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: EMC7

Gene summary for EMC7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMC7

Gene ID

56851

Gene nameER membrane protein complex subunit 7
Gene AliasC11orf3
Cytomap15q14
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9NPA0


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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
56851EMC7HTA11_2487_2000001011HumanColorectumSER8.37e-032.95e-01-0.1808
56851EMC7HTA11_347_2000001011HumanColorectumAD1.82e-073.46e-01-0.1954
56851EMC7HTA11_1391_2000001011HumanColorectumAD1.06e-023.39e-01-0.059
56851EMC7HTA11_99999970781_79442HumanColorectumMSS2.71e-033.19e-010.294
56851EMC7A002-C-016HumanColorectumFAP3.61e-02-6.71e-020.0521
56851EMC7A002-C-116HumanColorectumFAP8.13e-03-8.85e-02-0.0452
56851EMC7LZE4THumanEsophagusESCC9.88e-195.12e-010.0811
56851EMC7LZE5THumanEsophagusESCC3.10e-035.39e-010.0514
56851EMC7LZE7THumanEsophagusESCC1.00e-024.53e-010.0667
56851EMC7LZE8THumanEsophagusESCC2.23e-042.39e-010.067
56851EMC7LZE22THumanEsophagusESCC4.38e-043.71e-010.068
56851EMC7LZE24THumanEsophagusESCC1.05e-186.48e-010.0596
56851EMC7LZE6THumanEsophagusESCC1.58e-082.19e-010.0845
56851EMC7P1T-EHumanEsophagusESCC2.47e-066.63e-010.0875
56851EMC7P2T-EHumanEsophagusESCC9.22e-283.69e-010.1177
56851EMC7P4T-EHumanEsophagusESCC9.40e-421.12e+000.1323
56851EMC7P5T-EHumanEsophagusESCC1.30e-288.08e-010.1327
56851EMC7P8T-EHumanEsophagusESCC7.32e-439.34e-010.0889
56851EMC7P9T-EHumanEsophagusESCC1.46e-328.11e-010.1131
56851EMC7P10T-EHumanEsophagusESCC6.87e-439.12e-010.116
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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: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: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
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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
EMC7SNVMissense_Mutationnovelc.184A>Gp.Ile62Valp.I62VQ9NPA0protein_codingtolerated(0.73)benign(0.003)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EMC7SNVMissense_Mutationc.420N>Tp.Met140Ilep.M140IQ9NPA0protein_codingtolerated(0.33)benign(0.006)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
EMC7SNVMissense_Mutationnovelc.696N>Cp.Lys232Asnp.K232NQ9NPA0protein_codingtolerated(0.08)benign(0.264)TCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
EMC7SNVMissense_Mutationnovelc.696N>Cp.Lys232Asnp.K232NQ9NPA0protein_codingtolerated(0.08)benign(0.264)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EMC7SNVMissense_Mutationc.341C>Tp.Ser114Leup.S114LQ9NPA0protein_codingdeleterious(0.01)possibly_damaging(0.715)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EMC7SNVMissense_Mutationc.341N>Tp.Ser114Leup.S114LQ9NPA0protein_codingdeleterious(0.01)possibly_damaging(0.715)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EMC7SNVMissense_Mutationc.464N>Tp.Trp155Leup.W155LQ9NPA0protein_codingdeleterious(0.01)probably_damaging(0.913)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EMC7SNVMissense_Mutationnovelc.226N>Ap.Gly76Serp.G76SQ9NPA0protein_codingdeleterious(0.01)probably_damaging(0.925)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EMC7SNVMissense_Mutationc.341N>Tp.Ser114Leup.S114LQ9NPA0protein_codingdeleterious(0.01)possibly_damaging(0.715)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EMC7SNVMissense_Mutationc.595A>Cp.Asn199Hisp.N199HQ9NPA0protein_codingdeleterious(0)possibly_damaging(0.483)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<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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