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: EML3

Gene summary for EML3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EML3

Gene ID

256364

Gene nameEMAP like 3
Gene AliasELP95
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q32P44


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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
256364EML3LZE2THumanEsophagusESCC2.53e-054.06e-010.082
256364EML3LZE4THumanEsophagusESCC8.02e-048.18e-020.0811
256364EML3LZE20THumanEsophagusESCC2.76e-041.27e-010.0662
256364EML3LZE24THumanEsophagusESCC7.03e-121.59e-010.0596
256364EML3P1T-EHumanEsophagusESCC2.21e-062.36e-010.0875
256364EML3P2T-EHumanEsophagusESCC8.02e-212.32e-010.1177
256364EML3P4T-EHumanEsophagusESCC6.74e-092.92e-010.1323
256364EML3P5T-EHumanEsophagusESCC7.47e-067.02e-020.1327
256364EML3P8T-EHumanEsophagusESCC2.47e-264.38e-010.0889
256364EML3P9T-EHumanEsophagusESCC1.70e-132.12e-010.1131
256364EML3P10T-EHumanEsophagusESCC6.66e-201.01e-010.116
256364EML3P11T-EHumanEsophagusESCC1.58e-113.55e-010.1426
256364EML3P12T-EHumanEsophagusESCC9.46e-151.80e-010.1122
256364EML3P15T-EHumanEsophagusESCC5.43e-067.47e-020.1149
256364EML3P16T-EHumanEsophagusESCC1.22e-051.05e-010.1153
256364EML3P17T-EHumanEsophagusESCC1.91e-042.84e-010.1278
256364EML3P19T-EHumanEsophagusESCC3.29e-063.45e-010.1662
256364EML3P20T-EHumanEsophagusESCC2.63e-163.25e-010.1124
256364EML3P21T-EHumanEsophagusESCC2.85e-204.93e-010.1617
256364EML3P22T-EHumanEsophagusESCC4.08e-022.52e-020.1236
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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
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
∗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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:005131011EsophagusESCCmetaphase plate congression58/855265/187231.81e-138.63e-1258
GO:000708011EsophagusESCCmitotic metaphase plate congression47/855250/187233.15e-131.47e-1147
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:005130311EsophagusESCCestablishment of chromosome localization67/855280/187231.92e-128.09e-1167
GO:005000011EsophagusESCCchromosome localization68/855282/187233.37e-121.32e-1068
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:009030715EsophagusESCCmitotic spindle assembly52/855265/187231.41e-082.77e-0752
GO:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:009022413EsophagusESCCregulation of spindle organization32/855239/187233.27e-063.65e-0532
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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
EML3SNVMissense_Mutationc.562G>Ap.Glu188Lysp.E188KQ32P44protein_codingtolerated(0.2)benign(0.019)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EML3SNVMissense_Mutationnovelc.2289N>Tp.Lys763Asnp.K763NQ32P44protein_codingtolerated(0.08)benign(0.185)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EML3SNVMissense_Mutationrs530217979c.2086N>Cp.Ala696Prop.A696PQ32P44protein_codingdeleterious(0.02)probably_damaging(1)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EML3insertionIn_Frame_Insnovelc.307_308insTTTGGGCTGTAGCCCCAGGAGCTATTTp.Ser103delinsIleTrpAlaValAlaProGlyAlaIleCysp.S103delinsIWAVAPGAICQ32P44protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EML3insertionNonsense_Mutationnovelc.1768_1769insGATCTACATCTATAGTGTTTCCAGTGATGGTGCCAp.Ser590Terp.S590*Q32P44protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
EML3insertionFrame_Shift_Insnovelc.705_706insACTGGAGACTCAGAGGGGAACATTCTCAp.Leu236ThrfsTer11p.L236Tfs*11Q32P44protein_codingTCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EML3insertionFrame_Shift_Insnovelc.1288_1289insTGGGTTCGAGCAATTCTCCTGCCTCAGCCTCCCGGAGp.His430LeufsTer97p.H430Lfs*97Q32P44protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EML3insertionNonsense_Mutationnovelc.969_970insAGAAGGGTAGTTCTGGGTTCATGAGGTGGGAGGTGCTAGTCTTATTp.Gln324ArgfsTer8p.Q324Rfs*8Q32P44protein_codingTCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EML3SNVMissense_Mutationnovelc.2453N>Ap.Arg818Hisp.R818HQ32P44protein_codingtolerated_low_confidence(0.64)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EML3SNVMissense_Mutationc.1607N>Ap.Arg536Hisp.R536HQ32P44protein_codingdeleterious(0.02)possibly_damaging(0.637)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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