3SNVMissense_Mutationnovelc.469N>Ap.Glu157Lysp.E157KQ9P0I2protein_codingtolerated(0.07)benign(0.432)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EMC3SNVMissense_Mutationrs761023207c.634N>Ap.Ala212Thrp.A212TQ9P0I2protein_codingtolerated(0.34)benign(0.037)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EMC3SNVMissense_Mutationnovelc.260N>Ap.Phe87Tyrp.F87YQ9P0I2protein_codingtolerated(0.8)benign(0.009)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EMC3SNVMissense_Mutationc.323N>Tp.Thr108Ilep.T108IQ9P0I2protein_codingdeleterious(0.02)benign(0.424)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EMC3SNVMissense_Mutationnovelc.459N>Tp.Gln153Hisp.Q153HQ9P0I2protein_codingdeleterious(0.04)possibly_damaging(0.861)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EMC3SNVMissense_Mutationnovelc.296N>Ap.Ser99Tyrp.S99YQ9P0I2protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EMC3SNVMissense_Mutationnovelc.181C>Tp.Leu61Phep.L61FQ9P0I2protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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