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: NELFCD

Gene summary for NELFCD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NELFCD

Gene ID

51497

Gene namenegative elongation factor complex member C/D
Gene AliasHSPC130
Cytomap20q13.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

H0UI80


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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
51497NELFCDHTA11_866_3004761011HumanColorectumAD4.15e-053.48e-010.096
51497NELFCDHTA11_99999965104_69814HumanColorectumMSS5.58e-034.14e-010.281
51497NELFCDHTA11_99999971662_82457HumanColorectumMSS4.11e-361.09e+000.3859
51497NELFCDHTA11_99999973899_84307HumanColorectumMSS3.98e-045.47e-010.2585
51497NELFCDHTA11_99999974143_84620HumanColorectumMSS9.52e-073.79e-010.3005
51497NELFCDA015-C-203HumanColorectumFAP1.43e-02-7.12e-02-0.1294
51497NELFCDA015-C-104HumanColorectumFAP2.49e-03-7.32e-02-0.1899
51497NELFCDA002-C-016HumanColorectumFAP1.71e-07-1.55e-010.0521
51497NELFCDA002-C-116HumanColorectumFAP4.55e-05-1.64e-01-0.0452
51497NELFCDCRC-3-11773HumanColorectumCRC1.14e-063.82e-010.2564
51497NELFCDLZE2THumanEsophagusESCC3.22e-032.69e-010.082
51497NELFCDLZE4THumanEsophagusESCC2.55e-267.98e-010.0811
51497NELFCDLZE5THumanEsophagusESCC1.54e-061.93e-010.0514
51497NELFCDLZE7THumanEsophagusESCC2.31e-106.84e-010.0667
51497NELFCDLZE8THumanEsophagusESCC4.73e-041.90e-010.067
51497NELFCDLZE20THumanEsophagusESCC5.29e-102.94e-010.0662
51497NELFCDLZE22D1HumanEsophagusHGIN5.22e-077.73e-020.0595
51497NELFCDLZE22THumanEsophagusESCC1.52e-043.18e-010.068
51497NELFCDLZE24THumanEsophagusESCC1.26e-215.07e-010.0596
51497NELFCDLZE21THumanEsophagusESCC1.11e-043.13e-010.0655
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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
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: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:00063687EsophagusHGINtranscription elongation from RNA polymerase II promoter24/258769/187238.93e-062.64e-0424
GO:00063548EsophagusHGINDNA-templated transcription, elongation27/258791/187236.62e-051.52e-0327
GO:00342435EsophagusHGINregulation of transcription elongation from RNA polymerase II promoter13/258732/187231.72e-043.32e-0313
GO:00327853EsophagusHGINnegative regulation of DNA-templated transcription, elongation8/258718/187231.58e-031.79e-028
GO:00327844EsophagusHGINregulation of DNA-templated transcription, elongation16/258753/187231.58e-031.79e-0216
GO:00342443EsophagusHGINnegative regulation of transcription elongation from RNA polymerase II promoter7/258716/187233.47e-033.22e-027
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:003424312EsophagusESCCregulation of transcription elongation from RNA polymerase II promoter28/855232/187231.02e-061.29e-0528
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:00063544LiverCirrhoticDNA-templated transcription, elongation35/463491/187232.56e-031.53e-0235
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03250ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa032501ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
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
NELFCDSNVMissense_Mutationnovelc.1357C>Gp.Gln453Glup.Q453Eprotein_codingtolerated(0.95)possibly_damaging(0.894)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
NELFCDSNVMissense_Mutationc.517N>Ap.Glu173Lysp.E173Kprotein_codingdeleterious(0)probably_damaging(0.992)TCGA-B6-A0RV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NELFCDSNVMissense_Mutationnovelc.566N>Gp.Ser189Cysp.S189Cprotein_codingdeleterious(0)possibly_damaging(0.889)TCGA-D8-A73W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
NELFCDSNVMissense_Mutationc.1577N>Ap.Arg526Glnp.R526Qprotein_codingtolerated(0.09)benign(0.393)TCGA-OL-A66N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NELFCDSNVMissense_Mutationnovelc.1241N>Tp.Ser414Phep.S414Fprotein_codingdeleterious(0.01)possibly_damaging(0.567)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NELFCDSNVMissense_Mutationrs147835273c.827N>Ap.Arg276Hisp.R276Hprotein_codingtolerated(0.08)possibly_damaging(0.603)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NELFCDSNVMissense_Mutationnovelc.1619N>Ap.Arg540Hisp.R540Hprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NELFCDSNVMissense_Mutationc.537N>Cp.Leu179Phep.L179Fprotein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-C5-A1BN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NELFCDSNVMissense_Mutationnovelc.1487N>Cp.Met496Thrp.M496Tprotein_codingdeleterious(0)benign(0.249)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NELFCDSNVMissense_Mutationc.688N>Cp.Glu230Glnp.E230Qprotein_codingtolerated(0.62)possibly_damaging(0.478)TCGA-IR-A3LA-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
51497NELFCDKINASEdiuretics
51497NELFCDKINASEThiazides, plain
51497NELFCDKINASEhydrochlorothiazideHYDROCHLOROTHIAZIDE
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