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: ELL

Gene summary for ELL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ELL

Gene ID

8178

Gene nameelongation factor for RNA polymerase II
Gene AliasC19orf17
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

P55199


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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
8178ELLLZE4THumanEsophagusESCC2.00e-041.07e-010.0811
8178ELLLZE7THumanEsophagusESCC1.56e-021.26e-010.0667
8178ELLLZE20THumanEsophagusESCC2.13e-034.79e-020.0662
8178ELLLZE24THumanEsophagusESCC9.26e-153.33e-010.0596
8178ELLP1T-EHumanEsophagusESCC1.26e-053.74e-010.0875
8178ELLP2T-EHumanEsophagusESCC1.39e-104.83e-020.1177
8178ELLP4T-EHumanEsophagusESCC7.54e-041.04e-010.1323
8178ELLP5T-EHumanEsophagusESCC9.45e-151.26e-010.1327
8178ELLP8T-EHumanEsophagusESCC8.67e-111.31e-010.0889
8178ELLP9T-EHumanEsophagusESCC1.00e-152.80e-010.1131
8178ELLP10T-EHumanEsophagusESCC1.32e-161.32e-010.116
8178ELLP11T-EHumanEsophagusESCC8.82e-074.68e-010.1426
8178ELLP12T-EHumanEsophagusESCC1.78e-122.78e-010.1122
8178ELLP15T-EHumanEsophagusESCC2.00e-162.20e-010.1149
8178ELLP16T-EHumanEsophagusESCC8.39e-057.27e-030.1153
8178ELLP17T-EHumanEsophagusESCC2.22e-052.24e-010.1278
8178ELLP19T-EHumanEsophagusESCC7.27e-031.77e-010.1662
8178ELLP20T-EHumanEsophagusESCC1.75e-112.80e-010.1124
8178ELLP21T-EHumanEsophagusESCC6.19e-193.68e-010.1617
8178ELLP22T-EHumanEsophagusESCC6.17e-156.82e-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
∗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:00063684CervixCCtranscription elongation from RNA polymerase II promoter17/231169/187233.65e-032.33e-0217
GO:00063545CervixCCDNA-templated transcription, elongation20/231191/187236.88e-033.74e-0220
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:00063681ColorectumMSStranscription elongation from RNA polymerase II promoter22/346769/187235.31e-033.62e-0222
GO:00063682ColorectumFAPtranscription elongation from RNA polymerase II promoter20/262269/187239.25e-049.26e-0320
GO:00063542ColorectumFAPDNA-templated transcription, elongation24/262291/187231.32e-031.22e-0224
GO:00063543ColorectumCRCDNA-templated transcription, elongation19/207891/187234.74e-033.67e-0219
GO:00514039EndometriumAEHstress-activated MAPK cascade50/2100239/187239.33e-062.18e-0450
GO:00310989EndometriumAEHstress-activated protein kinase signaling cascade51/2100247/187231.12e-052.52e-0451
GO:00328728EndometriumAEHregulation of stress-activated MAPK cascade42/2100192/187231.53e-053.23e-0442
GO:00380665EndometriumAEHp38MAPK cascade18/210055/187231.77e-053.65e-0418
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:00703028EndometriumAEHregulation of stress-activated protein kinase signaling cascade42/2100195/187232.27e-054.35e-0442
GO:19007443EndometriumAEHregulation of p38MAPK cascade15/210047/187231.21e-041.67e-0315
GO:19007452EndometriumAEHpositive regulation of p38MAPK cascade10/210032/187231.94e-031.52e-0210
GO:00328743EndometriumAEHpositive regulation of stress-activated MAPK cascade25/2100126/187233.18e-032.24e-0225
GO:00703044EndometriumAEHpositive regulation of stress-activated protein kinase signaling cascade25/2100128/187233.95e-032.65e-0225
GO:003806612EndometriumEECp38MAPK cascade21/216855/187233.30e-071.33e-0521
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
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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
ELLSNVMissense_Mutationc.719A>Gp.Asp240Glyp.D240GP55199protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A1-A0SQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
ELLSNVMissense_Mutationrs538570775c.1634N>Ap.Arg545Hisp.R545HP55199protein_codingtolerated(0.21)possibly_damaging(0.517)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ELLSNVMissense_Mutationc.189C>Gp.Ile63Metp.I63MP55199protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ELLSNVMissense_Mutationnovelc.343N>Ap.Gln115Lysp.Q115KP55199protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ELLSNVMissense_Mutationc.1183N>Tp.Asp395Tyrp.D395YP55199protein_codingdeleterious(0)probably_damaging(0.976)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ELLSNVMissense_Mutationc.956N>Gp.Ser319Trpp.S319WP55199protein_codingdeleterious(0)possibly_damaging(0.818)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
ELLdeletionFrame_Shift_Delnovelc.1845delNp.Gln616SerfsTer30p.Q616Sfs*30P55199protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ELLSNVMissense_Mutationnovelc.1273N>Ap.Leu425Ilep.L425IP55199protein_codingtolerated(0.16)possibly_damaging(0.492)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ELLSNVMissense_Mutationrs759973204c.940N>Tp.Arg314Cysp.R314CP55199protein_codingdeleterious(0.05)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ELLSNVMissense_Mutationnovelc.131G>Ap.Arg44Lysp.R44KP55199protein_codingtolerated(0.53)benign(0.007)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
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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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