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: NDUFAF5

Gene summary for NDUFAF5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFAF5

Gene ID

79133

Gene nameNADH:ubiquinone oxidoreductase complex assembly factor 5
Gene AliasC20orf7
Cytomap20p12.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q5TEU4


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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
79133NDUFAF5LZE7THumanEsophagusESCC5.28e-052.39e-010.0667
79133NDUFAF5LZE24THumanEsophagusESCC1.71e-021.30e-010.0596
79133NDUFAF5LZE6THumanEsophagusESCC1.66e-021.93e-010.0845
79133NDUFAF5P1T-EHumanEsophagusESCC2.71e-032.32e-010.0875
79133NDUFAF5P2T-EHumanEsophagusESCC9.05e-142.26e-010.1177
79133NDUFAF5P4T-EHumanEsophagusESCC1.51e-102.65e-010.1323
79133NDUFAF5P5T-EHumanEsophagusESCC1.91e-062.04e-010.1327
79133NDUFAF5P8T-EHumanEsophagusESCC8.21e-101.56e-010.0889
79133NDUFAF5P9T-EHumanEsophagusESCC7.96e-092.07e-010.1131
79133NDUFAF5P10T-EHumanEsophagusESCC8.69e-162.59e-010.116
79133NDUFAF5P11T-EHumanEsophagusESCC6.14e-103.75e-010.1426
79133NDUFAF5P12T-EHumanEsophagusESCC9.82e-223.66e-010.1122
79133NDUFAF5P15T-EHumanEsophagusESCC3.97e-092.47e-010.1149
79133NDUFAF5P16T-EHumanEsophagusESCC3.89e-162.33e-010.1153
79133NDUFAF5P17T-EHumanEsophagusESCC4.37e-062.42e-010.1278
79133NDUFAF5P20T-EHumanEsophagusESCC3.98e-133.09e-010.1124
79133NDUFAF5P21T-EHumanEsophagusESCC4.58e-213.88e-010.1617
79133NDUFAF5P22T-EHumanEsophagusESCC4.19e-111.95e-010.1236
79133NDUFAF5P23T-EHumanEsophagusESCC1.22e-163.73e-010.108
79133NDUFAF5P24T-EHumanEsophagusESCC1.34e-091.93e-010.1287
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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:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:0010257110EsophagusESCCNADH dehydrogenase complex assembly50/855257/187233.78e-111.24e-0950
GO:0032981110EsophagusESCCmitochondrial respiratory chain complex I assembly50/855257/187233.78e-111.24e-0950
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:003310818Oral cavityOSCCmitochondrial respiratory chain complex assembly75/730593/187232.17e-161.68e-1475
GO:001025718Oral cavityOSCCNADH dehydrogenase complex assembly45/730557/187238.53e-102.13e-0845
GO:003298118Oral cavityOSCCmitochondrial respiratory chain complex I assembly45/730557/187238.53e-102.13e-0845
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa04714113Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
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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
NDUFAF5SNVMissense_Mutationc.268N>Gp.Phe90Valp.F90VQ5TEU4protein_codingdeleterious(0)probably_damaging(0.978)TCGA-A8-A06Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
NDUFAF5SNVMissense_Mutationc.375G>Cp.Leu125Phep.L125FQ5TEU4protein_codingdeleterious(0.01)benign(0.333)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
NDUFAF5SNVMissense_Mutationc.918N>Ap.Met306Ilep.M306IQ5TEU4protein_codingdeleterious(0.01)benign(0.342)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NDUFAF5insertionIn_Frame_Insnovelc.882_883insACCTGGCTTTTGCCCAGCGGGCTTACTTTAGACCATTGCTGGCAAp.Asp294_Gly295insThrTrpLeuLeuProSerGlyLeuThrLeuAspHisCysTrpGlnp.D294_G295insTWLLPSGLTLDHCWQQ5TEU4protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDUFAF5SNVMissense_Mutationnovelc.146N>Ap.Arg49Glnp.R49QQ5TEU4protein_codingdeleterious(0)probably_damaging(0.981)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDUFAF5SNVMissense_Mutationc.841G>Ap.Ala281Thrp.A281TQ5TEU4protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NDUFAF5SNVMissense_Mutationrs142611230c.970N>Ap.Ala324Thrp.A324TQ5TEU4protein_codingdeleterious(0.03)possibly_damaging(0.581)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NDUFAF5SNVMissense_Mutationnovelc.172T>Cp.Trp58Argp.W58RQ5TEU4protein_codingtolerated(1)benign(0.006)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDUFAF5SNVMissense_Mutationc.98N>Ap.Val33Aspp.V33DQ5TEU4protein_codingtolerated(0.25)benign(0.039)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
NDUFAF5SNVMissense_Mutationc.662N>Tp.Ala221Valp.A221VQ5TEU4protein_codingtolerated(0.06)possibly_damaging(0.76)TCGA-CM-6674-01Colorectumcolon 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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