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: NELFA

Gene summary for NELFA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NELFA

Gene ID

7469

Gene namenegative elongation factor complex member A
Gene AliasNELF-A
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A0C4DFX9


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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
7469NELFALZE4THumanEsophagusESCC4.19e-049.09e-020.0811
7469NELFALZE7THumanEsophagusESCC1.87e-106.20e-010.0667
7469NELFALZE8THumanEsophagusESCC2.55e-102.95e-010.067
7469NELFALZE20THumanEsophagusESCC4.62e-083.81e-010.0662
7469NELFALZE22THumanEsophagusESCC2.07e-042.16e-010.068
7469NELFALZE24THumanEsophagusESCC1.77e-083.23e-010.0596
7469NELFALZE21THumanEsophagusESCC4.66e-023.16e-010.0655
7469NELFAP1T-EHumanEsophagusESCC4.83e-094.34e-010.0875
7469NELFAP2T-EHumanEsophagusESCC1.09e-366.11e-010.1177
7469NELFAP4T-EHumanEsophagusESCC9.40e-215.28e-010.1323
7469NELFAP5T-EHumanEsophagusESCC1.10e-192.22e-010.1327
7469NELFAP8T-EHumanEsophagusESCC9.88e-416.14e-010.0889
7469NELFAP9T-EHumanEsophagusESCC4.92e-162.11e-010.1131
7469NELFAP10T-EHumanEsophagusESCC5.40e-293.26e-010.116
7469NELFAP11T-EHumanEsophagusESCC1.98e-092.30e-010.1426
7469NELFAP12T-EHumanEsophagusESCC1.12e-346.09e-010.1122
7469NELFAP15T-EHumanEsophagusESCC1.50e-235.12e-010.1149
7469NELFAP16T-EHumanEsophagusESCC1.19e-447.89e-010.1153
7469NELFAP17T-EHumanEsophagusESCC9.85e-104.68e-010.1278
7469NELFAP19T-EHumanEsophagusESCC2.50e-065.81e-010.1662
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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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:003424312EsophagusESCCregulation of transcription elongation from RNA polymerase II promoter28/855232/187231.02e-061.29e-0528
GO:00310583EsophagusESCCpositive regulation of histone modification65/855292/187231.04e-061.31e-0565
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:003106013EsophagusESCCregulation of histone methylation46/855269/187233.46e-042.03e-0346
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:003424411EsophagusESCCnegative regulation of transcription elongation from RNA polymerase II promoter14/855216/187236.78e-043.56e-0314
GO:003278511EsophagusESCCnegative regulation of DNA-templated transcription, elongation15/855218/187231.20e-035.88e-0315
GO:003106211EsophagusESCCpositive regulation of histone methylation28/855241/187232.88e-031.21e-0228
GO:005157111EsophagusESCCpositive regulation of histone H3-K4 methylation14/855219/187231.27e-024.21e-0214
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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
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0325013Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0325022Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa0325031Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
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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
NELFASNVMissense_Mutationc.995N>Gp.Ser332Cysp.S332Cprotein_codingdeleterious(0.01)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NELFAinsertionNonsense_Mutationnovelc.1450_1451insTTTAATTCTGGAAAATAAGGTAGTCCTGGAAGATGGGCACTp.Glu484ValfsTer2p.E484Vfs*2protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
NELFASNVMissense_Mutationnovelc.983C>Ap.Pro328Hisp.P328Hprotein_codingdeleterious(0)possibly_damaging(0.754)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NELFASNVMissense_Mutationnovelc.358N>Cp.Glu120Glnp.E120Qprotein_codingtolerated(0.08)benign(0.009)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NELFASNVMissense_Mutationrs763739051c.1016N>Tp.Thr339Metp.T339Mprotein_codingdeleterious(0.05)probably_damaging(0.969)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NELFASNVMissense_Mutationrs745686118c.839N>Ap.Arg280Glnp.R280Qprotein_codingtolerated(0.15)probably_damaging(0.997)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NELFASNVMissense_Mutationnovelc.565N>Ap.Leu189Metp.L189Mprotein_codingdeleterious(0)probably_damaging(0.953)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NELFASNVMissense_Mutationc.1583N>Ap.Arg528Hisp.R528Hprotein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A6-2680-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NELFASNVMissense_Mutationnovelc.325A>Gp.Lys109Glup.K109Eprotein_codingdeleterious(0)possibly_damaging(0.476)TCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
NELFASNVMissense_Mutationrs745357806c.1513G>Ap.Gly505Serp.G505Sprotein_codingdeleterious(0.01)probably_damaging(1)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
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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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