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: EMC2

Gene summary for EMC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMC2

Gene ID

9694

Gene nameER membrane protein complex subunit 2
Gene AliasKIAA0103
Cytomap8q23.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q15006


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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
9694EMC2LZE2THumanEsophagusESCC6.60e-068.63e-010.082
9694EMC2LZE4THumanEsophagusESCC1.10e-176.00e-010.0811
9694EMC2LZE7THumanEsophagusESCC2.28e-061.64e-010.0667
9694EMC2LZE8THumanEsophagusESCC2.63e-144.64e-010.067
9694EMC2LZE20THumanEsophagusESCC1.84e-156.63e-010.0662
9694EMC2LZE22THumanEsophagusESCC8.74e-055.15e-010.068
9694EMC2LZE24THumanEsophagusESCC1.99e-216.28e-010.0596
9694EMC2LZE21THumanEsophagusESCC1.72e-024.84e-010.0655
9694EMC2LZE6THumanEsophagusESCC1.06e-051.59e-010.0845
9694EMC2P1T-EHumanEsophagusESCC2.32e-024.18e-010.0875
9694EMC2P2T-EHumanEsophagusESCC4.09e-234.46e-010.1177
9694EMC2P4T-EHumanEsophagusESCC1.39e-417.62e-010.1323
9694EMC2P5T-EHumanEsophagusESCC3.89e-428.36e-010.1327
9694EMC2P8T-EHumanEsophagusESCC3.71e-234.77e-010.0889
9694EMC2P9T-EHumanEsophagusESCC9.70e-276.28e-010.1131
9694EMC2P10T-EHumanEsophagusESCC2.26e-345.96e-010.116
9694EMC2P11T-EHumanEsophagusESCC1.98e-216.99e-010.1426
9694EMC2P12T-EHumanEsophagusESCC3.54e-611.02e+000.1122
9694EMC2P15T-EHumanEsophagusESCC1.36e-316.89e-010.1149
9694EMC2P16T-EHumanEsophagusESCC4.62e-397.43e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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: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
GO:00450481LiverHCCprotein insertion into ER membrane18/795822/187231.91e-041.49e-0318
GO:0045050LiverHCCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence10/795810/187231.92e-041.49e-0310
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:00070294Oral cavityOSCCendoplasmic reticulum organization58/730587/187231.59e-072.61e-0658
GO:00512056Oral cavityOSCCprotein insertion into membrane40/730557/187231.81e-062.34e-0540
GO:00450502Oral cavityOSCCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence10/730510/187238.14e-056.26e-0410
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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
EMC2SNVMissense_Mutationc.169G>Ap.Glu57Lysp.E57KQ15006protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
EMC2SNVMissense_Mutationnovelc.844N>Gp.Leu282Valp.L282VQ15006protein_codingtolerated(0.85)benign(0)TCGA-A8-A099-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
EMC2SNVMissense_Mutationc.458N>Cp.Gly153Alap.G153AQ15006protein_codingtolerated(0.46)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EMC2SNVMissense_Mutationc.601N>Gp.Thr201Alap.T201AQ15006protein_codingdeleterious(0)possibly_damaging(0.751)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
EMC2SNVMissense_Mutationnovelc.844N>Ap.Leu282Ilep.L282IQ15006protein_codingtolerated(0.63)benign(0.011)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
EMC2SNVMissense_Mutationc.842N>Tp.Ser281Phep.S281FQ15006protein_codingdeleterious(0.01)possibly_damaging(0.648)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
EMC2SNVMissense_Mutationc.202N>Gp.Arg68Glyp.R68GQ15006protein_codingdeleterious(0.03)benign(0.323)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EMC2SNVMissense_Mutationc.187N>Ap.Ala63Thrp.A63TQ15006protein_codingdeleterious(0)possibly_damaging(0.711)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EMC2SNVMissense_Mutationc.635G>Tp.Arg212Ilep.R212IQ15006protein_codingdeleterious(0.03)probably_damaging(0.923)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EMC2SNVMissense_Mutationnovelc.809N>Gp.Phe270Cysp.F270CQ15006protein_codingtolerated(0.19)benign(0.053)TCGA-F5-6814-01Colorectumrectum 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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